id	sid	tid	token	lemma	pos
cana-1443	1	1	ssrg	ssrg	ADJ
cana-1443	1	2	/	/	SYM
cana-1443	1	3	ijett	ijett	NOUN
cana-1443	1	4	template	template	NOUN
cana-1443	1	5	communications	communication	NOUN
cana-1443	1	6	on	on	ADP
cana-1443	1	7	applied	apply	VERB
cana-1443	1	8	nonlinear	nonlinear	ADJ
cana-1443	1	9	analysis	analysis	NOUN
cana-1443	1	10	issn	issn	NOUN
cana-1443	1	11	:	:	PUNCT
cana-1443	1	12	1074	1074	NUM
cana-1443	1	13	-	-	PUNCT
cana-1443	1	14	133x	133x	NUM
cana-1443	1	15	vol	vol	NOUN
cana-1443	1	16	31	31	NUM
cana-1443	1	17	no	no	NOUN
cana-1443	1	18	.	.	PUNCT
cana-1443	2	1	8s	8s	PROPN
cana-1443	2	2	(	(	PUNCT
cana-1443	2	3	2024	2024	NUM
cana-1443	2	4	)	)	PUNCT
cana-1443	2	5	12	12	NUM
cana-1443	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	2	7	mathematical	mathematical	ADJ
cana-1443	2	8	operations	operation	NOUN
cana-1443	2	9	research	research	NOUN
cana-1443	2	10	for	for	ADP
cana-1443	2	11	deep	deep	ADJ
cana-1443	2	12	learning	learning	NOUN
cana-1443	2	13	-	-	PUNCT
cana-1443	2	14	based	base	VERB
cana-1443	2	15	beamforming	beamforming	NOUN
cana-1443	2	16	in	in	ADP
cana-1443	2	17	wcs	wcs	PROPN
cana-1443	2	18	k.sudharson1	k.sudharson1	PROPN
cana-1443	2	19	,	,	PUNCT
cana-1443	2	20	badi	badi	PROPN
cana-1443	2	21	alekhya2	alekhya2	PROPN
cana-1443	2	22	,	,	PUNCT
cana-1443	2	23	s.gunasundari3	s.gunasundari3	NOUN
cana-1443	2	24	,	,	PUNCT
cana-1443	2	25	r.	r.	PROPN
cana-1443	2	26	vanitha4	vanitha4	PROPN
cana-1443	3	1	1department	1department	NUM
cana-1443	3	2	of	of	ADP
cana-1443	3	3	aiml	aiml	NOUN
cana-1443	3	4	,	,	PUNCT
cana-1443	3	5	r.m.d	r.m.d	PROPN
cana-1443	3	6	.	.	PUNCT
cana-1443	3	7	engineering	engineering	PROPN
cana-1443	3	8	college	college	PROPN
cana-1443	3	9	,	,	PUNCT
cana-1443	3	10	tamil	tamil	PROPN
cana-1443	3	11	nadu	nadu	PROPN
cana-1443	3	12	,	,	PUNCT
cana-1443	3	13	india	india	PROPN
cana-1443	3	14	.	.	PUNCT
cana-1443	4	1	2department	2department	NUM
cana-1443	4	2	of	of	ADP
cana-1443	4	3	aiml	aiml	NOUN
cana-1443	4	4	,	,	PUNCT
cana-1443	4	5	r.m.d	r.m.d	PROPN
cana-1443	4	6	.	.	PUNCT
cana-1443	4	7	engineering	engineering	PROPN
cana-1443	4	8	college	college	PROPN
cana-1443	4	9	,	,	PUNCT
cana-1443	4	10	tamil	tamil	PROPN
cana-1443	4	11	nadu	nadu	PROPN
cana-1443	4	12	,	,	PUNCT
cana-1443	4	13	india	india	PROPN
cana-1443	4	14	.	.	PUNCT
cana-1443	5	1	3department	3department	NUM
cana-1443	5	2	of	of	ADP
cana-1443	5	3	cse	cse	PROPN
cana-1443	5	4	,	,	PUNCT
cana-1443	5	5	velammal	velammal	ADJ
cana-1443	5	6	engineering	engineering	PROPN
cana-1443	5	7	college	college	PROPN
cana-1443	5	8	,	,	PUNCT
cana-1443	5	9	tamil	tamil	PROPN
cana-1443	5	10	nadu	nadu	PROPN
cana-1443	5	11	,	,	PUNCT
cana-1443	5	12	india	india	PROPN
cana-1443	5	13	.	.	PUNCT
cana-1443	6	1	4department	4department	NUM
cana-1443	6	2	of	of	ADP
cana-1443	6	3	cse	cse	PROPN
cana-1443	6	4	,	,	PUNCT
cana-1443	6	5	kcg	kcg	VERB
cana-1443	6	6	college	college	NOUN
cana-1443	6	7	of	of	ADP
cana-1443	6	8	technology	technology	NOUN
cana-1443	6	9	,	,	PUNCT
cana-1443	6	10	tamil	tamil	PROPN
cana-1443	6	11	nadu	nadu	PROPN
cana-1443	6	12	,	,	PUNCT
cana-1443	6	13	india	india	PROPN
cana-1443	6	14	.	.	PUNCT
cana-1443	7	1	article	article	PROPN
cana-1443	7	2	history	history	NOUN
cana-1443	7	3	:	:	PUNCT
cana-1443	7	4	received	receive	VERB
cana-1443	7	5	:	:	PUNCT
cana-1443	7	6	20	20	NUM
cana-1443	7	7	-	-	PUNCT
cana-1443	7	8	04	04	NUM
cana-1443	7	9	-	-	PUNCT
cana-1443	7	10	2024	2024	NUM
cana-1443	7	11	revised	revise	VERB
cana-1443	7	12	:	:	PUNCT
cana-1443	7	13	10	10	NUM
cana-1443	7	14	-	-	SYM
cana-1443	7	15	06	06	NUM
cana-1443	7	16	-	-	PUNCT
cana-1443	7	17	2024	2024	NUM
cana-1443	7	18	accepted	accept	VERB
cana-1443	7	19	:	:	PUNCT
cana-1443	7	20	24	24	NUM
cana-1443	7	21	-	-	PUNCT
cana-1443	7	22	06	06	NUM
cana-1443	7	23	-	-	PUNCT
cana-1443	7	24	2024	2024	NUM
cana-1443	7	25	abstract	abstract	NOUN
cana-1443	7	26	:	:	PUNCT
cana-1443	7	27	this	this	DET
cana-1443	7	28	paper	paper	NOUN
cana-1443	7	29	presents	present	VERB
cana-1443	7	30	a	a	DET
cana-1443	7	31	novel	novel	ADJ
cana-1443	7	32	approach	approach	NOUN
cana-1443	7	33	to	to	PART
cana-1443	7	34	enhance	enhance	VERB
cana-1443	7	35	wireless	wireless	ADJ
cana-1443	7	36	communication	communication	NOUN
cana-1443	7	37	systems	system	NOUN
cana-1443	7	38	using	use	VERB
cana-1443	7	39	deep	deep	ADJ
cana-1443	7	40	learning	learning	NOUN
cana-1443	7	41	-	-	PUNCT
cana-1443	7	42	based	base	VERB
cana-1443	7	43	beamforming	beamforming	NOUN
cana-1443	7	44	for	for	ADP
cana-1443	7	45	signal	signal	NOUN
cana-1443	7	46	processing	processing	NOUN
cana-1443	7	47	.	.	PUNCT
cana-1443	8	1	traditional	traditional	ADJ
cana-1443	8	2	beamforming	beamforme	VERB
cana-1443	8	3	methods	method	NOUN
cana-1443	8	4	often	often	ADV
cana-1443	8	5	lack	lack	VERB
cana-1443	8	6	adaptability	adaptability	NOUN
cana-1443	8	7	to	to	ADP
cana-1443	8	8	dynamic	dynamic	ADJ
cana-1443	8	9	communication	communication	NOUN
cana-1443	8	10	environments	environment	NOUN
cana-1443	8	11	.	.	PUNCT
cana-1443	9	1	leveraging	leverage	VERB
cana-1443	9	2	convolutional	convolutional	ADJ
cana-1443	9	3	neural	neural	ADJ
cana-1443	9	4	networks	network	NOUN
cana-1443	9	5	(	(	PUNCT
cana-1443	9	6	cnns	cnns	PROPN
cana-1443	9	7	)	)	PUNCT
cana-1443	9	8	,	,	PUNCT
cana-1443	9	9	our	our	PRON
cana-1443	9	10	proposed	propose	VERB
cana-1443	9	11	model	model	NOUN
cana-1443	9	12	learns	learn	VERB
cana-1443	9	13	spatial	spatial	ADJ
cana-1443	9	14	features	feature	NOUN
cana-1443	9	15	from	from	ADP
cana-1443	9	16	real	real	ADJ
cana-1443	9	17	-	-	PUNCT
cana-1443	9	18	world	world	NOUN
cana-1443	9	19	channel	channel	NOUN
cana-1443	9	20	data	datum	NOUN
cana-1443	9	21	,	,	PUNCT
cana-1443	9	22	optimizing	optimize	VERB
cana-1443	9	23	signal	signal	NOUN
cana-1443	9	24	transmission	transmission	NOUN
cana-1443	9	25	and	and	CCONJ
cana-1443	9	26	reception	reception	NOUN
cana-1443	9	27	.	.	PUNCT
cana-1443	10	1	we	we	PRON
cana-1443	10	2	utilize	utilize	VERB
cana-1443	10	3	a	a	DET
cana-1443	10	4	synthetically	synthetically	ADV
cana-1443	10	5	generated	generate	VERB
cana-1443	10	6	indoor	indoor	ADJ
cana-1443	10	7	mm	mm	ADJ
cana-1443	10	8	-	-	PUNCT
cana-1443	10	9	wave	wave	NOUN
cana-1443	10	10	channel	channel	NOUN
cana-1443	10	11	dataset	dataset	NOUN
cana-1443	10	12	,	,	PUNCT
cana-1443	10	13	which	which	PRON
cana-1443	10	14	includes	include	VERB
cana-1443	10	15	multiple	multiple	ADJ
cana-1443	10	16	moving	move	VERB
cana-1443	10	17	targets	target	NOUN
cana-1443	10	18	,	,	PUNCT
cana-1443	10	19	to	to	PART
cana-1443	10	20	simulate	simulate	VERB
cana-1443	10	21	realistic	realistic	ADJ
cana-1443	10	22	communication	communication	NOUN
cana-1443	10	23	scenarios	scenario	NOUN
cana-1443	10	24	.	.	PUNCT
cana-1443	11	1	the	the	DET
cana-1443	11	2	dataset	dataset	NOUN
cana-1443	11	3	also	also	ADV
cana-1443	11	4	incorporates	incorporate	VERB
cana-1443	11	5	noisy	noisy	ADJ
cana-1443	11	6	ieee	ieee	NOUN
cana-1443	11	7	802.11ay	802.11ay	NUM
cana-1443	11	8	channel	channel	NOUN
cana-1443	11	9	estimation	estimation	NOUN
cana-1443	11	10	fields	field	NOUN
cana-1443	11	11	,	,	PUNCT
cana-1443	11	12	providing	provide	VERB
cana-1443	11	13	a	a	DET
cana-1443	11	14	challenging	challenging	ADJ
cana-1443	11	15	yet	yet	ADV
cana-1443	11	16	controlled	control	VERB
cana-1443	11	17	environment	environment	NOUN
cana-1443	11	18	for	for	ADP
cana-1443	11	19	algorithm	algorithm	NOUN
cana-1443	11	20	development	development	NOUN
cana-1443	11	21	and	and	CCONJ
cana-1443	11	22	testing	testing	NOUN
cana-1443	11	23	.	.	PUNCT
cana-1443	12	1	extensive	extensive	ADJ
cana-1443	12	2	simulations	simulation	NOUN
cana-1443	12	3	demonstrate	demonstrate	VERB
cana-1443	12	4	significant	significant	ADJ
cana-1443	12	5	enhancements	enhancement	NOUN
cana-1443	12	6	in	in	ADP
cana-1443	12	7	signal	signal	ADJ
cana-1443	12	8	quality	quality	NOUN
cana-1443	12	9	,	,	PUNCT
cana-1443	12	10	throughput	throughput	NOUN
cana-1443	12	11	,	,	PUNCT
cana-1443	12	12	and	and	CCONJ
cana-1443	12	13	coverage	coverage	NOUN
cana-1443	12	14	compared	compare	VERB
cana-1443	12	15	to	to	ADP
cana-1443	12	16	conventional	conventional	ADJ
cana-1443	12	17	techniques	technique	NOUN
cana-1443	12	18	.	.	PUNCT
cana-1443	13	1	our	our	PRON
cana-1443	13	2	approach	approach	NOUN
cana-1443	13	3	offers	offer	VERB
cana-1443	13	4	advantages	advantage	NOUN
cana-1443	13	5	in	in	ADP
cana-1443	13	6	using	use	VERB
cana-1443	13	7	real	real	ADJ
cana-1443	13	8	-	-	PUNCT
cana-1443	13	9	world	world	NOUN
cana-1443	13	10	data	datum	NOUN
cana-1443	13	11	for	for	ADP
cana-1443	13	12	training	training	NOUN
cana-1443	13	13	,	,	PUNCT
cana-1443	13	14	lightweight	lightweight	ADJ
cana-1443	13	15	model	model	NOUN
cana-1443	13	16	design	design	NOUN
cana-1443	13	17	,	,	PUNCT
cana-1443	13	18	and	and	CCONJ
cana-1443	13	19	scalability	scalability	NOUN
cana-1443	13	20	.	.	PUNCT
cana-1443	14	1	the	the	DET
cana-1443	14	2	proposed	propose	VERB
cana-1443	14	3	model	model	NOUN
cana-1443	14	4	's	's	PART
cana-1443	14	5	effectiveness	effectiveness	NOUN
cana-1443	14	6	is	be	AUX
cana-1443	14	7	validated	validate	VERB
cana-1443	14	8	across	across	ADP
cana-1443	14	9	diverse	diverse	ADJ
cana-1443	14	10	communication	communication	NOUN
cana-1443	14	11	scenarios	scenario	NOUN
cana-1443	14	12	,	,	PUNCT
cana-1443	14	13	showcasing	showcase	VERB
cana-1443	14	14	its	its	PRON
cana-1443	14	15	robustness	robustness	NOUN
cana-1443	14	16	and	and	CCONJ
cana-1443	14	17	generalization	generalization	NOUN
cana-1443	14	18	capability	capability	NOUN
cana-1443	14	19	.	.	PUNCT
cana-1443	15	1	results	result	NOUN
cana-1443	15	2	show	show	VERB
cana-1443	15	3	that	that	SCONJ
cana-1443	15	4	our	our	PRON
cana-1443	15	5	deep	deep	ADJ
cana-1443	15	6	learning	learning	NOUN
cana-1443	15	7	-	-	PUNCT
cana-1443	15	8	based	base	VERB
cana-1443	15	9	beamforming	beamforming	NOUN
cana-1443	15	10	model	model	NOUN
cana-1443	15	11	outperforms	outperform	VERB
cana-1443	15	12	traditional	traditional	ADJ
cana-1443	15	13	methods	method	NOUN
cana-1443	15	14	by	by	ADP
cana-1443	15	15	up	up	ADP
cana-1443	15	16	to	to	PART
cana-1443	15	17	25	25	NUM
cana-1443	15	18	%	%	NOUN
cana-1443	15	19	in	in	ADP
cana-1443	15	20	signal	signal	NOUN
cana-1443	15	21	-	-	PUNCT
cana-1443	15	22	to	to	ADP
cana-1443	15	23	-	-	PUNCT
cana-1443	15	24	noise	noise	NOUN
cana-1443	15	25	ratio	ratio	NOUN
cana-1443	15	26	(	(	PUNCT
cana-1443	15	27	snr	snr	PROPN
cana-1443	15	28	)	)	PUNCT
cana-1443	15	29	and	and	CCONJ
cana-1443	15	30	30	30	NUM
cana-1443	15	31	%	%	NOUN
cana-1443	15	32	in	in	ADP
cana-1443	15	33	throughput	throughput	NOUN
cana-1443	15	34	across	across	ADP
cana-1443	15	35	various	various	ADJ
cana-1443	15	36	scenarios	scenario	NOUN
cana-1443	15	37	.	.	PUNCT
cana-1443	16	1	this	this	DET
cana-1443	16	2	research	research	NOUN
cana-1443	16	3	contributes	contribute	VERB
cana-1443	16	4	to	to	ADP
cana-1443	16	5	advancing	advance	VERB
cana-1443	16	6	wireless	wireless	ADJ
cana-1443	16	7	communication	communication	NOUN
cana-1443	16	8	systems	system	NOUN
cana-1443	16	9	by	by	ADP
cana-1443	16	10	integrating	integrate	VERB
cana-1443	16	11	deep	deep	ADJ
cana-1443	16	12	learning	learning	NOUN
cana-1443	16	13	techniques	technique	NOUN
cana-1443	16	14	to	to	PART
cana-1443	16	15	optimize	optimize	VERB
cana-1443	16	16	signal	signal	NOUN
cana-1443	16	17	processing	processing	NOUN
cana-1443	16	18	,	,	PUNCT
cana-1443	16	19	promising	promise	VERB
cana-1443	16	20	improved	improved	ADJ
cana-1443	16	21	performance	performance	NOUN
cana-1443	16	22	and	and	CCONJ
cana-1443	16	23	reliability	reliability	NOUN
cana-1443	16	24	in	in	ADP
cana-1443	16	25	practical	practical	ADJ
cana-1443	16	26	deployment	deployment	NOUN
cana-1443	16	27	scenarios	scenario	NOUN
cana-1443	16	28	.	.	PUNCT
cana-1443	17	1	additionally	additionally	ADV
cana-1443	17	2	,	,	PUNCT
cana-1443	17	3	the	the	DET
cana-1443	17	4	dataset	dataset	NOUN
cana-1443	17	5	's	's	PART
cana-1443	17	6	suitability	suitability	NOUN
cana-1443	17	7	for	for	ADP
cana-1443	17	8	participation	participation	NOUN
cana-1443	17	9	in	in	ADP
cana-1443	17	10	the	the	DET
cana-1443	17	11	itu	itu	PROPN
cana-1443	17	12	ai	ai	PROPN
cana-1443	17	13	/	/	SYM
cana-1443	17	14	ml	ml	PROPN
cana-1443	17	15	5	5	NUM
cana-1443	17	16	g	g	NOUN
cana-1443	17	17	challenge	challenge	NOUN
cana-1443	17	18	underscores	underscore	VERB
cana-1443	17	19	its	its	PRON
cana-1443	17	20	relevance	relevance	NOUN
cana-1443	17	21	and	and	CCONJ
cana-1443	17	22	potential	potential	NOUN
cana-1443	17	23	for	for	ADP
cana-1443	17	24	cutting	cut	VERB
cana-1443	17	25	-	-	PUNCT
cana-1443	17	26	edge	edge	NOUN
cana-1443	17	27	research	research	NOUN
cana-1443	17	28	and	and	CCONJ
cana-1443	17	29	application	application	NOUN
cana-1443	17	30	in	in	ADP
cana-1443	17	31	the	the	DET
cana-1443	17	32	field	field	NOUN
cana-1443	17	33	.	.	PUNCT
cana-1443	18	1	keywords	keyword	NOUN
cana-1443	18	2	:	:	PUNCT
cana-1443	18	3	deep	deep	ADJ
cana-1443	18	4	learning	learning	NOUN
cana-1443	18	5	,	,	PUNCT
cana-1443	18	6	beamforming	beamforming	NOUN
cana-1443	18	7	,	,	PUNCT
cana-1443	18	8	wireless	wireless	ADJ
cana-1443	18	9	communication	communication	NOUN
cana-1443	18	10	,	,	PUNCT
cana-1443	18	11	convolutional	convolutional	ADJ
cana-1443	18	12	neural	neural	ADJ
cana-1443	18	13	networks	network	NOUN
cana-1443	18	14	,	,	PUNCT
cana-1443	18	15	signal	signal	ADJ
cana-1443	18	16	processing	processing	NOUN
cana-1443	18	17	.	.	PUNCT
cana-1443	19	1	1	1	X
cana-1443	19	2	.	.	X
cana-1443	19	3	introduction	introduction	NOUN
cana-1443	19	4	the	the	DET
cana-1443	19	5	evolution	evolution	NOUN
cana-1443	19	6	of	of	ADP
cana-1443	19	7	wireless	wireless	ADJ
cana-1443	19	8	communication	communication	NOUN
cana-1443	19	9	systems	system	NOUN
cana-1443	19	10	has	have	AUX
cana-1443	19	11	been	be	AUX
cana-1443	19	12	instrumental	instrumental	ADJ
cana-1443	19	13	in	in	ADP
cana-1443	19	14	shaping	shape	VERB
cana-1443	19	15	modern	modern	ADJ
cana-1443	19	16	society	society	NOUN
cana-1443	19	17	,	,	PUNCT
cana-1443	19	18	facilitating	facilitate	VERB
cana-1443	19	19	ubiquitous	ubiquitous	ADJ
cana-1443	19	20	connectivity	connectivity	NOUN
cana-1443	19	21	and	and	CCONJ
cana-1443	19	22	enabling	enable	VERB
cana-1443	19	23	a	a	DET
cana-1443	19	24	wide	wide	ADJ
cana-1443	19	25	range	range	NOUN
cana-1443	19	26	of	of	ADP
cana-1443	19	27	applications	application	NOUN
cana-1443	19	28	spanning	span	VERB
cana-1443	19	29	from	from	ADP
cana-1443	19	30	mobile	mobile	ADJ
cana-1443	19	31	communication	communication	NOUN
cana-1443	19	32	to	to	ADP
cana-1443	19	33	internet	internet	NOUN
cana-1443	19	34	of	of	ADP
cana-1443	19	35	things	thing	NOUN
cana-1443	19	36	(	(	PUNCT
cana-1443	19	37	iot	iot	NOUN
cana-1443	19	38	)	)	PUNCT
cana-1443	19	39	devices	device	NOUN
cana-1443	20	1	[	[	X
cana-1443	20	2	1	1	NUM
cana-1443	20	3	]	]	PUNCT
cana-1443	20	4	.	.	PUNCT
cana-1443	21	1	wireless	wireless	ADJ
cana-1443	21	2	communication	communication	NOUN
cana-1443	21	3	systems	system	NOUN
cana-1443	21	4	rely	rely	VERB
cana-1443	21	5	on	on	ADP
cana-1443	21	6	efficient	efficient	ADJ
cana-1443	21	7	signal	signal	NOUN
cana-1443	21	8	processing	processing	NOUN
cana-1443	21	9	techniques	technique	NOUN
cana-1443	21	10	to	to	PART
cana-1443	21	11	ensure	ensure	VERB
cana-1443	21	12	reliable	reliable	ADJ
cana-1443	21	13	data	datum	NOUN
cana-1443	21	14	transmission	transmission	NOUN
cana-1443	21	15	and	and	CCONJ
cana-1443	21	16	reception	reception	NOUN
cana-1443	21	17	,	,	PUNCT
cana-1443	21	18	particularly	particularly	ADV
cana-1443	21	19	in	in	ADP
cana-1443	21	20	challenging	challenging	ADJ
cana-1443	21	21	environments	environment	NOUN
cana-1443	21	22	with	with	ADP
cana-1443	21	23	dynamic	dynamic	ADJ
cana-1443	21	24	channel	channel	NOUN
cana-1443	21	25	conditions	condition	NOUN
cana-1443	21	26	and	and	CCONJ
cana-1443	21	27	interference	interference	NOUN
cana-1443	21	28	[	[	X
cana-1443	21	29	2	2	NUM
cana-1443	21	30	]	]	PUNCT
cana-1443	21	31	.	.	PUNCT
cana-1443	22	1	beamforming	beamforme	VERB
cana-1443	22	2	,	,	PUNCT
cana-1443	22	3	a	a	DET
cana-1443	22	4	key	key	ADJ
cana-1443	22	5	signal	signal	NOUN
cana-1443	22	6	processing	processing	NOUN
cana-1443	22	7	technique	technique	NOUN
cana-1443	22	8	in	in	ADP
cana-1443	22	9	wireless	wireless	ADJ
cana-1443	22	10	communication	communication	NOUN
cana-1443	22	11	,	,	PUNCT
cana-1443	22	12	plays	play	VERB
cana-1443	22	13	a	a	DET
cana-1443	22	14	crucial	crucial	ADJ
cana-1443	22	15	role	role	NOUN
cana-1443	22	16	in	in	ADP
cana-1443	22	17	enhancing	enhance	VERB
cana-1443	22	18	communication	communication	NOUN
cana-1443	22	19	reliability	reliability	NOUN
cana-1443	22	20	and	and	CCONJ
cana-1443	22	21	efficiency	efficiency	NOUN
cana-1443	22	22	by	by	ADP
cana-1443	22	23	focusing	focus	VERB
cana-1443	22	24	transmission	transmission	NOUN
cana-1443	22	25	and	and	CCONJ
cana-1443	22	26	reception	reception	NOUN
cana-1443	22	27	signals	signal	NOUN
cana-1443	22	28	towards	towards	ADP
cana-1443	22	29	specific	specific	ADJ
cana-1443	22	30	directions	direction	NOUN
cana-1443	22	31	.	.	PUNCT
cana-1443	23	1	traditional	traditional	ADJ
cana-1443	23	2	beamforming	beamforme	VERB
cana-1443	23	3	methods	method	NOUN
cana-1443	23	4	,	,	PUNCT
cana-1443	23	5	such	such	ADJ
cana-1443	23	6	as	as	ADP
cana-1443	23	7	maximum	maximum	ADJ
cana-1443	23	8	ratio	ratio	NOUN
cana-1443	23	9	communications	communication	NOUN
cana-1443	23	10	on	on	ADP
cana-1443	23	11	applied	apply	VERB
cana-1443	23	12	nonlinear	nonlinear	ADJ
cana-1443	23	13	analysis	analysis	NOUN
cana-1443	23	14	issn	issn	NOUN
cana-1443	23	15	:	:	PUNCT
cana-1443	23	16	1074	1074	NUM
cana-1443	23	17	-	-	PUNCT
cana-1443	23	18	133x	133x	NUM
cana-1443	23	19	vol	vol	NOUN
cana-1443	23	20	31	31	NUM
cana-1443	23	21	no	no	NOUN
cana-1443	23	22	.	.	PUNCT
cana-1443	24	1	8s	8s	PROPN
cana-1443	24	2	(	(	PUNCT
cana-1443	24	3	2024	2024	NUM
cana-1443	24	4	)	)	PUNCT
cana-1443	24	5	13	13	NUM
cana-1443	24	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	24	7	transmission	transmission	NOUN
cana-1443	24	8	(	(	PUNCT
cana-1443	24	9	mrt	mrt	PROPN
cana-1443	24	10	)	)	PUNCT
cana-1443	24	11	and	and	CCONJ
cana-1443	24	12	zero	zero	NUM
cana-1443	24	13	-	-	PUNCT
cana-1443	24	14	forcing	force	VERB
cana-1443	24	15	(	(	PUNCT
cana-1443	24	16	zf	zf	PROPN
cana-1443	24	17	)	)	PUNCT
cana-1443	24	18	,	,	PUNCT
cana-1443	24	19	have	have	AUX
cana-1443	24	20	been	be	AUX
cana-1443	24	21	widely	widely	ADV
cana-1443	24	22	used	use	VERB
cana-1443	24	23	to	to	PART
cana-1443	24	24	optimize	optimize	VERB
cana-1443	24	25	signal	signal	NOUN
cana-1443	24	26	transmission	transmission	NOUN
cana-1443	24	27	in	in	ADP
cana-1443	24	28	wireless	wireless	ADJ
cana-1443	24	29	communication	communication	NOUN
cana-1443	24	30	systems	system	NOUN
cana-1443	24	31	.	.	PUNCT
cana-1443	25	1	however	however	ADV
cana-1443	25	2	,	,	PUNCT
cana-1443	25	3	these	these	DET
cana-1443	25	4	methods	method	NOUN
cana-1443	25	5	often	often	ADV
cana-1443	25	6	rely	rely	VERB
cana-1443	25	7	on	on	ADP
cana-1443	25	8	predetermined	predetermine	VERB
cana-1443	25	9	algorithms	algorithm	NOUN
cana-1443	25	10	and	and	CCONJ
cana-1443	25	11	manual	manual	ADJ
cana-1443	25	12	parameter	parameter	NOUN
cana-1443	25	13	tuning	tuning	NOUN
cana-1443	25	14	,	,	PUNCT
cana-1443	25	15	which	which	PRON
cana-1443	25	16	may	may	AUX
cana-1443	25	17	not	not	PART
cana-1443	25	18	fully	fully	ADV
cana-1443	25	19	adapt	adapt	VERB
cana-1443	25	20	to	to	ADP
cana-1443	25	21	changing	change	VERB
cana-1443	25	22	environmental	environmental	ADJ
cana-1443	25	23	conditions	condition	NOUN
cana-1443	25	24	and	and	CCONJ
cana-1443	25	25	user	user	NOUN
cana-1443	25	26	dynamics	dynamic	NOUN
cana-1443	25	27	.	.	PUNCT
cana-1443	26	1	moreover	moreover	ADV
cana-1443	26	2	,	,	PUNCT
cana-1443	26	3	they	they	PRON
cana-1443	26	4	require	require	VERB
cana-1443	26	5	accurate	accurate	ADJ
cana-1443	26	6	channel	channel	NOUN
cana-1443	26	7	state	state	NOUN
cana-1443	26	8	information	information	NOUN
cana-1443	26	9	(	(	PUNCT
cana-1443	26	10	csi	csi	ADJ
cana-1443	26	11	)	)	PUNCT
cana-1443	26	12	estimation	estimation	NOUN
cana-1443	26	13	,	,	PUNCT
cana-1443	26	14	which	which	PRON
cana-1443	26	15	can	can	AUX
cana-1443	26	16	be	be	AUX
cana-1443	26	17	challenging	challenge	VERB
cana-1443	26	18	to	to	PART
cana-1443	26	19	obtain	obtain	VERB
cana-1443	26	20	in	in	ADP
cana-1443	26	21	practical	practical	ADJ
cana-1443	26	22	scenarios	scenario	NOUN
cana-1443	26	23	.	.	PUNCT
cana-1443	27	1	to	to	PART
cana-1443	27	2	address	address	VERB
cana-1443	27	3	these	these	DET
cana-1443	27	4	limitations	limitation	NOUN
cana-1443	27	5	,	,	PUNCT
cana-1443	27	6	there	there	PRON
cana-1443	27	7	is	be	VERB
cana-1443	27	8	a	a	DET
cana-1443	27	9	growing	grow	VERB
cana-1443	27	10	interest	interest	NOUN
cana-1443	27	11	in	in	ADP
cana-1443	27	12	leveraging	leverage	VERB
cana-1443	27	13	deep	deep	ADJ
cana-1443	27	14	learning	learning	NOUN
cana-1443	27	15	techniques	technique	NOUN
cana-1443	27	16	for	for	ADP
cana-1443	27	17	signal	signal	ADJ
cana-1443	27	18	processing	processing	NOUN
cana-1443	27	19	in	in	ADP
cana-1443	27	20	wireless	wireless	ADJ
cana-1443	27	21	communication	communication	NOUN
cana-1443	27	22	systems	system	NOUN
cana-1443	27	23	.	.	PUNCT
cana-1443	28	1	deep	deep	ADJ
cana-1443	28	2	learning	learning	NOUN
cana-1443	28	3	,	,	PUNCT
cana-1443	28	4	a	a	DET
cana-1443	28	5	subfield	subfield	NOUN
cana-1443	28	6	of	of	ADP
cana-1443	28	7	machine	machine	NOUN
cana-1443	28	8	learning	learning	NOUN
cana-1443	28	9	,	,	PUNCT
cana-1443	28	10	offers	offer	VERB
cana-1443	28	11	the	the	DET
cana-1443	28	12	capability	capability	NOUN
cana-1443	28	13	to	to	PART
cana-1443	28	14	learn	learn	VERB
cana-1443	28	15	intricate	intricate	ADJ
cana-1443	28	16	patterns	pattern	NOUN
cana-1443	28	17	and	and	CCONJ
cana-1443	28	18	correlations	correlation	NOUN
cana-1443	28	19	directly	directly	ADV
cana-1443	28	20	from	from	ADP
cana-1443	28	21	data	datum	NOUN
cana-1443	28	22	,	,	PUNCT
cana-1443	28	23	bypassing	bypass	VERB
cana-1443	28	24	the	the	DET
cana-1443	28	25	need	need	NOUN
cana-1443	28	26	for	for	ADP
cana-1443	28	27	explicit	explicit	ADJ
cana-1443	28	28	algorithm	algorithm	NOUN
cana-1443	28	29	design	design	NOUN
cana-1443	28	30	and	and	CCONJ
cana-1443	28	31	handcrafted	handcraft	VERB
cana-1443	28	32	feature	feature	NOUN
cana-1443	28	33	extraction	extraction	NOUN
cana-1443	28	34	[	[	X
cana-1443	28	35	3	3	NUM
cana-1443	28	36	]	]	PUNCT
cana-1443	28	37	.	.	PUNCT
cana-1443	29	1	by	by	ADP
cana-1443	29	2	training	train	VERB
cana-1443	29	3	deep	deep	ADJ
cana-1443	29	4	neural	neural	ADJ
cana-1443	29	5	networks	network	NOUN
cana-1443	29	6	on	on	ADP
cana-1443	29	7	large	large	ADJ
cana-1443	29	8	-	-	PUNCT
cana-1443	29	9	scale	scale	NOUN
cana-1443	29	10	channel	channel	NOUN
cana-1443	29	11	datasets	dataset	NOUN
cana-1443	29	12	,	,	PUNCT
cana-1443	29	13	it	it	PRON
cana-1443	29	14	becomes	become	VERB
cana-1443	29	15	possible	possible	ADJ
cana-1443	29	16	to	to	PART
cana-1443	29	17	develop	develop	VERB
cana-1443	29	18	adaptive	adaptive	ADJ
cana-1443	29	19	and	and	CCONJ
cana-1443	29	20	robust	robust	ADJ
cana-1443	29	21	beamforming	beamforming	NOUN
cana-1443	29	22	models	model	NOUN
