id	sid	tid	token	lemma	pos
easat-7001	1	1	edelweiss	edelweiss	PROPN
easat-7001	1	2	applied	apply	VERB
easat-7001	1	3	science	science	NOUN
easat-7001	1	4	and	and	CCONJ
easat-7001	1	5	technology	technology	NOUN
easat-7001	1	6	issn	issn	PROPN
easat-7001	1	7	:	:	PUNCT
easat-7001	1	8	2576	2576	NUM
easat-7001	1	9	-	-	SYM
easat-7001	1	10	8484	8484	NUM
easat-7001	1	11	vol	vol	NOUN
easat-7001	1	12	.	.	PROPN
easat-7001	2	1	9	9	NUM
easat-7001	2	2	,	,	PUNCT
easat-7001	2	3	no	no	INTJ
easat-7001	2	4	.	.	NOUN
easat-7001	2	5	5	5	NUM
easat-7001	2	6	,	,	PUNCT
easat-7001	2	7	740	740	NUM
easat-7001	2	8	-	-	SYM
easat-7001	2	9	756	756	NUM
easat-7001	2	10	2025	2025	NUM
easat-7001	2	11	publisher	publisher	NOUN
easat-7001	2	12	:	:	PUNCT
easat-7001	2	13	learning	learn	VERB
easat-7001	2	14	gate	gate	NOUN
easat-7001	2	15	doi	doi	PROPN
easat-7001	2	16	:	:	PUNCT
easat-7001	2	17	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	2	18	©	©	PROPN
easat-7001	2	19	2025	2025	NUM
easat-7001	2	20	by	by	ADP
easat-7001	2	21	the	the	DET
easat-7001	2	22	authors	author	NOUN
easat-7001	2	23	;	;	PUNCT
easat-7001	3	1	licensee	licensee	PROPN
easat-7001	3	2	learning	learning	NOUN
easat-7001	3	3	gate	gate	NOUN
easat-7001	3	4	©	©	PROPN
easat-7001	3	5	2025	2025	NUM
easat-7001	3	6	by	by	ADP
easat-7001	3	7	the	the	DET
easat-7001	3	8	authors	author	NOUN
easat-7001	3	9	;	;	PUNCT
easat-7001	3	10	licensee	licensee	PROPN
easat-7001	3	11	learning	learning	NOUN
easat-7001	3	12	gate	gate	NOUN
easat-7001	3	13	history	history	NOUN
easat-7001	3	14	:	:	PUNCT
easat-7001	3	15	received	receive	VERB
easat-7001	3	16	:	:	PUNCT
easat-7001	3	17	4	4	NUM
easat-7001	3	18	february	february	NOUN
easat-7001	3	19	2025	2025	NUM
easat-7001	3	20	;	;	PUNCT
easat-7001	3	21	revised	revise	VERB
easat-7001	3	22	:	:	PUNCT
easat-7001	3	23	10	10	NUM
easat-7001	3	24	april	april	PROPN
easat-7001	3	25	2025	2025	NUM
easat-7001	3	26	;	;	PUNCT
easat-7001	3	27	accepted	accept	VERB
easat-7001	3	28	:	:	PUNCT
easat-7001	3	29	15	15	NUM
easat-7001	3	30	april	april	PROPN
easat-7001	3	31	2025	2025	NUM
easat-7001	3	32	;	;	PUNCT
easat-7001	3	33	published	publish	VERB
easat-7001	3	34	:	:	PUNCT
easat-7001	3	35	9	9	NUM
easat-7001	3	36	may	may	PROPN
easat-7001	3	37	2025	2025	NUM
easat-7001	3	38	*	*	PUNCT
easat-7001	3	39	correspondence	correspondence	NOUN
easat-7001	3	40	:	:	PUNCT
easat-7001	3	41	mohammed_aboud@mtu.edu.iq	mohammed_aboud@mtu.edu.iq	ADJ
easat-7001	3	42	intelligent	intelligent	ADJ
easat-7001	3	43	traffic	traffic	NOUN
easat-7001	3	44	load	load	NOUN
easat-7001	3	45	optimization	optimization	NOUN
easat-7001	3	46	and	and	CCONJ
easat-7001	3	47	channel	channel	NOUN
easat-7001	3	48	allocation	allocation	NOUN
easat-7001	3	49	in	in	ADP
easat-7001	3	50	nextgeneration	nextgeneration	NOUN
easat-7001	3	51	wireless	wireless	NOUN
easat-7001	3	52	networks	network	NOUN
easat-7001	3	53	using	use	VERB
easat-7001	3	54	neural	neural	ADJ
easat-7001	3	55	networks	network	NOUN
easat-7001	3	56	mohammed	mohammed	PROPN
easat-7001	3	57	aboud	aboud	PROPN
easat-7001	3	58	kadhim1	kadhim1	PROPN
easat-7001	3	59	*	*	PUNCT
easat-7001	3	60	,	,	PUNCT
easat-7001	3	61	sadeer	sadeer	PROPN
easat-7001	3	62	rasheed	rasheed	NOUN
easat-7001	3	63	ahmed2	ahmed2	NOUN
easat-7001	3	64	,	,	PUNCT
easat-7001	3	65	ahmed	ahmed	PROPN
easat-7001	3	66	rifaat	rifaat	PROPN
easat-7001	3	67	hamad3	hamad3	NOUN
easat-7001	4	1	1,3middle	1,3middle	NUM
easat-7001	4	2	technical	technical	ADJ
easat-7001	4	3	university	university	NOUN
easat-7001	4	4	,	,	PUNCT
easat-7001	4	5	institute	institute	NOUN
easat-7001	4	6	of	of	ADP
easat-7001	4	7	technology	technology	PROPN
easat-7001	4	8	baghdad	baghdad	PROPN
easat-7001	4	9	,	,	PUNCT
easat-7001	4	10	iraq	iraq	PROPN
easat-7001	4	11	;	;	PUNCT
easat-7001	4	12	mohammed_aboud@mtu.edu.iq	mohammed_aboud@mtu.edu.iq	PROPN
easat-7001	4	13	(	(	PUNCT
easat-7001	4	14	m.a.k	m.a.k	NOUN
easat-7001	4	15	.	.	PUNCT
easat-7001	4	16	)	)	PUNCT
easat-7001	5	1	ahmed1967refaat@mtu.edu.iq	ahmed1967refaat@mtu.edu.iq	ADJ
easat-7001	5	2	(	(	PUNCT
easat-7001	5	3	a.r.h	a.r.h	PROPN
easat-7001	5	4	.	.	PUNCT
easat-7001	5	5	)	)	PUNCT
easat-7001	6	1	2ministry	2ministry	NUM
easat-7001	6	2	of	of	ADP
easat-7001	6	3	higher	high	ADJ
easat-7001	6	4	education	education	NOUN
easat-7001	6	5	and	and	CCONJ
easat-7001	6	6	scientific	scientific	ADJ
easat-7001	6	7	research	research	NOUN
easat-7001	6	8	,	,	PUNCT
easat-7001	6	9	iraq	iraq	PROPN
easat-7001	6	10	;	;	PUNCT
easat-7001	6	11	sadeeralabraz@gmail.com	sadeeralabraz@gmail.com	PROPN
easat-7001	6	12	(	(	PUNCT
easat-7001	6	13	s.r.a	s.r.a	NOUN
easat-7001	6	14	.	.	PUNCT
easat-7001	6	15	)	)	PUNCT
easat-7001	6	16	.	.	PUNCT
easat-7001	7	1	abstract	abstract	ADJ
easat-7001	7	2	:	:	PUNCT
easat-7001	7	3	we	we	PRON
easat-7001	7	4	explore	explore	VERB
easat-7001	7	5	neural	neural	ADJ
easat-7001	7	6	network	network	NOUN
easat-7001	7	7	-	-	PUNCT
easat-7001	7	8	based	base	VERB
easat-7001	7	9	optimization	optimization	NOUN
easat-7001	7	10	techniques	technique	NOUN
easat-7001	7	11	for	for	ADP
easat-7001	7	12	resource	resource	NOUN
easat-7001	7	13	allocation	allocation	NOUN
easat-7001	7	14	and	and	CCONJ
easat-7001	7	15	management	management	NOUN
easat-7001	7	16	in	in	ADP
easat-7001	7	17	dense	dense	ADJ
easat-7001	7	18	wireless	wireless	ADJ
easat-7001	7	19	networks	network	NOUN
easat-7001	7	20	in	in	ADP
easat-7001	7	21	the	the	DET
easat-7001	7	22	research	research	NOUN
easat-7001	7	23	.	.	PUNCT
easat-7001	8	1	the	the	DET
easat-7001	8	2	growing	grow	VERB
easat-7001	8	3	demand	demand	NOUN
easat-7001	8	4	for	for	ADP
easat-7001	8	5	efficient	efficient	ADJ
easat-7001	8	6	communication	communication	NOUN
easat-7001	8	7	in	in	ADP
easat-7001	8	8	contemporary	contemporary	ADJ
easat-7001	8	9	wireless	wireless	NOUN
easat-7001	8	10	systems	system	NOUN
easat-7001	8	11	makes	make	VERB
easat-7001	8	12	the	the	DET
easat-7001	8	13	isolation	isolation	NOUN
easat-7001	8	14	of	of	ADP
easat-7001	8	15	traffic	traffic	NOUN
easat-7001	8	16	load	load	NOUN
easat-7001	8	17	and	and	CCONJ
easat-7001	8	18	channel	channel	NOUN
easat-7001	8	19	distribution	distribution	NOUN
easat-7001	8	20	essential	essential	ADJ
easat-7001	8	21	for	for	ADP
easat-7001	8	22	guaranteeing	guarantee	VERB
easat-7001	8	23	the	the	DET
easat-7001	8	24	best	good	ADJ
easat-7001	8	25	possible	possible	ADJ
easat-7001	8	26	development	development	NOUN
easat-7001	8	27	of	of	ADP
easat-7001	8	28	the	the	DET
easat-7001	8	29	network	network	NOUN
easat-7001	8	30	.	.	PUNCT
easat-7001	9	1	the	the	DET
easat-7001	9	2	new	new	ADJ
easat-7001	9	3	approach	approach	NOUN
easat-7001	9	4	is	be	AUX
easat-7001	9	5	based	base	VERB
easat-7001	9	6	on	on	ADP
easat-7001	9	7	artificial	artificial	ADJ