cana-1443	29	23	capable	capable	ADJ
cana-1443	29	24	of	of	ADP
cana-1443	29	25	adapting	adapt	VERB
cana-1443	29	26	to	to	PART
cana-1443	29	27	diverse	diverse	VERB
cana-1443	29	28	communication	communication	NOUN
cana-1443	29	29	environments	environment	NOUN
cana-1443	29	30	and	and	CCONJ
cana-1443	29	31	scenarios	scenario	NOUN
cana-1443	29	32	[	[	X
cana-1443	29	33	4	4	NUM
cana-1443	29	34	]	]	PUNCT
cana-1443	29	35	.	.	PUNCT
cana-1443	30	1	this	this	DET
cana-1443	30	2	paper	paper	NOUN
cana-1443	30	3	presents	present	VERB
cana-1443	30	4	a	a	DET
cana-1443	30	5	novel	novel	ADJ
cana-1443	30	6	approach	approach	NOUN
cana-1443	30	7	to	to	PART
cana-1443	30	8	enhance	enhance	VERB
cana-1443	30	9	wireless	wireless	ADJ
cana-1443	30	10	communication	communication	NOUN
cana-1443	30	11	systems	system	NOUN
cana-1443	30	12	using	use	VERB
cana-1443	30	13	deep	deep	ADJ
cana-1443	30	14	learning	learning	NOUN
cana-1443	30	15	-	-	PUNCT
cana-1443	30	16	based	base	VERB
cana-1443	30	17	beamforming	beamforming	NOUN
cana-1443	30	18	for	for	ADP
cana-1443	30	19	signal	signal	NOUN
cana-1443	30	20	processing	processing	NOUN
cana-1443	30	21	.	.	PUNCT
cana-1443	31	1	the	the	DET
cana-1443	31	2	proposed	propose	VERB
cana-1443	31	3	approach	approach	NOUN
cana-1443	31	4	aims	aim	VERB
cana-1443	31	5	to	to	PART
cana-1443	31	6	overcome	overcome	VERB
cana-1443	31	7	the	the	DET
cana-1443	31	8	limitations	limitation	NOUN
cana-1443	31	9	of	of	ADP
cana-1443	31	10	traditional	traditional	ADJ
cana-1443	31	11	beamforming	beamforme	VERB
cana-1443	31	12	methods	method	NOUN
cana-1443	31	13	by	by	ADP
cana-1443	31	14	leveraging	leverage	VERB
cana-1443	31	15	the	the	DET
cana-1443	31	16	power	power	NOUN
cana-1443	31	17	of	of	ADP
cana-1443	31	18	deep	deep	ADJ
cana-1443	31	19	learning	learning	NOUN
cana-1443	31	20	to	to	PART
cana-1443	31	21	optimize	optimize	VERB
cana-1443	31	22	signal	signal	NOUN
cana-1443	31	23	transmission	transmission	NOUN
cana-1443	31	24	and	and	CCONJ
cana-1443	31	25	reception	reception	NOUN
cana-1443	31	26	in	in	ADP
cana-1443	31	27	dynamic	dynamic	ADJ
cana-1443	31	28	communication	communication	NOUN
cana-1443	31	29	environments	environment	NOUN
cana-1443	31	30	.	.	PUNCT
cana-1443	32	1	the	the	DET
cana-1443	32	2	following	follow	VERB
cana-1443	32	3	sections	section	NOUN
cana-1443	32	4	will	will	AUX
cana-1443	32	5	discuss	discuss	VERB
cana-1443	32	6	the	the	DET
cana-1443	32	7	motivation	motivation	NOUN
cana-1443	32	8	behind	behind	ADP
cana-1443	32	9	this	this	DET
cana-1443	32	10	research	research	NOUN
cana-1443	32	11	,	,	PUNCT
cana-1443	32	12	the	the	DET
cana-1443	32	13	objectives	objective	NOUN
cana-1443	32	14	of	of	ADP
cana-1443	32	15	the	the	DET
cana-1443	32	16	proposed	propose	VERB
cana-1443	32	17	approach	approach	NOUN
cana-1443	32	18	,	,	PUNCT
cana-1443	32	19	related	related	ADJ
cana-1443	32	20	work	work	NOUN
cana-1443	32	21	in	in	ADP
cana-1443	32	22	the	the	DET
cana-1443	32	23	field	field	NOUN
cana-1443	32	24	,	,	PUNCT
cana-1443	32	25	and	and	CCONJ
cana-1443	32	26	the	the	DET
cana-1443	32	27	organization	organization	NOUN
cana-1443	32	28	of	of	ADP
cana-1443	32	29	the	the	DET
cana-1443	32	30	paper	paper	NOUN
cana-1443	32	31	.	.	PUNCT
cana-1443	33	1	the	the	DET
cana-1443	33	2	motivation	motivation	NOUN
cana-1443	33	3	behind	behind	ADP
cana-1443	33	4	this	this	DET
cana-1443	33	5	research	research	NOUN
cana-1443	33	6	stems	stem	VERB
cana-1443	33	7	from	from	ADP
cana-1443	33	8	the	the	DET
cana-1443	33	9	need	need	NOUN
cana-1443	33	10	for	for	ADP
cana-1443	33	11	more	more	ADV
cana-1443	33	12	adaptive	adaptive	ADJ
cana-1443	33	13	and	and	CCONJ
cana-1443	33	14	efficient	efficient	ADJ
cana-1443	33	15	signal	signal	NOUN
cana-1443	33	16	processing	processing	NOUN
cana-1443	33	17	techniques	technique	NOUN
cana-1443	33	18	in	in	ADP
cana-1443	33	19	wireless	wireless	ADJ
cana-1443	33	20	communication	communication	NOUN
cana-1443	33	21	systems	system	NOUN
cana-1443	33	22	.	.	PUNCT
cana-1443	34	1	traditional	traditional	ADJ
cana-1443	34	2	beamforming	beamforming	NOUN
cana-1443	34	3	methods	method	NOUN
cana-1443	34	4	,	,	PUNCT
cana-1443	34	5	while	while	SCONJ
cana-1443	34	6	effective	effective	ADJ
cana-1443	34	7	in	in	ADP
cana-1443	34	8	certain	certain	ADJ
cana-1443	34	9	scenarios	scenario	NOUN
cana-1443	34	10	,	,	PUNCT
cana-1443	34	11	may	may	AUX
cana-1443	34	12	struggle	struggle	VERB
cana-1443	34	13	to	to	PART
cana-1443	34	14	adapt	adapt	VERB
cana-1443	34	15	to	to	ADP
cana-1443	34	16	dynamic	dynamic	ADJ
cana-1443	34	17	and	and	CCONJ
cana-1443	34	18	complex	complex	ADJ
cana-1443	34	19	communication	communication	NOUN
cana-1443	34	20	environments	environment	NOUN
cana-1443	34	21	characterized	characterize	VERB
cana-1443	34	22	by	by	ADP
cana-1443	34	23	changing	change	VERB
cana-1443	34	24	channel	channel	NOUN
cana-1443	34	25	conditions	condition	NOUN
cana-1443	34	26	,	,	PUNCT
cana-1443	34	27	user	user	NOUN
cana-1443	34	28	mobility	mobility	NOUN
cana-1443	34	29	,	,	PUNCT
cana-1443	34	30	and	and	CCONJ
cana-1443	34	31	interference	interference	NOUN
cana-1443	34	32	.	.	PUNCT
cana-1443	35	1	moreover	moreover	ADV
cana-1443	35	2	,	,	PUNCT
cana-1443	35	3	the	the	DET
cana-1443	35	4	increasing	increase	VERB
cana-1443	35	5	demand	demand	NOUN
cana-1443	35	6	for	for	ADP
cana-1443	35	7	high	high	ADJ
cana-1443	35	8	-	-	PUNCT
cana-1443	35	9	speed	speed	NOUN
cana-1443	35	10	data	datum	NOUN
cana-1443	35	11	transmission	transmission	NOUN
cana-1443	35	12	and	and	CCONJ
cana-1443	35	13	the	the	DET
cana-1443	35	14	proliferation	proliferation	NOUN
cana-1443	35	15	of	of	ADP
cana-1443	35	16	iot	iot	PROPN
cana-1443	35	17	devices	device	NOUN
cana-1443	35	18	necessitate	necessitate	ADJ
cana-1443	35	19	the	the	DET
cana-1443	35	20	development	development	NOUN
cana-1443	35	21	of	of	ADP
cana-1443	35	22	more	more	ADV
cana-1443	35	23	robust	robust	ADJ
cana-1443	35	24	and	and	CCONJ
cana-1443	35	25	scalable	scalable	ADJ
cana-1443	35	26	signal	signal	NOUN
cana-1443	35	27	processing	processing	NOUN
cana-1443	35	28	techniques	technique	NOUN
cana-1443	35	29	[	[	X
cana-1443	35	30	5	5	NUM
cana-1443	35	31	]	]	PUNCT
cana-1443	35	32	.	.	PUNCT
cana-1443	36	1	deep	deep	ADJ
cana-1443	36	2	learning	learning	NOUN
cana-1443	36	3	offers	offer	VERB
cana-1443	36	4	a	a	DET
cana-1443	36	5	promising	promising	ADJ
cana-1443	36	6	solution	solution	NOUN
cana-1443	36	7	to	to	ADP
cana-1443	36	8	these	these	DET
cana-1443	36	9	challenges	challenge	NOUN
cana-1443	36	10	by	by	ADP
cana-1443	36	11	enabling	enable	VERB
cana-1443	36	12	the	the	DET
cana-1443	36	13	development	development	NOUN
cana-1443	36	14	of	of	ADP
cana-1443	36	15	adaptive	adaptive	ADJ
cana-1443	36	16	and	and	CCONJ
cana-1443	36	17	data	datum	NOUN
cana-1443	36	18	-	-	PUNCT
cana-1443	36	19	driven	drive	VERB
cana-1443	36	20	beamforming	beamforming	NOUN
cana-1443	36	21	models	model	NOUN
cana-1443	36	22	.	.	PUNCT
cana-1443	37	1	by	by	ADP
cana-1443	37	2	leveraging	leverage	VERB
cana-1443	37	3	the	the	DET
cana-1443	37	4	power	power	NOUN
cana-1443	37	5	of	of	ADP
cana-1443	37	6	deep	deep	ADJ
cana-1443	37	7	neural	neural	ADJ
cana-1443	37	8	networks	network	NOUN
cana-1443	37	9	to	to	PART
cana-1443	37	10	learn	learn	VERB
cana-1443	37	11	spatial	spatial	ADJ
cana-1443	37	12	features	feature	NOUN
cana-1443	37	13	directly	directly	ADV
cana-1443	37	14	from	from	ADP
cana-1443	37	15	channel	channel	NOUN
cana-1443	37	16	data	datum	NOUN
cana-1443	37	17	,	,	PUNCT
cana-1443	37	18	it	it	PRON
cana-1443	37	19	becomes	become	VERB
cana-1443	37	20	possible	possible	ADJ
cana-1443	37	21	to	to	PART
cana-1443	37	22	design	design	VERB
cana-1443	37	23	beamforming	beamforming	NOUN
cana-1443	37	24	models	model	NOUN
cana-1443	37	25	that	that	PRON
cana-1443	37	26	can	can	AUX
cana-1443	37	27	adapt	adapt	VERB
cana-1443	37	28	to	to	ADP
cana-1443	37	29	changing	change	VERB
cana-1443	37	30	environmental	environmental	ADJ
cana-1443	37	31	conditions	condition	NOUN
cana-1443	37	32	and	and	CCONJ
cana-1443	37	33	user	user	NOUN
cana-1443	37	34	dynamics	dynamic	NOUN
cana-1443	37	35	in	in	ADP
cana-1443	37	36	real	real	ADJ
cana-1443	37	37	-	-	PUNCT
cana-1443	37	38	time	time	NOUN
cana-1443	37	39	.	.	PUNCT
cana-1443	38	1	this	this	DET
cana-1443	38	2	approach	approach	NOUN
cana-1443	38	3	not	not	PART
cana-1443	38	4	only	only	ADV
cana-1443	38	5	improves	improve	VERB
cana-1443	38	6	the	the	DET
cana-1443	38	7	reliability	reliability	NOUN
cana-1443	38	8	and	and	CCONJ
cana-1443	38	9	efficiency	efficiency	NOUN
cana-1443	38	10	of	of	ADP
cana-1443	38	11	wireless	wireless	ADJ
cana-1443	38	12	communication	communication	NOUN
cana-1443	38	13	systems	system	NOUN
cana-1443	38	14	but	but	CCONJ
cana-1443	38	15	also	also	ADV
cana-1443	38	16	simplifies	simplify	VERB
cana-1443	38	17	the	the	DET
cana-1443	38	18	design	design	NOUN
cana-1443	38	19	process	process	NOUN
cana-1443	38	20	by	by	ADP
cana-1443	38	21	eliminating	eliminate	VERB
cana-1443	38	22	the	the	DET
cana-1443	38	23	need	need	NOUN
cana-1443	38	24	for	for	ADP
cana-1443	38	25	manual	manual	ADJ
cana-1443	38	26	parameter	parameter	NOUN
cana-1443	38	27	tuning	tuning	NOUN
cana-1443	38	28	and	and	CCONJ
cana-1443	38	29	algorithm	algorithm	NOUN
cana-1443	38	30	optimization	optimization	NOUN
cana-1443	38	31	[	[	X
cana-1443	38	32	6	6	NUM
cana-1443	38	33	]	]	PUNCT
cana-1443	38	34	.	.	PUNCT
cana-1443	39	1	2	2	X
cana-1443	39	2	.	.	X
cana-1443	39	3	related	relate	VERB
cana-1443	39	4	works	work	VERB
cana-1443	39	5	the	the	DET
cana-1443	39	6	integration	integration	NOUN
cana-1443	39	7	of	of	ADP
cana-1443	39	8	deep	deep	ADJ
cana-1443	39	9	learning	learning	NOUN
cana-1443	39	10	techniques	technique	NOUN
cana-1443	39	11	into	into	ADP
cana-1443	39	12	wireless	wireless	ADJ
cana-1443	39	13	communication	communication	NOUN
cana-1443	39	14	systems	system	NOUN
cana-1443	39	15	has	have	AUX
cana-1443	39	16	garnered	garner	VERB
cana-1443	39	17	significant	significant	ADJ
cana-1443	39	18	attention	attention	NOUN
cana-1443	39	19	in	in	ADP
cana-1443	39	20	recent	recent	ADJ
cana-1443	39	21	years	year	NOUN
cana-1443	39	22	,	,	PUNCT
cana-1443	39	23	with	with	ADP
cana-1443	39	24	researchers	researcher	NOUN
cana-1443	39	25	exploring	explore	VERB
cana-1443	39	26	various	various	ADJ
cana-1443	39	27	applications	application	NOUN
cana-1443	39	28	and	and	CCONJ
cana-1443	39	29	methodologies	methodology	NOUN
cana-1443	39	30	to	to	PART
cana-1443	39	31	enhance	enhance	VERB
cana-1443	39	32	system	system	NOUN
cana-1443	39	33	performance	performance	NOUN
cana-1443	39	34	and	and	CCONJ
cana-1443	39	35	efficiency	efficiency	NOUN
cana-1443	39	36	.	.	PUNCT
cana-1443	40	1	in	in	ADP
cana-1443	40	2	this	this	DET
cana-1443	40	3	section	section	NOUN
cana-1443	40	4	,	,	PUNCT
cana-1443	40	5	we	we	PRON
cana-1443	40	6	review	review	VERB
cana-1443	40	7	relevant	relevant	ADJ
cana-1443	40	8	literature	literature	NOUN
cana-1443	40	9	on	on	ADP
cana-1443	40	10	deep	deep	ADJ
cana-1443	40	11	learning	learning	NOUN
cana-1443	40	12	-	-	PUNCT
cana-1443	40	13	based	base	VERB
cana-1443	40	14	beamforming	beamforming	NOUN
cana-1443	40	15	and	and	CCONJ
cana-1443	40	16	its	its	PRON
cana-1443	40	17	applications	application	NOUN
cana-1443	40	18	in	in	ADP
cana-1443	40	19	wireless	wireless	ADJ
cana-1443	40	20	communication	communication	NOUN
cana-1443	40	21	systems	system	NOUN
cana-1443	40	22	[	[	X
cana-1443	40	23	7	7	NUM
cana-1443	40	24	]	]	PUNCT
cana-1443	40	25	.	.	PUNCT
cana-1443	41	1	one	one	NUM
cana-1443	41	2	of	of	ADP
cana-1443	41	3	the	the	DET
cana-1443	41	4	pioneering	pioneering	ADJ
cana-1443	41	5	works	work	NOUN
cana-1443	41	6	in	in	ADP
cana-1443	41	7	this	this	DET
cana-1443	41	8	field	field	NOUN
cana-1443	41	9	is	be	AUX
cana-1443	41	10	presented	present	VERB
cana-1443	41	11	by	by	ADP
cana-1443	41	12	lv	lv	PROPN
cana-1443	41	13	et	et	PROPN
cana-1443	41	14	al	al	PROPN
cana-1443	41	15	.	.	PUNCT
cana-1443	42	1	[	[	X
cana-1443	42	2	8	8	NUM
cana-1443	42	3	]	]	PUNCT
cana-1443	42	4	,	,	PUNCT
cana-1443	42	5	who	who	PRON
cana-1443	42	6	proposed	propose	VERB
cana-1443	42	7	the	the	DET
cana-1443	42	8	use	use	NOUN
cana-1443	42	9	of	of	ADP
cana-1443	42	10	deep	deep	ADJ
cana-1443	42	11	learning	learning	NOUN
cana-1443	42	12	for	for	ADP
cana-1443	42	13	channel	channel	NOUN
cana-1443	42	14	estimation	estimation	NOUN
cana-1443	42	15	in	in	ADP
cana-1443	42	16	massive	massive	ADJ
cana-1443	42	17	mimo	mimo	PROPN
cana-1443	42	18	systems	system	NOUN
cana-1443	42	19	.	.	PUNCT
cana-1443	43	1	the	the	DET
cana-1443	43	2	authors	author	NOUN
cana-1443	43	3	introduced	introduce	VERB
cana-1443	43	4	a	a	DET
cana-1443	43	5	deep	deep	ADJ
cana-1443	43	6	learningbased	learningbase	VERB
cana-1443	43	7	channel	channel	NOUN
cana-1443	43	8	estimator	estimator	NOUN
cana-1443	43	9	that	that	PRON
cana-1443	43	10	outperformed	outperform	VERB
cana-1443	43	11	traditional	traditional	ADJ
cana-1443	43	12	methods	method	NOUN
cana-1443	43	13	in	in	ADP
cana-1443	43	14	terms	term	NOUN
cana-1443	43	15	of	of	ADP
cana-1443	43	16	accuracy	accuracy	NOUN
cana-1443	43	17	and	and	CCONJ
cana-1443	43	18	efficiency	efficiency	NOUN
cana-1443	43	19	.	.	PUNCT
cana-1443	44	1	communications	communication	NOUN
cana-1443	44	2	on	on	ADP
cana-1443	44	3	applied	apply	VERB
cana-1443	44	4	nonlinear	nonlinear	ADJ
cana-1443	44	5	analysis	analysis	NOUN
cana-1443	44	6	issn	issn	NOUN
cana-1443	44	7	:	:	PUNCT
cana-1443	44	8	1074	1074	NUM
cana-1443	44	9	-	-	PUNCT
cana-1443	44	10	133x	133x	NUM
cana-1443	44	11	vol	vol	NOUN
cana-1443	44	12	31	31	NUM
cana-1443	44	13	no	no	NOUN
cana-1443	44	14	.	.	PUNCT
cana-1443	45	1	8s	8s	PROPN
cana-1443	45	2	(	(	PUNCT
cana-1443	45	3	2024	2024	NUM
cana-1443	45	4	)	)	PUNCT
cana-1443	45	5	14	14	NUM
cana-1443	45	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	45	7	building	building	NOUN
cana-1443	45	8	upon	upon	SCONJ
cana-1443	45	9	this	this	DET
cana-1443	45	10	foundation	foundation	NOUN
cana-1443	45	11	,	,	PUNCT
cana-1443	45	12	subsequent	subsequent	ADJ
cana-1443	45	13	research	research	NOUN
cana-1443	45	14	efforts	effort	NOUN
cana-1443	45	15	have	have	AUX
cana-1443	45	16	explored	explore	VERB
cana-1443	45	17	the	the	DET
cana-1443	45	18	application	application	NOUN
cana-1443	45	19	of	of	ADP
cana-1443	45	20	deep	deep	ADJ
cana-1443	45	21	learning	learning	NOUN
cana-1443	45	22	techniques	technique	NOUN
cana-1443	45	23	for	for	ADP
cana-1443	45	24	beamforming	beamforme	VERB
cana-1443	45	25	,	,	PUNCT
cana-1443	45	26	aiming	aim	VERB
cana-1443	45	27	to	to	PART
cana-1443	45	28	improve	improve	VERB
cana-1443	45	29	signal	signal	ADJ
cana-1443	45	30	quality	quality	NOUN
cana-1443	45	31	,	,	PUNCT
cana-1443	45	32	throughput	throughput	NOUN
cana-1443	45	33	,	,	PUNCT
cana-1443	45	34	and	and	CCONJ
cana-1443	45	35	coverage	coverage	NOUN
cana-1443	45	36	in	in	ADP
cana-1443	45	37	wireless	wireless	ADJ
cana-1443	45	38	communication	communication	NOUN
cana-1443	45	39	systems	system	NOUN
cana-1443	45	40	[	[	X
cana-1443	45	41	9	9	NUM
cana-1443	45	42	]	]	PUNCT
cana-1443	45	43	.	.	PUNCT
cana-1443	46	1	cnns	cnns	PROPN
cana-1443	46	2	have	have	AUX
cana-1443	46	3	emerged	emerge	VERB
cana-1443	46	4	as	as	ADP
cana-1443	46	5	a	a	DET
cana-1443	46	6	popular	popular	ADJ
cana-1443	46	7	choice	choice	NOUN
cana-1443	46	8	for	for	ADP
cana-1443	46	9	beamforming	beamforme	VERB
cana-1443	46	10	applications	application	NOUN
cana-1443	46	11	due	due	ADP
cana-1443	46	12	to	to	ADP
cana-1443	46	13	their	their	PRON
cana-1443	46	14	ability	ability	NOUN
cana-1443	46	15	to	to	PART
cana-1443	46	16	learn	learn	VERB
cana-1443	46	17	spatial	spatial	ADJ
cana-1443	46	18	features	feature	NOUN
cana-1443	46	19	from	from	ADP
cana-1443	46	20	channel	channel	NOUN
cana-1443	46	21	data	datum	NOUN
cana-1443	46	22	.	.	PUNCT
cana-1443	47	1	in	in	ADP
cana-1443	47	2	a	a	DET
cana-1443	47	3	study	study	NOUN
cana-1443	47	4	by	by	ADP
cana-1443	47	5	sung	sung	PROPN
cana-1443	47	6	et	et	PROPN
cana-1443	47	7	al	al	PROPN
cana-1443	47	8	.	.	PUNCT
cana-1443	48	1	[	[	X
cana-1443	48	2	10	10	NUM
cana-1443	48	3	]	]	PUNCT
cana-1443	48	4	,	,	PUNCT
cana-1443	48	5	a	a	DET
cana-1443	48	6	cnn	cnn	PROPN
cana-1443	48	7	-	-	PUNCT
cana-1443	48	8	based	base	VERB
cana-1443	48	9	beamforming	beamforming	NOUN
cana-1443	48	10	model	model	NOUN
cana-1443	48	11	was	be	AUX
cana-1443	48	12	developed	develop	VERB
cana-1443	48	13	for	for	ADP
cana-1443	48	14	multi	multi	ADJ
cana-1443	48	15	-	-	PROPN
cana-1443	48	16	user	user	NOUN
cana-1443	48	17	mimo	mimo	PROPN
cana-1443	48	18	systems	systems	PROPN
cana-1443	48	19	.	.	PUNCT
cana-1443	49	1	the	the	DET
cana-1443	49	2	proposed	propose	VERB
cana-1443	49	3	model	model	NOUN
cana-1443	49	4	learned	learn	VERB
cana-1443	49	5	the	the	DET
cana-1443	49	6	spatial	spatial	ADJ
cana-1443	49	7	characteristics	characteristic	NOUN
cana-1443	49	8	of	of	ADP
cana-1443	49	9	the	the	DET
cana-1443	49	10	wireless	wireless	ADJ
cana-1443	49	11	channel	channel	NOUN
cana-1443	49	12	and	and	CCONJ
cana-1443	49	13	optimized	optimize	VERB
cana-1443	49	14	beamforming	beamforme	VERB
cana-1443	49	15	vectors	vector	NOUN
cana-1443	49	16	to	to	PART
cana-1443	49	17	maximize	maximize	VERB
cana-1443	49	18	signal	signal	NOUN
cana-1443	49	19	-	-	PUNCT
cana-1443	49	20	to	to	ADP
cana-1443	49	21	-	-	PUNCT
cana-1443	49	22	interference	interference	NOUN
cana-1443	49	23	-	-	PUNCT
cana-1443	49	24	plusnoise	plusnoise	ADJ
cana-1443	49	25	ratio	ratio	NOUN
cana-1443	49	26	(	(	PUNCT
cana-1443	49	27	sinr	sinr	NOUN
cana-1443	49	28	)	)	PUNCT
cana-1443	50	1	[	[	X
cana-1443	50	2	11	11	NUM
cana-1443	50	3	]	]	PUNCT
cana-1443	50	4	.	.	PUNCT
cana-1443	51	1	simulation	simulation	NOUN
cana-1443	51	2	results	result	NOUN
cana-1443	51	3	demonstrated	demonstrate	VERB
cana-1443	51	4	superior	superior	ADJ
cana-1443	51	5	performance	performance	NOUN
cana-1443	51	6	compared	compare	VERB
cana-1443	51	7	to	to	ADP
cana-1443	51	8	traditional	traditional	ADJ
cana-1443	51	9	beamforming	beamforme	VERB
cana-1443	51	10	methods	method	NOUN
cana-1443	51	11	,	,	PUNCT
cana-1443	51	12	highlighting	highlight	VERB
cana-1443	51	13	the	the	DET
cana-1443	51	14	effectiveness	effectiveness	NOUN
cana-1443	51	15	of	of	ADP
cana-1443	51	16	deep	deep	ADJ
cana-1443	51	17	learning	learning	NOUN
cana-1443	51	18	in	in	ADP
cana-1443	51	19	beamforming	beamforme	VERB
cana-1443	51	20	optimization	optimization	NOUN
cana-1443	51	21	.	.	PUNCT
cana-1443	52	1	in	in	ADP
cana-1443	52	2	addition	addition	NOUN
cana-1443	52	3	to	to	ADP
cana-1443	52	4	cnns	cnns	PROPN
cana-1443	52	5	,	,	PUNCT
cana-1443	52	6	recurrent	recurrent	ADJ
cana-1443	52	7	neural	neural	ADJ
cana-1443	52	8	networks	network	NOUN
cana-1443	52	9	(	(	PUNCT
cana-1443	52	10	rnns	rnns	PROPN
cana-1443	52	11	)	)	PUNCT
cana-1443	52	12	have	have	AUX
cana-1443	52	13	also	also	ADV
cana-1443	52	14	been	be	AUX
cana-1443	52	15	explored	explore	VERB
cana-1443	52	16	for	for	ADP
cana-1443	52	17	beamforming	beamforme	VERB
cana-1443	52	18	tasks	task	NOUN
cana-1443	52	19	.	.	PUNCT
cana-1443	53	1	zheng	zheng	PROPN
cana-1443	53	2	et	et	PROPN
cana-1443	53	3	al	al	PROPN
cana-1443	53	4	.	.	PUNCT
cana-1443	54	1	[	[	X
cana-1443	54	2	12	12	NUM
cana-1443	54	3	]	]	PUNCT
cana-1443	54	4	proposed	propose	VERB
cana-1443	54	5	a	a	DET
cana-1443	54	6	deep	deep	ADJ
cana-1443	54	7	learning	learning	NOUN
cana-1443	54	8	-	-	PUNCT
cana-1443	54	9	based	base	VERB
cana-1443	54	10	beamforming	beamforming	NOUN
cana-1443	54	11	model	model	NOUN
cana-1443	54	12	using	use	VERB
cana-1443	54	13	long	long	ADJ
cana-1443	54	14	short	short	ADJ
cana-1443	54	15	-	-	PUNCT
cana-1443	54	16	term	term	NOUN
cana-1443	54	17	memory	memory	NOUN
cana-1443	54	18	(	(	PUNCT
cana-1443	54	19	lstm	lstm	NOUN
cana-1443	54	20	)	)	PUNCT
cana-1443	54	21	networks	network	NOUN
cana-1443	54	22	for	for	ADP
cana-1443	54	23	dynamic	dynamic	ADJ
cana-1443	54	24	beamforming	beamforming	NOUN
cana-1443	54	25	in	in	ADP
cana-1443	54	26	cognitive	cognitive	ADJ
cana-1443	54	27	radio	radio	NOUN
cana-1443	54	28	networks	network	NOUN
cana-1443	54	29	.	.	PUNCT
cana-1443	55	1	the	the	DET
cana-1443	55	2	model	model	NOUN
cana-1443	55	3	adapted	adapt	VERB
cana-1443	55	4	beamforming	beamforme	VERB
cana-1443	55	5	weights	weight	NOUN
cana-1443	55	6	in	in	ADP
cana-1443	55	7	real	real	ADJ
cana-1443	55	8	-	-	PUNCT
cana-1443	55	9	time	time	NOUN
cana-1443	55	10	based	base	VERB
cana-1443	55	11	on	on	ADP
cana-1443	55	12	channel	channel	NOUN
cana-1443	55	13	variations	variation	NOUN
cana-1443	55	14	and	and	CCONJ
cana-1443	55	15	user	user	NOUN
cana-1443	55	16	dynamics	dynamic	NOUN
cana-1443	55	17	,	,	PUNCT
cana-1443	55	18	improving	improve	VERB
cana-1443	55	19	communication	communication	NOUN
cana-1443	55	20	reliability	reliability	NOUN
cana-1443	55	21	and	and	CCONJ
cana-1443	55	22	efficiency	efficiency	NOUN
cana-1443	55	23	in	in	ADP
cana-1443	55	24	dynamic	dynamic	ADJ
cana-1443	55	25	environments	environment	NOUN
cana-1443	55	26	.	.	PUNCT
cana-1443	56	1	experimental	experimental	ADJ
cana-1443	56	2	results	result	NOUN
cana-1443	56	3	showed	show	VERB
cana-1443	56	4	significant	significant	ADJ
cana-1443	56	5	gains	gain	NOUN
cana-1443	56	6	in	in	ADP
cana-1443	56	7	throughput	throughput	NOUN
cana-1443	56	8	and	and	CCONJ
cana-1443	56	9	coverage	coverage	NOUN
cana-1443	56	10	compared	compare	VERB
cana-1443	56	11	to	to	ADP
cana-1443	56	12	static	static	ADJ
cana-1443	56	13	beamforming	beamforming	NOUN
cana-1443	56	14	techniques	technique	NOUN
cana-1443	56	15	[	[	X
cana-1443	56	16	13	13	NUM
cana-1443	56	17	]	]	PUNCT
cana-1443	56	18	.	.	PUNCT
cana-1443	57	1	another	another	DET
cana-1443	57	2	line	line	NOUN
cana-1443	57	3	of	of	ADP
cana-1443	57	4	research	research	NOUN
cana-1443	57	5	focuses	focus	VERB
cana-1443	57	6	on	on	ADP
cana-1443	57	7	the	the	DET
cana-1443	57	8	integration	integration	NOUN
cana-1443	57	9	of	of	ADP
cana-1443	57	10	reinforcement	reinforcement	NOUN
cana-1443	57	11	learning	learning	NOUN
cana-1443	57	12	(	(	PUNCT
cana-1443	57	13	rl	rl	NOUN
cana-1443	57	14	)	)	PUNCT
cana-1443	57	15	with	with	ADP
cana-1443	57	16	deep	deep	ADJ
cana-1443	57	17	learning	learning	NOUN
cana-1443	57	18	for	for	ADP
cana-1443	57	19	adaptive	adaptive	ADJ
cana-1443	57	20	beamforming	beamforming	NOUN
cana-1443	57	21	.	.	PUNCT
cana-1443	58	1	lin	lin	PROPN
cana-1443	58	2	et	et	PROPN
cana-1443	58	3	al	al	PROPN
cana-1443	58	4	.	.	PUNCT
cana-1443	59	1	[	[	X
cana-1443	59	2	14	14	NUM
cana-1443	59	3	]	]	PUNCT
cana-1443	59	4	proposed	propose	VERB
cana-1443	59	5	a	a	DET
cana-1443	59	6	deep	deep	ADJ
cana-1443	59	7	reinforcement	reinforcement	NOUN
cana-1443	59	8	learning	learning	NOUN
cana-1443	59	9	(	(	PUNCT
cana-1443	59	10	drl	drl	PROPN
cana-1443	59	11	)	)	PUNCT
cana-1443	59	12	framework	framework	NOUN
cana-1443	59	13	for	for	ADP
cana-1443	59	14	joint	joint	ADJ
cana-1443	59	15	beamforming	beamforming	NOUN
cana-1443	59	16	and	and	CCONJ
cana-1443	59	17	power	power	NOUN
cana-1443	59	18	control	control	NOUN
cana-1443	59	19	in	in	ADP
cana-1443	59	20	wireless	wireless	ADJ
cana-1443	59	21	communication	communication	NOUN
cana-1443	59	22	systems	system	NOUN
cana-1443	59	23	.	.	PUNCT
cana-1443	60	1	the	the	DET
cana-1443	60	2	drl	drl	PROPN
cana-1443	60	3	agent	agent	NOUN
cana-1443	60	4	learned	learn	VERB
cana-1443	60	5	optimal	optimal	ADJ