easat-7001	9	8	neural	neural	ADJ
easat-7001	9	9	networks	network	NOUN
easat-7001	9	10	and	and	CCONJ
easat-7001	9	11	proactively	proactively	ADV
easat-7001	9	12	assigns	assign	VERB
easat-7001	9	13	the	the	DET
easat-7001	9	14	available	available	ADJ
easat-7001	9	15	frequency	frequency	NOUN
easat-7001	9	16	-	-	PUNCT
easat-7001	9	17	related	relate	VERB
easat-7001	9	18	channels	channel	NOUN
easat-7001	9	19	to	to	ADP
easat-7001	9	20	users	user	NOUN
easat-7001	9	21	according	accord	VERB
easat-7001	9	22	to	to	ADP
easat-7001	9	23	their	their	PRON
easat-7001	9	24	traffic	traffic	NOUN
easat-7001	9	25	load	load	NOUN
easat-7001	9	26	.	.	PUNCT
easat-7001	10	1	the	the	DET
easat-7001	10	2	neural	neural	ADJ
easat-7001	10	3	network	network	NOUN
easat-7001	10	4	is	be	AUX
easat-7001	10	5	trained	train	VERB
easat-7001	10	6	on	on	ADP
easat-7001	10	7	the	the	DET
easat-7001	10	8	data	datum	NOUN
easat-7001	10	9	to	to	PART
easat-7001	10	10	predict	predict	VERB
easat-7001	10	11	the	the	DET
easat-7001	10	12	optimal	optimal	ADJ
easat-7001	10	13	channel	channel	NOUN
easat-7001	10	14	allocation	allocation	NOUN
easat-7001	10	15	strategy	strategy	NOUN
easat-7001	10	16	based	base	VERB
easat-7001	10	17	on	on	ADP
easat-7001	10	18	a	a	DET
easat-7001	10	19	dataset	dataset	NOUN
easat-7001	10	20	representing	represent	VERB
easat-7001	10	21	users	user	NOUN
easat-7001	10	22	’	'	PUNCT
easat-7001	10	23	traffic	traffic	NOUN
easat-7001	10	24	regarded	regard	VERB
easat-7001	10	25	as	as	ADP
easat-7001	10	26	demand	demand	NOUN
easat-7001	10	27	.	.	PUNCT
easat-7001	11	1	performances	performance	NOUN
easat-7001	11	2	are	be	AUX
easat-7001	11	3	measured	measure	VERB
easat-7001	11	4	in	in	ADP
easat-7001	11	5	terms	term	NOUN
easat-7001	11	6	of	of	ADP
easat-7001	11	7	network	network	NOUN
easat-7001	11	8	efficiency	efficiency	NOUN
easat-7001	11	9	,	,	PUNCT
easat-7001	11	10	channel	channel	NOUN
easat-7001	11	11	utilization	utilization	NOUN
easat-7001	11	12	,	,	PUNCT
easat-7001	11	13	percentage	percentage	NOUN
easat-7001	11	14	of	of	ADP
easat-7001	11	15	collisions	collision	NOUN
easat-7001	11	16	,	,	PUNCT
easat-7001	11	17	and	and	CCONJ
easat-7001	11	18	energy	energy	NOUN
easat-7001	11	19	consumption	consumption	NOUN
easat-7001	11	20	.	.	PUNCT
easat-7001	12	1	the	the	DET
easat-7001	12	2	findings	finding	NOUN
easat-7001	12	3	reveal	reveal	VERB
easat-7001	12	4	a	a	DET
easat-7001	12	5	marked	mark	VERB
easat-7001	12	6	enhancement	enhancement	NOUN
easat-7001	12	7	in	in	ADP
easat-7001	12	8	the	the	DET
easat-7001	12	9	network	network	NOUN
easat-7001	12	10	's	's	PART
easat-7001	12	11	performance	performance	NOUN
easat-7001	12	12	parameters	parameter	NOUN
easat-7001	12	13	,	,	PUNCT
easat-7001	12	14	including	include	VERB
easat-7001	12	15	optimization	optimization	NOUN
easat-7001	12	16	of	of	ADP
easat-7001	12	17	bandwidth	bandwidth	ADJ
easat-7001	12	18	usage	usage	NOUN
easat-7001	12	19	,	,	PUNCT
easat-7001	12	20	minimization	minimization	NOUN
easat-7001	12	21	of	of	ADP
easat-7001	12	22	collision	collision	NOUN
easat-7001	12	23	occurrences	occurrence	NOUN
easat-7001	12	24	,	,	PUNCT
easat-7001	12	25	and	and	CCONJ
easat-7001	12	26	an	an	DET
easat-7001	12	27	overall	overall	ADJ
easat-7001	12	28	increase	increase	NOUN
easat-7001	12	29	in	in	ADP
easat-7001	12	30	energy	energy	NOUN
easat-7001	12	31	efficiency	efficiency	NOUN
easat-7001	12	32	.	.	PUNCT
easat-7001	13	1	this	this	DET
easat-7001	13	2	work	work	NOUN
easat-7001	13	3	demonstrates	demonstrate	VERB
easat-7001	13	4	neural	neural	ADJ
easat-7001	13	5	networks	network	NOUN
easat-7001	13	6	'	'	PART
easat-7001	13	7	capabilities	capability	NOUN
easat-7001	13	8	to	to	PART
easat-7001	13	9	tackle	tackle	VERB
easat-7001	13	10	next	next	ADJ
easat-7001	13	11	-	-	PUNCT
easat-7001	13	12	generation	generation	NOUN
easat-7001	13	13	wireless	wireless	ADJ
easat-7001	13	14	network	network	NOUN
easat-7001	13	15	challenges	challenge	NOUN
easat-7001	13	16	,	,	PUNCT
easat-7001	13	17	pointing	point	VERB
easat-7001	13	18	to	to	ADP
easat-7001	13	19	a	a	DET
easat-7001	13	20	direction	direction	NOUN
easat-7001	13	21	of	of	ADP
easat-7001	13	22	smarter	smart	ADJ
easat-7001	13	23	,	,	PUNCT
easat-7001	13	24	more	more	ADV
easat-7001	13	25	effective	effective	ADJ
easat-7001	13	26	,	,	PUNCT
easat-7001	13	27	and	and	CCONJ
easat-7001	13	28	efficient	efficient	ADJ
easat-7001	13	29	communication	communication	NOUN
easat-7001	13	30	systems	system	NOUN
easat-7001	13	31	.	.	PUNCT
easat-7001	14	1	keywords	keyword	NOUN
easat-7001	14	2	:	:	PUNCT
easat-7001	14	3	channel	channel	NOUN
easat-7001	14	4	allocation	allocation	NOUN
easat-7001	14	5	,	,	PUNCT
easat-7001	14	6	collision	collision	NOUN
easat-7001	14	7	reduction	reduction	NOUN
easat-7001	14	8	,	,	PUNCT
easat-7001	14	9	dense	dense	ADJ
easat-7001	14	10	wireless	wireless	ADJ
easat-7001	14	11	networks	network	NOUN
easat-7001	14	12	,	,	PUNCT
easat-7001	14	13	energy	energy	NOUN
easat-7001	14	14	consumption	consumption	NOUN
easat-7001	14	15	,	,	PUNCT
easat-7001	14	16	frequency	frequency	NOUN
easat-7001	14	17	channel	channel	NOUN
easat-7001	14	18	management.intelligent	management.intelligent	PROPN
easat-7001	14	19	communication	communication	NOUN
easat-7001	14	20	systems	system	NOUN
easat-7001	14	21	,	,	PUNCT
easat-7001	14	22	machine	machine	NOUN
easat-7001	14	23	learning	learning	NOUN
easat-7001	14	24	,	,	PUNCT
easat-7001	14	25	network	network	NOUN
easat-7001	14	26	efficiency	efficiency	NOUN
easat-7001	14	27	,	,	PUNCT
easat-7001	14	28	neural	neural	ADJ
easat-7001	14	29	networks	network	NOUN
easat-7001	14	30	,	,	PUNCT
easat-7001	14	31	next	next	ADJ
easat-7001	14	32	-	-	PUNCT
easat-7001	14	33	generation	generation	NOUN
easat-7001	14	34	wireless	wireless	NOUN
easat-7001	14	35	systems	system	NOUN
easat-7001	14	36	,	,	PUNCT
easat-7001	14	37	resource	resource	NOUN
easat-7001	14	38	allocation	allocation	NOUN
easat-7001	14	39	,	,	PUNCT
easat-7001	14	40	traffic	traffic	NOUN
easat-7001	14	41	load	load	NOUN
easat-7001	14	42	optimization	optimization	NOUN
easat-7001	14	43	.	.	PUNCT
easat-7001	15	1	1	1	X
easat-7001	15	2	.	.	X
easat-7001	15	3	introduction	introduction	NOUN
easat-7001	15	4	the	the	DET
easat-7001	15	5	world	world	NOUN
easat-7001	15	6	of	of	ADP
easat-7001	15	7	wireless	wireless	ADJ
easat-7001	15	8	communication	communication	NOUN
easat-7001	15	9	networks	network	NOUN
easat-7001	15	10	,	,	PUNCT
easat-7001	15	11	lately	lately	ADV
easat-7001	15	12	,	,	PUNCT
easat-7001	15	13	has	have	AUX
easat-7001	15	14	been	be	AUX
easat-7001	15	15	changing	change	VERB
easat-7001	15	16	rapidly	rapidly	ADV
easat-7001	15	17	because	because	SCONJ
easat-7001	15	18	of	of	ADP
easat-7001	15	19	the	the	DET