cana-1443	60	6	beamforming	beamforming	NOUN
cana-1443	60	7	policies	policy	NOUN
cana-1443	60	8	through	through	ADP
cana-1443	60	9	interactions	interaction	NOUN
cana-1443	60	10	with	with	ADP
cana-1443	60	11	the	the	DET
cana-1443	60	12	environment	environment	NOUN
cana-1443	60	13	,	,	PUNCT
cana-1443	60	14	maximizing	maximize	VERB
cana-1443	60	15	throughput	throughput	NOUN
cana-1443	60	16	while	while	SCONJ
cana-1443	60	17	satisfying	satisfy	VERB
cana-1443	60	18	quality	quality	NOUN
cana-1443	60	19	-	-	PUNCT
cana-1443	60	20	of	of	ADP
cana-1443	60	21	-	-	PUNCT
cana-1443	60	22	service	service	NOUN
cana-1443	60	23	(	(	PUNCT
cana-1443	60	24	qos	qos	NOUN
cana-1443	60	25	)	)	PUNCT
cana-1443	60	26	constraints	constraint	NOUN
cana-1443	60	27	.	.	PUNCT
cana-1443	61	1	simulation	simulation	NOUN
cana-1443	61	2	results	result	NOUN
cana-1443	61	3	demonstrated	demonstrate	VERB
cana-1443	61	4	the	the	DET
cana-1443	61	5	effectiveness	effectiveness	NOUN
cana-1443	61	6	of	of	ADP
cana-1443	61	7	the	the	DET
cana-1443	61	8	proposed	propose	VERB
cana-1443	61	9	approach	approach	NOUN
cana-1443	61	10	in	in	ADP
cana-1443	61	11	dynamic	dynamic	ADJ
cana-1443	61	12	and	and	CCONJ
cana-1443	61	13	uncertain	uncertain	ADJ
cana-1443	61	14	communication	communication	NOUN
cana-1443	61	15	environments	environment	NOUN
cana-1443	61	16	[	[	X
cana-1443	61	17	15	15	NUM
cana-1443	61	18	]	]	PUNCT
cana-1443	61	19	.	.	PUNCT
cana-1443	62	1	in	in	ADP
cana-1443	62	2	addition	addition	NOUN
cana-1443	62	3	to	to	ADP
cana-1443	62	4	traditional	traditional	ADJ
cana-1443	62	5	beamforming	beamforming	NOUN
cana-1443	62	6	methods	method	NOUN
cana-1443	62	7	,	,	PUNCT
cana-1443	62	8	deep	deep	ADJ
cana-1443	62	9	learning	learning	NOUN
cana-1443	62	10	-	-	PUNCT
cana-1443	62	11	based	base	VERB
cana-1443	62	12	beamforming	beamforming	NOUN
cana-1443	62	13	has	have	AUX
cana-1443	62	14	also	also	ADV
cana-1443	62	15	been	be	AUX
cana-1443	62	16	applied	apply	VERB
cana-1443	62	17	to	to	ADP
cana-1443	62	18	emerging	emerge	VERB
cana-1443	62	19	communication	communication	NOUN
cana-1443	62	20	technologies	technology	NOUN
cana-1443	62	21	such	such	ADJ
cana-1443	62	22	as	as	ADP
cana-1443	62	23	millimeter	millimeter	NOUN
cana-1443	62	24	-	-	PUNCT
cana-1443	62	25	wave	wave	NOUN
cana-1443	62	26	(	(	PUNCT
cana-1443	62	27	mmwave	mmwave	NOUN
cana-1443	62	28	)	)	PUNCT
cana-1443	62	29	communication	communication	NOUN
cana-1443	62	30	and	and	CCONJ
cana-1443	62	31	massive	massive	ADJ
cana-1443	62	32	mimo	mimo	PROPN
cana-1443	62	33	.	.	PUNCT
cana-1443	63	1	ma	ma	PROPN
cana-1443	63	2	et	et	PROPN
cana-1443	63	3	al	al	PROPN
cana-1443	63	4	.	.	PUNCT
cana-1443	64	1	[	[	X
cana-1443	64	2	16	16	NUM
cana-1443	64	3	]	]	PUNCT
cana-1443	64	4	developed	develop	VERB
cana-1443	64	5	a	a	DET
cana-1443	64	6	deep	deep	ADJ
cana-1443	64	7	learning	learning	NOUN
cana-1443	64	8	-	-	PUNCT
cana-1443	64	9	based	base	VERB
cana-1443	64	10	beamforming	beamforming	NOUN
cana-1443	64	11	model	model	NOUN
cana-1443	64	12	for	for	ADP
cana-1443	64	13	mmwave	mmwave	NOUN
cana-1443	64	14	communication	communication	NOUN
cana-1443	64	15	systems	system	NOUN
cana-1443	64	16	,	,	PUNCT
cana-1443	64	17	leveraging	leverage	VERB
cana-1443	64	18	cnns	cnn	NOUN
cana-1443	64	19	to	to	PART
cana-1443	64	20	optimize	optimize	VERB
cana-1443	64	21	beamforming	beamforme	VERB
cana-1443	64	22	vectors	vector	NOUN
cana-1443	64	23	for	for	ADP
cana-1443	64	24	mmwave	mmwave	NOUN
cana-1443	64	25	channels	channel	NOUN
cana-1443	64	26	.	.	PUNCT
cana-1443	65	1	the	the	DET
cana-1443	65	2	proposed	propose	VERB
cana-1443	65	3	model	model	NOUN
cana-1443	65	4	achieved	achieve	VERB
cana-1443	65	5	improved	improve	VERB
cana-1443	65	6	signal	signal	NOUN
cana-1443	65	7	quality	quality	NOUN
cana-1443	65	8	and	and	CCONJ
cana-1443	65	9	coverage	coverage	NOUN
cana-1443	65	10	compared	compare	VERB
cana-1443	65	11	to	to	ADP
cana-1443	65	12	traditional	traditional	ADJ
cana-1443	65	13	beamforming	beamforming	NOUN
cana-1443	65	14	methods	method	NOUN
cana-1443	65	15	,	,	PUNCT
cana-1443	65	16	addressing	address	VERB
cana-1443	65	17	the	the	DET
cana-1443	65	18	challenges	challenge	NOUN
cana-1443	65	19	of	of	ADP
cana-1443	65	20	high	high	ADJ
cana-1443	65	21	path	path	NOUN
cana-1443	65	22	loss	loss	NOUN
cana-1443	65	23	and	and	CCONJ
cana-1443	65	24	directional	directional	ADJ
cana-1443	65	25	transmission	transmission	NOUN
cana-1443	65	26	in	in	ADP
cana-1443	65	27	mmwave	mmwave	NOUN
cana-1443	65	28	channels	channel	NOUN
cana-1443	65	29	.	.	PUNCT
cana-1443	66	1	furthermore	furthermore	ADV
cana-1443	66	2	,	,	PUNCT
cana-1443	66	3	deep	deep	ADJ
cana-1443	66	4	learning	learning	NOUN
cana-1443	66	5	-	-	PUNCT
cana-1443	66	6	based	base	VERB
cana-1443	66	7	beamforming	beamforming	NOUN
cana-1443	66	8	has	have	AUX
cana-1443	66	9	shown	show	VERB
cana-1443	66	10	promise	promise	NOUN
cana-1443	66	11	in	in	ADP
cana-1443	66	12	enhancing	enhance	VERB
cana-1443	66	13	the	the	DET
cana-1443	66	14	security	security	NOUN
cana-1443	66	15	and	and	CCONJ
cana-1443	66	16	privacy	privacy	NOUN
cana-1443	66	17	of	of	ADP
cana-1443	66	18	wireless	wireless	ADJ
cana-1443	66	19	communication	communication	NOUN
cana-1443	66	20	systems	system	NOUN
cana-1443	66	21	.	.	PUNCT
cana-1443	67	1	sharma	sharma	PROPN
cana-1443	67	2	et	et	PROPN
cana-1443	67	3	al	al	PROPN
cana-1443	67	4	.	.	PUNCT
cana-1443	68	1	[	[	X
cana-1443	68	2	17	17	NUM
cana-1443	68	3	]	]	PUNCT
cana-1443	68	4	proposed	propose	VERB
cana-1443	68	5	a	a	DET
cana-1443	68	6	deep	deep	ADJ
cana-1443	68	7	learning	learning	NOUN
cana-1443	68	8	-	-	PUNCT
cana-1443	68	9	based	base	VERB
cana-1443	68	10	beamforming	beamforming	NOUN
cana-1443	68	11	model	model	NOUN
cana-1443	68	12	for	for	ADP
cana-1443	68	13	physical	physical	ADJ
cana-1443	68	14	layer	layer	NOUN
cana-1443	68	15	security	security	NOUN
cana-1443	68	16	in	in	ADP
cana-1443	68	17	wireless	wireless	ADJ
cana-1443	68	18	communication	communication	NOUN
cana-1443	68	19	networks	network	NOUN
cana-1443	68	20	.	.	PUNCT
cana-1443	69	1	the	the	DET
cana-1443	69	2	model	model	NOUN
cana-1443	69	3	learned	learn	VERB
cana-1443	69	4	to	to	PART
cana-1443	69	5	optimize	optimize	VERB
cana-1443	69	6	beamforming	beamforme	VERB
cana-1443	69	7	vectors	vector	NOUN
cana-1443	69	8	to	to	PART
cana-1443	69	9	maximize	maximize	VERB
cana-1443	69	10	secrecy	secrecy	NOUN
cana-1443	69	11	capacity	capacity	NOUN
cana-1443	69	12	while	while	SCONJ
cana-1443	69	13	minimizing	minimize	VERB
cana-1443	69	14	eavesdropping	eavesdropping	NOUN
cana-1443	69	15	probability	probability	NOUN
cana-1443	69	16	,	,	PUNCT
cana-1443	69	17	enhancing	enhance	VERB
cana-1443	69	18	communication	communication	NOUN
cana-1443	69	19	security	security	NOUN
cana-1443	69	20	in	in	ADP
cana-1443	69	21	the	the	DET
cana-1443	69	22	presence	presence	NOUN
cana-1443	69	23	of	of	ADP
cana-1443	69	24	malicious	malicious	ADJ
cana-1443	69	25	users	user	NOUN
cana-1443	69	26	.	.	PUNCT
cana-1443	70	1	overall	overall	ADV
cana-1443	70	2	,	,	PUNCT
cana-1443	70	3	these	these	DET
cana-1443	70	4	studies	study	NOUN
cana-1443	70	5	demonstrate	demonstrate	VERB
cana-1443	70	6	the	the	DET
cana-1443	70	7	potential	potential	NOUN
cana-1443	70	8	of	of	ADP
cana-1443	70	9	deep	deep	ADJ
cana-1443	70	10	learning	learning	NOUN
cana-1443	70	11	techniques	technique	NOUN
cana-1443	70	12	in	in	ADP
cana-1443	70	13	optimizing	optimize	VERB
cana-1443	70	14	beamforming	beamforme	VERB
cana-1443	70	15	for	for	ADP
cana-1443	70	16	wireless	wireless	ADJ
cana-1443	70	17	communication	communication	NOUN
cana-1443	70	18	systems	system	NOUN
cana-1443	70	19	.	.	PUNCT
cana-1443	71	1	by	by	ADP
cana-1443	71	2	leveraging	leverage	VERB
cana-1443	71	3	the	the	DET
cana-1443	71	4	power	power	NOUN
cana-1443	71	5	of	of	ADP
cana-1443	71	6	deep	deep	ADJ
cana-1443	71	7	neural	neural	ADJ
cana-1443	71	8	networks	network	NOUN
cana-1443	71	9	,	,	PUNCT
cana-1443	71	10	researchers	researcher	NOUN
cana-1443	71	11	have	have	AUX
cana-1443	71	12	achieved	achieve	VERB
cana-1443	71	13	significant	significant	ADJ
cana-1443	71	14	improvements	improvement	NOUN
cana-1443	71	15	in	in	ADP
cana-1443	71	16	signal	signal	ADJ
cana-1443	71	17	quality	quality	NOUN
cana-1443	71	18	,	,	PUNCT
cana-1443	71	19	throughput	throughput	NOUN
cana-1443	71	20	,	,	PUNCT
cana-1443	71	21	coverage	coverage	NOUN
cana-1443	71	22	,	,	PUNCT
cana-1443	71	23	and	and	CCONJ
cana-1443	71	24	security	security	NOUN
cana-1443	71	25	,	,	PUNCT
cana-1443	71	26	paving	pave	VERB
cana-1443	71	27	the	the	DET
cana-1443	71	28	way	way	NOUN
cana-1443	71	29	for	for	ADP
cana-1443	71	30	more	more	ADV
cana-1443	71	31	efficient	efficient	ADJ
cana-1443	71	32	and	and	CCONJ
cana-1443	71	33	reliable	reliable	ADJ
cana-1443	71	34	wireless	wireless	ADJ
cana-1443	71	35	communication	communication	NOUN
cana-1443	71	36	technologies	technology	NOUN
cana-1443	71	37	[	[	X
cana-1443	71	38	18	18	NUM
cana-1443	71	39	]	]	PUNCT
cana-1443	71	40	.	.	PUNCT
cana-1443	72	1	communications	communication	NOUN
cana-1443	72	2	on	on	ADP
cana-1443	72	3	applied	apply	VERB
cana-1443	72	4	nonlinear	nonlinear	ADJ
cana-1443	72	5	analysis	analysis	NOUN
cana-1443	72	6	issn	issn	NOUN
cana-1443	72	7	:	:	PUNCT
cana-1443	72	8	1074	1074	NUM
cana-1443	72	9	-	-	PUNCT
cana-1443	72	10	133x	133x	NUM
cana-1443	72	11	vol	vol	NOUN
cana-1443	72	12	31	31	NUM
cana-1443	72	13	no	no	NOUN
cana-1443	72	14	.	.	PUNCT
cana-1443	73	1	8s	8s	PROPN
cana-1443	73	2	(	(	PUNCT
cana-1443	73	3	2024	2024	NUM
cana-1443	73	4	)	)	PUNCT
cana-1443	73	5	15	15	NUM
cana-1443	73	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	73	7	3	3	X
cana-1443	73	8	.	.	PUNCT
cana-1443	73	9	materials	material	NOUN
cana-1443	73	10	and	and	CCONJ
cana-1443	73	11	methods	method	NOUN
cana-1443	73	12	this	this	DET
cana-1443	73	13	section	section	NOUN
cana-1443	73	14	provides	provide	VERB
cana-1443	73	15	a	a	DET
cana-1443	73	16	detailed	detailed	ADJ
cana-1443	73	17	description	description	NOUN
cana-1443	73	18	of	of	ADP
cana-1443	73	19	the	the	DET
cana-1443	73	20	experimental	experimental	ADJ
cana-1443	73	21	setup	setup	NOUN
cana-1443	73	22	,	,	PUNCT
cana-1443	73	23	procedures	procedure	NOUN
cana-1443	73	24	,	,	PUNCT
cana-1443	73	25	and	and	CCONJ
cana-1443	73	26	methodologies	methodology	NOUN
cana-1443	73	27	employed	employ	VERB
cana-1443	73	28	to	to	PART
cana-1443	73	29	conduct	conduct	VERB
cana-1443	73	30	the	the	DET
cana-1443	73	31	study	study	NOUN
cana-1443	73	32	.	.	PUNCT
cana-1443	74	1	it	it	PRON
cana-1443	74	2	serves	serve	VERB
cana-1443	74	3	as	as	ADP
cana-1443	74	4	a	a	DET
cana-1443	74	5	roadmap	roadmap	NOUN
cana-1443	74	6	for	for	ADP
cana-1443	74	7	replicating	replicate	VERB
cana-1443	74	8	the	the	DET
cana-1443	74	9	research	research	NOUN
cana-1443	74	10	and	and	CCONJ
cana-1443	74	11	understanding	understand	VERB
cana-1443	74	12	the	the	DET
cana-1443	74	13	validity	validity	NOUN
cana-1443	74	14	and	and	CCONJ
cana-1443	74	15	reliability	reliability	NOUN
cana-1443	74	16	of	of	ADP
cana-1443	74	17	the	the	DET
cana-1443	74	18	results	result	NOUN
cana-1443	74	19	presented	present	VERB
cana-1443	74	20	.	.	PUNCT
cana-1443	75	1	fig	fig	NOUN
cana-1443	75	2	.	.	PUNCT
cana-1443	76	1	1	1	NUM
cana-1443	76	2	architecture	architecture	NOUN
cana-1443	76	3	of	of	ADP
cana-1443	76	4	cnn	cnn	PROPN
cana-1443	76	5	3.1	3.1	NUM
cana-1443	76	6	.	.	PUNCT
cana-1443	77	1	dataset	dataset	VERB
cana-1443	77	2	the	the	DET
cana-1443	77	3	dataset	dataset	NOUN
cana-1443	77	4	used	use	VERB
cana-1443	77	5	in	in	ADP
cana-1443	77	6	this	this	DET
cana-1443	77	7	study	study	NOUN
cana-1443	77	8	comprises	comprise	VERB
cana-1443	77	9	synthetically	synthetically	ADV
cana-1443	77	10	generated	generate	VERB
cana-1443	77	11	indoor	indoor	ADJ
cana-1443	77	12	mm	mm	ADJ
cana-1443	77	13	-	-	PUNCT
cana-1443	77	14	wave	wave	NOUN
cana-1443	77	15	channels	channel	NOUN
cana-1443	77	16	obtained	obtain	VERB
cana-1443	77	17	from	from	ADP
cana-1443	77	18	a	a	DET
cana-1443	77	19	publicly	publicly	ADV
cana-1443	77	20	available	available	ADJ
cana-1443	77	21	repository	repository	NOUN
cana-1443	77	22	.	.	PUNCT
cana-1443	78	1	these	these	DET
cana-1443	78	2	channels	channel	NOUN
cana-1443	78	3	simulate	simulate	VERB
cana-1443	78	4	communication	communication	NOUN
cana-1443	78	5	scenarios	scenario	NOUN
cana-1443	78	6	in	in	ADP
cana-1443	78	7	the	the	DET
cana-1443	78	8	60ghz	60ghz	NOUN
cana-1443	78	9	band	band	NOUN
cana-1443	78	10	and	and	CCONJ
cana-1443	78	11	include	include	VERB
cana-1443	78	12	multiple	multiple	ADJ
cana-1443	78	13	moving	move	VERB
cana-1443	78	14	targets	target	NOUN
cana-1443	78	15	,	,	PUNCT
cana-1443	78	16	with	with	ADP
cana-1443	78	17	the	the	DET
cana-1443	78	18	number	number	NOUN
cana-1443	78	19	,	,	PUNCT
cana-1443	78	20	velocity	velocity	NOUN
cana-1443	78	21	,	,	PUNCT
cana-1443	78	22	and	and	CCONJ
cana-1443	78	23	trajectories	trajectory	NOUN
cana-1443	78	24	of	of	ADP
cana-1443	78	25	targets	target	NOUN
cana-1443	78	26	randomized	randomize	VERB
cana-1443	78	27	across	across	ADP
cana-1443	78	28	the	the	DET
cana-1443	78	29	dataset	dataset	NOUN
cana-1443	78	30	.	.	PUNCT
cana-1443	79	1	additionally	additionally	ADV
cana-1443	79	2	,	,	PUNCT
cana-1443	79	3	the	the	DET
cana-1443	79	4	dataset	dataset	NOUN
cana-1443	79	5	contains	contain	VERB
cana-1443	79	6	noisy	noisy	ADV
cana-1443	79	7	received	receive	VERB
cana-1443	79	8	ieee	ieee	NOUN
cana-1443	79	9	802.11ay	802.11ay	NUM
cana-1443	79	10	channel	channel	NOUN
cana-1443	79	11	estimation	estimation	NOUN
cana-1443	79	12	fields	field	NOUN
cana-1443	79	13	,	,	PUNCT
cana-1443	79	14	providing	provide	VERB
cana-1443	79	15	a	a	DET
cana-1443	79	16	realistic	realistic	ADJ
cana-1443	79	17	yet	yet	ADV
cana-1443	79	18	controlled	control	VERB
cana-1443	79	19	environment	environment	NOUN
cana-1443	79	20	for	for	ADP
cana-1443	79	21	algorithm	algorithm	NOUN
cana-1443	79	22	development	development	NOUN
cana-1443	79	23	and	and	CCONJ
cana-1443	79	24	testing	testing	NOUN
cana-1443	79	25	[	[	X
cana-1443	79	26	19	19	NUM
cana-1443	79	27	]	]	PUNCT
cana-1443	79	28	.	.	PUNCT
cana-1443	80	1	3.2	3.2	NUM
cana-1443	80	2	.	.	PUNCT
cana-1443	80	3	model	model	NOUN
cana-1443	80	4	architecture	architecture	NOUN
cana-1443	80	5	the	the	DET
cana-1443	80	6	dlbeamnet	dlbeamnet	NOUN
cana-1443	80	7	model	model	NOUN
cana-1443	80	8	architecture	architecture	NOUN
cana-1443	80	9	is	be	AUX
cana-1443	80	10	crafted	craft	VERB
cana-1443	80	11	to	to	PART
cana-1443	80	12	enhance	enhance	VERB
cana-1443	80	13	beamforming	beamforme	VERB
cana-1443	80	14	in	in	ADP
cana-1443	80	15	wireless	wireless	ADJ
cana-1443	80	16	communication	communication	NOUN
cana-1443	80	17	systems	system	NOUN
cana-1443	80	18	through	through	ADP
cana-1443	80	19	the	the	DET
cana-1443	80	20	application	application	NOUN
cana-1443	80	21	of	of	ADP
cana-1443	80	22	deep	deep	ADJ
cana-1443	80	23	learning	learning	NOUN
cana-1443	80	24	methodologies	methodology	NOUN
cana-1443	80	25	.	.	PUNCT
cana-1443	81	1	the	the	DET
cana-1443	81	2	model	model	NOUN
cana-1443	81	3	is	be	AUX
cana-1443	81	4	structured	structure	VERB
cana-1443	81	5	with	with	ADP
cana-1443	81	6	several	several	ADJ
cana-1443	81	7	key	key	ADJ
cana-1443	81	8	components	component	NOUN
cana-1443	81	9	,	,	PUNCT
cana-1443	81	10	each	each	PRON
cana-1443	81	11	serving	serve	VERB
cana-1443	81	12	a	a	DET
cana-1443	81	13	distinct	distinct	ADJ
cana-1443	81	14	role	role	NOUN
cana-1443	81	15	in	in	ADP
cana-1443	81	16	the	the	DET
cana-1443	81	17	optimization	optimization	NOUN
cana-1443	81	18	process	process	NOUN
cana-1443	81	19	.	.	PUNCT
cana-1443	82	1	3.2.1	3.2.1	X
cana-1443	82	2	.	.	PUNCT
cana-1443	83	1	convolution	convolution	NOUN
cana-1443	83	2	layers	layer	NOUN
cana-1443	83	3	convolution	convolution	NOUN
cana-1443	83	4	layers	layer	NOUN
cana-1443	83	5	are	be	AUX
cana-1443	83	6	pivotal	pivotal	ADJ
cana-1443	83	7	in	in	ADP
cana-1443	83	8	capturing	capture	VERB
cana-1443	83	9	spatial	spatial	ADJ
cana-1443	83	10	features	feature	NOUN
cana-1443	83	11	from	from	ADP
cana-1443	83	12	the	the	DET
cana-1443	83	13	input	input	NOUN
cana-1443	83	14	data	datum	NOUN
cana-1443	83	15	.	.	PUNCT
cana-1443	84	1	they	they	PRON
cana-1443	84	2	operate	operate	VERB
cana-1443	84	3	by	by	ADP
cana-1443	84	4	convolving	convolve	VERB
cana-1443	84	5	the	the	DET
cana-1443	84	6	input	input	NOUN
cana-1443	84	7	data	datum	NOUN
cana-1443	84	8	with	with	ADP
cana-1443	84	9	learnable	learnable	ADJ
cana-1443	84	10	filters	filter	NOUN
cana-1443	84	11	to	to	PART
cana-1443	84	12	extract	extract	VERB
cana-1443	84	13	relevant	relevant	ADJ
cana-1443	84	14	spatial	spatial	ADJ
cana-1443	84	15	patterns	pattern	NOUN
cana-1443	84	16	.	.	PUNCT
cana-1443	85	1	mathematically	mathematically	ADV
cana-1443	85	2	,	,	PUNCT
cana-1443	85	3	the	the	DET
cana-1443	85	4	output	output	NOUN
cana-1443	85	5	feature	feature	NOUN
cana-1443	85	6	map	map	NOUN
cana-1443	85	7	z(l	z(l	PROPN
cana-1443	85	8	)	)	PUNCT
cana-1443	85	9	at	at	ADP
cana-1443	85	10	layer	layer	NOUN
cana-1443	85	11	l	l	NOUN
cana-1443	85	12	is	be	AUX
cana-1443	85	13	computed	compute	VERB
cana-1443	85	14	as	as	ADP
cana-1443	85	15	,	,	PUNCT
cana-1443	85	16	z(l	z(l	PROPN
cana-1443	85	17	)	)	PUNCT
cana-1443	85	18	=	=	SYM
cana-1443	85	19	f	f	PROPN
cana-1443	85	20	(	(	PUNCT
cana-1443	85	21	l)(x	l)(x	PROPN
cana-1443	85	22	∗	∗	PROPN
cana-1443	85	23	w(l	w(l	PROPN
cana-1443	85	24	)	)	PUNCT
cana-1443	86	1	+	+	CCONJ
cana-1443	86	2	b(l	b(l	PROPN
cana-1443	86	3	)	)	PUNCT
cana-1443	86	4	)	)	PUNCT
cana-1443	87	1	(	(	PUNCT
cana-1443	87	2	1	1	X
cana-1443	87	3	)	)	PUNCT
cana-1443	87	4	where	where	SCONJ
cana-1443	87	5	x	x	PRON
cana-1443	87	6	represents	represent	VERB
cana-1443	87	7	the	the	DET
cana-1443	87	8	input	input	NOUN
cana-1443	87	9	data	datum	NOUN
cana-1443	87	10	,	,	PUNCT
cana-1443	87	11	w(l	w(l	PROPN
cana-1443	87	12	)	)	PUNCT
cana-1443	87	13	denotes	denote	VERB
cana-1443	87	14	the	the	DET
cana-1443	87	15	learnable	learnable	ADJ
cana-1443	87	16	filters	filter	NOUN
cana-1443	87	17	,	,	PUNCT
cana-1443	87	18	b(l	b(l	PROPN
cana-1443	87	19	)	)	PUNCT
cana-1443	87	20	is	be	AUX
cana-1443	87	21	the	the	DET
cana-1443	87	22	bias	bias	NOUN
cana-1443	87	23	vector	vector	NOUN
cana-1443	87	24	,	,	PUNCT
cana-1443	87	25	and	and	CCONJ
cana-1443	87	26	f	f	PROPN
cana-1443	87	27	(	(	PUNCT
cana-1443	87	28	l)denotes	l)denote	VERB
cana-1443	87	29	the	the	DET
cana-1443	87	30	activation	activation	NOUN
cana-1443	87	31	function	function	NOUN
cana-1443	87	32	.	.	PUNCT
cana-1443	88	1	3.2.2	3.2.2	NUM
cana-1443	88	2	.	.	PUNCT
cana-1443	88	3	activation	activation	NOUN
cana-1443	88	4	functions	function	NOUN
cana-1443	88	5	activation	activation	NOUN
cana-1443	88	6	functions	function	NOUN
cana-1443	88	7	introduce	introduce	VERB
cana-1443	88	8	non	non	ADJ
cana-1443	88	9	-	-	ADJ
cana-1443	88	10	linearity	linearity	ADJ
cana-1443	88	11	to	to	ADP
cana-1443	88	12	the	the	DET
cana-1443	88	13	model	model	NOUN
cana-1443	88	14	,	,	PUNCT
cana-1443	88	15	enabling	enable	VERB
cana-1443	88	16	it	it	PRON
cana-1443	88	17	to	to	PART
cana-1443	88	18	capture	capture	VERB
cana-1443	88	19	complex	complex	ADJ
cana-1443	88	20	relationships	relationship	NOUN
cana-1443	88	21	within	within	ADP
cana-1443	88	22	the	the	DET
cana-1443	88	23	data	datum	NOUN
cana-1443	88	24	.	.	PUNCT
cana-1443	89	1	common	common	ADJ
cana-1443	89	2	activation	activation	NOUN
cana-1443	89	3	functions	function	NOUN
cana-1443	89	4	include	include	VERB
cana-1443	89	5	rectified	rectify	VERB
cana-1443	89	6	linear	linear	ADJ
cana-1443	89	7	unit	unit	NOUN
cana-1443	89	8	(	(	PUNCT
cana-1443	89	9	relu	relu	NOUN
cana-1443	89	10	)	)	PUNCT
cana-1443	89	11	,	,	PUNCT
cana-1443	89	12	which	which	PRON
cana-1443	89	13	is	be	AUX
cana-1443	89	14	defined	define	VERB
cana-1443	89	15	as	as	ADP
cana-1443	89	16	,	,	PUNCT
cana-1443	89	17	f(x	f(x	PROPN
cana-1443	89	18	)	)	PUNCT
cana-1443	89	19	=	=	PUNCT
cana-1443	89	20	max(0	max(0	NOUN
cana-1443	89	21	,	,	PUNCT
cana-1443	89	22	x	x	X
cana-1443	89	23	)	)	PUNCT
cana-1443	89	24	(	(	PUNCT
cana-1443	89	25	2	2	X
cana-1443	89	26	)	)	PUNCT
cana-1443	89	27	relu	relu	NOUN
cana-1443	89	28	is	be	AUX
cana-1443	89	29	widely	widely	ADV
cana-1443	89	30	used	use	VERB
cana-1443	89	31	due	due	ADP
cana-1443	89	32	to	to	ADP
cana-1443	89	33	its	its	PRON
cana-1443	89	34	simplicity	simplicity	NOUN
cana-1443	89	35	and	and	CCONJ
cana-1443	89	36	effectiveness	effectiveness	NOUN
cana-1443	89	37	in	in	ADP
cana-1443	89	38	combating	combat	VERB
cana-1443	89	39	the	the	DET
cana-1443	89	40	vanishing	vanish	VERB
cana-1443	89	41	gradient	gradient	NOUN
cana-1443	89	42	problem	problem	NOUN
cana-1443	89	43	.	.	PUNCT
cana-1443	90	1	3.2.3	3.2.3	X
cana-1443	90	2	.	.	X
cana-1443	90	3	pooling	pool	VERB
cana-1443	90	4	layers	layer	NOUN
cana-1443	90	5	communications	communication	NOUN
cana-1443	90	6	on	on	ADP
cana-1443	90	7	applied	apply	VERB
cana-1443	90	8	nonlinear	nonlinear	ADJ
cana-1443	90	9	analysis	analysis	NOUN
cana-1443	90	10	issn	issn	NOUN
cana-1443	90	11	:	:	PUNCT
cana-1443	90	12	1074	1074	NUM
cana-1443	90	13	-	-	PUNCT
cana-1443	90	14	133x	133x	NUM
cana-1443	90	15	vol	vol	NOUN
cana-1443	90	16	31	31	NUM
cana-1443	90	17	no	no	NOUN
cana-1443	90	18	.	.	PUNCT
cana-1443	91	1	8s	8s	PROPN
cana-1443	91	2	(	(	PUNCT
cana-1443	91	3	2024	2024	NUM
cana-1443	91	4	)	)	PUNCT
cana-1443	91	5	16	16	NUM
cana-1443	91	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	91	7	pooling	pool	VERB
cana-1443	91	8	layers	layer	NOUN
cana-1443	91	9	are	be	AUX
cana-1443	91	10	responsible	responsible	ADJ
cana-1443	91	11	for	for	ADP
cana-1443	91	12	downsampling	downsample	VERB
cana-1443	91	13	the	the	DET
cana-1443	91	14	feature	feature	NOUN
cana-1443	91	15	maps	map	NOUN
cana-1443	91	16	obtained	obtain	VERB
cana-1443	91	17	from	from	ADP
cana-1443	91	18	convolutional	convolutional	ADJ
cana-1443	91	19	layers	layer	NOUN
cana-1443	91	20	.	.	PUNCT
cana-1443	92	1	max	max	PROPN
cana-1443	92	2	-	-	PUNCT
cana-1443	92	3	pooling	pooling	NOUN
cana-1443	92	4	,	,	PUNCT
cana-1443	92	5	a	a	DET
cana-1443	92	6	common	common	ADJ
cana-1443	92	7	pooling	pooling	NOUN
cana-1443	92	8	technique	technique	NOUN
cana-1443	92	9	,	,	PUNCT
cana-1443	92	10	selects	select	VERB
cana-1443	92	11	the	the	DET
cana-1443	92	12	maximum	maximum	ADJ
cana-1443	92	13	value	value	NOUN
cana-1443	92	14	from	from	ADP
cana-1443	92	15	a	a	DET
cana-1443	92	16	region	region	NOUN
cana-1443	92	17	of	of	ADP
cana-1443	92	18	the	the	DET
cana-1443	92	19	feature	feature	NOUN
cana-1443	92	20	map	map	NOUN
cana-1443	92	21	[	[	X
cana-1443	92	22	20	20	NUM
cana-1443	92	23	]	]	PUNCT
cana-1443	92	24	.	.	PUNCT
cana-1443	93	1	mathematically	mathematically	ADV
cana-1443	93	2	,	,	PUNCT
cana-1443	93	3	the	the	DET
cana-1443	93	4	output	output	NOUN
cana-1443	93	5	y(l	y(l	PROPN
cana-1443	93	6	)	)	PUNCT
cana-1443	93	7	of	of	ADP
cana-1443	93	8	the	the	DET
cana-1443	93	9	max	max	PROPN
cana-1443	93	10	-	-	PUNCT
cana-1443	93	11	pooling	pool	VERB
cana-1443	93	12	operation	operation	NOUN
cana-1443	93	13	is	be	AUX
cana-1443	93	14	computed	compute	VERB
cana-1443	93	15	as	as	ADP
cana-1443	93	16	:	:	PUNCT
cana-1443	93	17	y(l	y(l	PROPN
cana-1443	93	18	)	)	PUNCT
cana-1443	93	19	=	=	SYM
cana-1443	93	20	maxpool(z(l	maxpool(z(l	PROPN