easat-7001	15	20	growing	grow	VERB
easat-7001	15	21	need	need	NOUN
easat-7001	15	22	for	for	ADP
easat-7001	15	23	connectivity	connectivity	NOUN
easat-7001	15	24	.	.	PUNCT
easat-7001	16	1	the	the	DET
easat-7001	16	2	explosion	explosion	NOUN
easat-7001	16	3	of	of	ADP
easat-7001	16	4	iot	iot	PROPN
easat-7001	16	5	devices	device	NOUN
easat-7001	16	6	,	,	PUNCT
easat-7001	16	7	smart	smart	ADJ
easat-7001	16	8	applications	application	NOUN
easat-7001	16	9	and	and	CCONJ
easat-7001	16	10	mobile	mobile	NOUN
easat-7001	16	11	users	user	NOUN
easat-7001	16	12	has	have	AUX
easat-7001	16	13	given	give	VERB
easat-7001	16	14	rise	rise	NOUN
easat-7001	16	15	to	to	ADP
easat-7001	16	16	increasing	increase	VERB
easat-7001	16	17	signs	sign	NOUN
easat-7001	16	18	of	of	ADP
easat-7001	16	19	network	network	NOUN
easat-7001	16	20	congestion	congestion	NOUN
easat-7001	16	21	and	and	CCONJ
easat-7001	16	22	resource	resource	NOUN
easat-7001	16	23	mismanagement	mismanagement	NOUN
easat-7001	16	24	.	.	PUNCT
easat-7001	17	1	the	the	DET
easat-7001	17	2	conventional	conventional	ADJ
easat-7001	17	3	resource	resource	NOUN
easat-7001	17	4	allocation	allocation	NOUN
easat-7001	17	5	schemes	scheme	NOUN
easat-7001	17	6	within	within	ADP
easat-7001	17	7	wireless	wireless	ADJ
easat-7001	17	8	networks	network	NOUN
easat-7001	17	9	(	(	PUNCT
easat-7001	17	10	fdma	fdma	ADJ
easat-7001	17	11	,	,	PUNCT
easat-7001	17	12	tdma	tdma	NOUN
easat-7001	17	13	,	,	PUNCT
easat-7001	17	14	and	and	CCONJ
easat-7001	17	15	cdma	cdma	NOUN
easat-7001	17	16	)	)	PUNCT
easat-7001	17	17	can	can	AUX
easat-7001	17	18	work	work	VERB
easat-7001	17	19	well	well	ADV
easat-7001	17	20	in	in	ADP
easat-7001	17	21	simple	simple	ADJ
easat-7001	17	22	conditions	condition	NOUN
easat-7001	17	23	,	,	PUNCT
easat-7001	17	24	but	but	CCONJ
easat-7001	17	25	as	as	SCONJ
easat-7001	17	26	we	we	PRON
easat-7001	17	27	move	move	VERB
easat-7001	17	28	into	into	ADP
easat-7001	17	29	a	a	DET
easat-7001	17	30	world	world	NOUN
easat-7001	17	31	of	of	ADP
easat-7001	17	32	high	high	ADJ
easat-7001	17	33	density	density	NOUN
easat-7001	17	34	and	and	CCONJ
easat-7001	17	35	diverse	diverse	ADJ
easat-7001	17	36	traffic	traffic	NOUN
easat-7001	17	37	,	,	PUNCT
easat-7001	17	38	more	more	ADV
easat-7001	17	39	dynamic	dynamic	ADJ
easat-7001	17	40	and	and	CCONJ
easat-7001	17	41	flexible	flexible	ADJ
easat-7001	17	42	approaches	approach	NOUN
easat-7001	17	43	that	that	PRON
easat-7001	17	44	can	can	AUX
easat-7001	17	45	adapt	adapt	VERB
easat-7001	17	46	are	be	AUX
easat-7001	17	47	needed	need	VERB
easat-7001	17	48	.	.	PUNCT
easat-7001	18	1	the	the	DET
easat-7001	18	2	next	next	ADJ
easat-7001	18	3	-	-	PUNCT
easat-7001	18	4	generation	generation	NOUN
easat-7001	18	5	of	of	ADP
easat-7001	18	6	wireless	wireless	ADJ
easat-7001	18	7	technology	technology	NOUN
easat-7001	18	8	—	—	PUNCT
easat-7001	18	9	5	5	NUM
easat-7001	18	10	g	g	NOUN
easat-7001	18	11	and	and	CCONJ
easat-7001	18	12	beyond	beyond	ADV
easat-7001	18	13	—	—	PUNCT
easat-7001	18	14	is	be	AUX
easat-7001	18	15	expected	expect	VERB
easat-7001	18	16	to	to	PART
easat-7001	18	17	solve	solve	VERB
easat-7001	18	18	many	many	ADJ
easat-7001	18	19	of	of	ADP
easat-7001	18	20	these	these	DET
easat-7001	18	21	problems	problem	NOUN
easat-7001	18	22	.	.	PUNCT
easat-7001	19	1	however	however	ADV
easat-7001	19	2	,	,	PUNCT
easat-7001	19	3	such	such	ADJ
easat-7001	19	4	systems	system	NOUN
easat-7001	19	5	call	call	VERB
easat-7001	19	6	for	for	ADP
easat-7001	19	7	more	more	ADV
easat-7001	19	8	advanced	advanced	ADJ
easat-7001	19	9	strategies	strategy	NOUN
easat-7001	19	10	of	of	ADP
easat-7001	19	11	dynamic	dynamic	ADJ
easat-7001	19	12	spectrum	spectrum	NOUN
easat-7001	19	13	management	management	NOUN
easat-7001	19	14	,	,	PUNCT
easat-7001	19	15	optimal	optimal	ADJ
easat-7001	19	16	channel	channel	NOUN
easat-7001	19	17	allocation	allocation	NOUN
easat-7001	19	18	,	,	PUNCT
easat-7001	19	19	and	and	CCONJ
easat-7001	19	20	interference	interference	NOUN
easat-7001	19	21	reduction	reduction	NOUN
easat-7001	19	22	.	.	PUNCT
easat-7001	20	1	however	however	ADV
easat-7001	20	2	,	,	PUNCT
easat-7001	20	3	recent	recent	ADJ
easat-7001	20	4	developments	development	NOUN
easat-7001	20	5	in	in	ADP
easat-7001	20	6	machine	machine	NOUN
easat-7001	20	7	learning	learning	NOUN
easat-7001	20	8	(	(	PUNCT
easat-7001	20	9	ml	ml	NOUN
easat-7001	20	10	)	)	PUNCT
easat-7001	20	11	and	and	CCONJ
easat-7001	20	12	artificial	artificial	ADJ
easat-7001	20	13	intelligence	intelligence	NOUN
easat-7001	20	14	(	(	PUNCT
easat-7001	20	15	ai	ai	NOUN
easat-7001	20	16	)	)	PUNCT
easat-7001	20	17	methods	method	NOUN
easat-7001	20	18	,	,	PUNCT
easat-7001	20	19	especially	especially	ADV
easat-7001	20	20	neural	neural	ADJ
easat-7001	20	21	networks	network	NOUN
easat-7001	20	22	,	,	PUNCT
easat-7001	20	23	are	be	AUX
easat-7001	20	24	promising	promise	VERB
easat-7001	20	25	approaches	approach	NOUN
easat-7001	20	26	that	that	PRON
easat-7001	20	27	offer	offer	VERB
easat-7001	20	28	the	the	DET
easat-7001	20	29	potential	potential	NOUN
easat-7001	20	30	of	of	ADP
easat-7001	20	31	real	real	ADJ
easat-7001	20	32	-	-	PUNCT
easat-7001	20	33	time	time	NOUN
easat-7001	20	34	decision	decision	NOUN
easat-7001	20	35	making	making	NOUN
easat-7001	20	36	driven	drive	VERB
easat-7001	20	37	by	by	ADP
easat-7001	20	38	historical	historical	ADJ
easat-7001	20	39	and	and	CCONJ
easat-7001	20	40	real	real	ADJ
easat-7001	20	41	-	-	PUNCT
easat-7001	20	42	time	time	NOUN
easat-7001	20	43	data	datum	NOUN
easat-7001	20	44	.	.	PUNCT
easat-7001	21	1	stable	stable	ADJ
easat-7001	21	2	resource	resource	NOUN
easat-7001	21	3	allocation	allocation	NOUN
easat-7001	21	4	in	in	ADP
easat-7001	21	5	dense	dense	ADJ
easat-7001	21	6	wireless	wireless	ADJ
easat-7001	21	7	networks	network	NOUN
easat-7001	21	8	a	a	DET
easat-7001	21	9	neural	neural	ADJ
easat-7001	21	10	network	network	NOUN
easat-7001	21	11	-	-	PUNCT
easat-7001	21	12	based	base	VERB
easat-7001	21	13	approach	approach	NOUN
easat-7001	21	14	our	our	PRON
easat-7001	21	15	main	main	ADJ
easat-7001	21	16	focus	focus	NOUN
easat-7001	21	17	is	be	AUX
easat-7001	21	18	on	on	ADP
easat-7001	21	19	traffic	traffic	NOUN
easat-7001	21	20	load	load	NOUN
easat-7001	21	21	management	management	NOUN
easat-7001	21	22	,	,	PUNCT
easat-7001	21	23	user	user	NOUN
easat-7001	21	24	efficiency	efficiency	NOUN
easat-7001	21	25	and	and	CCONJ
easat-7001	21	26	energy	energy	NOUN
easat-7001	21	27	saving	saving	NOUN
easat-7001	21	28	in	in	ADP
easat-7001	21	29	the	the	DET
easat-7001	21	30	hdns	hdns	ADJ
easat-7001	21	31	,	,	PUNCT
easat-7001	21	32	where	where	SCONJ
easat-7001	21	33	users	user	NOUN
easat-7001	21	34	have	have	VERB