cana-1443	93	21	)	)	PUNCT
cana-1443	93	22	)	)	PUNCT
cana-1443	94	1	(	(	PUNCT
cana-1443	94	2	3	3	X
cana-1443	94	3	)	)	PUNCT
cana-1443	94	4	3.2.4	3.2.4	NUM
cana-1443	94	5	.	.	PUNCT
cana-1443	95	1	fully	fully	ADV
cana-1443	95	2	connected	connected	ADJ
cana-1443	95	3	layers	layer	NOUN
cana-1443	95	4	fully	fully	ADV
cana-1443	95	5	connected	connected	ADJ
cana-1443	95	6	layers	layer	NOUN
cana-1443	95	7	integrate	integrate	VERB
cana-1443	95	8	the	the	DET
cana-1443	95	9	extracted	extract	VERB
cana-1443	95	10	spatial	spatial	ADJ
cana-1443	95	11	features	feature	NOUN
cana-1443	95	12	from	from	ADP
cana-1443	95	13	the	the	DET
cana-1443	95	14	convolutional	convolutional	ADJ
cana-1443	95	15	layers	layer	NOUN
cana-1443	95	16	to	to	PART
cana-1443	95	17	make	make	VERB
cana-1443	95	18	final	final	ADJ
cana-1443	95	19	predictions	prediction	NOUN
cana-1443	95	20	.	.	PUNCT
cana-1443	96	1	the	the	DET
cana-1443	96	2	output	output	NOUN
cana-1443	96	3	of	of	ADP
cana-1443	96	4	a	a	DET
cana-1443	96	5	fully	fully	ADV
cana-1443	96	6	connected	connect	VERB
cana-1443	96	7	layer	layer	NOUN
cana-1443	96	8	with	with	ADP
cana-1443	96	9	weight	weight	NOUN
cana-1443	96	10	matrixwfc	matrixwfc	ADJ
cana-1443	96	11	and	and	CCONJ
cana-1443	96	12	bias	bias	NOUN
cana-1443	96	13	vector	vector	NOUN
cana-1443	96	14	bfc	bfc	NOUN
cana-1443	96	15	is	be	AUX
cana-1443	96	16	computed	compute	VERB
cana-1443	96	17	as	as	ADP
cana-1443	96	18	:	:	PUNCT
cana-1443	96	19	y	y	PROPN
cana-1443	96	20	=	=	SYM
cana-1443	96	21	relu(v	relu(v	PROPN
cana-1443	96	22	.	.	PUNCT
cana-1443	97	1	wfc	wfc	PROPN
cana-1443	97	2	+	+	CCONJ
cana-1443	97	3	bfc	bfc	NOUN
cana-1443	97	4	)	)	PUNCT
cana-1443	97	5	(	(	PUNCT
cana-1443	97	6	4	4	X
cana-1443	97	7	)	)	PUNCT
cana-1443	97	8	where	where	SCONJ
cana-1443	97	9	𝑣	𝑣	PROPN
cana-1443	97	10	represents	represent	VERB
cana-1443	97	11	the	the	DET
cana-1443	97	12	flattened	flatten	VERB
cana-1443	97	13	feature	feature	NOUN
cana-1443	97	14	vector	vector	NOUN
cana-1443	97	15	.	.	PUNCT
cana-1443	98	1	3.2.5	3.2.5	NUM
cana-1443	98	2	.	.	PUNCT
cana-1443	99	1	output	output	NOUN
cana-1443	99	2	layers	layer	NOUN
cana-1443	99	3	the	the	DET
cana-1443	99	4	output	output	NOUN
cana-1443	99	5	layer	layer	NOUN
cana-1443	99	6	generates	generate	VERB
cana-1443	99	7	the	the	DET
cana-1443	99	8	final	final	ADJ
cana-1443	99	9	predictions	prediction	NOUN
cana-1443	99	10	based	base	VERB
cana-1443	99	11	on	on	ADP
cana-1443	99	12	the	the	DET
cana-1443	99	13	integrated	integrate	VERB
cana-1443	99	14	features	feature	NOUN
cana-1443	99	15	.	.	PUNCT
cana-1443	100	1	for	for	ADP
cana-1443	100	2	classification	classification	NOUN
cana-1443	100	3	tasks	task	NOUN
cana-1443	100	4	with	with	ADP
cana-1443	100	5	k	k	PROPN
cana-1443	100	6	classes	class	NOUN
cana-1443	100	7	,	,	PUNCT
cana-1443	100	8	the	the	DET
cana-1443	100	9	output	output	NOUN
cana-1443	100	10	is	be	AUX
cana-1443	100	11	often	often	ADV
cana-1443	100	12	passed	pass	VERB
cana-1443	100	13	through	through	ADP
cana-1443	100	14	a	a	DET
cana-1443	100	15	softmax	softmax	NOUN
cana-1443	100	16	activation	activation	NOUN
cana-1443	100	17	function	function	VERB
cana-1443	100	18	to	to	PART
cana-1443	100	19	obtain	obtain	VERB
cana-1443	100	20	class	class	NOUN
cana-1443	100	21	probabilities	probability	NOUN
cana-1443	100	22	:	:	PUNCT
cana-1443	100	23	p(y	p(y	PROPN
cana-1443	100	24	=	=	PUNCT
cana-1443	100	25	k	k	PROPN
cana-1443	100	26	x⁄	x⁄	PROPN
cana-1443	100	27	)	)	PUNCT
cana-1443	101	1	=	=	PUNCT
cana-1443	101	2	eyk	eyk	ADJ
cana-1443	101	3	∑	∑	PUNCT
cana-1443	101	4	e	e	NOUN
cana-1443	101	5	yjk	yjk	NOUN
cana-1443	101	6	j=1	j=1	PROPN
cana-1443	101	7	(	(	PUNCT
cana-1443	101	8	5	5	NUM
cana-1443	101	9	)	)	PUNCT
cana-1443	101	10	where	where	SCONJ
cana-1443	101	11	𝑥	𝑥	PRON
cana-1443	101	12	represents	represent	VERB
cana-1443	101	13	the	the	DET
cana-1443	101	14	input	input	NOUN
cana-1443	101	15	data	datum	NOUN
cana-1443	101	16	and	and	CCONJ
cana-1443	101	17	ykrepresents	ykrepresent	NOUN
cana-1443	101	18	the	the	DET
cana-1443	101	19	output	output	NOUN
cana-1443	101	20	logits	logit	NOUN
cana-1443	101	21	for	for	ADP
cana-1443	101	22	class	class	NOUN
cana-1443	101	23	𝑘.	𝑘.	NOUN
cana-1443	101	24	by	by	ADP
cana-1443	101	25	leveraging	leverage	VERB
cana-1443	101	26	these	these	DET
cana-1443	101	27	components	component	NOUN
cana-1443	101	28	,	,	PUNCT
cana-1443	101	29	dlbeamnet	dlbeamnet	NOUN
cana-1443	101	30	effectively	effectively	ADV
cana-1443	101	31	learns	learn	VERB
cana-1443	101	32	spatial	spatial	ADJ
cana-1443	101	33	features	feature	NOUN
cana-1443	101	34	from	from	ADP
cana-1443	101	35	input	input	NOUN
cana-1443	101	36	data	datum	NOUN
cana-1443	101	37	and	and	CCONJ
cana-1443	101	38	optimizes	optimize	VERB
cana-1443	101	39	beamforming	beamforme	VERB
cana-1443	101	40	for	for	ADP
cana-1443	101	41	wireless	wireless	ADJ
cana-1443	101	42	communication	communication	NOUN
cana-1443	101	43	systems	system	NOUN
cana-1443	101	44	,	,	PUNCT
cana-1443	101	45	promising	promise	VERB
cana-1443	101	46	improved	improved	ADJ
cana-1443	101	47	performance	performance	NOUN
cana-1443	101	48	and	and	CCONJ
cana-1443	101	49	reliability	reliability	NOUN
cana-1443	101	50	in	in	ADP
cana-1443	101	51	practical	practical	ADJ
cana-1443	101	52	deployment	deployment	NOUN
cana-1443	101	53	scenarios	scenario	NOUN
cana-1443	101	54	[	[	X
cana-1443	101	55	21	21	NUM
cana-1443	101	56	]	]	PUNCT
cana-1443	101	57	.	.	PUNCT
cana-1443	102	1	3.3	3.3	NUM
cana-1443	102	2	.	.	PUNCT
cana-1443	102	3	training	training	NOUN
cana-1443	102	4	procedure	procedure	NOUN
cana-1443	102	5	the	the	DET
cana-1443	102	6	training	training	NOUN
cana-1443	102	7	procedure	procedure	NOUN
cana-1443	102	8	for	for	ADP
cana-1443	102	9	dlbeamnet	dlbeamnet	NOUN
cana-1443	102	10	involves	involve	VERB
cana-1443	102	11	optimizing	optimize	VERB
cana-1443	102	12	the	the	DET
cana-1443	102	13	model	model	NOUN
cana-1443	102	14	parameters	parameter	NOUN
cana-1443	102	15	to	to	PART
cana-1443	102	16	minimize	minimize	VERB
cana-1443	102	17	a	a	DET
cana-1443	102	18	predefined	predefine	VERB
cana-1443	102	19	loss	loss	NOUN
cana-1443	102	20	function	function	NOUN
cana-1443	102	21	while	while	SCONJ
cana-1443	102	22	preventing	prevent	VERB
cana-1443	102	23	overfitting	overfitte	VERB
cana-1443	102	24	and	and	CCONJ
cana-1443	102	25	ensuring	ensure	VERB
cana-1443	102	26	convergence	convergence	NOUN
cana-1443	102	27	.	.	PUNCT
cana-1443	103	1	this	this	DET
cana-1443	103	2	section	section	NOUN
cana-1443	103	3	outlines	outline	VERB
cana-1443	103	4	the	the	DET
cana-1443	103	5	key	key	ADJ
cana-1443	103	6	steps	step	NOUN
cana-1443	103	7	involved	involve	VERB
cana-1443	103	8	in	in	ADP
cana-1443	103	9	training	train	VERB
cana-1443	103	10	the	the	DET
cana-1443	103	11	model	model	NOUN
cana-1443	103	12	:	:	PUNCT
cana-1443	103	13	3.3.1	3.3.1	X
cana-1443	103	14	.	.	PUNCT
cana-1443	103	15	loss	loss	NOUN
cana-1443	103	16	function	function	VERB
cana-1443	103	17	the	the	DET
cana-1443	103	18	training	training	NOUN
cana-1443	103	19	process	process	NOUN
cana-1443	103	20	begins	begin	VERB
cana-1443	103	21	with	with	ADP
cana-1443	103	22	the	the	DET
cana-1443	103	23	definition	definition	NOUN
cana-1443	103	24	of	of	ADP
cana-1443	103	25	a	a	DET
cana-1443	103	26	loss	loss	NOUN
cana-1443	103	27	function	function	NOUN
cana-1443	103	28	l	l	NOUN
cana-1443	103	29	,	,	PUNCT
cana-1443	103	30	which	which	PRON
cana-1443	103	31	quantifies	quantify	VERB
cana-1443	103	32	the	the	DET
cana-1443	103	33	disparity	disparity	NOUN
cana-1443	103	34	between	between	ADP
cana-1443	103	35	the	the	DET
cana-1443	103	36	model	model	NOUN
cana-1443	103	37	predictions	prediction	NOUN
cana-1443	103	38	and	and	CCONJ
cana-1443	103	39	the	the	DET
cana-1443	103	40	ground	ground	NOUN
cana-1443	103	41	truth	truth	NOUN
cana-1443	103	42	labels	label	VERB
cana-1443	103	43	.	.	PUNCT
cana-1443	104	1	for	for	ADP
cana-1443	104	2	a	a	DET
cana-1443	104	3	classification	classification	NOUN
cana-1443	104	4	task	task	NOUN
cana-1443	104	5	,	,	PUNCT
cana-1443	104	6	a	a	DET
cana-1443	104	7	common	common	ADJ
cana-1443	104	8	choice	choice	NOUN
cana-1443	104	9	is	be	AUX
cana-1443	104	10	the	the	DET
cana-1443	104	11	categorical	categorical	ADJ
cana-1443	104	12	cross	cross	ADJ
cana-1443	104	13	-	-	ADJ
cana-1443	104	14	entropy	entropy	ADJ
cana-1443	104	15	loss	loss	NOUN
cana-1443	104	16	function	function	NOUN
cana-1443	104	17	:	:	PUNCT
cana-1443	105	1	l	l	X
cana-1443	105	2	=	=	PUNCT
cana-1443	106	1	−	−	PROPN
cana-1443	106	2	∑	∑	INTJ
cana-1443	106	3	∑	∑	PROPN
cana-1443	106	4	(	(	PUNCT
cana-1443	106	5	yi	yi	PROPN
cana-1443	106	6	,	,	PUNCT
cana-1443	106	7	klog(ŷi	klog(ŷi	X
cana-1443	106	8	,	,	PUNCT
cana-1443	106	9	k)k	k)k	ADJ
cana-1443	106	10	k=1	k=1	PUNCT
cana-1443	107	1	n	n	CCONJ
cana-1443	107	2	i=1	i=1	PROPN
cana-1443	107	3	(	(	PUNCT
cana-1443	107	4	6	6	NUM
cana-1443	107	5	)	)	PUNCT
cana-1443	107	6	where	where	SCONJ
cana-1443	107	7	n	n	PRON
cana-1443	107	8	is	be	AUX
cana-1443	107	9	the	the	DET
cana-1443	107	10	number	number	NOUN
cana-1443	107	11	of	of	ADP
cana-1443	107	12	samples	sample	NOUN
cana-1443	107	13	,	,	PUNCT
cana-1443	107	14	k	k	X
cana-1443	107	15	is	be	AUX
cana-1443	107	16	the	the	DET
cana-1443	107	17	number	number	NOUN
cana-1443	107	18	of	of	ADP
cana-1443	107	19	classes	class	NOUN
cana-1443	107	20	,	,	PUNCT
cana-1443	107	21	yi	yi	PROPN
cana-1443	107	22	,	,	PUNCT
cana-1443	107	23	k	k	PROPN
cana-1443	107	24	is	be	AUX
cana-1443	107	25	the	the	DET
cana-1443	107	26	ground	ground	NOUN
cana-1443	107	27	truth	truth	NOUN
cana-1443	107	28	probability	probability	NOUN
cana-1443	107	29	for	for	ADP
cana-1443	107	30	sample	sample	NOUN
cana-1443	107	31	i	i	PRON
cana-1443	107	32	and	and	CCONJ
cana-1443	107	33	class	class	PROPN
cana-1443	107	34	k	k	PROPN
cana-1443	107	35	,	,	PUNCT
cana-1443	107	36	and	and	CCONJ
cana-1443	107	37	ŷi	ŷi	NUM
cana-1443	107	38	,	,	PUNCT
cana-1443	107	39	k	k	PROPN
cana-1443	107	40	is	be	AUX
cana-1443	107	41	the	the	DET
cana-1443	107	42	predicted	predict	VERB
cana-1443	107	43	probability	probability	NOUN
cana-1443	107	44	.	.	PUNCT
cana-1443	108	1	3.3.2	3.3.2	X
cana-1443	108	2	.	.	PUNCT
cana-1443	108	3	optimization	optimization	NOUN
cana-1443	108	4	algorithm	algorithm	NOUN
cana-1443	108	5	:	:	PUNCT
cana-1443	108	6	dlbeamnet	dlbeamnet	NOUN
cana-1443	108	7	is	be	AUX
cana-1443	108	8	trained	train	VERB
cana-1443	108	9	using	use	VERB
cana-1443	108	10	an	an	DET
cana-1443	108	11	optimization	optimization	NOUN
cana-1443	108	12	algorithm	algorithm	NOUN
cana-1443	108	13	to	to	PART
cana-1443	108	14	minimize	minimize	VERB
cana-1443	108	15	the	the	DET
cana-1443	108	16	loss	loss	NOUN
cana-1443	108	17	function	function	NOUN
cana-1443	108	18	and	and	CCONJ
cana-1443	108	19	update	update	VERB
cana-1443	108	20	the	the	DET
cana-1443	108	21	model	model	NOUN
cana-1443	108	22	parameters	parameter	NOUN
cana-1443	109	1	[	[	X
cana-1443	109	2	22	22	NUM
cana-1443	109	3	]	]	PUNCT
cana-1443	109	4	.	.	PUNCT
cana-1443	110	1	one	one	NUM
cana-1443	110	2	commonly	commonly	ADV
cana-1443	110	3	used	use	VERB
cana-1443	110	4	optimization	optimization	NOUN
cana-1443	110	5	algorithm	algorithm	NOUN
cana-1443	110	6	is	be	AUX
cana-1443	110	7	stochastic	stochastic	ADJ
cana-1443	110	8	gradient	gradient	ADJ
cana-1443	110	9	descent	descent	NOUN
cana-1443	110	10	communications	communication	NOUN
cana-1443	110	11	on	on	ADP
cana-1443	110	12	applied	apply	VERB
cana-1443	110	13	nonlinear	nonlinear	ADJ
cana-1443	110	14	analysis	analysis	NOUN
cana-1443	110	15	issn	issn	NOUN
cana-1443	110	16	:	:	PUNCT
cana-1443	110	17	1074	1074	NUM
cana-1443	110	18	-	-	PUNCT
cana-1443	110	19	133x	133x	NUM
cana-1443	110	20	vol	vol	NOUN
cana-1443	110	21	31	31	NUM
cana-1443	110	22	no	no	NOUN
cana-1443	110	23	.	.	PUNCT
cana-1443	111	1	8s	8s	PROPN
cana-1443	111	2	(	(	PUNCT
cana-1443	111	3	2024	2024	NUM
cana-1443	111	4	)	)	PUNCT
cana-1443	111	5	17	17	NUM
cana-1443	111	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	111	7	(	(	PUNCT
cana-1443	111	8	sgd	sgd	PROPN
cana-1443	111	9	)	)	PUNCT
cana-1443	111	10	,	,	PUNCT
cana-1443	111	11	which	which	PRON
cana-1443	111	12	updates	update	VERB
cana-1443	111	13	the	the	DET
cana-1443	111	14	parameters	parameter	NOUN
cana-1443	111	15	based	base	VERB
cana-1443	111	16	on	on	ADP
cana-1443	111	17	the	the	DET
cana-1443	111	18	gradient	gradient	NOUN
cana-1443	111	19	of	of	ADP
cana-1443	111	20	the	the	DET
cana-1443	111	21	loss	loss	NOUN
cana-1443	111	22	function	function	NOUN
cana-1443	111	23	with	with	ADP
cana-1443	111	24	respect	respect	NOUN
cana-1443	111	25	to	to	ADP
cana-1443	111	26	each	each	DET
cana-1443	111	27	parameter	parameter	NOUN
cana-1443	111	28	:	:	PUNCT
cana-1443	111	29	𝜃𝑡	𝜃𝑡	CCONJ
cana-1443	111	30	+	+	SYM
cana-1443	111	31	1	1	X
cana-1443	111	32	=	=	SYM
cana-1443	111	33	𝜃𝑡	𝜃𝑡	ADP
cana-1443	111	34	−	−	PROPN
cana-1443	111	35	𝜂∇𝜃l(𝜃𝑡	𝜂∇𝜃l(𝜃𝑡	NOUN
cana-1443	111	36	)	)	PUNCT
cana-1443	111	37	(	(	PUNCT
cana-1443	111	38	7	7	X
cana-1443	111	39	)	)	PUNCT
cana-1443	111	40	where	where	SCONJ
cana-1443	111	41	θ	θ	PROPN
cana-1443	111	42	represents	represent	VERB
cana-1443	111	43	the	the	DET
cana-1443	111	44	model	model	NOUN
cana-1443	111	45	parameters	parameter	NOUN
cana-1443	111	46	,	,	PUNCT
cana-1443	111	47	𝜂η	𝜂η	PRON
cana-1443	111	48	is	be	AUX
cana-1443	111	49	the	the	DET
cana-1443	111	50	learning	learning	NOUN
cana-1443	111	51	rate	rate	NOUN
cana-1443	111	52	,	,	PUNCT
cana-1443	111	53	and	and	CCONJ
cana-1443	111	54	∇θl(θt	∇θl(θt	PROPN
cana-1443	111	55	)	)	PUNCT
cana-1443	111	56	denotes	denote	VERB
cana-1443	111	57	the	the	DET
cana-1443	111	58	gradient	gradient	NOUN
cana-1443	111	59	of	of	ADP
cana-1443	111	60	the	the	DET
cana-1443	111	61	loss	loss	NOUN
cana-1443	111	62	function	function	NOUN
cana-1443	111	63	.	.	PUNCT
cana-1443	112	1	3.3.3	3.3.3	X
cana-1443	112	2	.	.	X
cana-1443	112	3	batch	batch	NOUN
cana-1443	112	4	training	training	NOUN
cana-1443	112	5	:	:	PUNCT
cana-1443	112	6	dlbeamnet	dlbeamnet	NOUN
cana-1443	112	7	is	be	AUX
cana-1443	112	8	typically	typically	ADV
cana-1443	112	9	trained	train	VERB
cana-1443	112	10	using	use	VERB
cana-1443	112	11	mini	mini	NOUN
cana-1443	112	12	-	-	NOUN
cana-1443	112	13	batch	batch	ADJ
cana-1443	112	14	stochastic	stochastic	ADJ
cana-1443	112	15	gradient	gradient	ADJ
cana-1443	112	16	descent	descent	NOUN
cana-1443	112	17	(	(	PUNCT
cana-1443	112	18	sgd	sgd	PROPN
cana-1443	112	19	)	)	PUNCT
cana-1443	112	20	,	,	PUNCT
cana-1443	112	21	where	where	SCONJ
cana-1443	112	22	the	the	DET
cana-1443	112	23	training	training	NOUN
cana-1443	112	24	data	data	NOUN
cana-1443	112	25	is	be	AUX
cana-1443	112	26	divided	divide	VERB
cana-1443	112	27	into	into	ADP
cana-1443	112	28	smaller	small	ADJ
cana-1443	112	29	batches	batch	NOUN
cana-1443	113	1	[	[	X
cana-1443	113	2	23	23	NUM
cana-1443	113	3	]	]	PUNCT
cana-1443	113	4	.	.	PUNCT
cana-1443	114	1	the	the	DET
cana-1443	114	2	model	model	NOUN
cana-1443	114	3	parameters	parameter	NOUN
cana-1443	114	4	are	be	AUX
cana-1443	114	5	updated	update	VERB
cana-1443	114	6	based	base	VERB
cana-1443	114	7	on	on	ADP
cana-1443	114	8	the	the	DET
cana-1443	114	9	average	average	ADJ
cana-1443	114	10	gradient	gradient	NOUN
cana-1443	114	11	computed	compute	VERB
cana-1443	114	12	over	over	ADP
cana-1443	114	13	each	each	DET
cana-1443	114	14	mini	mini	NOUN
cana-1443	114	15	-	-	NOUN
cana-1443	114	16	batch	batch	NOUN
cana-1443	114	17	:	:	PUNCT
cana-1443	114	18	𝜃𝑡	𝜃𝑡	ADP
cana-1443	115	1	+	+	SYM
cana-1443	115	2	1	1	X
cana-1443	115	3	=	=	SYM
cana-1443	115	4	𝜃𝑡	𝜃𝑡	ADP
cana-1443	115	5	−	−	NOUN
cana-1443	115	6	𝜂	𝜂	NOUN
cana-1443	115	7	1	1	NUM
cana-1443	115	8	∣b∣	∣b∣	PROPN
cana-1443	115	9	∑𝑖	∑𝑖	PROPN
cana-1443	115	10	∈	∈	PROPN
cana-1443	115	11	b∇𝜃l(𝑥𝑖	b∇𝜃l(𝑥𝑖	PROPN
cana-1443	115	12	,	,	PUNCT
cana-1443	115	13	𝑦𝑖	𝑦𝑖	PROPN
cana-1443	115	14	;	;	PUNCT
cana-1443	115	15	𝜃𝑡	𝜃𝑡	CCONJ
cana-1443	115	16	)	)	PUNCT
cana-1443	115	17	(	(	PUNCT
cana-1443	115	18	8)	8)	NUM
cana-1443	115	19	where	where	SCONJ
cana-1443	115	20	b	b	NOUN
cana-1443	115	21	represents	represent	VERB
cana-1443	115	22	a	a	DET
cana-1443	115	23	mini	mini	NOUN
cana-1443	115	24	-	-	NOUN
cana-1443	115	25	batch	batch	NOUN
cana-1443	115	26	of	of	ADP
cana-1443	115	27	training	training	NOUN
cana-1443	115	28	samples	sample	NOUN
cana-1443	115	29	,	,	PUNCT
cana-1443	115	30	∣b∣	∣b∣	NOUN
cana-1443	115	31	is	be	AUX
cana-1443	115	32	the	the	DET
cana-1443	115	33	batch	batch	NOUN
cana-1443	115	34	size	size	NOUN
cana-1443	115	35	,	,	PUNCT
cana-1443	115	36	and	and	CCONJ
cana-1443	115	37	(	(	PUNCT
cana-1443	115	38	xi	xi	PROPN
cana-1443	115	39	,	,	PUNCT
cana-1443	115	40	yi	yi	NOUN
cana-1443	115	41	)	)	PUNCT
cana-1443	115	42	denotes	denote	VERB
cana-1443	115	43	the	the	DET
cana-1443	115	44	input	input	NOUN
cana-1443	115	45	-	-	PUNCT
cana-1443	115	46	output	output	NOUN
cana-1443	115	47	pair	pair	NOUN
cana-1443	115	48	.	.	PUNCT
cana-1443	116	1	3.3.4	3.3.4	X
cana-1443	116	2	.	.	PUNCT
cana-1443	116	3	regularization	regularization	NOUN
cana-1443	116	4	techniques	technique	NOUN
cana-1443	116	5	to	to	PART
cana-1443	116	6	prevent	prevent	VERB
cana-1443	116	7	overfitting	overfitting	NOUN
cana-1443	116	8	,	,	PUNCT
cana-1443	116	9	dlbeamnet	dlbeamnet	NOUN
cana-1443	116	10	may	may	AUX
cana-1443	116	11	incorporate	incorporate	VERB
cana-1443	116	12	regularization	regularization	NOUN
cana-1443	116	13	techniques	technique	NOUN
cana-1443	116	14	such	such	ADJ
cana-1443	116	15	as	as	ADP
cana-1443	116	16	dropout	dropout	NOUN
cana-1443	116	17	and	and	CCONJ
cana-1443	116	18	weight	weight	NOUN
cana-1443	116	19	decay	decay	NOUN
cana-1443	116	20	.	.	PUNCT
cana-1443	117	1	dropout	dropout	NOUN
cana-1443	117	2	randomly	randomly	ADV
cana-1443	117	3	drops	drop	VERB
cana-1443	117	4	out	out	ADP
cana-1443	117	5	units	unit	NOUN
cana-1443	117	6	from	from	ADP
cana-1443	117	7	the	the	DET
cana-1443	117	8	network	network	NOUN
cana-1443	117	9	during	during	ADP
cana-1443	117	10	training	training	NOUN
cana-1443	117	11	to	to	PART
cana-1443	117	12	prevent	prevent	VERB
cana-1443	117	13	coadaptation	coadaptation	NOUN
cana-1443	117	14	of	of	ADP
cana-1443	117	15	neurons	neuron	NOUN
cana-1443	117	16	:	:	PUNCT
cana-1443	117	17	pr(𝑑𝑖	pr(𝑑𝑖	PROPN
cana-1443	117	18	=	=	PUNCT
cana-1443	117	19	0	0	NUM
cana-1443	117	20	)	)	PUNCT
cana-1443	117	21	=	=	SYM
cana-1443	117	22	𝑝	𝑝	PROPN
cana-1443	117	23	(	(	PUNCT
cana-1443	117	24	10	10	NUM
cana-1443	117	25	)	)	PUNCT
cana-1443	117	26	where	where	SCONJ
cana-1443	117	27	𝑑𝑖is	𝑑𝑖is	VERB
cana-1443	117	28	a	a	DET
cana-1443	117	29	binary	binary	ADJ
cana-1443	117	30	random	random	ADJ
cana-1443	117	31	variable	variable	NOUN
cana-1443	117	32	indicating	indicate	VERB
cana-1443	117	33	whether	whether	SCONJ
cana-1443	117	34	unit	unit	NOUN
cana-1443	117	35	i	i	PRON
cana-1443	117	36	is	be	AUX
cana-1443	117	37	dropped	drop	VERB
cana-1443	117	38	out	out	ADP
cana-1443	117	39	with	with	ADP
cana-1443	117	40	probability	probability	NOUN
cana-1443	117	41	p.	p.	NOUN
cana-1443	117	42	the	the	DET
cana-1443	117	43	training	training	NOUN
cana-1443	117	44	process	process	NOUN
cana-1443	117	45	iterates	iterate	VERB
cana-1443	117	46	over	over	ADP
cana-1443	117	47	multiple	multiple	ADJ
cana-1443	117	48	epochs	epoch	NOUN
cana-1443	117	49	,	,	PUNCT
cana-1443	117	50	where	where	SCONJ
cana-1443	117	51	each	each	DET
cana-1443	117	52	epoch	epoch	NOUN
cana-1443	117	53	involves	involve	VERB
cana-1443	117	54	passing	pass	VERB
cana-1443	117	55	the	the	DET
cana-1443	117	56	entire	entire	ADJ
cana-1443	117	57	training	training	NOUN
cana-1443	117	58	dataset	dataset	VERB
cana-1443	117	59	through	through	ADP
cana-1443	117	60	the	the	DET
cana-1443	117	61	model	model	NOUN
cana-1443	117	62	and	and	CCONJ
cana-1443	117	63	updating	update	VERB
cana-1443	117	64	the	the	DET
cana-1443	117	65	parameters	parameter	NOUN
cana-1443	117	66	based	base	VERB
cana-1443	117	67	on	on	ADP
cana-1443	117	68	the	the	DET
cana-1443	117	69	computed	computed	ADJ
cana-1443	117	70	gradients	gradient	NOUN
cana-1443	117	71	[	[	X
cana-1443	117	72	24	24	NUM
cana-1443	117	73	]	]	PUNCT
cana-1443	117	74	.	.	PUNCT
cana-1443	118	1	the	the	DET
cana-1443	118	2	process	process	NOUN
cana-1443	118	3	continues	continue	VERB
cana-1443	118	4	until	until	SCONJ
cana-1443	118	5	convergence	convergence	NOUN
cana-1443	118	6	or	or	CCONJ
cana-1443	118	7	a	a	DET
cana-1443	118	8	predefined	predefine	VERB
cana-1443	118	9	stopping	stopping	NOUN
cana-1443	118	10	criterion	criterion	NOUN
cana-1443	118	11	is	be	AUX
cana-1443	118	12	met	meet	VERB
cana-1443	118	13	.	.	PUNCT
cana-1443	119	1	4	4	X
cana-1443	119	2	.	.	NOUN
cana-1443	119	3	results	result	NOUN
cana-1443	119	4	and	and	CCONJ
cana-1443	119	5	discussion	discussion	NOUN
cana-1443	119	6	4.1	4.1	NUM
cana-1443	119	7	.	.	PUNCT
cana-1443	120	1	experimental	experimental	ADJ
cana-1443	120	2	setup	setup	NOUN
cana-1443	120	3	the	the	DET
cana-1443	120	4	table	table	NOUN
cana-1443	120	5	outlines	outline	VERB
cana-1443	120	6	the	the	DET
cana-1443	120	7	key	key	ADJ
cana-1443	120	8	aspects	aspect	NOUN
cana-1443	120	9	of	of	ADP
cana-1443	120	10	the	the	DET
cana-1443	120	11	simulation	simulation	NOUN
cana-1443	120	12	setup	setup	NOUN
cana-1443	120	13	for	for	ADP
cana-1443	120	14	evaluating	evaluate	VERB
cana-1443	120	15	dlbeamnet	dlbeamnet	NOUN
cana-1443	120	16	's	's	PART
cana-1443	120	17	performance	performance	NOUN
cana-1443	120	18	in	in	ADP
cana-1443	120	19	optimizing	optimize	VERB
cana-1443	120	20	beamforming	beamforme	VERB
cana-1443	120	21	for	for	ADP
cana-1443	120	22	wireless	wireless	ADJ
cana-1443	120	23	communication	communication	NOUN
cana-1443	120	24	systems	system	NOUN
cana-1443	120	25	.	.	PUNCT
cana-1443	121	1	it	it	PRON
cana-1443	121	2	covers	cover	VERB
cana-1443	121	3	the	the	DET
cana-1443	121	4	simulation	simulation	NOUN
cana-1443	121	5	environment	environment	NOUN
cana-1443	121	6	,	,	PUNCT
cana-1443	121	7	channel	channel	NOUN
cana-1443	121	8	model	model	NOUN
cana-1443	121	9	specifics	specific	NOUN
cana-1443	121	10	,	,	PUNCT
cana-1443	121	11	dlbeamnet	dlbeamnet	NOUN
cana-1443	121	12	model	model	NOUN
cana-1443	121	13	architecture	architecture	NOUN
cana-1443	121	14	,	,	PUNCT
cana-1443	121	15	training	training	NOUN
cana-1443	121	16	procedure	procedure	NOUN
cana-1443	121	17	,	,	PUNCT
cana-1443	121	18	simulation	simulation	NOUN
cana-1443	121	19	duration	duration	NOUN
cana-1443	121	20	,	,	PUNCT
cana-1443	121	21	datasets	dataset	NOUN
cana-1443	121	22	used	use	VERB
cana-1443	121	23	,	,	PUNCT
cana-1443	121	24	and	and	CCONJ
cana-1443	121	25	performance	performance	NOUN
cana-1443	121	26	metrics	metric	NOUN
cana-1443	121	27	[	[	X
cana-1443	121	28	25	25	NUM
cana-1443	121	29	]	]	PUNCT
cana-1443	121	30	.	.	PUNCT
cana-1443	122	1	this	this	DET
cana-1443	122	2	concise	concise	ADJ
cana-1443	122	3	summary	summary	NOUN
cana-1443	122	4	ensures	ensure	VERB
cana-1443	122	5	clarity	clarity	NOUN
cana-1443	122	6	regarding	regard	VERB
cana-1443	122	7	the	the	DET
cana-1443	122	8	experimental	experimental	ADJ
cana-1443	122	9	framework	framework	NOUN
cana-1443	122	10	,	,	PUNCT
cana-1443	122	11	facilitating	facilitate	VERB
cana-1443	122	12	a	a	DET
cana-1443	122	13	better	well	ADJ
cana-1443	122	14	understanding	understanding	NOUN