easat-7001	21	35	time	time	NOUN
easat-7001	21	36	-	-	PUNCT
easat-7001	21	37	varying	vary	VERB
easat-7001	21	38	traffic	traffic	NOUN
easat-7001	21	39	load	load	NOUN
easat-7001	21	40	and	and	CCONJ
easat-7001	21	41	different	different	ADJ
easat-7001	21	42	qos	qos	NOUN
easat-7001	21	43	requirements	requirement	NOUN
easat-7001	21	44	.	.	PUNCT
easat-7001	22	1	the	the	DET
easat-7001	22	2	proposed	propose	VERB
easat-7001	22	3	method	method	NOUN
easat-7001	22	4	facilitates	facilitate	VERB
easat-7001	22	5	dynamic	dynamic	ADJ
easat-7001	22	6	allocation	allocation	NOUN
easat-7001	22	7	of	of	ADP
easat-7001	22	8	the	the	DET
easat-7001	22	9	network	network	NOUN
easat-7001	22	10	resources	resource	NOUN
easat-7001	22	11	according	accord	VERB
easat-7001	22	12	to	to	ADP
easat-7001	22	13	the	the	DET
easat-7001	22	14	user	user	NOUN
easat-7001	22	15	traffic	traffic	NOUN
easat-7001	22	16	load	load	NOUN
easat-7001	22	17	while	while	SCONJ
easat-7001	22	18	minimizing	minimize	VERB
easat-7001	22	19	the	the	DET
easat-7001	22	20	energy	energy	NOUN
easat-7001	22	21	per	per	ADP
easat-7001	22	22	user	user	NOUN
easat-7001	22	23	consumption	consumption	NOUN
easat-7001	22	24	.	.	PUNCT
easat-7001	23	1	the	the	DET
easat-7001	23	2	findings	finding	NOUN
easat-7001	23	3	suggest	suggest	VERB
easat-7001	23	4	that	that	SCONJ
easat-7001	23	5	neural	neural	ADJ
easat-7001	23	6	networks	network	NOUN
easat-7001	23	7	provide	provide	VERB
easat-7001	23	8	a	a	DET
easat-7001	23	9	more	more	ADV
easat-7001	23	10	advanced	advanced	ADJ
easat-7001	23	11	approach	approach	NOUN
easat-7001	23	12	to	to	ADP
easat-7001	23	13	resource	resource	NOUN
easat-7001	23	14	allocation	allocation	NOUN
easat-7001	23	15	strategies	strategy	NOUN
easat-7001	23	16	when	when	SCONJ
easat-7001	23	17	compared	compare	VERB
easat-7001	23	18	to	to	ADP
easat-7001	23	19	741	741	NUM
easat-7001	23	20	edelweiss	edelweiss	PROPN
easat-7001	23	21	applied	apply	VERB
easat-7001	23	22	science	science	NOUN
easat-7001	23	23	and	and	CCONJ
easat-7001	23	24	technology	technology	NOUN
easat-7001	23	25	issn	issn	PROPN
easat-7001	23	26	:	:	PUNCT
easat-7001	23	27	2576	2576	NUM
easat-7001	23	28	-	-	SYM
easat-7001	23	29	8484	8484	NUM
easat-7001	23	30	vol	vol	NOUN
easat-7001	23	31	.	.	PROPN
easat-7001	24	1	9	9	NUM
easat-7001	24	2	,	,	PUNCT
easat-7001	24	3	no	no	INTJ
easat-7001	24	4	.	.	NOUN
easat-7001	24	5	5	5	NUM
easat-7001	24	6	:	:	PUNCT
easat-7001	24	7	740	740	NUM
easat-7001	24	8	-	-	SYM
easat-7001	24	9	756	756	NUM
easat-7001	24	10	,	,	PUNCT
easat-7001	24	11	2025	2025	NUM
easat-7001	24	12	doi	doi	NOUN
easat-7001	24	13	:	:	PUNCT
easat-7001	24	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	24	15	©	©	PROPN
easat-7001	24	16	2025	2025	NUM
easat-7001	24	17	by	by	ADP
easat-7001	24	18	the	the	DET
easat-7001	24	19	author	author	NOUN
easat-7001	24	20	;	;	PUNCT
easat-7001	24	21	licensee	licensee	NOUN
easat-7001	24	22	learning	learning	NOUN
easat-7001	24	23	gate	gate	VERB
easat-7001	24	24	classical	classical	ADJ
easat-7001	24	25	approaches	approach	NOUN
easat-7001	24	26	,	,	PUNCT
easat-7001	24	27	resulting	result	VERB
easat-7001	24	28	in	in	ADP
easat-7001	24	29	improved	improved	ADJ
easat-7001	24	30	network	network	NOUN
easat-7001	24	31	efficiency	efficiency	NOUN
easat-7001	24	32	and	and	CCONJ
easat-7001	24	33	energy	energy	NOUN
easat-7001	24	34	savings	saving	NOUN
easat-7001	24	35	.	.	PUNCT
easat-7001	25	1	in	in	ADP
easat-7001	25	2	this	this	DET
easat-7001	25	3	paper	paper	NOUN
easat-7001	25	4	,	,	PUNCT
easat-7001	25	5	we	we	PRON
easat-7001	25	6	present	present	VERB
easat-7001	25	7	a	a	DET
easat-7001	25	8	deep	deep	ADJ
easat-7001	25	9	neural	neural	ADJ
easat-7001	25	10	network	network	NOUN
easat-7001	25	11	approach	approach	NOUN
easat-7001	25	12	that	that	PRON
easat-7001	25	13	leverages	leverage	VERB
easat-7001	25	14	variable	variable	ADJ
easat-7001	25	15	traffic	traffic	NOUN
easat-7001	25	16	workloads	workload	NOUN
easat-7001	25	17	to	to	PART
easat-7001	25	18	best	well	ADV
easat-7001	25	19	assign	assign	VERB
easat-7001	25	20	users	user	NOUN
easat-7001	25	21	while	while	SCONJ
easat-7001	25	22	avoiding	avoid	VERB
easat-7001	25	23	interference	interference	NOUN
easat-7001	25	24	in	in	ADP
easat-7001	25	25	the	the	DET
easat-7001	25	26	network	network	NOUN
easat-7001	25	27	.	.	PUNCT
easat-7001	26	1	we	we	PRON
easat-7001	26	2	assess	assess	VERB
easat-7001	26	3	the	the	DET
easat-7001	26	4	model	model	NOUN
easat-7001	26	5	performance	performance	NOUN
easat-7001	26	6	through	through	ADP
easat-7001	26	7	extensive	extensive	ADJ
easat-7001	26	8	simulations	simulation	NOUN
easat-7001	26	9	and	and	CCONJ
easat-7001	26	10	show	show	VERB
easat-7001	26	11	that	that	SCONJ
easat-7001	26	12	it	it	PRON
easat-7001	26	13	outperforms	outperform	VERB
easat-7001	26	14	existing	exist	VERB
easat-7001	26	15	solutions	solution	NOUN
easat-7001	26	16	in	in	ADP
easat-7001	26	17	terms	term	NOUN
easat-7001	26	18	of	of	ADP
easat-7001	26	19	throughput	throughput	NOUN
easat-7001	26	20	,	,	PUNCT
easat-7001	26	21	energy	energy	NOUN
easat-7001	26	22	efficiency	efficiency	NOUN
easat-7001	26	23	,	,	PUNCT
easat-7001	26	24	and	and	CCONJ
easat-7001	26	25	overall	overall	ADJ
easat-7001	26	26	system	system	NOUN
easat-7001	26	27	performance	performance	NOUN
easat-7001	26	28	.	.	PUNCT
easat-7001	27	1	2	2	X
easat-7001	27	2	.	.	X
easat-7001	27	3	lecture	lecture	NOUN
easat-7001	27	4	review	review	NOUN
easat-7001	27	5	and	and	CCONJ
easat-7001	27	6	related	related	ADJ
easat-7001	27	7	work	work	NOUN
easat-7001	27	8	the	the	DET
easat-7001	27	9	problem	problem	NOUN
easat-7001	27	10	of	of	ADP
easat-7001	27	11	resource	resource	NOUN
easat-7001	27	12	allocation	allocation	NOUN
easat-7001	27	13	in	in	ADP
easat-7001	27	14	wireless	wireless	ADJ
easat-7001	27	15	communication	communication	NOUN
easat-7001	27	16	networks	network	NOUN
easat-7001	27	17	is	be	AUX
easat-7001	27	18	a	a	DET
easat-7001	27	19	classic	classic	ADJ
easat-7001	27	20	topic	topic	NOUN
easat-7001	27	21	that	that	PRON
easat-7001	27	22	has	have	AUX
easat-7001	27	23	been	be	AUX
easat-7001	27	24	widely	widely	ADV
easat-7001	27	25	considered	consider	VERB
easat-7001	27	26	as	as	SCONJ
easat-7001	27	27	it	it	PRON
easat-7001	27	28	is	be	AUX
easat-7001	27	29	crucial	crucial	ADJ
easat-7001	27	30	to	to	PART
easat-7001	27	31	guarantee	guarantee	VERB
easat-7001	27	32	that	that	SCONJ
easat-7001	27	33	finite	finite	ADJ
easat-7001	27	34	resources	resource	NOUN
easat-7001	27	35	including	include	VERB
easat-7001	27	36	bandwidth	bandwidth	NOUN
easat-7001	27	37	and	and	CCONJ
easat-7001	27	38	power	power	NOUN
easat-7001	27	39	are	be	AUX
easat-7001	27	40	utilized	utilize	VERB