cana-1443	122	15	of	of	ADP
cana-1443	122	16	the	the	DET
cana-1443	122	17	study	study	NOUN
cana-1443	122	18	's	's	PART
cana-1443	122	19	methodology	methodology	NOUN
cana-1443	122	20	and	and	CCONJ
cana-1443	122	21	objectives	objective	NOUN
cana-1443	122	22	.	.	PUNCT
cana-1443	123	1	table	table	NOUN
cana-1443	123	2	1	1	NUM
cana-1443	123	3	.	.	PUNCT
cana-1443	123	4	simulation	simulation	NOUN
cana-1443	123	5	setup	setup	NOUN
cana-1443	123	6	parameter	parameter	NOUN
cana-1443	123	7	description	description	PROPN
cana-1443	123	8	simulation	simulation	PROPN
cana-1443	123	9	environment	environment	PROPN
cana-1443	123	10	python	python	NOUN
cana-1443	123	11	framework	framework	NOUN
cana-1443	123	12	(	(	PUNCT
cana-1443	123	13	tensorflow	tensorflow	NOUN
cana-1443	123	14	,	,	PUNCT
cana-1443	123	15	pytorch	pytorch	NOUN
cana-1443	123	16	)	)	PUNCT
cana-1443	123	17	channel	channel	NOUN
cana-1443	123	18	model	model	NOUN
cana-1443	123	19	indoor	indoor	PROPN
cana-1443	123	20	mm	mm	PROPN
cana-1443	123	21	-	-	PUNCT
cana-1443	123	22	wave	wave	NOUN
cana-1443	123	23	mimo	mimo	NOUN
cana-1443	123	24	channels	channel	NOUN
cana-1443	123	25	(	(	PUNCT
cana-1443	123	26	60ghz	60ghz	NOUN
cana-1443	123	27	)	)	PUNCT
cana-1443	123	28	dlbeamnet	dlbeamnet	NOUN
cana-1443	123	29	model	model	NOUN
cana-1443	123	30	tensorflow	tensorflow	NOUN
cana-1443	123	31	implementation	implementation	NOUN
cana-1443	123	32	with	with	ADP
cana-1443	123	33	convolutional	convolutional	ADJ
cana-1443	123	34	and	and	CCONJ
cana-1443	123	35	fully	fully	ADV
cana-1443	123	36	connected	connected	ADJ
cana-1443	123	37	layers	layer	NOUN
cana-1443	123	38	training	training	NOUN
cana-1443	123	39	procedure	procedure	NOUN
cana-1443	123	40	mini	mini	NOUN
cana-1443	123	41	-	-	NOUN
cana-1443	123	42	batch	batch	NOUN
cana-1443	123	43	sgd	sgd	NOUN
cana-1443	123	44	with	with	ADP
cana-1443	123	45	batch	batch	NOUN
cana-1443	123	46	normalization	normalization	NOUN
cana-1443	123	47	and	and	CCONJ
cana-1443	123	48	dropout	dropout	NOUN
cana-1443	123	49	simulation	simulation	NOUN
cana-1443	123	50	duration	duration	NOUN
cana-1443	123	51	1000	1000	NUM
cana-1443	123	52	time	time	NOUN
cana-1443	123	53	steps	step	VERB
cana-1443	123	54	communications	communication	NOUN
cana-1443	123	55	on	on	ADP
cana-1443	123	56	applied	apply	VERB
cana-1443	123	57	nonlinear	nonlinear	ADJ
cana-1443	123	58	analysis	analysis	NOUN
cana-1443	123	59	issn	issn	NOUN
cana-1443	123	60	:	:	PUNCT
cana-1443	123	61	1074	1074	NUM
cana-1443	123	62	-	-	PUNCT
cana-1443	123	63	133x	133x	NUM
cana-1443	123	64	vol	vol	NOUN
cana-1443	123	65	31	31	NUM
cana-1443	123	66	no	no	NOUN
cana-1443	123	67	.	.	PUNCT
cana-1443	124	1	8s	8s	PROPN
cana-1443	124	2	(	(	PUNCT
cana-1443	124	3	2024	2024	NUM
cana-1443	124	4	)	)	PUNCT
cana-1443	124	5	18	18	NUM
cana-1443	124	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	124	7	training	training	NOUN
cana-1443	124	8	dataset	dataset	VERB
cana-1443	124	9	synthetic	synthetic	ADJ
cana-1443	124	10	indoor	indoor	ADJ
cana-1443	124	11	channel	channel	NOUN
cana-1443	124	12	measurements	measurement	NOUN
cana-1443	124	13	with	with	ADP
cana-1443	124	14	ground	ground	NOUN
cana-1443	124	15	truth	truth	NOUN
cana-1443	124	16	labels	label	VERB
cana-1443	124	17	validation	validation	NOUN
cana-1443	124	18	dataset	dataset	NOUN
cana-1443	124	19	subset	subset	NOUN
cana-1443	124	20	of	of	ADP
cana-1443	124	21	training	training	NOUN
cana-1443	124	22	data	datum	NOUN
cana-1443	124	23	reserved	reserve	VERB
cana-1443	124	24	for	for	ADP
cana-1443	124	25	validation	validation	NOUN
cana-1443	124	26	performance	performance	NOUN
cana-1443	124	27	metrics	metric	NOUN
cana-1443	124	28	snr	snr	PROPN
cana-1443	124	29	,	,	PUNCT
cana-1443	124	30	ber	ber	PROPN
cana-1443	124	31	,	,	PUNCT
cana-1443	124	32	throughput	throughput	NOUN
cana-1443	124	33	,	,	PUNCT
cana-1443	124	34	coverage	coverage	NOUN
cana-1443	124	35	4.2	4.2	NUM
cana-1443	124	36	.	.	PUNCT
cana-1443	125	1	performance	performance	NOUN
cana-1443	125	2	evaluation	evaluation	NOUN
cana-1443	125	3	metrics	metric	NOUN
cana-1443	125	4	we	we	PRON
cana-1443	125	5	conducted	conduct	VERB
cana-1443	125	6	a	a	DET
cana-1443	125	7	comprehensive	comprehensive	ADJ
cana-1443	125	8	evaluation	evaluation	NOUN
cana-1443	125	9	of	of	ADP
cana-1443	125	10	the	the	DET
cana-1443	125	11	dlbeamnet	dlbeamnet	NOUN
cana-1443	125	12	model	model	NOUN
cana-1443	125	13	to	to	PART
cana-1443	125	14	gauge	gauge	VERB
cana-1443	125	15	its	its	PRON
cana-1443	125	16	efficacy	efficacy	NOUN
cana-1443	125	17	in	in	ADP
cana-1443	125	18	optimizing	optimize	VERB
cana-1443	125	19	beamforming	beamforme	VERB
cana-1443	125	20	for	for	ADP
cana-1443	125	21	wireless	wireless	ADJ
cana-1443	125	22	communication	communication	NOUN
cana-1443	125	23	systems	system	NOUN
cana-1443	125	24	.	.	PUNCT
cana-1443	126	1	the	the	DET
cana-1443	126	2	performance	performance	NOUN
cana-1443	126	3	metrics	metric	NOUN
cana-1443	126	4	utilized	utilize	VERB
cana-1443	126	5	for	for	ADP
cana-1443	126	6	this	this	DET
cana-1443	126	7	assessment	assessment	NOUN
cana-1443	126	8	encompassed	encompass	VERB
cana-1443	126	9	the	the	DET
cana-1443	126	10	following	following	NOUN
cana-1443	126	11	:	:	PUNCT
cana-1443	126	12	4.2.1	4.2.1	X
cana-1443	126	13	.	.	PUNCT
cana-1443	126	14	signal	signal	NOUN
cana-1443	126	15	-	-	PUNCT
cana-1443	126	16	to	to	ADP
cana-1443	126	17	-	-	PUNCT
cana-1443	126	18	noise	noise	NOUN
cana-1443	126	19	ratio	ratio	NOUN
cana-1443	126	20	(	(	PUNCT
cana-1443	126	21	snr	snr	PROPN
cana-1443	126	22	):	):	PUNCT
cana-1443	126	23	snr	snr	PROPN
cana-1443	126	24	serves	serve	VERB
cana-1443	126	25	as	as	ADP
cana-1443	126	26	a	a	DET
cana-1443	126	27	fundamental	fundamental	ADJ
cana-1443	126	28	indicator	indicator	NOUN
cana-1443	126	29	of	of	ADP
cana-1443	126	30	signal	signal	ADJ
cana-1443	126	31	quality	quality	NOUN
cana-1443	126	32	in	in	ADP
cana-1443	126	33	communication	communication	NOUN
cana-1443	126	34	systems	system	NOUN
cana-1443	126	35	,	,	PUNCT
cana-1443	126	36	representing	represent	VERB
cana-1443	126	37	the	the	DET
cana-1443	126	38	ratio	ratio	NOUN
cana-1443	126	39	of	of	ADP
cana-1443	126	40	signal	signal	ADJ
cana-1443	126	41	power	power	NOUN
cana-1443	126	42	to	to	PART
cana-1443	126	43	noise	noise	VERB
cana-1443	126	44	power	power	NOUN
cana-1443	126	45	.	.	PUNCT
cana-1443	127	1	it	it	PRON
cana-1443	127	2	quantifies	quantify	VERB
cana-1443	127	3	the	the	DET
cana-1443	127	4	strength	strength	NOUN
cana-1443	127	5	of	of	ADP
cana-1443	127	6	the	the	DET
cana-1443	127	7	desired	desire	VERB
cana-1443	127	8	signal	signal	NOUN
cana-1443	127	9	relative	relative	ADJ
cana-1443	127	10	to	to	ADP
cana-1443	127	11	the	the	DET
cana-1443	127	12	background	background	NOUN
cana-1443	127	13	noise	noise	NOUN
cana-1443	127	14	present	present	ADJ
cana-1443	127	15	in	in	ADP
cana-1443	127	16	the	the	DET
cana-1443	127	17	transmission	transmission	NOUN
cana-1443	127	18	channel	channel	NOUN
cana-1443	127	19	.	.	PUNCT
cana-1443	128	1	a	a	DET
cana-1443	128	2	higher	high	ADJ
cana-1443	128	3	snr	snr	NOUN
cana-1443	128	4	value	value	NOUN
cana-1443	128	5	signifies	signify	VERB
cana-1443	128	6	better	well	ADJ
cana-1443	128	7	signal	signal	VERB
cana-1443	128	8	quality	quality	NOUN
cana-1443	128	9	and	and	CCONJ
cana-1443	128	10	increased	increase	VERB
cana-1443	128	11	robustness	robustness	NOUN
cana-1443	128	12	against	against	ADP
cana-1443	128	13	noise	noise	NOUN
cana-1443	128	14	interference	interference	NOUN
cana-1443	128	15	.	.	PUNCT
cana-1443	129	1	table	table	NOUN
cana-1443	129	2	2	2	NUM
cana-1443	129	3	.	.	PUNCT
cana-1443	129	4	signal	signal	NOUN
cana-1443	129	5	-	-	PUNCT
cana-1443	129	6	to	to	ADP
cana-1443	129	7	-	-	PUNCT
cana-1443	129	8	noise	noise	NOUN
cana-1443	129	9	ratio	ratio	NOUN
cana-1443	129	10	(	(	PUNCT
cana-1443	129	11	snr	snr	PROPN
cana-1443	129	12	)	)	PUNCT
cana-1443	129	13	models	model	NOUN
cana-1443	129	14	signal	signal	NOUN
cana-1443	129	15	-	-	PUNCT
cana-1443	129	16	to	to	ADP
cana-1443	129	17	-	-	PUNCT
cana-1443	129	18	noise	noise	NOUN
cana-1443	129	19	ratio	ratio	NOUN
cana-1443	129	20	(	(	PUNCT
cana-1443	129	21	snr	snr	PROPN
cana-1443	129	22	)	)	PUNCT
cana-1443	129	23	dlbeamnet	dlbeamnet	NOUN
cana-1443	129	24	25	25	NUM
cana-1443	129	25	db	db	PROPN
cana-1443	129	26	mrt	mrt	PROPN
cana-1443	129	27	20	20	NUM
cana-1443	130	1	db	db	PROPN
cana-1443	130	2	zf	zf	PROPN
cana-1443	130	3	15	15	NUM
cana-1443	130	4	db	db	NOUN
cana-1443	130	5	in	in	ADP
cana-1443	130	6	the	the	DET
cana-1443	130	7	above	above	ADJ
cana-1443	130	8	table	table	NOUN
cana-1443	130	9	,	,	PUNCT
cana-1443	130	10	we	we	PRON
cana-1443	130	11	compare	compare	VERB
cana-1443	130	12	the	the	DET
cana-1443	130	13	snr	snr	PROPN
cana-1443	130	14	values	value	NOUN
cana-1443	130	15	obtained	obtain	VERB
cana-1443	130	16	for	for	ADP
cana-1443	130	17	dlbeamnet	dlbeamnet	NOUN
cana-1443	130	18	,	,	PUNCT
cana-1443	130	19	maximum	maximum	ADJ
cana-1443	130	20	ratio	ratio	NOUN
cana-1443	130	21	transmission	transmission	NOUN
cana-1443	130	22	(	(	PUNCT
cana-1443	130	23	mrt	mrt	PROPN
cana-1443	130	24	)	)	PUNCT
cana-1443	130	25	,	,	PUNCT
cana-1443	130	26	and	and	CCONJ
cana-1443	130	27	zero	zero	NUM
cana-1443	130	28	forcing	force	VERB
cana-1443	130	29	(	(	PUNCT
cana-1443	130	30	zf	zf	PROPN
cana-1443	130	31	)	)	PUNCT
cana-1443	130	32	beamforming	beamforme	VERB
cana-1443	130	33	methods	method	NOUN
cana-1443	130	34	.	.	PUNCT
cana-1443	131	1	higher	high	ADJ
cana-1443	131	2	snr	snr	PROPN
cana-1443	131	3	values	value	NOUN
cana-1443	131	4	indicate	indicate	VERB
cana-1443	131	5	better	well	ADJ
cana-1443	131	6	signal	signal	ADJ
cana-1443	131	7	quality	quality	NOUN
cana-1443	131	8	and	and	CCONJ
cana-1443	131	9	improved	improve	VERB
cana-1443	131	10	resistance	resistance	NOUN
cana-1443	131	11	to	to	ADP
cana-1443	131	12	noise	noise	NOUN
cana-1443	131	13	interference	interference	NOUN
cana-1443	131	14	.	.	PUNCT
cana-1443	132	1	as	as	SCONJ
cana-1443	132	2	depicted	depict	VERB
cana-1443	132	3	,	,	PUNCT
cana-1443	132	4	dlbeamnet	dlbeamnet	PROPN
cana-1443	132	5	achieves	achieve	VERB
cana-1443	132	6	the	the	DET
cana-1443	132	7	highest	high	ADJ
cana-1443	132	8	snr	snr	NOUN
cana-1443	132	9	of	of	ADP
cana-1443	132	10	25	25	NUM
cana-1443	132	11	db	db	PROPN
cana-1443	132	12	,	,	PUNCT
cana-1443	132	13	followed	follow	VERB
cana-1443	132	14	by	by	ADP
cana-1443	132	15	mrt	mrt	PROPN
cana-1443	132	16	with	with	ADP
cana-1443	132	17	20	20	NUM
cana-1443	132	18	db	db	NOUN
cana-1443	132	19	and	and	CCONJ
cana-1443	132	20	zf	zf	PROPN
cana-1443	132	21	with	with	ADP
cana-1443	132	22	15	15	NUM
cana-1443	132	23	db	db	NOUN
cana-1443	132	24	.	.	PUNCT
cana-1443	133	1	this	this	DET
cana-1443	133	2	comparison	comparison	NOUN
cana-1443	133	3	highlights	highlight	VERB
cana-1443	133	4	dlbeamnet	dlbeamnet	PROPN
cana-1443	133	5	's	's	PART
cana-1443	133	6	superior	superior	ADJ
cana-1443	133	7	performance	performance	NOUN
cana-1443	133	8	in	in	ADP
cana-1443	133	9	optimizing	optimize	VERB
cana-1443	133	10	signal	signal	NOUN
cana-1443	133	11	quality	quality	NOUN
cana-1443	133	12	and	and	CCONJ
cana-1443	133	13	enhancing	enhance	VERB
cana-1443	133	14	robustness	robustness	NOUN
cana-1443	133	15	against	against	ADP
cana-1443	133	16	noise	noise	NOUN
cana-1443	133	17	interference	interference	NOUN
cana-1443	133	18	compared	compare	VERB
cana-1443	133	19	to	to	ADP
cana-1443	133	20	traditional	traditional	ADJ
cana-1443	133	21	beamforming	beamforming	NOUN
cana-1443	133	22	methods	method	NOUN
cana-1443	133	23	.	.	PUNCT
cana-1443	134	1	fig	fig	NOUN
cana-1443	134	2	.	.	PUNCT
cana-1443	135	1	2	2	NUM
cana-1443	135	2	snr	snr	NOUN
cana-1443	135	3	ratio	ratio	NOUN
cana-1443	135	4	communications	communication	NOUN
cana-1443	135	5	on	on	ADP
cana-1443	135	6	applied	apply	VERB
cana-1443	135	7	nonlinear	nonlinear	ADJ
cana-1443	135	8	analysis	analysis	NOUN
cana-1443	135	9	issn	issn	NOUN
cana-1443	135	10	:	:	PUNCT
cana-1443	135	11	1074	1074	NUM
cana-1443	135	12	-	-	PUNCT
cana-1443	135	13	133x	133x	NUM
cana-1443	135	14	vol	vol	NOUN
cana-1443	135	15	31	31	NUM
cana-1443	135	16	no	no	NOUN
cana-1443	135	17	.	.	PUNCT
cana-1443	136	1	8s	8s	PROPN
cana-1443	136	2	(	(	PUNCT
cana-1443	136	3	2024	2024	NUM
cana-1443	136	4	)	)	PUNCT
cana-1443	136	5	19	19	NUM
cana-1443	136	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	136	7	4.2.2	4.2.2	X
cana-1443	136	8	.	.	PUNCT
cana-1443	136	9	bit	bit	NOUN
cana-1443	136	10	error	error	NOUN
cana-1443	136	11	rate	rate	NOUN
cana-1443	136	12	(	(	PUNCT
cana-1443	136	13	ber	ber	NOUN
cana-1443	136	14	):	):	PUNCT
cana-1443	136	15	bit	bit	NOUN
cana-1443	136	16	error	error	NOUN
cana-1443	136	17	rate	rate	NOUN
cana-1443	136	18	(	(	PUNCT
cana-1443	136	19	ber	ber	PROPN
cana-1443	136	20	)	)	PUNCT
cana-1443	136	21	quantifies	quantifie	NOUN
cana-1443	136	22	the	the	DET
cana-1443	136	23	accuracy	accuracy	NOUN
cana-1443	136	24	of	of	ADP
cana-1443	136	25	data	datum	NOUN
cana-1443	136	26	transmission	transmission	NOUN
cana-1443	136	27	by	by	ADP
cana-1443	136	28	measuring	measure	VERB
cana-1443	136	29	the	the	DET
cana-1443	136	30	ratio	ratio	NOUN
cana-1443	136	31	of	of	ADP
cana-1443	136	32	incorrectly	incorrectly	ADV
cana-1443	136	33	received	receive	VERB
cana-1443	136	34	bits	bit	NOUN
cana-1443	136	35	to	to	ADP
cana-1443	136	36	the	the	DET
cana-1443	136	37	total	total	ADJ
cana-1443	136	38	number	number	NOUN
cana-1443	136	39	of	of	ADP
cana-1443	136	40	transmitted	transmit	VERB
cana-1443	136	41	bits	bit	NOUN
cana-1443	136	42	.	.	PUNCT
cana-1443	137	1	lower	low	ADJ
cana-1443	137	2	ber	ber	NOUN
cana-1443	137	3	values	value	NOUN
cana-1443	137	4	indicate	indicate	VERB
cana-1443	137	5	higher	high	ADJ
cana-1443	137	6	accuracy	accuracy	NOUN
cana-1443	137	7	and	and	CCONJ
cana-1443	137	8	better	well	ADJ
cana-1443	137	9	error	error	NOUN
cana-1443	137	10	performance	performance	NOUN
cana-1443	137	11	in	in	ADP
cana-1443	137	12	data	data	NOUN
cana-1443	137	13	transmission	transmission	NOUN
cana-1443	137	14	.	.	PUNCT
cana-1443	138	1	in	in	ADP
cana-1443	138	2	our	our	PRON
cana-1443	138	3	evaluation	evaluation	NOUN
cana-1443	138	4	,	,	PUNCT
cana-1443	138	5	we	we	PRON
cana-1443	138	6	compared	compare	VERB
cana-1443	138	7	the	the	DET
cana-1443	138	8	ber	ber	NOUN
cana-1443	138	9	values	value	NOUN
cana-1443	138	10	among	among	ADP
cana-1443	138	11	different	different	ADJ
cana-1443	138	12	beamforming	beamforming	NOUN
cana-1443	138	13	models	model	NOUN
cana-1443	138	14	,	,	PUNCT
cana-1443	138	15	including	include	VERB
cana-1443	138	16	dlbeamnet	dlbeamnet	NOUN
cana-1443	138	17	,	,	PUNCT
cana-1443	138	18	maximum	maximum	ADJ
cana-1443	138	19	ratio	ratio	NOUN
cana-1443	138	20	transmission	transmission	NOUN
cana-1443	138	21	(	(	PUNCT
cana-1443	138	22	mrt	mrt	PROPN
cana-1443	138	23	)	)	PUNCT
cana-1443	138	24	,	,	PUNCT
cana-1443	138	25	and	and	CCONJ
cana-1443	138	26	zero	zero	NUM
cana-1443	138	27	forcing	force	VERB
cana-1443	138	28	(	(	PUNCT
cana-1443	138	29	zf	zf	PROPN
cana-1443	138	30	)	)	PUNCT
cana-1443	138	31	.	.	PUNCT
cana-1443	139	1	the	the	DET
cana-1443	139	2	following	follow	VERB
cana-1443	139	3	table	table	NOUN
cana-1443	139	4	summarizes	summarize	VERB
cana-1443	139	5	the	the	DET
cana-1443	139	6	ber	ber	PROPN
cana-1443	139	7	comparison	comparison	NOUN
cana-1443	139	8	:	:	PUNCT
cana-1443	139	9	table	table	NOUN
cana-1443	139	10	3	3	NUM
cana-1443	139	11	.	.	PUNCT
cana-1443	139	12	bit	bit	NOUN
cana-1443	139	13	error	error	NOUN
cana-1443	139	14	rate	rate	NOUN
cana-1443	139	15	(	(	PUNCT
cana-1443	139	16	ber	ber	PROPN
cana-1443	139	17	)	)	PUNCT
cana-1443	139	18	model	model	NOUN
cana-1443	139	19	bit	bit	NOUN
cana-1443	139	20	error	error	NOUN
cana-1443	139	21	rate	rate	NOUN
cana-1443	139	22	(	(	PUNCT
cana-1443	139	23	ber	ber	NOUN
cana-1443	139	24	)	)	PUNCT
cana-1443	139	25	dlbeamnet	dlbeamnet	NOUN
cana-1443	139	26	1.5	1.5	NUM
cana-1443	139	27	x	x	SYM
cana-1443	139	28	10	10	NUM
cana-1443	139	29	^	^	SYM
cana-1443	139	30	-6	-6	PROPN
cana-1443	139	31	mrt	mrt	PROPN
cana-1443	139	32	3.0	3.0	NUM
cana-1443	139	33	x	x	SYM
cana-1443	139	34	10	10	NUM
cana-1443	139	35	^	^	SYM
cana-1443	139	36	-6	-6	PROPN
cana-1443	139	37	zf	zf	PROPN
cana-1443	139	38	2.0	2.0	NUM
cana-1443	139	39	x	x	SYM
cana-1443	139	40	10	10	NUM
cana-1443	139	41	^	^	NOUN
cana-1443	139	42	-6	-6	PROPN
cana-1443	139	43	as	as	SCONJ
cana-1443	139	44	illustrated	illustrate	VERB
cana-1443	139	45	in	in	ADP
cana-1443	139	46	the	the	DET
cana-1443	139	47	table	table	NOUN
cana-1443	139	48	,	,	PUNCT
cana-1443	139	49	dlbeamnet	dlbeamnet	PROPN
cana-1443	139	50	achieves	achieve	VERB
cana-1443	139	51	the	the	DET
cana-1443	139	52	lowest	low	ADJ
cana-1443	139	53	ber	ber	NOUN
cana-1443	139	54	among	among	ADP
cana-1443	139	55	the	the	DET
cana-1443	139	56	evaluated	evaluate	VERB
cana-1443	139	57	models	model	NOUN
cana-1443	139	58	,	,	PUNCT
cana-1443	139	59	with	with	ADP
cana-1443	139	60	a	a	DET
cana-1443	139	61	value	value	NOUN
cana-1443	139	62	of	of	ADP
cana-1443	139	63	1.5×10−61.5×10−6	1.5×10−61.5×10−6	NUM
cana-1443	139	64	.	.	PUNCT
cana-1443	140	1	this	this	PRON
cana-1443	140	2	indicates	indicate	VERB
cana-1443	140	3	superior	superior	ADJ
cana-1443	140	4	error	error	NOUN
cana-1443	140	5	performance	performance	NOUN
cana-1443	140	6	and	and	CCONJ
cana-1443	140	7	higher	high	ADJ
cana-1443	140	8	accuracy	accuracy	NOUN
cana-1443	140	9	in	in	ADP
cana-1443	140	10	data	data	NOUN
cana-1443	140	11	transmission	transmission	NOUN
cana-1443	140	12	compared	compare	VERB
cana-1443	140	13	to	to	ADP
cana-1443	140	14	mrt	mrt	PROPN
cana-1443	140	15	and	and	CCONJ
cana-1443	140	16	zf	zf	PROPN
cana-1443	140	17	,	,	PUNCT
cana-1443	140	18	which	which	PRON
cana-1443	140	19	have	have	VERB
cana-1443	140	20	ber	ber	NOUN
cana-1443	140	21	values	value	NOUN
cana-1443	140	22	of	of	ADP
cana-1443	140	23	3.0×10−63.0×10−6	3.0×10−63.0×10−6	NUM
cana-1443	140	24	and	and	CCONJ
cana-1443	140	25	2.0×10−62.0×10−6	2.0×10−62.0×10−6	NUM
cana-1443	140	26	respectively	respectively	ADV
cana-1443	140	27	.	.	PUNCT
cana-1443	141	1	this	this	DET
cana-1443	141	2	comparison	comparison	NOUN
cana-1443	141	3	highlights	highlight	VERB
cana-1443	141	4	dlbeamnet	dlbeamnet	PROPN
cana-1443	141	5	's	's	PART
cana-1443	141	6	effectiveness	effectiveness	NOUN
cana-1443	141	7	in	in	ADP
cana-1443	141	8	optimizing	optimize	VERB
cana-1443	141	9	data	datum	NOUN
cana-1443	141	10	transmission	transmission	NOUN
cana-1443	141	11	accuracy	accuracy	NOUN
cana-1443	141	12	,	,	PUNCT
cana-1443	141	13	making	make	VERB
cana-1443	141	14	it	it	PRON
cana-1443	141	15	a	a	DET
cana-1443	141	16	promising	promising	ADJ
cana-1443	141	17	approach	approach	NOUN
cana-1443	141	18	for	for	ADP
cana-1443	141	19	enhancing	enhance	VERB
cana-1443	141	20	the	the	DET
cana-1443	141	21	reliability	reliability	NOUN
cana-1443	141	22	of	of	ADP
cana-1443	141	23	wireless	wireless	ADJ
cana-1443	141	24	communication	communication	NOUN
cana-1443	141	25	.	.	PUNCT
cana-1443	142	1	fig	fig	NOUN
cana-1443	142	2	.	.	PUNCT
cana-1443	143	1	3	3	NUM
cana-1443	143	2	ber	ber	PROPN
cana-1443	143	3	comparison	comparison	NOUN
cana-1443	143	4	4.2.3	4.2.3	NUM
cana-1443	143	5	.	.	PUNCT
cana-1443	144	1	throughput	throughput	NOUN
cana-1443	144	2	:	:	PUNCT
cana-1443	144	3	throughput	throughput	NOUN
cana-1443	144	4	represents	represent	VERB
cana-1443	144	5	the	the	DET
cana-1443	144	6	rate	rate	NOUN
cana-1443	144	7	at	at	ADP
cana-1443	144	8	which	which	PRON
cana-1443	144	9	data	datum	NOUN
cana-1443	144	10	is	be	AUX
cana-1443	144	11	successfully	successfully	ADV
cana-1443	144	12	transmitted	transmit	VERB
cana-1443	144	13	over	over	ADP
cana-1443	144	14	a	a	DET
cana-1443	144	15	communication	communication	NOUN
cana-1443	144	16	channel	channel	NOUN
cana-1443	144	17	,	,	PUNCT
cana-1443	144	18	typically	typically	ADV
cana-1443	144	19	measured	measure	VERB
cana-1443	144	20	in	in	ADP
cana-1443	144	21	megabits	megabit	NOUN
cana-1443	144	22	per	per	ADP
cana-1443	144	23	second	second	ADJ
cana-1443	144	24	(	(	PUNCT
cana-1443	144	25	mbps	mbps	NOUN
cana-1443	144	26	)	)	PUNCT
cana-1443	144	27	.	.	PUNCT
cana-1443	145	1	it	it	PRON
cana-1443	145	2	reflects	reflect	VERB
cana-1443	145	3	the	the	DET
cana-1443	145	4	efficiency	efficiency	NOUN
cana-1443	145	5	of	of	ADP
cana-1443	145	6	the	the	DET
cana-1443	145	7	communication	communication	NOUN
cana-1443	145	8	system	system	NOUN
cana-1443	145	9	in	in	ADP
cana-1443	145	10	delivering	deliver	VERB
cana-1443	145	11	data	datum	NOUN
cana-1443	145	12	from	from	ADP
cana-1443	145	13	the	the	DET
cana-1443	145	14	sender	sender	NOUN
cana-1443	145	15	to	to	ADP
cana-1443	145	16	the	the	DET
cana-1443	145	17	receiver	receiver	NOUN
cana-1443	145	18	within	within	ADP
cana-1443	145	19	a	a	DET
cana-1443	145	20	given	give	VERB
cana-1443	145	21	time	time	NOUN
cana-1443	145	22	frame	frame	NOUN
cana-1443	145	23	.	.	PUNCT
cana-1443	146	1	higher	high	ADJ
cana-1443	146	2	throughput	throughput	NOUN
cana-1443	146	3	values	value	NOUN
cana-1443	146	4	indicate	indicate	VERB
cana-1443	146	5	faster	fast	ADJ
cana-1443	146	6	data	datum	NOUN
cana-1443	146	7	transmission	transmission	NOUN
cana-1443	146	8	rates	rate	NOUN
cana-1443	146	9	and	and	CCONJ
cana-1443	146	10	better	well	ADJ
cana-1443	146	11	performance	performance	NOUN
cana-1443	146	12	of	of	ADP
cana-1443	146	13	the	the	DET
cana-1443	146	14	communication	communication	NOUN
cana-1443	146	15	system	system	NOUN
cana-1443	146	16	.	.	PUNCT
cana-1443	147	1	communications	communication	NOUN
cana-1443	147	2	on	on	ADP
cana-1443	147	3	applied	apply	VERB
cana-1443	147	4	nonlinear	nonlinear	ADJ
cana-1443	147	5	analysis	analysis	NOUN
cana-1443	147	6	issn	issn	NOUN
cana-1443	147	7	:	:	PUNCT
cana-1443	147	8	1074	1074	NUM
cana-1443	147	9	-	-	PUNCT
cana-1443	147	10	133x	133x	NUM
cana-1443	147	11	vol	vol	NOUN
cana-1443	147	12	31	31	NUM
cana-1443	147	13	no	no	NOUN
cana-1443	147	14	.	.	PUNCT
cana-1443	148	1	8s	8s	PROPN
cana-1443	148	2	(	(	PUNCT
cana-1443	148	3	2024	2024	NUM
cana-1443	148	4	)	)	PUNCT
cana-1443	148	5	20	20	NUM
cana-1443	148	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	148	7	in	in	ADP
cana-1443	148	8	our	our	PRON
cana-1443	148	9	evaluation	evaluation	NOUN
cana-1443	148	10	,	,	PUNCT
cana-1443	148	11	we	we	PRON
cana-1443	148	12	compared	compare	VERB
cana-1443	148	13	the	the	DET
cana-1443	148	14	throughput	throughput	NOUN
cana-1443	148	15	values	value	NOUN
cana-1443	148	16	among	among	ADP
cana-1443	148	17	different	different	ADJ
cana-1443	148	18	beamforming	beamforming	NOUN
cana-1443	148	19	models	model	NOUN
cana-1443	148	20	,	,	PUNCT
cana-1443	148	21	including	include	VERB
cana-1443	148	22	dlbeamnet	dlbeamnet	NOUN
cana-1443	148	23	,	,	PUNCT
cana-1443	148	24	maximum	maximum	ADJ
cana-1443	148	25	ratio	ratio	NOUN
cana-1443	148	26	transmission	transmission	NOUN
cana-1443	148	27	(	(	PUNCT
cana-1443	148	28	mrt	mrt	PROPN
cana-1443	148	29	)	)	PUNCT
cana-1443	148	30	,	,	PUNCT
cana-1443	148	31	and	and	CCONJ
cana-1443	148	32	zero	zero	NUM
cana-1443	148	33	forcing	force	VERB
cana-1443	148	34	(	(	PUNCT
cana-1443	148	35	zf	zf	PROPN
cana-1443	148	36	)	)	PUNCT
cana-1443	148	37	.	.	PUNCT
cana-1443	149	1	the	the	DET
cana-1443	149	2	following	follow	VERB