easat-7001	27	41	efficiently	efficiently	ADV
easat-7001	27	42	.	.	PUNCT
easat-7001	28	1	as	as	SCONJ
easat-7001	28	2	networks	network	NOUN
easat-7001	28	3	are	be	AUX
easat-7001	28	4	being	be	AUX
easat-7001	28	5	transformed	transform	VERB
easat-7001	28	6	to	to	PART
easat-7001	28	7	accommodate	accommodate	VERB
easat-7001	28	8	millions	million	NOUN
easat-7001	28	9	of	of	ADP
easat-7001	28	10	devices	device	NOUN
easat-7001	28	11	and	and	CCONJ
easat-7001	28	12	diverse	diverse	ADJ
easat-7001	28	13	types	type	NOUN
easat-7001	28	14	of	of	ADP
easat-7001	28	15	traffic	traffic	NOUN
easat-7001	28	16	,	,	PUNCT
easat-7001	28	17	5	5	NUM
easat-7001	28	18	g	g	NOUN
easat-7001	28	19	and	and	CCONJ
easat-7001	28	20	iot	iot	NOUN
easat-7001	28	21	not	not	PART
easat-7001	28	22	only	only	ADV
easat-7001	28	23	open	open	ADJ
easat-7001	28	24	issues	issue	NOUN
easat-7001	28	25	in	in	ADP
easat-7001	28	26	scheduling	scheduling	NOUN
easat-7001	28	27	but	but	CCONJ
easat-7001	28	28	also	also	ADV
easat-7001	28	29	the	the	DET
easat-7001	28	30	evolution	evolution	NOUN
easat-7001	28	31	of	of	ADP
easat-7001	28	32	heterogeneous	heterogeneous	ADJ
easat-7001	28	33	networks	network	NOUN
easat-7001	28	34	has	have	AUX
easat-7001	28	35	made	make	VERB
easat-7001	28	36	the	the	DET
easat-7001	28	37	challenge	challenge	NOUN
easat-7001	28	38	of	of	ADP
easat-7001	28	39	effective	effective	ADJ
easat-7001	28	40	resource	resource	NOUN
easat-7001	28	41	management	management	NOUN
easat-7001	28	42	more	more	ADV
easat-7001	28	43	acute	acute	ADJ
easat-7001	28	44	.	.	PUNCT
easat-7001	29	1	in	in	ADP
easat-7001	29	2	earlier	early	ADJ
easat-7001	29	3	days	day	NOUN
easat-7001	29	4	,	,	PUNCT
easat-7001	29	5	resource	resource	NOUN
easat-7001	29	6	allocation	allocation	NOUN
easat-7001	29	7	methods	method	NOUN
easat-7001	29	8	used	use	VERB
easat-7001	29	9	deterministic	deterministic	ADJ
easat-7001	29	10	schemes	scheme	NOUN
easat-7001	29	11	to	to	PART
easat-7001	29	12	assign	assign	VERB
easat-7001	29	13	channels	channel	NOUN
easat-7001	29	14	(	(	PUNCT
easat-7001	29	15	or	or	CCONJ
easat-7001	29	16	time	time	NOUN
easat-7001	29	17	slots	slot	NOUN
easat-7001	29	18	)	)	PUNCT
easat-7001	29	19	to	to	ADP
easat-7001	29	20	users	user	NOUN
easat-7001	29	21	.	.	PUNCT
easat-7001	30	1	these	these	DET
easat-7001	30	2	approaches	approach	NOUN
easat-7001	30	3	were	be	AUX
easat-7001	30	4	efficient	efficient	ADJ
easat-7001	30	5	only	only	ADV
easat-7001	30	6	in	in	ADP
easat-7001	30	7	static	static	ADJ
easat-7001	30	8	low	low	ADJ
easat-7001	30	9	-	-	PUNCT
easat-7001	30	10	density	density	NOUN
easat-7001	30	11	formation	formation	NOUN
easat-7001	30	12	,	,	PUNCT
easat-7001	30	13	however	however	ADV
easat-7001	30	14	,	,	PUNCT
easat-7001	30	15	they	they	PRON
easat-7001	30	16	performed	perform	VERB
easat-7001	30	17	poorly	poorly	ADV
easat-7001	30	18	in	in	ADP
easat-7001	30	19	the	the	DET
easat-7001	30	20	dynamic	dynamic	ADJ
easat-7001	30	21	high	high	ADJ
easat-7001	30	22	-	-	PUNCT
easat-7001	30	23	density	density	NOUN
easat-7001	30	24	networks	network	NOUN
easat-7001	30	25	.	.	PUNCT
easat-7001	31	1	with	with	ADP
easat-7001	31	2	the	the	DET
easat-7001	31	3	arrival	arrival	NOUN
easat-7001	31	4	of	of	ADP
easat-7001	31	5	heterogeneous	heterogeneous	ADJ
easat-7001	31	6	networks	network	NOUN
easat-7001	31	7	(	(	PUNCT
easat-7001	31	8	hetnets	hetnet	NOUN
easat-7001	31	9	)	)	PUNCT
easat-7001	31	10	and	and	CCONJ
easat-7001	31	11	ultra	ultra	ADJ
easat-7001	31	12	-	-	ADJ
easat-7001	31	13	dense	dense	ADJ
easat-7001	31	14	networks	network	NOUN
easat-7001	31	15	(	(	PUNCT
easat-7001	31	16	udns	udns	PROPN
easat-7001	31	17	)	)	PUNCT
easat-7001	31	18	,	,	PUNCT
easat-7001	31	19	also	also	ADV
easat-7001	31	20	came	come	VERB
easat-7001	31	21	the	the	DET
easat-7001	31	22	challenges	challenge	NOUN
easat-7001	31	23	surrounding	surround	VERB
easat-7001	31	24	interference	interference	NOUN
easat-7001	31	25	management	management	NOUN
easat-7001	31	26	,	,	PUNCT
easat-7001	31	27	mobility	mobility	NOUN
easat-7001	31	28	and	and	CCONJ
easat-7001	31	29	heterogeneous	heterogeneous	ADJ
easat-7001	31	30	and	and	CCONJ
easat-7001	31	31	variable	variable	ADJ
easat-7001	31	32	traffic	traffic	NOUN
easat-7001	31	33	patterns	pattern	NOUN
easat-7001	31	34	-thus	-thus	PROPN
easat-7001	31	35	,	,	PUNCT
easat-7001	31	36	the	the	DET
easat-7001	31	37	need	need	NOUN
easat-7001	31	38	for	for	ADP
easat-7001	31	39	adaptive	adaptive	ADJ
easat-7001	31	40	,	,	PUNCT
easat-7001	31	41	intelligent	intelligent	ADJ
easat-7001	31	42	solutions	solution	NOUN
easat-7001	31	43	.	.	PUNCT
easat-7001	32	1	in	in	ADP
easat-7001	32	2	recent	recent	ADJ
easat-7001	32	3	years	year	NOUN
easat-7001	32	4	,	,	PUNCT
easat-7001	32	5	machine	machine	NOUN
easat-7001	32	6	learning	learning	NOUN
easat-7001	32	7	methods	method	NOUN
easat-7001	32	8	,	,	PUNCT
easat-7001	32	9	in	in	ADP
easat-7001	32	10	particular	particular	ADJ
easat-7001	32	11	supervised	supervised	ADJ
easat-7001	32	12	learning	learning	NOUN
easat-7001	32	13	algorithms	algorithm	NOUN
easat-7001	32	14	,	,	PUNCT
easat-7001	32	15	have	have	AUX
easat-7001	32	16	found	find	VERB
easat-7001	32	17	their	their	PRON
easat-7001	32	18	way	way	NOUN
easat-7001	32	19	into	into	ADP
easat-7001	32	20	wireless	wireless	ADJ
easat-7001	32	21	communication	communication	NOUN
easat-7001	32	22	systems	system	NOUN
easat-7001	32	23	for	for	ADP
easat-7001	32	24	use	use	NOUN
easat-7001	32	25	in	in	ADP
easat-7001	32	26	resource	resource	NOUN
easat-7001	32	27	allocation	allocation	NOUN
easat-7001	32	28	.	.	PUNCT
easat-7001	33	1	among	among	ADP
easat-7001	33	2	such	such	ADJ
easat-7001	33	3	techniques	technique	NOUN
easat-7001	33	4	,	,	PUNCT
easat-7001	33	5	neural	neural	ADJ
easat-7001	33	6	networks	network	NOUN
easat-7001	33	7	are	be	AUX
easat-7001	33	8	widely	widely	ADV
easat-7001	33	9	recognized	recognize	VERB
easat-7001	33	10	for	for	ADP
easat-7001	33	11	their	their	PRON
easat-7001	33	12	capability	capability	NOUN
easat-7001	33	13	to	to	PART
easat-7001	33	14	generate	generate	VERB
easat-7001	33	15	multi	multi	ADJ
easat-7001	33	16	-	-	ADJ
easat-7001	33	17	faceted	faceted	ADJ
easat-7001	33	18	relationships	relationship	NOUN
easat-7001	33	19	between	between	ADP
easat-7001	33	20	the	the	DET
easat-7001	33	21	data	data	NOUN
easat-7001	33	22	features	feature	NOUN
easat-7001	33	23	,	,	PUNCT
easat-7001	33	24	their	their	PRON
easat-7001	33	25	potential	potential	NOUN
easat-7001	33	26	to	to	PART
easat-7001	33	27	learn	learn	VERB
easat-7001	33	28	from	from	ADP
easat-7001	33	29	historical	historical	ADJ
easat-7001	33	30	data	datum	NOUN
easat-7001	33	31	in	in	ADP
easat-7001	33	32	complex	complex	ADJ
easat-7001	33	33	linear	linear	NOUN