cana-1443	149	3	table	table	NOUN
cana-1443	149	4	summarizes	summarize	VERB
cana-1443	149	5	the	the	DET
cana-1443	149	6	throughput	throughput	NOUN
cana-1443	149	7	comparison	comparison	NOUN
cana-1443	149	8	:	:	PUNCT
cana-1443	149	9	table	table	NOUN
cana-1443	149	10	4	4	NUM
cana-1443	149	11	.	.	PUNCT
cana-1443	150	1	throughput	throughput	NOUN
cana-1443	150	2	model	model	NOUN
cana-1443	150	3	throughput	throughput	PROPN
cana-1443	150	4	(	(	PUNCT
cana-1443	150	5	mbps	mbps	NOUN
cana-1443	150	6	)	)	PUNCT
cana-1443	150	7	dlbeamnet	dlbeamnet	PROPN
cana-1443	150	8	100	100	NUM
cana-1443	150	9	mrt	mrt	PROPN
cana-1443	150	10	80	80	NUM
cana-1443	150	11	zf	zf	PROPN
cana-1443	150	12	70	70	NUM
cana-1443	150	13	as	as	SCONJ
cana-1443	150	14	illustrated	illustrate	VERB
cana-1443	150	15	in	in	ADP
cana-1443	150	16	the	the	DET
cana-1443	150	17	table	table	NOUN
cana-1443	150	18	,	,	PUNCT
cana-1443	150	19	dlbeamnet	dlbeamnet	PROPN
cana-1443	150	20	achieves	achieve	VERB
cana-1443	150	21	the	the	DET
cana-1443	150	22	highest	high	ADJ
cana-1443	150	23	throughput	throughput	NOUN
cana-1443	150	24	among	among	ADP
cana-1443	150	25	the	the	DET
cana-1443	150	26	evaluated	evaluated	ADJ
cana-1443	150	27	models	model	NOUN
cana-1443	150	28	,	,	PUNCT
cana-1443	150	29	with	with	ADP
cana-1443	150	30	a	a	DET
cana-1443	150	31	value	value	NOUN
cana-1443	150	32	of	of	ADP
cana-1443	150	33	100	100	NUM
cana-1443	150	34	mbps	mbps	NOUN
cana-1443	150	35	.	.	PUNCT
cana-1443	151	1	this	this	PRON
cana-1443	151	2	indicates	indicate	VERB
cana-1443	151	3	superior	superior	ADJ
cana-1443	151	4	data	datum	NOUN
cana-1443	151	5	transmission	transmission	NOUN
cana-1443	151	6	rates	rate	NOUN
cana-1443	151	7	and	and	CCONJ
cana-1443	151	8	better	well	ADJ
cana-1443	151	9	performance	performance	NOUN
cana-1443	151	10	compared	compare	VERB
cana-1443	151	11	to	to	ADP
cana-1443	151	12	mrt	mrt	PROPN
cana-1443	151	13	and	and	CCONJ
cana-1443	151	14	zf	zf	PROPN
cana-1443	151	15	,	,	PUNCT
cana-1443	151	16	which	which	PRON
cana-1443	151	17	have	have	VERB
cana-1443	151	18	throughput	throughput	NOUN
cana-1443	151	19	values	value	NOUN
cana-1443	151	20	of	of	ADP
cana-1443	151	21	80	80	NUM
cana-1443	151	22	mbps	mbps	NOUN
cana-1443	151	23	and	and	CCONJ
cana-1443	151	24	70	70	NUM
cana-1443	151	25	mbps	mbps	NOUN
cana-1443	151	26	,	,	PUNCT
cana-1443	151	27	respectively	respectively	ADV
cana-1443	151	28	.	.	PUNCT
cana-1443	152	1	this	this	DET
cana-1443	152	2	comparison	comparison	NOUN
cana-1443	152	3	underscores	underscore	VERB
cana-1443	152	4	dlbeamnet	dlbeamnet	NOUN
cana-1443	152	5	's	's	PART
cana-1443	152	6	effectiveness	effectiveness	NOUN
cana-1443	152	7	in	in	ADP
cana-1443	152	8	optimizing	optimize	VERB
cana-1443	152	9	data	datum	NOUN
cana-1443	152	10	transmission	transmission	NOUN
cana-1443	152	11	efficiency	efficiency	NOUN
cana-1443	152	12	,	,	PUNCT
cana-1443	152	13	making	make	VERB
cana-1443	152	14	it	it	PRON
cana-1443	152	15	a	a	DET
cana-1443	152	16	promising	promising	ADJ
cana-1443	152	17	approach	approach	NOUN
cana-1443	152	18	for	for	ADP
cana-1443	152	19	enhancing	enhance	VERB
cana-1443	152	20	the	the	DET
cana-1443	152	21	performance	performance	NOUN
cana-1443	152	22	of	of	ADP
cana-1443	152	23	wireless	wireless	ADJ
cana-1443	152	24	communication	communication	NOUN
cana-1443	152	25	systems	system	NOUN
cana-1443	152	26	.	.	PUNCT
cana-1443	153	1	fig.4	fig.4	ADJ
cana-1443	153	2	throughput	throughput	NOUN
cana-1443	153	3	4.2.4	4.2.4	NUM
cana-1443	153	4	.	.	PUNCT
cana-1443	154	1	coverage	coverage	NOUN
cana-1443	154	2	area	area	NOUN
cana-1443	154	3	:	:	PUNCT
cana-1443	154	4	coverage	coverage	NOUN
cana-1443	154	5	refers	refer	VERB
cana-1443	154	6	to	to	ADP
cana-1443	154	7	the	the	DET
cana-1443	154	8	geographical	geographical	ADJ
cana-1443	154	9	area	area	NOUN
cana-1443	154	10	encompassed	encompass	VERB
cana-1443	154	11	by	by	ADP
cana-1443	154	12	the	the	DET
cana-1443	154	13	communication	communication	NOUN
cana-1443	154	14	system	system	NOUN
cana-1443	154	15	,	,	PUNCT
cana-1443	154	16	indicating	indicate	VERB
cana-1443	154	17	the	the	DET
cana-1443	154	18	extent	extent	NOUN
cana-1443	154	19	of	of	ADP
cana-1443	154	20	network	network	NOUN
cana-1443	154	21	connectivity	connectivity	NOUN
cana-1443	154	22	and	and	CCONJ
cana-1443	154	23	service	service	NOUN
cana-1443	154	24	availability	availability	NOUN
cana-1443	154	25	.	.	PUNCT
cana-1443	155	1	it	it	PRON
cana-1443	155	2	is	be	AUX
cana-1443	155	3	a	a	DET
cana-1443	155	4	critical	critical	ADJ
cana-1443	155	5	metric	metric	NOUN
cana-1443	155	6	in	in	ADP
cana-1443	155	7	wireless	wireless	ADJ
cana-1443	155	8	communication	communication	NOUN
cana-1443	155	9	systems	system	NOUN
cana-1443	155	10	,	,	PUNCT
cana-1443	155	11	as	as	SCONJ
cana-1443	155	12	it	it	PRON
cana-1443	155	13	determines	determine	VERB
cana-1443	155	14	the	the	DET
cana-1443	155	15	accessibility	accessibility	NOUN
cana-1443	155	16	and	and	CCONJ
cana-1443	155	17	reach	reach	NOUN
cana-1443	155	18	of	of	ADP
cana-1443	155	19	the	the	DET
cana-1443	155	20	network	network	NOUN
cana-1443	155	21	,	,	PUNCT
cana-1443	155	22	particularly	particularly	ADV
cana-1443	155	23	in	in	ADP
cana-1443	155	24	outdoor	outdoor	ADJ
cana-1443	155	25	and	and	CCONJ
cana-1443	155	26	large	large	ADJ
cana-1443	155	27	-	-	PUNCT
cana-1443	155	28	scale	scale	NOUN
cana-1443	155	29	deployment	deployment	NOUN
cana-1443	155	30	scenarios	scenario	NOUN
cana-1443	155	31	.	.	PUNCT
cana-1443	156	1	higher	high	ADJ
cana-1443	156	2	coverage	coverage	NOUN
cana-1443	156	3	implies	imply	VERB
cana-1443	156	4	a	a	DET
cana-1443	156	5	broader	broad	ADJ
cana-1443	156	6	service	service	NOUN
cana-1443	156	7	area	area	NOUN
cana-1443	156	8	and	and	CCONJ
cana-1443	156	9	improved	improve	VERB
cana-1443	156	10	connectivity	connectivity	NOUN
cana-1443	156	11	for	for	ADP
cana-1443	156	12	users	user	NOUN
cana-1443	156	13	within	within	ADP
cana-1443	156	14	the	the	DET
cana-1443	156	15	coverage	coverage	NOUN
cana-1443	156	16	zone	zone	NOUN
cana-1443	156	17	.	.	PUNCT
cana-1443	157	1	in	in	ADP
cana-1443	157	2	our	our	PRON
cana-1443	157	3	evaluation	evaluation	NOUN
cana-1443	157	4	,	,	PUNCT
cana-1443	157	5	we	we	PRON
cana-1443	157	6	compared	compare	VERB
cana-1443	157	7	the	the	DET
cana-1443	157	8	coverage	coverage	NOUN
cana-1443	157	9	among	among	ADP
cana-1443	157	10	different	different	ADJ
cana-1443	157	11	beamforming	beamforming	NOUN
cana-1443	157	12	models	model	NOUN
cana-1443	157	13	,	,	PUNCT
cana-1443	157	14	including	include	VERB
cana-1443	157	15	dlbeamnet	dlbeamnet	NOUN
cana-1443	157	16	,	,	PUNCT
cana-1443	157	17	maximum	maximum	ADJ
cana-1443	157	18	ratio	ratio	NOUN
cana-1443	157	19	transmission	transmission	NOUN
cana-1443	157	20	(	(	PUNCT
cana-1443	157	21	mrt	mrt	PROPN
cana-1443	157	22	)	)	PUNCT
cana-1443	157	23	,	,	PUNCT
cana-1443	157	24	and	and	CCONJ
cana-1443	157	25	zero	zero	NUM
cana-1443	157	26	forcing	force	VERB
cana-1443	157	27	(	(	PUNCT
cana-1443	157	28	zf	zf	PROPN
cana-1443	157	29	)	)	PUNCT
cana-1443	157	30	.	.	PUNCT
cana-1443	158	1	the	the	DET
cana-1443	158	2	following	follow	VERB
cana-1443	158	3	table	table	NOUN
cana-1443	158	4	summarizes	summarize	VERB
cana-1443	158	5	the	the	DET
cana-1443	158	6	coverage	coverage	NOUN
cana-1443	158	7	comparison	comparison	NOUN
cana-1443	158	8	:	:	PUNCT
cana-1443	158	9	table	table	NOUN
cana-1443	158	10	5	5	NUM
cana-1443	158	11	.	.	PUNCT
cana-1443	158	12	coverage	coverage	NOUN
cana-1443	158	13	area	area	PROPN
cana-1443	158	14	model	model	NOUN
cana-1443	158	15	coverage	coverage	PROPN
cana-1443	158	16	(	(	PUNCT
cana-1443	158	17	m²	m²	PROPN
cana-1443	158	18	)	)	PUNCT
cana-1443	158	19	dlbeamnet	dlbeamnet	NOUN
cana-1443	158	20	1000	1000	NUM
cana-1443	158	21	mrt	mrt	PROPN
cana-1443	158	22	800	800	NUM
cana-1443	158	23	zf	zf	PROPN
cana-1443	158	24	700	700	NUM
cana-1443	158	25	communications	communication	NOUN
cana-1443	158	26	on	on	ADP
cana-1443	158	27	applied	apply	VERB
cana-1443	158	28	nonlinear	nonlinear	ADJ
cana-1443	158	29	analysis	analysis	NOUN
cana-1443	158	30	issn	issn	NOUN
cana-1443	158	31	:	:	PUNCT
cana-1443	158	32	1074	1074	NUM
cana-1443	158	33	-	-	PUNCT
cana-1443	158	34	133x	133x	NUM
cana-1443	158	35	vol	vol	NOUN
cana-1443	158	36	31	31	NUM
cana-1443	158	37	no	no	NOUN
cana-1443	158	38	.	.	PUNCT
cana-1443	159	1	8s	8s	PROPN
cana-1443	159	2	(	(	PUNCT
cana-1443	159	3	2024	2024	NUM
cana-1443	159	4	)	)	PUNCT
cana-1443	159	5	21	21	NUM
cana-1443	159	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	159	7	as	as	SCONJ
cana-1443	159	8	depicted	depict	VERB
cana-1443	159	9	in	in	ADP
cana-1443	159	10	the	the	DET
cana-1443	159	11	table	table	NOUN
cana-1443	159	12	,	,	PUNCT
cana-1443	159	13	dlbeamnet	dlbeamnet	PROPN
cana-1443	159	14	achieves	achieve	VERB
cana-1443	159	15	the	the	DET
cana-1443	159	16	highest	high	ADJ
cana-1443	159	17	coverage	coverage	NOUN
cana-1443	159	18	among	among	ADP
cana-1443	159	19	the	the	DET
cana-1443	159	20	evaluated	evaluate	VERB
cana-1443	159	21	models	model	NOUN
cana-1443	159	22	,	,	PUNCT
cana-1443	159	23	with	with	ADP
cana-1443	159	24	a	a	DET
cana-1443	159	25	coverage	coverage	NOUN
cana-1443	159	26	area	area	NOUN
cana-1443	159	27	of	of	ADP
cana-1443	159	28	1000	1000	NUM
cana-1443	159	29	m²	m²	NOUN
cana-1443	159	30	.	.	PUNCT
cana-1443	160	1	this	this	PRON
cana-1443	160	2	indicates	indicate	VERB
cana-1443	160	3	superior	superior	ADJ
cana-1443	160	4	network	network	NOUN
cana-1443	160	5	reach	reach	NOUN
cana-1443	160	6	and	and	CCONJ
cana-1443	160	7	connectivity	connectivity	NOUN
cana-1443	160	8	compared	compare	VERB
cana-1443	160	9	to	to	ADP
cana-1443	160	10	mrt	mrt	PROPN
cana-1443	160	11	and	and	CCONJ
cana-1443	160	12	zf	zf	PROPN
cana-1443	160	13	,	,	PUNCT
cana-1443	160	14	which	which	PRON
cana-1443	160	15	have	have	VERB
cana-1443	160	16	coverage	coverage	NOUN
cana-1443	160	17	areas	area	NOUN
cana-1443	160	18	of	of	ADP
cana-1443	160	19	800	800	NUM
cana-1443	160	20	m²	m²	NOUN
cana-1443	160	21	and	and	CCONJ
cana-1443	160	22	700	700	NUM
cana-1443	160	23	m²	m²	NOUN
cana-1443	160	24	,	,	PUNCT
cana-1443	160	25	respectively	respectively	ADV
cana-1443	160	26	.	.	PUNCT
cana-1443	161	1	this	this	DET
cana-1443	161	2	comparison	comparison	NOUN
cana-1443	161	3	highlights	highlight	VERB
cana-1443	161	4	dlbeamnet	dlbeamnet	PROPN
cana-1443	161	5	's	's	PART
cana-1443	161	6	effectiveness	effectiveness	NOUN
cana-1443	161	7	in	in	ADP
cana-1443	161	8	extending	extend	VERB
cana-1443	161	9	the	the	DET
cana-1443	161	10	coverage	coverage	NOUN
cana-1443	161	11	area	area	NOUN
cana-1443	161	12	and	and	CCONJ
cana-1443	161	13	enhancing	enhance	VERB
cana-1443	161	14	network	network	NOUN
cana-1443	161	15	connectivity	connectivity	NOUN
cana-1443	161	16	,	,	PUNCT
cana-1443	161	17	making	make	VERB
cana-1443	161	18	it	it	PRON
cana-1443	161	19	a	a	DET
cana-1443	161	20	promising	promising	ADJ
cana-1443	161	21	approach	approach	NOUN
cana-1443	161	22	for	for	ADP
cana-1443	161	23	improving	improve	VERB
cana-1443	161	24	the	the	DET
cana-1443	161	25	accessibility	accessibility	NOUN
cana-1443	161	26	and	and	CCONJ
cana-1443	161	27	reliability	reliability	NOUN
cana-1443	161	28	of	of	ADP
cana-1443	161	29	wireless	wireless	ADJ
cana-1443	161	30	communication	communication	NOUN
cana-1443	161	31	systems	system	NOUN
cana-1443	161	32	.	.	PUNCT
cana-1443	162	1	5	5	X
cana-1443	162	2	.	.	X
cana-1443	162	3	conclusion	conclusion	NOUN
cana-1443	162	4	in	in	ADP
cana-1443	162	5	conclusion	conclusion	NOUN
cana-1443	162	6	,	,	PUNCT
cana-1443	162	7	our	our	PRON
cana-1443	162	8	study	study	NOUN
cana-1443	162	9	demonstrates	demonstrate	VERB
cana-1443	162	10	the	the	DET
cana-1443	162	11	effectiveness	effectiveness	NOUN
cana-1443	162	12	of	of	ADP
cana-1443	162	13	dlbeamnet	dlbeamnet	NOUN
cana-1443	162	14	in	in	ADP
cana-1443	162	15	optimizing	optimize	VERB
cana-1443	162	16	beamforming	beamforme	VERB
cana-1443	162	17	for	for	ADP
cana-1443	162	18	wireless	wireless	ADJ
cana-1443	162	19	communication	communication	NOUN
cana-1443	162	20	systems	system	NOUN
cana-1443	162	21	.	.	PUNCT
cana-1443	163	1	through	through	ADP
cana-1443	163	2	extensive	extensive	ADJ
cana-1443	163	3	simulations	simulation	NOUN
cana-1443	163	4	and	and	CCONJ
cana-1443	163	5	evaluations	evaluation	NOUN
cana-1443	163	6	,	,	PUNCT
cana-1443	163	7	we	we	PRON
cana-1443	163	8	have	have	AUX
cana-1443	163	9	shown	show	VERB
cana-1443	163	10	that	that	SCONJ
cana-1443	163	11	dlbeamnet	dlbeamnet	NOUN
cana-1443	163	12	outperforms	outperform	VERB
cana-1443	163	13	traditional	traditional	ADJ
cana-1443	163	14	beamforming	beamforme	VERB
cana-1443	163	15	methods	method	NOUN
cana-1443	163	16	such	such	ADJ
cana-1443	163	17	as	as	ADP
cana-1443	163	18	maximum	maximum	ADJ
cana-1443	163	19	ratio	ratio	NOUN
cana-1443	163	20	transmission	transmission	NOUN
cana-1443	163	21	(	(	PUNCT
cana-1443	163	22	mrt	mrt	PROPN
cana-1443	163	23	)	)	PUNCT
cana-1443	163	24	and	and	CCONJ
cana-1443	163	25	zero	zero	NUM
cana-1443	163	26	forcing	force	VERB
cana-1443	163	27	(	(	PUNCT
cana-1443	163	28	zf	zf	PROPN
cana-1443	163	29	)	)	PUNCT
cana-1443	163	30	in	in	ADP
cana-1443	163	31	terms	term	NOUN
cana-1443	163	32	of	of	ADP
cana-1443	163	33	signal	signal	ADJ
cana-1443	163	34	quality	quality	NOUN
cana-1443	163	35	,	,	PUNCT
cana-1443	163	36	throughput	throughput	NOUN
cana-1443	163	37	,	,	PUNCT
cana-1443	163	38	coverage	coverage	NOUN
cana-1443	163	39	,	,	PUNCT
cana-1443	163	40	and	and	CCONJ
cana-1443	163	41	overall	overall	ADJ
cana-1443	163	42	performance	performance	NOUN
cana-1443	163	43	.	.	PUNCT
cana-1443	164	1	by	by	ADP
cana-1443	164	2	leveraging	leverage	VERB
cana-1443	164	3	deep	deep	ADJ
cana-1443	164	4	learning	learning	NOUN
cana-1443	164	5	techniques	technique	NOUN
cana-1443	164	6	,	,	PUNCT
cana-1443	164	7	dlbeamnet	dlbeamnet	PROPN
cana-1443	164	8	achieves	achieve	VERB
cana-1443	164	9	significant	significant	ADJ
cana-1443	164	10	enhancements	enhancement	NOUN
cana-1443	164	11	in	in	ADP
cana-1443	164	12	signal	signal	ADJ
cana-1443	164	13	transmission	transmission	NOUN
cana-1443	164	14	and	and	CCONJ
cana-1443	164	15	reception	reception	NOUN
cana-1443	164	16	,	,	PUNCT
cana-1443	164	17	resulting	result	VERB
cana-1443	164	18	in	in	ADP
cana-1443	164	19	improved	improved	ADJ
cana-1443	164	20	reliability	reliability	NOUN
cana-1443	164	21	and	and	CCONJ
cana-1443	164	22	efficiency	efficiency	NOUN
cana-1443	164	23	of	of	ADP
cana-1443	164	24	wireless	wireless	ADJ
cana-1443	164	25	communication	communication	NOUN
cana-1443	164	26	systems	system	NOUN
cana-1443	164	27	.	.	PUNCT
cana-1443	165	1	these	these	DET
cana-1443	165	2	findings	finding	NOUN
cana-1443	165	3	underscore	underscore	VERB
cana-1443	165	4	the	the	DET
cana-1443	165	5	potential	potential	NOUN
cana-1443	165	6	of	of	ADP
cana-1443	165	7	dlbeamnet	dlbeamnet	NOUN
cana-1443	165	8	to	to	PART
cana-1443	165	9	revolutionize	revolutionize	VERB
cana-1443	165	10	the	the	DET
cana-1443	165	11	design	design	NOUN
cana-1443	165	12	and	and	CCONJ
cana-1443	165	13	deployment	deployment	NOUN
cana-1443	165	14	of	of	ADP
cana-1443	165	15	communication	communication	NOUN
cana-1443	165	16	networks	network	NOUN
cana-1443	165	17	,	,	PUNCT
cana-1443	165	18	paving	pave	VERB
cana-1443	165	19	the	the	DET
cana-1443	165	20	way	way	NOUN
cana-1443	165	21	for	for	ADP
cana-1443	165	22	more	more	ADV
cana-1443	165	23	robust	robust	ADJ
cana-1443	165	24	and	and	CCONJ
cana-1443	165	25	scalable	scalable	ADJ
cana-1443	165	26	wireless	wireless	ADJ
cana-1443	165	27	infrastructure	infrastructure	NOUN
cana-1443	165	28	.	.	PUNCT
cana-1443	166	1	moving	move	VERB
cana-1443	166	2	forward	forward	ADV
cana-1443	166	3	,	,	PUNCT
cana-1443	166	4	future	future	ADJ
cana-1443	166	5	research	research	NOUN
cana-1443	166	6	endeavors	endeavor	NOUN
cana-1443	166	7	could	could	AUX
cana-1443	166	8	focus	focus	VERB
cana-1443	166	9	on	on	ADP
cana-1443	166	10	several	several	ADJ
cana-1443	166	11	avenues	avenue	NOUN
cana-1443	166	12	to	to	PART
cana-1443	166	13	further	far	ADV
cana-1443	166	14	enhance	enhance	VERB
cana-1443	166	15	the	the	DET
cana-1443	166	16	capabilities	capability	NOUN
cana-1443	166	17	and	and	CCONJ
cana-1443	166	18	applications	application	NOUN
cana-1443	166	19	of	of	ADP
cana-1443	166	20	dlbeamnet	dlbeamnet	NOUN
cana-1443	166	21	in	in	ADP
cana-1443	166	22	wireless	wireless	ADJ
cana-1443	166	23	communication	communication	NOUN
cana-1443	166	24	systems	system	NOUN
cana-1443	166	25	.	.	PUNCT
cana-1443	167	1	firstly	firstly	ADV
cana-1443	167	2	,	,	PUNCT
cana-1443	167	3	there	there	PRON
cana-1443	167	4	is	be	VERB
cana-1443	167	5	a	a	DET
cana-1443	167	6	need	need	NOUN
cana-1443	167	7	to	to	PART
cana-1443	167	8	explore	explore	VERB
cana-1443	167	9	the	the	DET
cana-1443	167	10	integration	integration	NOUN
cana-1443	167	11	of	of	ADP
cana-1443	167	12	dlbeamnet	dlbeamnet	NOUN
cana-1443	167	13	with	with	ADP
cana-1443	167	14	emerging	emerge	VERB
cana-1443	167	15	communication	communication	NOUN
cana-1443	167	16	technologies	technology	NOUN
cana-1443	167	17	such	such	ADJ
cana-1443	167	18	as	as	ADP
cana-1443	167	19	5	5	NUM
cana-1443	167	20	g	g	NOUN
cana-1443	167	21	and	and	CCONJ
cana-1443	167	22	beyond	beyond	ADV
cana-1443	167	23	,	,	PUNCT
cana-1443	167	24	to	to	PART
cana-1443	167	25	address	address	VERB
cana-1443	167	26	the	the	DET
cana-1443	167	27	evolving	evolving	NOUN
cana-1443	167	28	demands	demand	NOUN
cana-1443	167	29	for	for	ADP
cana-1443	167	30	higher	high	ADJ
cana-1443	167	31	data	datum	NOUN
cana-1443	167	32	rates	rate	NOUN
cana-1443	167	33	,	,	PUNCT
cana-1443	167	34	lower	low	ADJ
cana-1443	167	35	latency	latency	NOUN
cana-1443	167	36	,	,	PUNCT
cana-1443	167	37	and	and	CCONJ
cana-1443	167	38	increased	increase	VERB
cana-1443	167	39	connectivity	connectivity	NOUN
cana-1443	167	40	.	.	PUNCT
cana-1443	168	1	additionally	additionally	ADV
cana-1443	168	2	,	,	PUNCT
cana-1443	168	3	investigations	investigation	NOUN
cana-1443	168	4	into	into	ADP
cana-1443	168	5	the	the	DET
cana-1443	168	6	optimization	optimization	NOUN
cana-1443	168	7	of	of	ADP
cana-1443	168	8	dlbeamnet	dlbeamnet	NOUN
cana-1443	168	9	for	for	ADP
cana-1443	168	10	specific	specific	ADJ
cana-1443	168	11	communication	communication	NOUN
cana-1443	168	12	scenarios	scenario	NOUN
cana-1443	168	13	,	,	PUNCT
cana-1443	168	14	such	such	ADJ
cana-1443	168	15	as	as	ADP
cana-1443	168	16	iot	iot	ADJ
cana-1443	168	17	deployments	deployment	NOUN
cana-1443	168	18	,	,	PUNCT
cana-1443	168	19	vehicular	vehicular	ADJ
cana-1443	168	20	communication	communication	NOUN
cana-1443	168	21	,	,	PUNCT
cana-1443	168	22	and	and	CCONJ
cana-1443	168	23	millimeter	millimeter	NOUN
cana-1443	168	24	-	-	PUNCT
cana-1443	168	25	wave	wave	NOUN
cana-1443	168	26	networks	network	NOUN
cana-1443	168	27	,	,	PUNCT
cana-1443	168	28	could	could	AUX
cana-1443	168	29	provide	provide	VERB
cana-1443	168	30	valuable	valuable	ADJ
cana-1443	168	31	insights	insight	NOUN
cana-1443	168	32	into	into	ADP
cana-1443	168	33	its	its	PRON
cana-1443	168	34	adaptability	adaptability	NOUN
cana-1443	168	35	and	and	CCONJ
cana-1443	168	36	performance	performance	NOUN
cana-1443	168	37	in	in	ADP
cana-1443	168	38	diverse	diverse	ADJ
cana-1443	168	39	environments	environment	NOUN
cana-1443	168	40	.	.	PUNCT
cana-1443	169	1	furthermore	furthermore	ADV
cana-1443	169	2	,	,	PUNCT
cana-1443	169	3	research	research	NOUN
cana-1443	169	4	efforts	effort	NOUN
cana-1443	169	5	could	could	AUX
cana-1443	169	6	delve	delve	VERB
cana-1443	169	7	into	into	ADP
cana-1443	169	8	the	the	DET
cana-1443	169	9	development	development	NOUN
cana-1443	169	10	of	of	ADP
cana-1443	169	11	advanced	advanced	ADJ
cana-1443	169	12	dlbeamnet	dlbeamnet	NOUN
cana-1443	169	13	architectures	architecture	NOUN
cana-1443	169	14	and	and	CCONJ
cana-1443	169	15	training	training	NOUN
cana-1443	169	16	methodologies	methodology	NOUN
cana-1443	169	17	to	to	PART
cana-1443	169	18	improve	improve	VERB
cana-1443	169	19	its	its	PRON
cana-1443	169	20	scalability	scalability	NOUN
cana-1443	169	21	,	,	PUNCT
cana-1443	169	22	efficiency	efficiency	NOUN
cana-1443	169	23	,	,	PUNCT
cana-1443	169	24	and	and	CCONJ
cana-1443	169	25	robustness	robustness	NOUN
cana-1443	169	26	in	in	ADP
cana-1443	169	27	real	real	ADJ
cana-1443	169	28	-	-	PUNCT
cana-1443	169	29	world	world	NOUN
cana-1443	169	30	deployment	deployment	NOUN
cana-1443	169	31	scenarios	scenario	NOUN
cana-1443	169	32	.	.	PUNCT
cana-1443	170	1	overall	overall	ADV
cana-1443	170	2	,	,	PUNCT
cana-1443	170	3	the	the	DET
cana-1443	170	4	continued	continue	VERB
cana-1443	170	5	exploration	exploration	NOUN
cana-1443	170	6	and	and	CCONJ
cana-1443	170	7	refinement	refinement	NOUN
cana-1443	170	8	of	of	ADP
cana-1443	170	9	dlbeamnet	dlbeamnet	NOUN
cana-1443	170	10	hold	hold	VERB
cana-1443	170	11	immense	immense	ADJ
cana-1443	170	12	promise	promise	NOUN
cana-1443	170	13	for	for	ADP
cana-1443	170	14	revolutionizing	revolutionize	VERB
cana-1443	170	15	wireless	wireless	ADJ
cana-1443	170	16	communication	communication	NOUN
cana-1443	170	17	systems	system	NOUN
cana-1443	170	18	and	and	CCONJ
cana-1443	170	19	unlocking	unlock	VERB
cana-1443	170	20	new	new	ADJ
cana-1443	170	21	possibilities	possibility	NOUN
cana-1443	170	22	for	for	ADP
cana-1443	170	23	connectivity	connectivity	NOUN
cana-1443	170	24	and	and	CCONJ
cana-1443	170	25	innovation	innovation	NOUN
cana-1443	170	26	in	in	ADP
cana-1443	170	27	the	the	DET
cana-1443	170	28	digital	digital	ADJ
cana-1443	170	29	era	era	NOUN
cana-1443	170	30	..	..	PUNCT
cana-1443	171	1	conflicts	conflict	NOUN
cana-1443	171	2	of	of	ADP
cana-1443	171	3	interest	interest	NOUN
cana-1443	171	4	the	the	DET
cana-1443	171	5	authors	author	NOUN
cana-1443	171	6	declares	declare	VERB
cana-1443	171	7	that	that	SCONJ
cana-1443	171	8	there	there	PRON
cana-1443	171	9	is	be	VERB
cana-1443	171	10	no	no	DET
cana-1443	171	11	conflict	conflict	NOUN
cana-1443	171	12	of	of	ADP
cana-1443	171	13	interest	interest	NOUN
cana-1443	171	14	regarding	regard	VERB
cana-1443	171	15	the	the	DET
cana-1443	171	16	publication	publication	NOUN
cana-1443	171	17	of	of	ADP
cana-1443	171	18	this	this	DET
cana-1443	171	19	paper	paper	NOUN
cana-1443	171	20	.	.	PUNCT
cana-1443	172	1	references	reference	NOUN
cana-1443	172	2	[	[	X
cana-1443	172	3	1	1	NUM
cana-1443	172	4	]	]	PUNCT
cana-1443	172	5	k.	k.	PROPN
cana-1443	172	6	sudharson	sudharson	PROPN
cana-1443	172	7	,	,	PUNCT
cana-1443	172	8	c.s	c.s	PROPN
cana-1443	172	9	.	.	PROPN
cana-1443	172	10	anita	anita	PROPN
cana-1443	172	11	,	,	PUNCT
cana-1443	172	12	m.a	m.a	PROPN
cana-1443	172	13	.	.	PROPN
cana-1443	172	14	berlin	berlin	PROPN
cana-1443	172	15	,	,	PUNCT
cana-1443	172	16	g.	g.	PROPN
cana-1443	172	17	eswari	eswari	PROPN
cana-1443	172	18	@	@	ADP
cana-1443	172	19	petchiammal	petchiammal	PROPN
cana-1443	172	20	,	,	PUNCT
cana-1443	172	21	j.	j.	PROPN
cana-1443	172	22	deepika	deepika	PROPN
cana-1443	172	23	,	,	PUNCT
cana-1443	172	24	k.	k.	PROPN
cana-1443	172	25	selvi	selvi	PROPN
cana-1443	172	26	,	,	PUNCT
cana-1443	172	27	"	"	PUNCT
cana-1443	172	28	real	real	ADJ
cana-1443	172	29	-	-	PUNCT
cana-1443	172	30	time	time	NOUN
cana-1443	172	31	anomaly	anomaly	NOUN
cana-1443	172	32	detection	detection	NOUN
cana-1443	172	33	in	in	ADP
cana-1443	172	34	iot	iot	ADJ
cana-1443	172	35	networks	network	NOUN
cana-1443	172	36	using	use	VERB
cana-1443	172	37	deep	deep	ADJ
cana-1443	172	38	learning	learning	NOUN
cana-1443	172	39	over	over	ADP
cana-1443	172	40	wireless	wireless	ADJ
cana-1443	172	41	channels	channel	NOUN
cana-1443	172	42	,	,	PUNCT
cana-1443	172	43	"	"	PUNCT
cana-1443	172	44	ssrg	ssrg	PROPN
cana-1443	172	45	international	international	PROPN
cana-1443	172	46	journal	journal	PROPN
cana-1443	172	47	of	of	ADP
cana-1443	172	48	electrical	electrical	ADJ
cana-1443	172	49	and	and	CCONJ
cana-1443	172	50	electronics	electronic	NOUN
cana-1443	172	51	engineering	engineering	NOUN
cana-1443	172	52	,	,	PUNCT
cana-1443	172	53	vol	vol	NOUN
cana-1443	172	54	.	.	PROPN
cana-1443	172	55	11	11	NUM
cana-1443	172	56	,	,	PUNCT
cana-1443	172	57	no	no	INTJ
cana-1443	172	58	.	.	NOUN
cana-1443	172	59	3	3	NUM
cana-1443	172	60	,	,	PUNCT
cana-1443	172	61	pp	pp	ADJ
cana-1443	172	62	.	.	PUNCT
cana-1443	173	1	332	332	NUM
cana-1443	173	2	-	-	SYM
cana-1443	173	3	340	340	NUM
cana-1443	173	4	,	,	PUNCT
cana-1443	173	5	2024	2024	NUM
cana-1443	173	6	.	.	PUNCT
cana-1443	174	1	[	[	X
cana-1443	174	2	2	2	NUM
cana-1443	174	3	]	]	X
cana-1443	174	4	d.	d.	NOUN
cana-1443	174	5	rajalakshmi	rajalakshmi	PROPN
cana-1443	174	6	,	,	PUNCT
cana-1443	174	7	k.sudharson	k.sudharson	PROPN
cana-1443	174	8	,	,	PUNCT
cana-1443	174	9	k.	k.	PROPN
cana-1443	174	10	rajesh	rajesh	PROPN
cana-1443	174	11	kambattan	kambattan	PROPN
cana-1443	174	12	,	,	PUNCT
cana-1443	174	13	a.	a.	PROPN
cana-1443	174	14	suresh	suresh	PROPN
cana-1443	174	15	kumar	kumar	PROPN
cana-1443	174	16	,	,	PUNCT
cana-1443	174	17	r.	r.	PROPN
cana-1443	174	18	arulkumar	arulkumar	PROPN
cana-1443	174	19	,	,	PUNCT
cana-1443	174	20	m.a	m.a	PROPN
cana-1443	174	21	.	.	PROPN
cana-1443	174	22	starlin	starlin	PROPN
cana-1443	174	23	,	,	PUNCT
cana-1443	174	24	"	"	PUNCT
cana-1443	174	25	enhancing	enhance	VERB
cana-1443	174	26	real	real	ADJ
cana-1443	174	27	-	-	PUNCT
cana-1443	174	28	time	time	NOUN
cana-1443	174	29	fault	fault	NOUN
cana-1443	174	30	detection	detection	NOUN
cana-1443	174	31	in	in	ADP
cana-1443	174	32	electrical	electrical	ADJ
cana-1443	174	33	grids	grid	NOUN
cana-1443	174	34	using	use	VERB
cana-1443	174	35	hybrid	hybrid	NOUN
cana-1443	174	36	ensembleboost	ensembleboost	ADV
cana-1443	174	37	over	over	ADP
cana-1443	174	38	wireless	wireless	ADJ
cana-1443	174	39	networks	network	NOUN
cana-1443	174	40	,	,	PUNCT
cana-1443	174	41	"	"	PUNCT
cana-1443	174	42	ssrg	ssrg	PROPN
cana-1443	174	43	international	international	PROPN
cana-1443	174	44	journal	journal	PROPN
cana-1443	174	45	of	of	ADP
cana-1443	174	46	electronics	electronic	NOUN
cana-1443	174	47	and	and	CCONJ
cana-1443	174	48	communication	communication	NOUN
cana-1443	174	49	engineering	engineering	NOUN
cana-1443	174	50	,	,	PUNCT
cana-1443	174	51	vol	vol	NOUN
cana-1443	174	52	.	.	PROPN
cana-1443	174	53	11	11	NUM
cana-1443	174	54	,	,	PUNCT
cana-1443	174	55	no	no	INTJ
cana-1443	174	56	.	.	NOUN
cana-1443	174	57	4	4	NUM
cana-1443	174	58	,	,	PUNCT
cana-1443	174	59	pp	pp	ADJ
cana-1443	174	60	.	.	PUNCT
cana-1443	175	1	24	24	NUM
cana-1443	175	2	-	-	SYM
cana-1443	175	3	33	33	NUM
cana-1443	175	4	,	,	PUNCT
cana-1443	175	5	2024	2024	NUM
cana-1443	175	6	.	.	PUNCT
cana-1443	176	1	[	[	X
cana-1443	176	2	3	3	X
cana-1443	176	3	]	]	X
cana-1443	176	4	r.	r.	PROPN
cana-1443	176	5	vanitha	vanitha	PROPN
cana-1443	176	6	,	,	PUNCT
cana-1443	176	7	k.	k.	PROPN
cana-1443	176	8	sudharson	sudharson	PROPN
cana-1443	176	9	,	,	PUNCT
cana-1443	176	10	n.	n.	PROPN
cana-1443	176	11	sathish	sathish	PROPN
cana-1443	176	12	kumar	kumar	PROPN
cana-1443	176	13	,	,	PUNCT
cana-1443	176	14	s.	s.	PROPN
cana-1443	176	15	gunasundari	gunasundari	PROPN
cana-1443	176	16	,	,	PUNCT
cana-1443	176	17	"	"	PUNCT
cana-1443	176	18	an	an	DET
cana-1443	176	19	improved	improved	ADJ
cana-1443	176	20	vectorization	vectorization	NOUN
cana-1443	176	21	-	-	PUNCT
cana-1443	176	22	based	base	VERB
cana-1443	176	23	emotion	emotion	NOUN
cana-1443	176	24	detection	detection	NOUN
cana-1443	176	25	using	use	VERB
cana-1443	176	26	tuned	tune	VERB
cana-1443	176	27	inverse	inverse	ADJ
cana-1443	176	28	document	document	NOUN
cana-1443	176	29	frequency	frequency	NOUN
cana-1443	176	30	approach	approach	NOUN
cana-1443	176	31	,	,	PUNCT
cana-1443	176	32	"	"	PUNCT
cana-1443	176	33	ssrg	ssrg	PROPN
cana-1443	176	34	international	international	PROPN
cana-1443	176	35	journal	journal	PROPN
cana-1443	176	36	of	of	ADP
cana-1443	176	37	electronics	electronic	NOUN
cana-1443	176	38	and	and	CCONJ
cana-1443	176	39	communication	communication	NOUN
cana-1443	176	40	engineering	engineering	NOUN
cana-1443	176	41	,	,	PUNCT
cana-1443	176	42	vol	vol	NOUN
cana-1443	176	43	.	.	PROPN
cana-1443	176	44	11	11	NUM
cana-1443	176	45	,	,	PUNCT
cana-1443	176	46	no	no	INTJ
cana-1443	176	47	.	.	NOUN
cana-1443	176	48	3	3	NUM
cana-1443	176	49	,	,	PUNCT
cana-1443	176	50	pp	pp	ADJ
cana-1443	176	51	.	.	PUNCT
cana-1443	177	1	106	106	NUM
cana-1443	177	2	-	-	SYM
cana-1443	177	3	114	114	NUM
cana-1443	177	4	,	,	PUNCT
cana-1443	177	5	2024	2024	NUM
cana-1443	177	6	.	.	PUNCT
cana-1443	178	1	[	[	X
cana-1443	178	2	4	4	X
cana-1443	178	3	]	]	PUNCT
cana-1443	178	4	k.	k.	PROPN
cana-1443	178	5	sudharson	sudharson	PROPN
cana-1443	178	6	,	,	PUNCT
cana-1443	178	7	k.	k.	PROPN
cana-1443	178	8	s.	s.	PROPN
cana-1443	178	9	essakki	essakki	PROPN
cana-1443	178	10	,	,	PUNCT
cana-1443	178	11	v.	v.	PROPN
cana-1443	178	12	r.	r.	PROPN
cana-1443	178	13	thanujaa	thanujaa	PROPN
cana-1443	178	14	and	and	CCONJ
cana-1443	178	15	s.	s.	PROPN
cana-1443	178	16	varsha	varsha	PROPN
cana-1443	178	17	,	,	PUNCT
cana-1443	178	18	"	"	PUNCT
cana-1443	178	19	dermatec	dermatec	ADJ
cana-1443	178	20	:	:	PUNCT
cana-1443	178	21	transformative	transformative	ADJ
cana-1443	178	22	ai	ai	ADJ
cana-1443	178	23	-	-	PUNCT
cana-1443	178	24	driven	drive	VERB
cana-1443	178	25	platform	platform	NOUN
cana-1443	178	26	for	for	ADP
cana-1443	178	27	communications	communication	NOUN
cana-1443	178	28	on	on	ADP
cana-1443	178	29	applied	apply	VERB
cana-1443	178	30	nonlinear	nonlinear	ADJ
cana-1443	178	31	analysis	analysis	NOUN
cana-1443	178	32	issn	issn	NOUN
cana-1443	178	33	:	:	PUNCT
cana-1443	178	34	1074	1074	NUM
cana-1443	178	35	-	-	PUNCT
cana-1443	178	36	133x	133x	NUM
cana-1443	178	37	vol	vol	NOUN
cana-1443	178	38	31	31	NUM
cana-1443	178	39	no	no	NOUN
cana-1443	178	40	.	.	PUNCT
cana-1443	179	1	8s	8s	PROPN
cana-1443	179	2	(	(	PUNCT
cana-1443	179	3	2024	2024	NUM
cana-1443	179	4	)	)	PUNCT
cana-1443	179	5	22	22	NUM
cana-1443	180	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	180	2	comprehensive	comprehensive	ADJ
cana-1443	180	3	skin	skin	NOUN
cana-1443	180	4	disease	disease	NOUN
cana-1443	180	5	monitoring	monitoring	NOUN
cana-1443	180	6	and	and	CCONJ
cana-1443	180	7	dermatologist	dermatologist	NOUN
cana-1443	180	8	recommendations	recommendation	NOUN
cana-1443	180	9	,	,	PUNCT
cana-1443	180	10	"	"	PUNCT
cana-1443	180	11	2024	2024	NUM
cana-1443	180	12	ieee	ieee	NOUN
cana-1443	180	13	international	international	ADJ
cana-1443	180	14	students	student	NOUN
cana-1443	180	15	'	'	PART
cana-1443	180	16	conference	conference	NOUN
cana-1443	180	17	on	on	ADP
cana-1443	180	18	electrical	electrical	ADJ
cana-1443	180	19	,	,	PUNCT
cana-1443	180	20	electronics	electronic	NOUN
cana-1443	180	21	and	and	CCONJ
cana-1443	180	22	computer	computer	NOUN
cana-1443	180	23	science	science	NOUN
cana-1443	180	24	(	(	PUNCT
cana-1443	180	25	sceecs	sceecs	PROPN
cana-1443	180	26	)	)	PUNCT
cana-1443	180	27	,	,	PUNCT
cana-1443	180	28	bhopal	bhopal	NOUN
cana-1443	180	29	,	,	PUNCT
cana-1443	180	30	india	india	PROPN
cana-1443	180	31	,	,	PUNCT
cana-1443	180	32	2024	2024	NUM
cana-1443	180	33	,	,	PUNCT
cana-1443	180	34	pp	pp	ADJ
cana-1443	180	35	.	.	PUNCT
cana-1443	181	1	1	1	NUM
cana-1443	181	2	-	-	SYM
cana-1443	181	3	5	5	NUM
cana-1443	181	4	.	.	PUNCT
cana-1443	182	1	[	[	X
cana-1443	182	2	5	5	X
cana-1443	182	3	]	]	PUNCT
cana-1443	182	4	k.	k.	PROPN
cana-1443	182	5	s.	s.	PROPN
cana-1443	182	6	essakki	essakki	PROPN
cana-1443	182	7	,	,	PUNCT
cana-1443	182	8	c.	c.	PROPN
cana-1443	182	9	s.	s.	PROPN
cana-1443	182	10	anita	anita	PROPN
cana-1443	182	11	,	,	PUNCT
cana-1443	182	12	k.	k.	PROPN
cana-1443	182	13	sudharson	sudharson	PROPN
cana-1443	182	14	,	,	PUNCT
cana-1443	182	15	b.	b.	PROPN
cana-1443	182	16	alekhya	alekhya	PROPN
cana-1443	182	17	,	,	PUNCT
cana-1443	182	18	v.	v.	PROPN
cana-1443	182	19	r.	r.	PROPN
cana-1443	182	20	thanujaa	thanujaa	PROPN
cana-1443	182	21	and	and	CCONJ
cana-1443	182	22	s.	s.	PROPN
cana-1443	182	23	varsha	varsha	PROPN
cana-1443	182	24	,	,	PUNCT
cana-1443	182	25	"	"	PUNCT
cana-1443	182	26	echosight	echosight	NOUN
cana-1443	182	27	:	:	PUNCT
cana-1443	182	28	blending	blend	VERB
cana-1443	182	29	deep	deep	ADJ
cana-1443	182	30	learning	learning	NOUN
cana-1443	182	31	and	and	CCONJ
cana-1443	182	32	computer	computer	NOUN
cana-1443	182	33	vision	vision	NOUN
cana-1443	182	34	for	for	ADP
cana-1443	182	35	unparalleled	unparalleled	ADJ
cana-1443	182	36	navigational	navigational	ADJ
cana-1443	182	37	support	support	NOUN
cana-1443	182	38	for	for	ADP
cana-1443	182	39	the	the	DET
cana-1443	182	40	visually	visually	ADV
cana-1443	182	41	impaired	impaired	ADJ
cana-1443	182	42	,	,	PUNCT
cana-1443	182	43	"	"	PUNCT
cana-1443	182	44	2024	2024	NUM
cana-1443	182	45	ieee	ieee	NOUN
cana-1443	182	46	international	international	ADJ
cana-1443	182	47	students	student	NOUN
cana-1443	182	48	'	'	PART
cana-1443	182	49	conference	conference	NOUN
cana-1443	182	50	on	on	ADP
cana-1443	182	51	electrical	electrical	ADJ
cana-1443	182	52	,	,	PUNCT
cana-1443	182	53	electronics	electronic	NOUN
cana-1443	182	54	and	and	CCONJ
cana-1443	182	55	computer	computer	NOUN
cana-1443	182	56	science	science	NOUN
cana-1443	182	57	(	(	PUNCT
cana-1443	182	58	sceecs	sceecs	PROPN
cana-1443	182	59	)	)	PUNCT
cana-1443	182	60	,	,	PUNCT
cana-1443	182	61	bhopal	bhopal	NOUN
cana-1443	182	62	,	,	PUNCT
cana-1443	182	63	india	india	PROPN
cana-1443	182	64	,	,	PUNCT
cana-1443	182	65	2024	2024	NUM
cana-1443	182	66	,	,	PUNCT
cana-1443	182	67	pp	pp	ADJ
cana-1443	182	68	.	.	PUNCT
cana-1443	183	1	1	1	NUM
cana-1443	183	2	-	-	SYM
cana-1443	183	3	6	6	NUM
cana-1443	183	4	.	.	PUNCT
cana-1443	184	1	[	[	X
cana-1443	184	2	6	6	NUM
cana-1443	184	3	]	]	PUNCT
cana-1443	184	4	s.	s.	PROPN
cana-1443	184	5	s.	s.	PROPN
cana-1443	184	6	p	p	PROPN
cana-1443	184	7	,	,	PUNCT
cana-1443	184	8	c.	c.	PROPN
cana-1443	184	9	s.	s.	PROPN
cana-1443	184	10	anita	anita	PROPN
cana-1443	184	11	,	,	PUNCT
cana-1443	184	12	k.	k.	PROPN
cana-1443	184	13	sudharson	sudharson	PROPN
cana-1443	184	14	,	,	PUNCT
cana-1443	184	15	s.	s.	PROPN
cana-1443	184	16	r.	r.	PROPN
cana-1443	184	17	rose	rise	VERB
cana-1443	184	18	,	,	PUNCT
cana-1443	184	19	s.	s.	PROPN
cana-1443	184	20	s	s	PROPN
cana-1443	184	21	and	and	CCONJ
cana-1443	184	22	k.	k.	PROPN
cana-1443	184	23	v	v	PROPN
cana-1443	184	24	,	,	PUNCT
cana-1443	184	25	"	"	PUNCT
cana-1443	184	26	optiann	optiann	NOUN
cana-1443	184	27	-	-	PUNCT
cana-1443	184	28	lr	lr	NOUN
cana-1443	184	29	:	:	PUNCT
cana-1443	184	30	augmenting	augment	VERB
cana-1443	184	31	diabetes	diabetes	NOUN
cana-1443	184	32	prediction	prediction	NOUN
cana-1443	184	33	accuracy	accuracy	NOUN
cana-1443	184	34	through	through	ADP
cana-1443	184	35	hyper	hyper	ADJ
cana-1443	184	36	learning	learning	NOUN
cana-1443	184	37	rate	rate	NOUN
cana-1443	184	38	tuning	tuning	NOUN
cana-1443	184	39	in	in	ADP
cana-1443	184	40	optimized	optimize	VERB
cana-1443	184	41	artificial	artificial	ADJ
cana-1443	184	42	neural	neural	ADJ
cana-1443	184	43	networks	network	NOUN
cana-1443	184	44	,	,	PUNCT
cana-1443	184	45	"	"	PUNCT
cana-1443	184	46	2024	2024	NUM
cana-1443	184	47	ieee	ieee	NOUN
cana-1443	184	48	international	international	ADJ
cana-1443	184	49	students	student	NOUN
cana-1443	184	50	'	'	PART
cana-1443	184	51	conference	conference	NOUN
cana-1443	184	52	on	on	ADP
cana-1443	184	53	electrical	electrical	ADJ
cana-1443	184	54	,	,	PUNCT
cana-1443	184	55	electronics	electronic	NOUN
cana-1443	184	56	and	and	CCONJ
cana-1443	184	57	computer	computer	NOUN
cana-1443	184	58	science	science	NOUN
cana-1443	184	59	(	(	PUNCT
cana-1443	184	60	sceecs	sceecs	PROPN
cana-1443	184	61	)	)	PUNCT
cana-1443	184	62	,	,	PUNCT
cana-1443	184	63	bhopal	bhopal	NOUN
cana-1443	184	64	,	,	PUNCT
cana-1443	184	65	india	india	PROPN
cana-1443	184	66	,	,	PUNCT
cana-1443	184	67	2024	2024	NUM
cana-1443	184	68	,	,	PUNCT
cana-1443	184	69	pp	pp	ADJ
cana-1443	184	70	.	.	PUNCT
cana-1443	185	1	1	1	NUM
cana-1443	185	2	-	-	SYM
cana-1443	185	3	5	5	NUM
cana-1443	185	4	.	.	PUNCT
cana-1443	186	1	[	[	X
cana-1443	186	2	7	7	X
cana-1443	186	3	]	]	PUNCT
cana-1443	186	4	s.	s.	PROPN
cana-1443	186	5	k.	k.	PROPN
cana-1443	186	6	,	,	PUNCT
cana-1443	186	7	r.	r.	PROPN
cana-1443	186	8	c.	c.	PROPN
cana-1443	186	9	,	,	PUNCT
cana-1443	186	10	a.	a.	NOUN
cana-1443	186	11	m.	m.	PROPN
cana-1443	186	12	sermakani	sermakani	PROPN
cana-1443	186	13	,	,	PUNCT
cana-1443	186	14	dhakshunhaamoorthiy	dhakshunhaamoorthiy	PROPN
cana-1443	186	15	,	,	PUNCT
cana-1443	186	16	p.	p.	NOUN
cana-1443	186	17	menaga	menaga	NOUN
cana-1443	186	18	and	and	CCONJ
cana-1443	186	19	m.	m.	PROPN
cana-1443	186	20	maharasi	maharasi	PROPN
cana-1443	186	21	,	,	PUNCT
cana-1443	186	22	"	"	PUNCT
cana-1443	186	23	quantum	quantum	NOUN
cana-1443	186	24	-	-	PUNCT
cana-1443	186	25	resistant	resistant	ADJ
cana-1443	186	26	wireless	wireless	ADJ
cana-1443	186	27	intrusion	intrusion	NOUN
cana-1443	186	28	detection	detection	NOUN
cana-1443	186	29	system	system	NOUN
cana-1443	186	30	using	use	VERB
cana-1443	186	31	machine	machine	NOUN
cana-1443	186	32	learning	learning	NOUN
cana-1443	186	33	techniques	technique	NOUN
cana-1443	186	34	,	,	PUNCT
cana-1443	186	35	"	"	PUNCT
cana-1443	186	36	2023	2023	NUM
cana-1443	186	37	7th	7th	ADJ
cana-1443	186	38	international	international	ADJ
cana-1443	186	39	conference	conference	NOUN
cana-1443	186	40	on	on	ADP
cana-1443	186	41	computing	computing	NOUN
cana-1443	186	42	,	,	PUNCT
cana-1443	186	43	communication	communication	NOUN
cana-1443	186	44	,	,	PUNCT
cana-1443	186	45	control	control	NOUN
cana-1443	186	46	and	and	CCONJ
cana-1443	186	47	automation	automation	NOUN
cana-1443	186	48	(	(	PUNCT
cana-1443	186	49	iccubea	iccubea	NOUN
cana-1443	186	50	)	)	PUNCT
cana-1443	186	51	,	,	PUNCT
cana-1443	186	52	pune	pune	NOUN
cana-1443	186	53	,	,	PUNCT
cana-1443	186	54	india	india	PROPN
cana-1443	186	55	,	,	PUNCT
cana-1443	186	56	2023	2023	NUM
cana-1443	186	57	,	,	PUNCT
cana-1443	186	58	pp	pp	ADJ
cana-1443	186	59	.	.	PUNCT
cana-1443	187	1	1	1	NUM
cana-1443	187	2	-	-	SYM
cana-1443	187	3	5	5	NUM
cana-1443	187	4	.	.	PUNCT
cana-1443	188	1	[	[	X
cana-1443	188	2	8	8	NUM
cana-1443	188	3	]	]	X
cana-1443	188	4	lv	lv	PROPN
cana-1443	188	5	,	,	PUNCT
cana-1443	188	6	c.	c.	PROPN
cana-1443	188	7	;	;	PUNCT
cana-1443	188	8	luo	luo	PROPN
cana-1443	188	9	,	,	PUNCT
cana-1443	188	10	z.	z.	PROPN
cana-1443	188	11	deep	deep	PROPN
cana-1443	188	12	learning	learn	VERB
cana-1443	188	13	for	for	ADP
cana-1443	188	14	channel	channel	NOUN
cana-1443	188	15	estimation	estimation	NOUN
cana-1443	188	16	in	in	ADP
cana-1443	188	17	physical	physical	ADJ
cana-1443	188	18	layer	layer	NOUN
cana-1443	188	19	wireless	wireless	NOUN
cana-1443	188	20	communications	communication	NOUN
cana-1443	188	21	:	:	PUNCT
cana-1443	188	22	fundamental	fundamental	ADJ
cana-1443	188	23	,	,	PUNCT
cana-1443	188	24	methods	method	NOUN
cana-1443	188	25	,	,	PUNCT
cana-1443	188	26	and	and	CCONJ
cana-1443	188	27	challenges	challenge	NOUN
cana-1443	188	28	.	.	PUNCT
cana-1443	189	1	electronics	electronic	NOUN
cana-1443	189	2	2023	2023	NUM
cana-1443	189	3	,	,	PUNCT
cana-1443	189	4	12	12	NUM
cana-1443	189	5	,	,	PUNCT
cana-1443	189	6	4965	4965	NUM
cana-1443	189	7	.	.	PUNCT
cana-1443	190	1	[	[	X
cana-1443	190	2	9	9	NUM
cana-1443	190	3	]	]	PUNCT
cana-1443	190	4	k.	k.	PROPN
cana-1443	190	5	sudharson	sudharson	PROPN
cana-1443	190	6	,	,	PUNCT
cana-1443	190	7	n.	n.	PROPN
cana-1443	190	8	s.	s.	PROPN
cana-1443	190	9	usha	usha	PROPN
cana-1443	190	10	,	,	PUNCT
cana-1443	190	11	g.	g.	PROPN
cana-1443	190	12	babu	babu	PROPN
cana-1443	190	13	,	,	PUNCT
cana-1443	190	14	a.	a.	PROPN
cana-1443	190	15	p.	p.	PROPN
cana-1443	190	16	s.	s.	PROPN
cana-1443	190	17	,	,	PUNCT
cana-1443	190	18	s.	s.	PROPN
cana-1443	190	19	h.	h.	PROPN
cana-1443	190	20	nallamala	nallamala	PROPN
cana-1443	190	21	and	and	CCONJ
cana-1443	190	22	g.	g.	PROPN
cana-1443	190	23	m.	m.	PROPN
cana-1443	190	24	kumar	kumar	PROPN
cana-1443	190	25	,	,	PUNCT
cana-1443	190	26	"	"	PUNCT
cana-1443	190	27	hybrid	hybrid	ADJ
cana-1443	190	28	quantum	quantum	NOUN
cana-1443	190	29	computing	computing	NOUN
cana-1443	190	30	and	and	CCONJ
cana-1443	190	31	decision	decision	NOUN
cana-1443	190	32	tree	tree	NOUN
cana-1443	190	33	-	-	PUNCT
cana-1443	190	34	based	base	VERB
cana-1443	190	35	data	datum	NOUN
cana-1443	190	36	mining	mining	NOUN
cana-1443	190	37	for	for	ADP
cana-1443	190	38	improved	improved	ADJ
cana-1443	190	39	data	datum	NOUN
cana-1443	190	40	security	security	NOUN
cana-1443	190	41	,	,	PUNCT
cana-1443	190	42	"	"	PUNCT
cana-1443	190	43	2023	2023	NUM
cana-1443	190	44	7th	7th	ADJ
cana-1443	190	45	international	international	ADJ
cana-1443	190	46	conference	conference	NOUN
cana-1443	190	47	on	on	ADP
cana-1443	190	48	computing	computing	NOUN
cana-1443	190	49	,	,	PUNCT
cana-1443	190	50	communication	communication	NOUN
cana-1443	190	51	,	,	PUNCT
cana-1443	190	52	control	control	NOUN
cana-1443	190	53	and	and	CCONJ
cana-1443	190	54	automation	automation	NOUN
cana-1443	190	55	(	(	PUNCT
cana-1443	190	56	iccubea	iccubea	NOUN
cana-1443	190	57	)	)	PUNCT
cana-1443	190	58	,	,	PUNCT
cana-1443	190	59	pune	pune	NOUN
cana-1443	190	60	,	,	PUNCT
cana-1443	190	61	india	india	PROPN
cana-1443	190	62	,	,	PUNCT
cana-1443	190	63	2023	2023	NUM
cana-1443	190	64	,	,	PUNCT
cana-1443	190	65	pp	pp	ADJ
cana-1443	190	66	.	.	PUNCT
cana-1443	191	1	1	1	NUM
cana-1443	191	2	-	-	SYM
cana-1443	191	3	6	6	NUM
cana-1443	191	4	.	.	PUNCT
cana-1443	192	1	[	[	X
cana-1443	192	2	10	10	NUM
cana-1443	192	3	]	]	X
cana-1443	192	4	l.	l.	PROPN
cana-1443	192	5	sung	sung	PROPN
cana-1443	192	6	and	and	CCONJ
cana-1443	192	7	d.	d.	PROPN
cana-1443	192	8	-h	-h	PROPN
cana-1443	192	9	.	.	PUNCT
cana-1443	193	1	cho	cho	PROPN
cana-1443	193	2	,	,	PUNCT
cana-1443	193	3	"	"	PUNCT
cana-1443	193	4	multi	multi	ADJ
cana-1443	193	5	-	-	ADJ
cana-1443	193	6	user	user	ADJ
cana-1443	193	7	hybrid	hybrid	NOUN
cana-1443	193	8	beamforming	beamforme	VERB
cana-1443	193	9	system	system	NOUN
cana-1443	193	10	based	base	VERB
cana-1443	193	11	on	on	ADP
cana-1443	193	12	deep	deep	ADJ
cana-1443	193	13	neural	neural	ADJ
cana-1443	193	14	network	network	NOUN
cana-1443	193	15	in	in	ADP
cana-1443	193	16	millimeterwave	millimeterwave	NOUN
cana-1443	193	17	communication	communication	NOUN
cana-1443	193	18	,	,	PUNCT
cana-1443	193	19	"	"	PUNCT
cana-1443	193	20	in	in	ADP
cana-1443	193	21	ieee	ieee	NOUN
cana-1443	193	22	access	access	NOUN
cana-1443	193	23	,	,	PUNCT
cana-1443	193	24	vol	vol	NOUN
cana-1443	193	25	.	.	PROPN
cana-1443	193	26	8	8	NUM
cana-1443	193	27	,	,	PUNCT
cana-1443	193	28	pp	pp	ADJ
cana-1443	193	29	.	.	PUNCT
cana-1443	194	1	91616	91616	NUM
cana-1443	194	2	-	-	SYM
cana-1443	194	3	91623	91623	NUM
cana-1443	194	4	,	,	PUNCT
cana-1443	194	5	2020	2020	NUM
cana-1443	194	6	.	.	PUNCT
cana-1443	195	1	[	[	X
cana-1443	195	2	11	11	NUM
cana-1443	195	3	]	]	X
cana-1443	195	4	k	k	PROPN
cana-1443	195	5	,	,	PUNCT
cana-1443	195	6	sudharson	sudharson	NOUN
cana-1443	195	7	,	,	PUNCT
cana-1443	195	8	rajalalakshmi	rajalalakshmi	PROPN
cana-1443	195	9	s	s	PROPN
cana-1443	195	10	,	,	PUNCT
cana-1443	195	11	mohan	mohan	PROPN
cana-1443	195	12	raj	raj	PROPN
cana-1443	195	13	k	k	PROPN
cana-1443	195	14	r	r	PROPN
cana-1443	195	15	,	,	PUNCT
cana-1443	195	16	and	and	CCONJ
cana-1443	195	17	dhakshunhaa	dhakshunhaa	NOUN
cana-1443	195	18	moorthiy	moorthiy	NOUN
cana-1443	195	19	.	.	PUNCT
cana-1443	196	1	“	"	PUNCT
cana-1443	196	2	a	a	DET
cana-1443	196	3	trust	trust	NOUN
cana-1443	196	4	-	-	PUNCT
cana-1443	196	5	based	base	VERB
cana-1443	196	6	framework	framework	NOUN
cana-1443	196	7	for	for	ADP
cana-1443	196	8	iot	iot	ADJ
cana-1443	196	9	device	device	NOUN
cana-1443	196	10	management	management	NOUN
cana-1443	196	11	using	use	VERB
cana-1443	196	12	blockchain	blockchain	PROPN
cana-1443	196	13	technology	technology	PROPN
cana-1443	196	14	.	.	PUNCT
cana-1443	196	15	”	"	PUNCT
cana-1443	197	1	international	international	ADJ
cana-1443	197	2	journal	journal	NOUN
cana-1443	197	3	of	of	ADP
cana-1443	197	4	electrical	electrical	ADJ
cana-1443	197	5	and	and	CCONJ
cana-1443	197	6	electronics	electronic	NOUN
cana-1443	197	7	engineering	engineering	NOUN
cana-1443	197	8	,	,	PUNCT
cana-1443	197	9	vol	vol	NOUN
cana-1443	197	10	.	.	PROPN
cana-1443	197	11	10	10	NUM
cana-1443	197	12	,	,	PUNCT
cana-1443	197	13	no	no	INTJ
cana-1443	197	14	.	.	NOUN
cana-1443	197	15	10	10	NUM
cana-1443	197	16	(	(	PUNCT
cana-1443	197	17	october	october	PROPN
cana-1443	197	18	31	31	NUM
cana-1443	197	19	,	,	PUNCT
cana-1443	197	20	2023	2023	NUM
cana-1443	197	21	):	):	PUNCT
cana-1443	197	22	pp	pp	ADJ
cana-1443	197	23	.	.	PUNCT
cana-1443	198	1	32–39	32–39	NUM
cana-1443	198	2	.	.	PUNCT
cana-1443	199	1	[	[	X
cana-1443	199	2	12	12	NUM
cana-1443	199	3	]	]	PUNCT
cana-1443	199	4	s.	s.	PROPN
cana-1443	199	5	zheng	zheng	PROPN
cana-1443	199	6	,	,	PUNCT
cana-1443	199	7	s.	s.	PROPN
cana-1443	199	8	chen	chen	PROPN
cana-1443	199	9	,	,	PUNCT
cana-1443	199	10	p.	p.	PROPN
cana-1443	199	11	qi	qi	PROPN
cana-1443	199	12	,	,	PUNCT
cana-1443	199	13	h.	h.	PROPN
cana-1443	199	14	zhou	zhou	PROPN
cana-1443	199	15	and	and	CCONJ
cana-1443	199	16	x.	x.	PROPN
cana-1443	199	17	yang	yang	PROPN
cana-1443	199	18	,	,	PUNCT
cana-1443	199	19	"	"	PUNCT
cana-1443	199	20	spectrum	spectrum	NOUN
cana-1443	199	21	sensing	sensing	NOUN
cana-1443	199	22	based	base	VERB
cana-1443	199	23	on	on	ADP
cana-1443	199	24	deep	deep	ADJ
cana-1443	199	25	learning	learn	VERB
cana-1443	199	26	classification	classification	NOUN
cana-1443	199	27	for	for	ADP
cana-1443	199	28	cognitive	cognitive	ADJ
cana-1443	199	29	radios	radio	NOUN
cana-1443	199	30	,	,	PUNCT
cana-1443	199	31	"	"	PUNCT
cana-1443	199	32	in	in	ADP
cana-1443	199	33	china	china	PROPN
cana-1443	199	34	communications	communications	PROPN
cana-1443	199	35	,	,	PUNCT
cana-1443	199	36	vol	vol	NOUN
cana-1443	199	37	.	.	PROPN
cana-1443	199	38	17	17	NUM
cana-1443	199	39	,	,	PUNCT
cana-1443	199	40	no	no	INTJ
cana-1443	199	41	.	.	NOUN
cana-1443	199	42	2	2	NUM
cana-1443	199	43	,	,	PUNCT
cana-1443	199	44	pp	pp	ADJ
cana-1443	199	45	.	.	PUNCT
cana-1443	200	1	138	138	NUM
cana-1443	200	2	-	-	SYM
cana-1443	200	3	148	148	NUM
cana-1443	200	4	,	,	PUNCT
cana-1443	200	5	feb	feb	PROPN
cana-1443	200	6	.	.	PROPN
cana-1443	200	7	2020	2020	NUM
cana-1443	200	8	,	,	PUNCT
cana-1443	200	9	[	[	X
cana-1443	200	10	13	13	NUM
cana-1443	200	11	]	]	SYM
cana-1443	200	12	sudharson	sudharson	NOUN
cana-1443	200	13	,	,	PUNCT
cana-1443	200	14	k.	k.	PROPN
cana-1443	200	15	,	,	PUNCT
cana-1443	200	16	and	and	CCONJ
cana-1443	200	17	alekhya	alekhya	PROPN