easat-7001	33	34	rather	rather	ADV
easat-7001	33	35	than	than	ADP
easat-7001	33	36	stated	state	VERB
easat-7001	33	37	relationships	relationship	NOUN
easat-7001	33	38	.	.	PUNCT
easat-7001	34	1	neural	neural	ADJ
easat-7001	34	2	networks	network	NOUN
easat-7001	34	3	have	have	AUX
easat-7001	34	4	been	be	AUX
easat-7001	34	5	extensively	extensively	ADV
easat-7001	34	6	used	use	VERB
easat-7001	34	7	for	for	ADP
easat-7001	34	8	optimization	optimization	NOUN
easat-7001	34	9	problems	problem	NOUN
easat-7001	34	10	with	with	ADP
easat-7001	34	11	wireless	wireless	ADJ
easat-7001	34	12	networks	network	NOUN
easat-7001	34	13	,	,	PUNCT
easat-7001	34	14	which	which	PRON
easat-7001	34	15	could	could	AUX
easat-7001	34	16	be	be	AUX
easat-7001	34	17	channel	channel	NOUN
easat-7001	34	18	allocation	allocation	NOUN
easat-7001	34	19	,	,	PUNCT
easat-7001	34	20	interference	interference	NOUN
easat-7001	34	21	management	management	NOUN
easat-7001	34	22	,	,	PUNCT
easat-7001	34	23	and	and	CCONJ
easat-7001	34	24	traffic	traffic	NOUN
easat-7001	34	25	prediction	prediction	NOUN
easat-7001	34	26	,	,	PUNCT
easat-7001	34	27	etc	etc	X
easat-7001	34	28	.	.	X
easat-7001	35	1	the	the	DET
easat-7001	35	2	work	work	NOUN
easat-7001	35	3	of	of	ADP
easat-7001	35	4	zhao	zhao	PROPN
easat-7001	35	5	,	,	PUNCT
easat-7001	35	6	et	et	PROPN
easat-7001	35	7	al	al	PROPN
easat-7001	35	8	.	.	PUNCT
easat-7001	36	1	[	[	X
easat-7001	36	2	1	1	X
easat-7001	36	3	]	]	PUNCT
easat-7001	36	4	brought	bring	VERB
easat-7001	36	5	a	a	DET
easat-7001	36	6	considerable	considerable	ADJ
easat-7001	36	7	advancement	advancement	NOUN
easat-7001	36	8	in	in	ADP
easat-7001	36	9	this	this	DET
easat-7001	36	10	direction	direction	NOUN
easat-7001	36	11	as	as	SCONJ
easat-7001	36	12	they	they	PRON
easat-7001	36	13	employed	employ	VERB
easat-7001	36	14	deep	deep	ADJ
easat-7001	36	15	reinforcement	reinforcement	NOUN
easat-7001	36	16	learning	learning	NOUN
easat-7001	36	17	to	to	ADP
easat-7001	36	18	dynamic	dynamic	ADJ
easat-7001	36	19	spectrum	spectrum	NOUN
easat-7001	36	20	management	management	NOUN
easat-7001	36	21	in	in	ADP
easat-7001	36	22	cognitive	cognitive	ADJ
easat-7001	36	23	radio	radio	NOUN
easat-7001	36	24	networks	network	NOUN
easat-7001	36	25	.	.	PUNCT
easat-7001	37	1	the	the	DET
easat-7001	37	2	model	model	NOUN
easat-7001	37	3	therefore	therefore	ADV
easat-7001	37	4	had	have	VERB
easat-7001	37	5	the	the	DET
easat-7001	37	6	ability	ability	NOUN
easat-7001	37	7	to	to	PART
easat-7001	37	8	respectively	respectively	ADV
easat-7001	37	9	learn	learn	VERB
easat-7001	37	10	and	and	CCONJ
easat-7001	37	11	adapt	adapt	VERB
easat-7001	37	12	to	to	ADP
easat-7001	37	13	the	the	DET
easat-7001	37	14	ever	ever	ADV
easat-7001	37	15	changing	change	VERB
easat-7001	37	16	environmental	environmental	ADJ
easat-7001	37	17	condition	condition	NOUN
easat-7001	37	18	which	which	PRON
easat-7001	37	19	was	be	AUX
easat-7001	37	20	resulting	result	VERB
easat-7001	37	21	in	in	ADP
easat-7001	37	22	a	a	DET
easat-7001	37	23	better	well	ADJ
easat-7001	37	24	utilization	utilization	NOUN
easat-7001	37	25	and	and	CCONJ
easat-7001	37	26	lesser	less	ADJ
easat-7001	37	27	interference	interference	NOUN
easat-7001	37	28	among	among	ADP
easat-7001	37	29	the	the	DET
easat-7001	37	30	overall	overall	ADJ
easat-7001	37	31	spectrum	spectrum	NOUN
easat-7001	37	32	.	.	PUNCT
easat-7001	38	1	kaur	kaur	PROPN
easat-7001	38	2	,	,	PUNCT
easat-7001	38	3	et	et	PROPN
easat-7001	38	4	al	al	PROPN
easat-7001	38	5	.	.	PUNCT
easat-7001	39	1	[	[	X
easat-7001	39	2	2	2	X
easat-7001	39	3	]	]	PUNCT
easat-7001	39	4	for	for	ADP
easat-7001	39	5	instance	instance	NOUN
easat-7001	39	6	,	,	PUNCT
easat-7001	39	7	approached	approach	VERB
easat-7001	39	8	this	this	DET
easat-7001	39	9	problem	problem	NOUN
easat-7001	39	10	using	use	VERB
easat-7001	39	11	recurrent	recurrent	ADJ
easat-7001	39	12	neural	neural	ADJ
easat-7001	39	13	networks	network	NOUN
easat-7001	39	14	(	(	PUNCT
easat-7001	39	15	rnns	rnns	PROPN
easat-7001	39	16	)	)	PUNCT
easat-7001	39	17	for	for	ADP
easat-7001	39	18	dynamic	dynamic	ADJ
easat-7001	39	19	channel	channel	NOUN
easat-7001	39	20	allocation	allocation	NOUN
easat-7001	39	21	,	,	PUNCT
easat-7001	39	22	showcasing	showcase	VERB
easat-7001	39	23	the	the	DET
easat-7001	39	24	ability	ability	NOUN
easat-7001	39	25	of	of	ADP
easat-7001	39	26	such	such	ADJ
easat-7001	39	27	models	model	NOUN
easat-7001	39	28	to	to	PART
easat-7001	39	29	respond	respond	VERB
easat-7001	39	30	to	to	ADP
easat-7001	39	31	traffic	traffic	NOUN
easat-7001	39	32	fluctuations	fluctuation	NOUN
easat-7001	39	33	as	as	SCONJ
easat-7001	39	34	occur	occur	VERB
easat-7001	39	35	in	in	ADP
easat-7001	39	36	real	real	ADJ
easat-7001	39	37	time	time	NOUN
easat-7001	39	38	.	.	PUNCT
easat-7001	40	1	moreover	moreover	ADV
easat-7001	40	2	,	,	PUNCT
easat-7001	40	3	ghosh	ghosh	PROPN
easat-7001	40	4	[	[	X
easat-7001	40	5	3	3	NUM
easat-7001	40	6	]	]	PUNCT
easat-7001	40	7	proposed	propose	VERB
easat-7001	40	8	a	a	DET
easat-7001	40	9	hybrid	hybrid	ADJ
easat-7001	40	10	model	model	NOUN
easat-7001	40	11	using	use	VERB
easat-7001	40	12	convolutional	convolutional	ADJ
easat-7001	40	13	neural	neural	ADJ
easat-7001	40	14	network	network	NOUN
easat-7001	40	15	(	(	PUNCT
easat-7001	40	16	cnn	cnn	PROPN
easat-7001	40	17	)	)	PUNCT
easat-7001	40	18	and	and	CCONJ
easat-7001	40	19	optimization	optimization	NOUN
easat-7001	40	20	techniques	technique	NOUN
easat-7001	40	21	such	such	ADJ
easat-7001	40	22	as	as	ADP
easat-7001	40	23	genetic	genetic	ADJ
easat-7001	40	24	algorithms	algorithm	NOUN
easat-7001	40	25	.	.	PUNCT
easat-7001	41	1	their	their	PRON
easat-7001	41	2	model	model	NOUN
easat-7001	41	3	achieved	achieve	VERB
easat-7001	41	4	higher	high	ADJ
easat-7001	41	5	spectral	spectral	ADJ
easat-7001	41	6	efficiency	efficiency	NOUN
easat-7001	41	7	and	and	CCONJ
easat-7001	41	8	throughput	throughput	NOUN
easat-7001	41	9	than	than	ADP
easat-7001	41	10	conventional	conventional	ADJ
easat-7001	41	11	methods	method	NOUN
easat-7001	41	12	.	.	PUNCT
easat-7001	42	1	ashwin	ashwin	PROPN
easat-7001	42	2	,	,	PUNCT
easat-7001	42	3	et	et	PROPN
easat-7001	42	4	al	al	PROPN
easat-7001	42	5	.	.	PUNCT
easat-7001	43	1	[	[	X
easat-7001	43	2	4	4	X
easat-7001	43	3	]	]	PUNCT
easat-7001	43	4	showing	show	VERB
easat-7001	43	5	the	the	DET
easat-7001	43	6	usefulness	usefulness	NOUN
easat-7001	43	7	of	of	ADP
easat-7001	43	8	reinforcement	reinforcement	NOUN
easat-7001	43	9	learning	learning	NOUN
easat-7001	43	10	in	in	ADP
easat-7001	43	11	resource	resource	NOUN
easat-7001	43	12	allocation	allocation	NOUN
easat-7001	43	13	at	at	ADP
easat-7001	43	14	wsns	wsns	NOUN
easat-7001	43	15	level	level	NOUN
easat-7001	43	16	by	by	ADP
easat-7001	43	17	improving	improve	VERB
easat-7001	43	18	the	the	DET
easat-7001	43	19	energy	energy	NOUN
easat-7001	43	20	efficiency	efficiency	NOUN
easat-7001	43	21	and	and	CCONJ
easat-7001	43	22	reducing	reduce	VERB
easat-7001	43	23	latency	latency	NOUN
easat-7001	43	24	.	.	PUNCT
easat-7001	44	1	while	while	SCONJ
easat-7001	44	2	there	there	PRON
easat-7001	44	3	is	be	VERB
easat-7001	44	4	an	an	DET
easat-7001	44	5	increasing	increase	VERB
easat-7001	44	6	number	number	NOUN
easat-7001	44	7	of	of	ADP
easat-7001	44	8	papers	paper	NOUN
easat-7001	44	9	describing	describe	VERB
easat-7001	44	10	experiences	experience	NOUN
easat-7001	44	11	in	in	ADP
easat-7001	44	12	various	various	ADJ
easat-7001	44	13	setups	setup	NOUN
easat-7001	44	14	,	,	PUNCT
easat-7001	44	15	the	the	DET
easat-7001	44	16	optimization	optimization	NOUN
easat-7001	44	17	of	of	ADP
easat-7001	44	18	performance	performance	NOUN
easat-7001	44	19	in	in	ADP
easat-7001	44	20	dense	dense	ADJ
easat-7001	44	21	networks	network	NOUN
easat-7001	44	22	who	who	PRON
easat-7001	44	23	experience	experience	VERB
easat-7001	44	24	heterogeneous	heterogeneous	ADJ
easat-7001	44	25	traffic	traffic	NOUN
easat-7001	44	26	and	and	CCONJ
easat-7001	44	27	environmental	environmental	ADJ
easat-7001	44	28	aspects	aspect	NOUN
easat-7001	44	29	remains	remain	VERB
easat-7001	44	30	elusive	elusive	ADJ
easat-7001	44	31	.	.	PUNCT
easat-7001	45	1	to	to	PART
easat-7001	45	2	tackle	tackle	VERB
easat-7001	45	3	these	these	DET
easat-7001	45	4	issues	issue	NOUN
easat-7001	45	5	,	,	PUNCT
easat-7001	45	6	this	this	DET
easat-7001	45	7	paper	paper	NOUN
easat-7001	45	8	introduces	introduce	VERB
easat-7001	45	9	an	an	DET
easat-7001	45	10	advanced	advanced	ADJ
easat-7001	45	11	neural	neural	ADJ
easat-7001	45	12	network	network	NOUN
easat-7001	45	13	framework	framework	NOUN
easat-7001	45	14	that	that	PRON
easat-7001	45	15	incorporates	incorporate	VERB
easat-7001	45	16	traffic	traffic	NOUN
easat-7001	45	17	load	load	NOUN
easat-7001	45	18	management	management	NOUN
easat-7001	45	19	and	and	CCONJ
easat-7001	45	20	energy	energy	NOUN
easat-7001	45	21	efficiency	efficiency	NOUN
easat-7001	45	22	into	into	ADP
easat-7001	45	23	the	the	DET
easat-7001	45	24	resource	resource	NOUN
easat-7001	45	25	allocation	allocation	NOUN
easat-7001	45	26	process	process	NOUN
easat-7001	45	27	.	.	PUNCT
easat-7001	46	1	the	the	DET
easat-7001	46	2	application	application	NOUN
easat-7001	46	3	of	of	ADP
easat-7001	46	4	machine	machine	NOUN
easat-7001	46	5	learning	learn	VERB
easat-7001	46	6	to	to	PART
easat-7001	46	7	resource	resource	VERB
easat-7001	46	8	allocation	allocation	NOUN
easat-7001	46	9	in	in	ADP
easat-7001	46	10	wireless	wireless	ADJ
easat-7001	46	11	networks	network	NOUN
easat-7001	46	12	is	be	AUX
easat-7001	46	13	not	not	PART
easat-7001	46	14	a	a	DET
easat-7001	46	15	new	new	ADJ
easat-7001	46	16	one	one	NUM
easat-7001	46	17	.	.	PUNCT
easat-7001	47	1	however	however	ADV
easat-7001	47	2	,	,	PUNCT
easat-7001	47	3	the	the	DET
easat-7001	47	4	complexity	complexity	NOUN
easat-7001	47	5	of	of	ADP
easat-7001	47	6	modern	modern	ADJ
easat-7001	47	7	networks	network	NOUN
easat-7001	47	8	that	that	PRON
easat-7001	47	9	are	be	AUX
easat-7001	47	10	growing	grow	VERB
easat-7001	47	11	rapidly	rapidly	ADV
easat-7001	47	12	at	at	ADP
easat-7001	47	13	an	an	DET
easat-7001	47	14	accelerating	accelerate	VERB
easat-7001	47	15	rate	rate	NOUN
easat-7001	47	16	is	be	AUX
easat-7001	47	17	giving	give	VERB
easat-7001	47	18	rise	rise	NOUN
easat-7001	47	19	to	to	ADP
easat-7001	47	20	burgeoning	burgeon	VERB
easat-7001	47	21	areas	area	NOUN
easat-7001	47	22	of	of	ADP
easat-7001	47	23	inquiry	inquiry	NOUN
easat-7001	47	24	in	in	ADP
easat-7001	47	25	this	this	DET
easat-7001	47	26	regard	regard	NOUN
easat-7001	47	27	.	.	PUNCT
easat-7001	48	1	ai	ai	AUX
easat-7001	48	2	and	and	CCONJ
easat-7001	48	3	ml	ml	ADP
easat-7001	48	4	techniques	technique	NOUN
easat-7001	48	5	such	such	ADJ
easat-7001	48	6	as	as	ADP
easat-7001	48	7	neural	neural	ADJ
easat-7001	48	8	network	network	NOUN
easat-7001	48	9	have	have	AUX
easat-7001	48	10	brought	bring	VERB
easat-7001	48	11	a	a	DET
easat-7001	48	12	new	new	ADJ
easat-7001	48	13	trend	trend	NOUN
easat-7001	48	14	of	of	ADP
easat-7001	48	15	dynamic	dynamic	ADJ
easat-7001	48	16	management	management	NOUN
easat-7001	48	17	of	of	ADP
easat-7001	48	18	network	network	NOUN
easat-7001	48	19	resources	resource	NOUN
easat-7001	48	20	.	.	PUNCT
easat-7001	49	1	in	in	ADP
easat-7001	49	2	ahmed	ahmed	PROPN
easat-7001	49	3	,	,	PUNCT
easat-7001	49	4	et	et	PROPN
easat-7001	49	5	al	al	PROPN
easat-7001	49	6	.	.	PUNCT
easat-7001	50	1	[	[	X
easat-7001	50	2	5	5	NUM
easat-7001	50	3	]	]	PUNCT
easat-7001	50	4	authors	author	NOUN
easat-7001	50	5	optimized	optimize	VERB
easat-7001	50	6	spectrum	spectrum	NOUN
easat-7001	50	7	sharing	sharing	NOUN
easat-7001	50	8	in	in	ADP
easat-7001	50	9	cognitive	cognitive	ADJ
easat-7001	50	10	radio	radio	NOUN
easat-7001	50	11	networks	network	NOUN
easat-7001	50	12	via	via	ADP
easat-7001	50	13	deep	deep	ADJ
easat-7001	50	14	neural	neural	ADJ
easat-7001	50	15	networks	network	NOUN
easat-7001	50	16	.	.	PUNCT
easat-7001	51	1	to	to	PART
easat-7001	51	2	optimize	optimize	VERB
easat-7001	51	3	the	the	DET
easat-7001	51	4	system	system	NOUN
easat-7001	51	5	performance	performance	NOUN
easat-7001	51	6	for	for	ADP
easat-7001	51	7	enhanced	enhanced	ADJ
easat-7001	51	8	throughput	throughput	NOUN
easat-7001	51	9	and	and	CCONJ
easat-7001	51	10	throughput	throughput	NOUN
easat-7001	51	11	interference	interference	NOUN
easat-7001	51	12	management	management	NOUN
easat-7001	51	13	,	,	PUNCT
easat-7001	51	14	they	they	PRON
easat-7001	51	15	used	use	VERB
easat-7001	51	16	dnns	dnn	NOUN
easat-7001	51	17	to	to	PART
easat-7001	51	18	predict	predict	VERB
easat-7001	51	19	available	available	ADJ
easat-7001	51	20	channels	channel	NOUN
easat-7001	51	21	given	give	VERB
easat-7001	51	22	user	user	NOUN
easat-7001	51	23	demand	demand	NOUN
easat-7001	51	24	and	and	CCONJ
easat-7001	51	25	environment	environment	NOUN
easat-7001	51	26	state	state	NOUN
easat-7001	52	1	[	[	X
easat-7001	52	2	6	6	NUM
easat-7001	52	3	]	]	PUNCT
easat-7001	52	4	.	.	PUNCT
easat-7001	53	1	a	a	DET
easat-7001	53	2	deep	deep	ADJ
easat-7001	53	3	reinforcement	reinforcement	NOUN
easat-7001	53	4	learning	learning	NOUN
easat-7001	53	5	(	(	PUNCT
easat-7001	53	6	drl	drl	PROPN
easat-7001	53	7	)	)	PUNCT
easat-7001	53	8	approach	approach	NOUN
easat-7001	53	9	to	to	ADP
easat-7001	53	10	dynamic	dynamic	ADJ
easat-7001	53	11	resource	resource	NOUN
easat-7001	53	12	allocation	allocation	NOUN
easat-7001	53	13	in	in	ADP