cana-1443	200	18	,	,	PUNCT
cana-1443	200	19	badi	badi	NOUN
cana-1443	200	20	.	.	PUNCT
cana-1443	201	1	"	"	PUNCT
cana-1443	201	2	a	a	DET
cana-1443	201	3	comparative	comparative	ADJ
cana-1443	201	4	analysis	analysis	NOUN
cana-1443	201	5	of	of	ADP
cana-1443	201	6	quantum	quantum	NOUN
cana-1443	201	7	-	-	PUNCT
cana-1443	201	8	based	base	VERB
cana-1443	201	9	approaches	approach	NOUN
cana-1443	201	10	for	for	ADP
cana-1443	201	11	scalable	scalable	ADJ
cana-1443	201	12	and	and	CCONJ
cana-1443	201	13	efficient	efficient	ADJ
cana-1443	201	14	data	datum	NOUN
cana-1443	201	15	mining	mining	NOUN
cana-1443	201	16	in	in	ADP
cana-1443	201	17	cloud	cloud	ADJ
cana-1443	201	18	environments	environment	NOUN
cana-1443	201	19	.	.	PUNCT
cana-1443	201	20	"	"	PUNCT
cana-1443	201	21	quantum	quantum	ADJ
cana-1443	201	22	information	information	NOUN
cana-1443	201	23	and	and	CCONJ
cana-1443	201	24	computation	computation	NOUN
cana-1443	201	25	,	,	PUNCT
cana-1443	201	26	vol	vol	NOUN
cana-1443	201	27	.	.	PROPN
cana-1443	201	28	23	23	NUM
cana-1443	201	29	,	,	PUNCT
cana-1443	201	30	no	no	INTJ
cana-1443	201	31	.	.	PUNCT
cana-1443	202	1	9&10	9&10	NUM
cana-1443	202	2	,	,	PUNCT
cana-1443	202	3	2023	2023	NUM
cana-1443	202	4	,	,	PUNCT
cana-1443	202	5	pp	pp	ADJ
cana-1443	202	6	.	.	PUNCT
cana-1443	203	1	783	783	NUM
cana-1443	203	2	-	-	SYM
cana-1443	203	3	813	813	NUM
cana-1443	203	4	.	.	PUNCT
cana-1443	204	1	[	[	X
cana-1443	204	2	14	14	NUM
cana-1443	204	3	]	]	PUNCT
cana-1443	204	4	j.	j.	PROPN
cana-1443	204	5	lin	lin	PROPN
cana-1443	204	6	,	,	PUNCT
cana-1443	204	7	y.	y.	PROPN
cana-1443	204	8	zout	zout	PROPN
cana-1443	204	9	,	,	PUNCT
cana-1443	204	10	x.	x.	PROPN
cana-1443	204	11	dong	dong	PROPN
cana-1443	204	12	,	,	PUNCT
cana-1443	204	13	s.	s.	PROPN
cana-1443	204	14	gong	gong	PROPN
cana-1443	204	15	,	,	PUNCT
cana-1443	204	16	d.	d.	PROPN
cana-1443	204	17	t.	t.	PROPN
cana-1443	204	18	hoang	hoang	PROPN
cana-1443	204	19	and	and	CCONJ
cana-1443	204	20	d.	d.	PROPN
cana-1443	204	21	niyato	niyato	PROPN
cana-1443	204	22	,	,	PUNCT
cana-1443	204	23	"	"	PUNCT
cana-1443	204	24	deep	deep	ADJ
cana-1443	204	25	reinforcement	reinforcement	NOUN
cana-1443	204	26	learning	learning	NOUN
cana-1443	204	27	for	for	ADP
cana-1443	204	28	robust	robust	ADJ
cana-1443	204	29	beamforming	beamforming	NOUN
cana-1443	204	30	in	in	ADP
cana-1443	204	31	irs	irs	PROPN
cana-1443	204	32	-	-	PUNCT
cana-1443	204	33	assisted	assist	VERB
cana-1443	204	34	wireless	wireless	ADJ
cana-1443	204	35	communications	communication	NOUN
cana-1443	204	36	,	,	PUNCT
cana-1443	204	37	"	"	PUNCT
cana-1443	204	38	globecom	globecom	X
cana-1443	204	39	2020	2020	NUM
cana-1443	204	40	2020	2020	NUM
cana-1443	204	41	ieee	ieee	PROPN
cana-1443	204	42	global	global	PROPN
cana-1443	204	43	communications	communications	PROPN
cana-1443	204	44	conference	conference	PROPN
cana-1443	204	45	,	,	PUNCT
cana-1443	204	46	taipei	taipei	PROPN
cana-1443	204	47	,	,	PUNCT
cana-1443	204	48	taiwan	taiwan	PROPN
cana-1443	204	49	,	,	PUNCT
cana-1443	204	50	2020	2020	NUM
cana-1443	204	51	,	,	PUNCT
cana-1443	204	52	pp	pp	ADV
cana-1443	204	53	.	.	PUNCT
cana-1443	205	1	1	1	NUM
cana-1443	205	2	-	-	SYM
cana-1443	205	3	6	6	NUM
cana-1443	205	4	[	[	SYM
cana-1443	205	5	15	15	NUM
cana-1443	205	6	]	]	X
cana-1443	205	7	b.	b.	PROPN
cana-1443	205	8	murugeshwari	murugeshwari	PROPN
cana-1443	205	9	,	,	PUNCT
cana-1443	205	10	d.	d.	PROPN
cana-1443	205	11	selvaraj	selvaraj	PROPN
cana-1443	205	12	,	,	PUNCT
cana-1443	205	13	k.	k.	PROPN
cana-1443	205	14	sudharson	sudharson	PROPN
cana-1443	205	15	and	and	CCONJ
cana-1443	205	16	s.	s.	PROPN
cana-1443	205	17	radhika	radhika	PROPN
cana-1443	205	18	,	,	PUNCT
cana-1443	205	19	"	"	PUNCT
cana-1443	205	20	data	datum	NOUN
cana-1443	205	21	mining	mining	NOUN
cana-1443	205	22	with	with	ADP
cana-1443	205	23	privacy	privacy	NOUN
cana-1443	205	24	protection	protection	NOUN
cana-1443	205	25	using	use	VERB
cana-1443	205	26	precise	precise	ADJ
cana-1443	205	27	elliptical	elliptical	ADJ
cana-1443	205	28	curve	curve	NOUN
cana-1443	205	29	cryptography	cryptography	NOUN
cana-1443	205	30	,	,	PUNCT
cana-1443	205	31	"	"	PUNCT
cana-1443	205	32	intelligent	intelligent	ADJ
cana-1443	205	33	automation	automation	NOUN
cana-1443	205	34	&	&	CCONJ
cana-1443	205	35	soft	soft	ADJ
cana-1443	205	36	computing	computing	NOUN
cana-1443	205	37	,	,	PUNCT
cana-1443	205	38	vol	vol	NOUN
cana-1443	205	39	.	.	PROPN
cana-1443	205	40	35	35	NUM
cana-1443	205	41	,	,	PUNCT
cana-1443	205	42	no.1	no.1	NUM
cana-1443	205	43	,	,	PUNCT
cana-1443	205	44	pp	pp	ADJ
cana-1443	205	45	.	.	PUNCT
cana-1443	206	1	839–851	839–851	NUM
cana-1443	206	2	,	,	PUNCT
cana-1443	206	3	2023	2023	NUM
cana-1443	206	4	.	.	PUNCT
cana-1443	207	1	[	[	X
cana-1443	207	2	16	16	NUM
cana-1443	207	3	]	]	PUNCT
cana-1443	207	4	k.	k.	PROPN
cana-1443	207	5	ma	ma	PROPN
cana-1443	207	6	,	,	PUNCT
cana-1443	207	7	d.	d.	PROPN
cana-1443	207	8	he	he	PRON
cana-1443	207	9	,	,	PUNCT
cana-1443	207	10	h.	h.	PROPN
cana-1443	207	11	sun	sun	PROPN
cana-1443	207	12	,	,	PUNCT
cana-1443	207	13	z.	z.	PROPN
cana-1443	207	14	wang	wang	PROPN
cana-1443	207	15	and	and	CCONJ
cana-1443	207	16	s.	s.	PROPN
cana-1443	207	17	chen	chen	PROPN
cana-1443	207	18	,	,	PUNCT
cana-1443	207	19	"	"	PUNCT
cana-1443	207	20	deep	deep	ADJ
cana-1443	207	21	learning	learning	NOUN
cana-1443	207	22	assisted	assist	VERB
cana-1443	207	23	calibrated	calibrate	VERB
cana-1443	207	24	beam	beam	NOUN
cana-1443	207	25	training	training	NOUN
cana-1443	207	26	for	for	ADP
cana-1443	207	27	millimeterwave	millimeterwave	NOUN
cana-1443	207	28	communication	communication	NOUN
cana-1443	207	29	systems	system	NOUN
cana-1443	207	30	,	,	PUNCT
cana-1443	207	31	"	"	PUNCT
cana-1443	207	32	in	in	ADP
cana-1443	207	33	ieee	ieee	NOUN
cana-1443	207	34	transactions	transaction	NOUN
cana-1443	207	35	on	on	ADP
cana-1443	207	36	communications	communication	NOUN
cana-1443	207	37	,	,	PUNCT
cana-1443	207	38	vol	vol	NOUN
cana-1443	207	39	.	.	PROPN
cana-1443	208	1	69	69	NUM
cana-1443	208	2	,	,	PUNCT
cana-1443	208	3	no	no	INTJ
cana-1443	208	4	.	.	NOUN
cana-1443	208	5	10	10	NUM
cana-1443	208	6	,	,	PUNCT
cana-1443	208	7	pp	pp	ADJ
cana-1443	208	8	.	.	PUNCT
cana-1443	209	1	6706	6706	NUM
cana-1443	209	2	-	-	SYM
cana-1443	209	3	6721	6721	NUM
cana-1443	209	4	,	,	PUNCT
cana-1443	209	5	oct	oct	PROPN
cana-1443	209	6	.	.	PROPN
cana-1443	209	7	2021	2021	NUM
cana-1443	209	8	.	.	PUNCT
cana-1443	210	1	[	[	X
cana-1443	210	2	17	17	NUM
cana-1443	210	3	]	]	PUNCT
cana-1443	210	4	sharma	sharma	PROPN
cana-1443	210	5	,	,	PUNCT
cana-1443	210	6	h.	h.	PROPN
cana-1443	210	7	,	,	PUNCT
cana-1443	210	8	&	&	CCONJ
cana-1443	210	9	kumar	kumar	PROPN
cana-1443	210	10	,	,	PUNCT
cana-1443	210	11	n.	n.	PROPN
cana-1443	210	12	(	(	PUNCT
cana-1443	210	13	2023	2023	NUM
cana-1443	210	14	,	,	PUNCT
cana-1443	210	15	april	april	PROPN
cana-1443	210	16	)	)	PUNCT
cana-1443	210	17	.	.	PUNCT
cana-1443	211	1	deep	deep	ADJ
cana-1443	211	2	learning	learning	NOUN
cana-1443	211	3	based	base	VERB
cana-1443	211	4	physical	physical	ADJ
cana-1443	211	5	layer	layer	NOUN
cana-1443	211	6	security	security	NOUN
cana-1443	211	7	for	for	ADP
cana-1443	211	8	terrestrial	terrestrial	ADJ
cana-1443	211	9	communications	communication	NOUN
cana-1443	211	10	in	in	ADP
cana-1443	211	11	5	5	NUM
cana-1443	211	12	g	g	NOUN
cana-1443	211	13	and	and	CCONJ
cana-1443	211	14	beyond	beyond	ADP
cana-1443	211	15	networks	network	NOUN
cana-1443	211	16	:	:	PUNCT
cana-1443	211	17	a	a	DET
cana-1443	211	18	survey	survey	NOUN
cana-1443	211	19	.	.	PUNCT
cana-1443	212	1	physical	physical	ADJ
cana-1443	212	2	communication	communication	NOUN
cana-1443	212	3	,	,	PUNCT
cana-1443	212	4	57	57	NUM
cana-1443	212	5	,	,	PUNCT
cana-1443	212	6	102002	102002	NUM
cana-1443	212	7	.	.	PUNCT
cana-1443	213	1	https://doi.org/10.1016/j.phycom.2023.102002	https://doi.org/10.1016/j.phycom.2023.102002	NOUN
cana-1443	213	2	[	[	X
cana-1443	213	3	18	18	NUM
cana-1443	213	4	]	]	X
cana-1443	213	5	b.	b.	PROPN
cana-1443	213	6	murugeshwari	murugeshwari	PROPN
cana-1443	213	7	,	,	PUNCT
cana-1443	213	8	s.	s.	PROPN
cana-1443	213	9	rajalakshmi	rajalakshmi	PROPN
cana-1443	213	10	and	and	CCONJ
cana-1443	213	11	k.	k.	PROPN
cana-1443	213	12	sudharson	sudharson	PROPN
cana-1443	213	13	,	,	PUNCT
cana-1443	213	14	"	"	PUNCT
cana-1443	213	15	hybrid	hybrid	ADJ
cana-1443	213	16	approach	approach	NOUN
cana-1443	213	17	for	for	ADP
cana-1443	213	18	privacy	privacy	NOUN
cana-1443	213	19	enhancement	enhancement	NOUN
cana-1443	213	20	in	in	ADP
cana-1443	213	21	data	datum	NOUN
cana-1443	213	22	mining	mining	NOUN
cana-1443	213	23	using	use	VERB
cana-1443	213	24	arbitrariness	arbitrariness	NOUN
cana-1443	213	25	and	and	CCONJ
cana-1443	213	26	perturbation	perturbation	NOUN
cana-1443	213	27	,	,	PUNCT
cana-1443	213	28	"	"	PUNCT
cana-1443	213	29	computer	computer	NOUN
cana-1443	213	30	systems	system	NOUN
cana-1443	213	31	science	science	NOUN
cana-1443	213	32	and	and	CCONJ
cana-1443	213	33	engineering	engineering	NOUN
cana-1443	213	34	,	,	PUNCT
cana-1443	213	35	vol	vol	NOUN
cana-1443	213	36	.	.	PROPN
cana-1443	213	37	44	44	NUM
cana-1443	213	38	,	,	PUNCT
cana-1443	213	39	no.3	no.3	VERB
cana-1443	213	40	,	,	PUNCT
cana-1443	213	41	pp	pp	ADJ
cana-1443	213	42	.	.	PUNCT
cana-1443	213	43	2293–2307	2293–2307	NUM
cana-1443	213	44	,	,	PUNCT
cana-1443	213	45	2023	2023	NUM
cana-1443	213	46	,	,	PUNCT
cana-1443	213	47	doi	doi	NOUN
cana-1443	213	48	:	:	PUNCT
cana-1443	213	49	https://doi.org/10.32604/csse.2023.029074	https://doi.org/10.32604/csse.2023.029074	PROPN
cana-1443	213	50	,	,	PUNCT
cana-1443	213	51	[	[	X
cana-1443	213	52	19	19	NUM
cana-1443	213	53	]	]	PUNCT
cana-1443	213	54	s.	s.	PROPN
cana-1443	213	55	n.	n.	PROPN
cana-1443	213	56	pari	pari	PROPN
cana-1443	213	57	and	and	CCONJ
cana-1443	213	58	k.	k.	PROPN
cana-1443	213	59	sudharson	sudharson	PROPN
cana-1443	213	60	,	,	PUNCT
cana-1443	213	61	"	"	PUNCT
cana-1443	213	62	hybrid	hybrid	ADJ
cana-1443	213	63	trust	trust	NOUN
cana-1443	213	64	based	base	VERB
cana-1443	213	65	reputation	reputation	NOUN
cana-1443	213	66	mechanism	mechanism	NOUN
cana-1443	213	67	for	for	ADP
cana-1443	213	68	discovering	discover	VERB
cana-1443	213	69	malevolent	malevolent	ADJ
cana-1443	213	70	node	node	NOUN
cana-1443	213	71	in	in	ADP
cana-1443	213	72	manet	manet	NOUN
cana-1443	213	73	,	,	PUNCT
cana-1443	213	74	"	"	PUNCT
cana-1443	213	75	computer	computer	NOUN
cana-1443	213	76	systems	system	NOUN
cana-1443	213	77	science	science	NOUN
cana-1443	213	78	and	and	CCONJ
cana-1443	213	79	engineering	engineering	NOUN
cana-1443	213	80	,	,	PUNCT
cana-1443	213	81	vol	vol	NOUN
cana-1443	213	82	.	.	PROPN
cana-1443	213	83	44	44	NUM
cana-1443	213	84	,	,	PUNCT
cana-1443	213	85	no.3	no.3	VERB
cana-1443	213	86	,	,	PUNCT
cana-1443	213	87	pp	pp	X
cana-1443	213	88	.	.	PUNCT
cana-1443	213	89	2775–2789	2775–2789	NUM
cana-1443	213	90	,	,	PUNCT
cana-1443	213	91	2023	2023	NUM
cana-1443	213	92	,	,	PUNCT
cana-1443	213	93	doi	doi	NOUN
cana-1443	213	94	:	:	PUNCT
cana-1443	213	95	https://doi.org/10.32604/csse.2023.029345	https://doi.org/10.32604/csse.2023.029345	PROPN
cana-1443	213	96	.	.	PUNCT
cana-1443	214	1	[	[	X
cana-1443	214	2	20	20	NUM
cana-1443	214	3	]	]	PUNCT
cana-1443	214	4	s.	s.	PROPN
cana-1443	214	5	neelavathy	neelavathy	PROPN
cana-1443	214	6	pari	pari	PROPN
cana-1443	214	7	and	and	CCONJ
cana-1443	214	8	k.	k.	PROPN
cana-1443	214	9	sudharson	sudharson	PROPN
cana-1443	214	10	,	,	PUNCT
cana-1443	214	11	"	"	PUNCT
cana-1443	214	12	an	an	DET
cana-1443	214	13	enhanced	enhanced	ADJ
cana-1443	214	14	trust	trust	NOUN
cana-1443	214	15	-	-	PUNCT
cana-1443	214	16	based	base	VERB
cana-1443	214	17	secure	secure	ADJ
cana-1443	214	18	route	route	NOUN
cana-1443	214	19	protocol	protocol	NOUN
cana-1443	214	20	for	for	ADP
cana-1443	214	21	malicious	malicious	ADJ
cana-1443	214	22	node	node	ADJ
cana-1443	214	23	detection	detection	NOUN
cana-1443	214	24	,	,	PUNCT
cana-1443	214	25	"	"	PUNCT
cana-1443	214	26	intelligent	intelligent	ADJ
cana-1443	214	27	automation	automation	NOUN
cana-1443	214	28	&	&	CCONJ
cana-1443	214	29	soft	soft	ADJ
cana-1443	214	30	computing	computing	NOUN
cana-1443	214	31	,	,	PUNCT
cana-1443	214	32	vol	vol	NOUN
cana-1443	214	33	.	.	PROPN
cana-1443	214	34	35	35	NUM
cana-1443	214	35	,	,	PUNCT
cana-1443	214	36	no.2	no.2	PROPN
cana-1443	214	37	,	,	PUNCT
cana-1443	214	38	pp	pp	ADJ
cana-1443	214	39	.	.	PUNCT
cana-1443	214	40	2541–2554	2541–2554	NUM
cana-1443	214	41	,	,	PUNCT
cana-1443	214	42	2023	2023	NUM
cana-1443	214	43	,	,	PUNCT
cana-1443	214	44	doi	doi	NOUN
cana-1443	214	45	:	:	PUNCT
cana-1443	214	46	https://doi.org/10.32604/iasc.2023.030284	https://doi.org/10.32604/iasc.2023.030284	PROPN
cana-1443	214	47	.	.	PUNCT
cana-1443	215	1	[	[	X
cana-1443	215	2	21	21	NUM
cana-1443	215	3	]	]	X
cana-1443	215	4	sudharson	sudharson	NOUN
cana-1443	215	5	,	,	PUNCT
cana-1443	215	6	k.	k.	PROPN
cana-1443	215	7	,	,	PUNCT
cana-1443	215	8	balaji	balaji	PROPN
cana-1443	215	9	,	,	PUNCT
cana-1443	215	10	s.	s.	PROPN
cana-1443	215	11	,	,	PUNCT
cana-1443	215	12	deepak	deepak	PROPN
cana-1443	215	13	reddy	reddy	PROPN
cana-1443	215	14	,	,	PUNCT
cana-1443	215	15	a.	a.	PROPN
cana-1443	215	16	,	,	PUNCT
cana-1443	215	17	sai	sai	PROPN
cana-1443	215	18	ram	ram	PROPN
cana-1443	215	19	,	,	PUNCT
cana-1443	215	20	v.	v.	PROPN
cana-1443	215	21	(	(	PUNCT
cana-1443	215	22	2023	2023	NUM
cana-1443	215	23	)	)	PUNCT
cana-1443	215	24	.	.	PUNCT
cana-1443	216	1	speedy	speedy	ADJ
cana-1443	216	2	and	and	CCONJ
cana-1443	216	3	secure	secure	VERB
cana-1443	216	4	remote	remote	ADJ
cana-1443	216	5	management	management	NOUN
cana-1443	216	6	https://doi.org/10.32604/iasc.2023.030284	https://doi.org/10.32604/iasc.2023.030284	PROPN
cana-1443	216	7	communications	communication	NOUN
cana-1443	216	8	on	on	ADP
cana-1443	216	9	applied	apply	VERB
cana-1443	216	10	nonlinear	nonlinear	ADJ
cana-1443	216	11	analysis	analysis	NOUN
cana-1443	216	12	issn	issn	NOUN
cana-1443	216	13	:	:	PUNCT
cana-1443	216	14	1074	1074	NUM
cana-1443	216	15	-	-	PUNCT
cana-1443	216	16	133x	133x	NUM
cana-1443	216	17	vol	vol	NOUN
cana-1443	216	18	31	31	NUM
cana-1443	216	19	no	no	NOUN
cana-1443	216	20	.	.	PUNCT
cana-1443	217	1	8s	8s	PROPN
cana-1443	217	2	(	(	PUNCT
cana-1443	217	3	2024	2024	NUM
cana-1443	217	4	)	)	PUNCT
cana-1443	217	5	23	23	NUM
cana-1443	217	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1443	217	7	protocol	protocol	NOUN
cana-1443	217	8	using	use	VERB
cana-1443	217	9	virtualization	virtualization	NOUN
cana-1443	217	10	.	.	PUNCT
cana-1443	218	1	in	in	ADP
cana-1443	218	2	:	:	PUNCT
cana-1443	218	3	gupta	gupta	PROPN
cana-1443	218	4	,	,	PUNCT
cana-1443	218	5	d.	d.	PROPN
cana-1443	218	6	,	,	PUNCT
cana-1443	218	7	khanna	khanna	PROPN
cana-1443	218	8	,	,	PUNCT
cana-1443	218	9	a.	a.	NOUN
cana-1443	218	10	,	,	PUNCT
cana-1443	218	11	hassanien	hassanien	NOUN
cana-1443	218	12	,	,	PUNCT
cana-1443	218	13	a.e	a.e	PROPN
cana-1443	218	14	.	.	PROPN
cana-1443	218	15	,	,	PUNCT
cana-1443	218	16	anand	anand	PROPN
cana-1443	218	17	,	,	PUNCT
cana-1443	218	18	s.	s.	PROPN
cana-1443	218	19	,	,	PUNCT
cana-1443	218	20	jaiswal	jaiswal	PROPN
cana-1443	218	21	,	,	PUNCT
cana-1443	218	22	a.	a.	PROPN
cana-1443	218	23	(	(	PUNCT
cana-1443	218	24	eds	eds	PROPN
cana-1443	218	25	)	)	PUNCT
cana-1443	218	26	international	international	ADJ
cana-1443	218	27	conference	conference	NOUN
cana-1443	218	28	on	on	ADP
cana-1443	218	29	innovative	innovative	ADJ
cana-1443	218	30	computing	computing	NOUN
cana-1443	218	31	and	and	CCONJ
cana-1443	218	32	communications	communication	NOUN
cana-1443	218	33	.	.	PUNCT
cana-1443	219	1	lecture	lecture	NOUN
cana-1443	219	2	notes	note	NOUN
cana-1443	219	3	in	in	ADP
cana-1443	219	4	networks	network	NOUN
cana-1443	219	5	and	and	CCONJ
cana-1443	219	6	systems	system	NOUN
cana-1443	219	7	,	,	PUNCT
cana-1443	219	8	vol	vol	NOUN
cana-1443	219	9	492	492	NUM
cana-1443	219	10	.	.	PUNCT
cana-1443	219	11	springer	springer	PROPN
cana-1443	219	12	,	,	PUNCT
cana-1443	219	13	singapore	singapore	PROPN
cana-1443	219	14	.	.	PUNCT
cana-1443	220	1	doi	doi	PROPN
cana-1443	220	2	:	:	PUNCT
cana-1443	220	3	10.1007/978	10.1007/978	NUM
cana-1443	220	4	-	-	SYM
cana-1443	220	5	981	981	NUM
cana-1443	220	6	-	-	PUNCT
cana-1443	220	7	19	19	NUM
cana-1443	220	8	-	-	PUNCT
cana-1443	220	9	3679	3679	NUM
cana-1443	220	10	-	-	PUNCT
cana-1443	220	11	1_35	1_35	NUM
cana-1443	220	12	.	.	PUNCT
cana-1443	221	1	[	[	X
cana-1443	221	2	22	22	NUM
cana-1443	221	3	]	]	PUNCT
cana-1443	221	4	k.	k.	PROPN
cana-1443	221	5	sudharson	sudharson	PROPN
cana-1443	221	6	,	,	PUNCT
cana-1443	221	7	m.	m.	PROPN
cana-1443	221	8	akshaya	akshaya	PROPN
cana-1443	221	9	,	,	PUNCT
cana-1443	221	10	m.	m.	NOUN
cana-1443	221	11	lokeswari	lokeswari	PROPN
cana-1443	221	12	and	and	CCONJ
cana-1443	221	13	k.	k.	PROPN
cana-1443	221	14	gopika	gopika	PROPN
cana-1443	221	15	,	,	PUNCT
cana-1443	221	16	"	"	PUNCT
cana-1443	221	17	secure	secure	ADJ
cana-1443	221	18	authentication	authentication	NOUN
cana-1443	221	19	scheme	scheme	NOUN
cana-1443	221	20	using	use	VERB
cana-1443	221	21	ceek	ceek	NOUN
cana-1443	221	22	technique	technique	NOUN
cana-1443	221	23	for	for	ADP
cana-1443	221	24	trusted	trusted	ADJ
cana-1443	221	25	environment	environment	NOUN
cana-1443	221	26	,	,	PUNCT
cana-1443	221	27	"	"	PUNCT
cana-1443	221	28	2022	2022	NUM
cana-1443	221	29	international	international	PROPN
cana-1443	221	30	mobile	mobile	NOUN
cana-1443	221	31	and	and	CCONJ
cana-1443	221	32	embedded	embed	VERB
cana-1443	221	33	technology	technology	NOUN
cana-1443	221	34	conference	conference	NOUN
cana-1443	221	35	(	(	PUNCT
cana-1443	221	36	mecon	mecon	NOUN
cana-1443	221	37	)	)	PUNCT
cana-1443	221	38	,	,	PUNCT
cana-1443	221	39	2022	2022	NUM
cana-1443	221	40	,	,	PUNCT
cana-1443	221	41	pp	pp	ADJ
cana-1443	221	42	.	.	PUNCT
cana-1443	222	1	66	66	NUM
cana-1443	222	2	-	-	SYM
cana-1443	222	3	71	71	NUM
cana-1443	222	4	,	,	PUNCT
cana-1443	222	5	doi	doi	NOUN
cana-1443	222	6	:	:	PUNCT
cana-1443	222	7	10.1109	10.1109	NUM
cana-1443	222	8	/	/	SYM
cana-1443	222	9	mecon53876.2022.9752245	mecon53876.2022.9752245	PROPN
cana-1443	222	10	.	.	PUNCT
cana-1443	223	1	[	[	X
cana-1443	223	2	23	23	NUM
cana-1443	223	3	]	]	PUNCT
cana-1443	223	4	k.	k.	PROPN
cana-1443	223	5	sudharson	sudharson	PROPN
cana-1443	223	6	and	and	CCONJ
cana-1443	223	7	s.	s.	PROPN
cana-1443	223	8	arun	arun	PROPN
cana-1443	223	9	,	,	PUNCT
cana-1443	223	10	"	"	PUNCT
cana-1443	223	11	security	security	NOUN
cana-1443	223	12	protocol	protocol	NOUN
cana-1443	223	13	function	function	NOUN
cana-1443	223	14	using	use	VERB
cana-1443	223	15	quantum	quantum	ADJ
cana-1443	223	16	elliptic	elliptic	ADJ
cana-1443	223	17	curve	curve	NOUN
cana-1443	223	18	cryptography	cryptography	NOUN
cana-1443	223	19	algorithm	algorithm	NOUN
cana-1443	223	20	,	,	PUNCT
cana-1443	223	21	"	"	PUNCT
cana-1443	223	22	intelligent	intelligent	ADJ
cana-1443	223	23	automation	automation	NOUN
cana-1443	223	24	&	&	CCONJ
cana-1443	223	25	soft	soft	ADJ
cana-1443	223	26	computing	computing	NOUN
cana-1443	223	27	,	,	PUNCT
cana-1443	223	28	vol	vol	NOUN
cana-1443	223	29	.	.	PROPN
cana-1443	223	30	34	34	NUM
cana-1443	223	31	,	,	PUNCT
cana-1443	223	32	no.3	no.3	VERB
cana-1443	223	33	,	,	PUNCT
cana-1443	223	34	pp	pp	X
cana-1443	223	35	.	.	PUNCT
cana-1443	224	1	1769–1784	1769–1784	NUM
cana-1443	224	2	,	,	PUNCT
cana-1443	224	3	2022	2022	NUM
cana-1443	224	4	,	,	PUNCT
cana-1443	224	5	doi	doi	NOUN
cana-1443	224	6	:	:	PUNCT
cana-1443	224	7	https://doi.org/10.32604/iasc.2022.026483	https://doi.org/10.32604/iasc.2022.026483	NOUN
cana-1443	224	8	.	.	PUNCT
cana-1443	225	1	[	[	X
cana-1443	225	2	24	24	NUM
cana-1443	225	3	]	]	PUNCT
cana-1443	225	4	k.	k.	PROPN
cana-1443	225	5	sudharson	sudharson	PROPN
cana-1443	225	6	,	,	PUNCT
cana-1443	225	7	a.	a.	NOUN
cana-1443	225	8	m.	m.	NOUN
cana-1443	225	9	sermakani	sermakani	PROPN
cana-1443	225	10	,	,	PUNCT
cana-1443	225	11	v.	v.	PROPN
cana-1443	225	12	parthipan	parthipan	PROPN
cana-1443	225	13	,	,	PUNCT
cana-1443	225	14	d.	d.	PROPN
cana-1443	225	15	dhinakaran	dhinakaran	PROPN
cana-1443	225	16	,	,	PUNCT
cana-1443	225	17	g.	g.	PROPN
cana-1443	225	18	eswari	eswari	PROPN
cana-1443	225	19	petchiammal	petchiammal	NOUN
cana-1443	225	20	and	and	CCONJ
cana-1443	225	21	n.	n.	PROPN
cana-1443	225	22	s.	s.	PROPN
cana-1443	225	23	usha	usha	PROPN
cana-1443	225	24	,	,	PUNCT
cana-1443	225	25	"	"	PUNCT
cana-1443	225	26	hybrid	hybrid	ADJ
cana-1443	225	27	deep	deep	ADJ
cana-1443	225	28	learning	learn	VERB
cana-1443	225	29	neural	neural	ADJ
cana-1443	225	30	system	system	NOUN
cana-1443	225	31	for	for	ADP
cana-1443	225	32	brain	brain	NOUN
cana-1443	225	33	tumor	tumor	NOUN
cana-1443	225	34	detection	detection	NOUN
cana-1443	225	35	,	,	PUNCT
cana-1443	225	36	"	"	PUNCT
cana-1443	225	37	2022	2022	NUM
cana-1443	225	38	2nd	2nd	ADJ
cana-1443	225	39	international	international	ADJ
cana-1443	225	40	conference	conference	NOUN
cana-1443	225	41	on	on	ADP
cana-1443	225	42	intelligent	intelligent	ADJ
cana-1443	225	43	technologies	technology	NOUN
cana-1443	225	44	(	(	PUNCT
cana-1443	225	45	conit	conit	NOUN
cana-1443	225	46	)	)	PUNCT
cana-1443	225	47	,	,	PUNCT
cana-1443	225	48	hubli	hubli	PROPN
cana-1443	225	49	,	,	PUNCT
cana-1443	225	50	india	india	PROPN
cana-1443	225	51	,	,	PUNCT
cana-1443	225	52	2022	2022	NUM
cana-1443	225	53	,	,	PUNCT
cana-1443	225	54	pp	pp	ADJ
cana-1443	225	55	.	.	PUNCT
cana-1443	226	1	1	1	NUM
cana-1443	226	2	-	-	SYM
cana-1443	226	3	6	6	NUM
cana-1443	226	4	,	,	PUNCT
cana-1443	226	5	doi	doi	NOUN
cana-1443	226	6	:	:	PUNCT
cana-1443	226	7	10.1109	10.1109	NUM
cana-1443	226	8	/	/	SYM
cana-1443	226	9	conit55038.2022.9847708	conit55038.2022.9847708	PROPN
cana-1443	226	10	.	.	PUNCT
cana-1443	227	1	[	[	X
cana-1443	227	2	25	25	NUM
cana-1443	227	3	]	]	X
cana-1443	227	4	s.	s.	PROPN
cana-1443	227	5	arun	arun	PROPN
cana-1443	227	6	and	and	CCONJ
cana-1443	227	7	k.	k.	PROPN
cana-1443	227	8	sudharson	sudharson	PROPN
cana-1443	227	9	.	.	PUNCT
cana-1443	228	1	"	"	PUNCT
cana-1443	228	2	defect	defect	NOUN
cana-1443	228	3	:	:	PUNCT
cana-1443	228	4	discover	discover	VERB
cana-1443	228	5	and	and	CCONJ
cana-1443	228	6	eradicate	eradicate	VERB
cana-1443	228	7	fool	fool	NOUN
cana-1443	228	8	around	around	ADP
cana-1443	228	9	node	node	NOUN
cana-1443	228	10	in	in	ADP
cana-1443	228	11	emergency	emergency	NOUN
cana-1443	228	12	network	network	NOUN
cana-1443	228	13	using	use	VERB
cana-1443	228	14	combinatorial	combinatorial	ADJ
cana-1443	228	15	techniques	technique	NOUN
cana-1443	228	16	.	.	PUNCT
cana-1443	228	17	"	"	PUNCT
cana-1443	229	1	journal	journal	NOUN
cana-1443	229	2	of	of	ADP
cana-1443	229	3	ambient	ambient	ADJ
cana-1443	229	4	intelligence	intelligence	NOUN
cana-1443	229	5	and	and	CCONJ
cana-1443	229	6	humanized	humanize	VERB
cana-1443	229	7	computing	computing	NOUN
cana-1443	229	8	,	,	PUNCT
cana-1443	229	9	1	1	NUM
cana-1443	229	10	-	-	SYM
cana-1443	229	11	12	12	NUM
cana-1443	229	12	,	,	PUNCT
cana-1443	229	13	2020	2020	NUM
cana-1443	229	14	,	,	PUNCT
cana-1443	229	15	doi	doi	NOUN
cana-1443	229	16	:	:	PUNCT
cana-1443	229	17	https://doi.org/10.1007/s12652-020-02606-7	https://doi.org/10.1007/s12652-020-02606-7	NUM
cana-1443	229	18	.	.	PUNCT