easat-7001	53	14	5	5	NUM
easat-7001	53	15	g	g	NOUN
easat-7001	53	16	networks	network	NOUN
easat-7001	53	17	towards	towards	ADP
easat-7001	53	18	energy	energy	NOUN
easat-7001	53	19	consumption	consumption	NOUN
easat-7001	53	20	and	and	CCONJ
easat-7001	53	21	throughput	throughput	NOUN
easat-7001	53	22	maximization	maximization	NOUN
easat-7001	53	23	.	.	PUNCT
easat-7001	54	1	energy	energy	NOUN
easat-7001	54	2	consumption	consumption	NOUN
easat-7001	54	3	optimization	optimization	NOUN
easat-7001	54	4	is	be	AUX
easat-7001	54	5	the	the	DET
easat-7001	54	6	one	one	NUM
easat-7001	54	7	of	of	ADP
easat-7001	54	8	the	the	DET
easat-7001	54	9	biggest	big	ADJ
easat-7001	54	10	challenges	challenge	NOUN
easat-7001	54	11	in	in	ADP
easat-7001	54	12	ultra	ultra	ADJ
easat-7001	54	13	dense	dense	ADJ
easat-7001	54	14	wireless	wireless	ADJ
easat-7001	54	15	networks	network	NOUN
easat-7001	54	16	[	[	X
easat-7001	54	17	7	7	NUM
easat-7001	54	18	]	]	PUNCT
easat-7001	54	19	.	.	PUNCT
easat-7001	55	1	used	use	VERB
easat-7001	55	2	dl	dl	PROPN
easat-7001	55	3	models	model	NOUN
easat-7001	55	4	to	to	PART
easat-7001	55	5	forecast	forecast	VERB
easat-7001	55	6	energy	energy	NOUN
easat-7001	55	7	usage	usage	NOUN
easat-7001	55	8	trends	trend	NOUN
easat-7001	55	9	along	along	ADP
easat-7001	55	10	with	with	ADP
easat-7001	55	11	the	the	DET
easat-7001	55	12	energy	energy	NOUN
easat-7001	55	13	-	-	PUNCT
easat-7001	55	14	preserving	preserve	VERB
easat-7001	55	15	scheduling	scheduling	NOUN
easat-7001	55	16	protocols	protocol	NOUN
easat-7001	55	17	of	of	ADP
easat-7001	55	18	5	5	NUM
easat-7001	55	19	g	g	NOUN
easat-7001	55	20	mobile	mobile	ADJ
easat-7001	55	21	networks	network	NOUN
easat-7001	55	22	.	.	PUNCT
easat-7001	56	1	because	because	SCONJ
easat-7001	56	2	their	their	PRON
easat-7001	56	3	model	model	NOUN
easat-7001	56	4	focuses	focus	VERB
easat-7001	56	5	on	on	ADP
easat-7001	56	6	the	the	DET
easat-7001	56	7	balance	balance	NOUN
easat-7001	56	8	of	of	ADP
easat-7001	56	9	throughput	throughput	NOUN
easat-7001	56	10	and	and	CCONJ
easat-7001	56	11	energy	energy	NOUN
easat-7001	56	12	efficiency	efficiency	NOUN
easat-7001	56	13	to	to	PART
easat-7001	56	14	provide	provide	VERB
easat-7001	56	15	optimal	optimal	ADJ
easat-7001	56	16	energy	energy	NOUN
easat-7001	56	17	usage	usage	NOUN
easat-7001	56	18	while	while	SCONJ
easat-7001	56	19	fulfilling	fulfil	VERB
easat-7001	56	20	performance	performance	NOUN
easat-7001	56	21	requirements	requirement	NOUN
easat-7001	56	22	.	.	PUNCT
easat-7001	57	1	recent	recent	ADJ
easat-7001	57	2	works	work	NOUN
easat-7001	57	3	also	also	ADV
easat-7001	57	4	study	study	VERB
easat-7001	57	5	the	the	DET
easat-7001	57	6	use	use	NOUN
easat-7001	57	7	of	of	ADP
easat-7001	57	8	742	742	NUM
easat-7001	57	9	edelweiss	edelweiss	PROPN
easat-7001	57	10	applied	apply	VERB
easat-7001	57	11	science	science	NOUN
easat-7001	57	12	and	and	CCONJ
easat-7001	57	13	technology	technology	NOUN
easat-7001	57	14	issn	issn	PROPN
easat-7001	57	15	:	:	PUNCT
easat-7001	57	16	2576	2576	NUM
easat-7001	57	17	-	-	SYM
easat-7001	57	18	8484	8484	NUM
easat-7001	57	19	vol	vol	NOUN
easat-7001	57	20	.	.	PROPN
easat-7001	58	1	9	9	NUM
easat-7001	58	2	,	,	PUNCT
easat-7001	58	3	no	no	INTJ
easat-7001	58	4	.	.	NOUN
easat-7001	58	5	5	5	NUM
easat-7001	58	6	:	:	PUNCT
easat-7001	58	7	740	740	NUM
easat-7001	58	8	-	-	SYM
easat-7001	58	9	756	756	NUM
easat-7001	58	10	,	,	PUNCT
easat-7001	58	11	2025	2025	NUM
easat-7001	58	12	doi	doi	NOUN
easat-7001	58	13	:	:	PUNCT
easat-7001	58	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	58	15	©	©	PROPN
easat-7001	58	16	2025	2025	NUM
easat-7001	58	17	by	by	ADP
easat-7001	58	18	the	the	DET
easat-7001	58	19	author	author	NOUN
easat-7001	58	20	;	;	PUNCT
easat-7001	58	21	licensee	licensee	PROPN
easat-7001	58	22	learning	learn	VERB
easat-7001	58	23	gate	gate	NOUN
easat-7001	58	24	multi	multi	ADJ
easat-7001	58	25	-	-	ADJ
easat-7001	58	26	agent	agent	ADJ
easat-7001	58	27	reinforcement	reinforcement	NOUN
easat-7001	58	28	learning	learning	NOUN
easat-7001	58	29	(	(	PUNCT
easat-7001	58	30	marl	marl	NOUN
easat-7001	58	31	)	)	PUNCT
easat-7001	58	32	for	for	ADP
easat-7001	58	33	distributed	distribute	VERB
easat-7001	58	34	resource	resource	NOUN
easat-7001	58	35	allocation	allocation	NOUN
easat-7001	58	36	in	in	ADP
easat-7001	58	37	networks	network	NOUN
easat-7001	58	38	[	[	X
easat-7001	58	39	8	8	NUM
easat-7001	58	40	]	]	PUNCT
easat-7001	58	41	.	.	PUNCT
easat-7001	59	1	introduced	introduce	VERB
easat-7001	59	2	a	a	DET
easat-7001	59	3	marl	marl	NOUN
easat-7001	59	4	approach	approach	NOUN
easat-7001	59	5	for	for	ADP
easat-7001	59	6	load	load	NOUN
easat-7001	59	7	balancing	balance	VERB
easat-7001	59	8	in	in	ADP
easat-7001	59	9	ultra	ultra	ADJ
easat-7001	59	10	dense	dense	ADJ
easat-7001	59	11	networks	network	NOUN
easat-7001	59	12	in	in	ADP
easat-7001	59	13	which	which	PRON
easat-7001	59	14	multiple	multiple	ADJ
easat-7001	59	15	agents	agent	NOUN
easat-7001	59	16	interacted	interact	VERB
easat-7001	59	17	with	with	ADP
easat-7001	59	18	the	the	DET
easat-7001	59	19	network	network	NOUN
easat-7001	59	20	for	for	ADP
easat-7001	59	21	resource	resource	NOUN
easat-7001	59	22	allocation	allocation	NOUN
easat-7001	59	23	.	.	PUNCT
easat-7001	60	1	compared	compare	VERB
easat-7001	60	2	to	to	ADP
easat-7001	60	3	the	the	DET
easat-7001	60	4	standard	standard	ADJ
easat-7001	60	5	algorithms	algorithm	NOUN
easat-7001	60	6	,	,	PUNCT
easat-7001	60	7	their	their	PRON
easat-7001	60	8	model	model	NOUN
easat-7001	60	9	exhibited	exhibit	VERB
easat-7001	60	10	much	much	ADV
easat-7001	60	11	better	well	ADJ
easat-7001	60	12	fairness	fairness	NOUN
easat-7001	60	13	with	with	ADP
easat-7001	60	14	respect	respect	NOUN
easat-7001	60	15	to	to	PART
easat-7001	60	16	load	load	VERB
easat-7001	60	17	distribution	distribution	NOUN
easat-7001	60	18	.	.	PUNCT
easat-7001	61	1	they	they	PRON
easat-7001	61	2	complemented	complement	VERB
easat-7001	61	3	deep	deep	ADJ
easat-7001	61	4	q	q	NOUN
easat-7001	61	5	-	-	PUNCT
easat-7001	61	6	networks	network	NOUN
easat-7001	61	7	(	(	PUNCT
easat-7001	61	8	dqns	dqns	PROPN
easat-7001	61	9	)	)	PUNCT
easat-7001	61	10	with	with	ADP
easat-7001	61	11	traditional	traditional	ADJ
easat-7001	61	12	optimization	optimization	NOUN
easat-7001	61	13	algorithms	algorithm	NOUN
easat-7001	61	14	to	to	PART
easat-7001	61	15	enhance	enhance	VERB
easat-7001	61	16	user	user	NOUN
easat-7001	61	17	scheduling	scheduling	NOUN
easat-7001	61	18	and	and	CCONJ
easat-7001	61	19	channel	channel	NOUN
easat-7001	61	20	allocation	allocation	NOUN
easat-7001	61	21	in	in	ADP
easat-7001	61	22	heterogeneous	heterogeneous	ADJ
easat-7001	61	23	networks	network	NOUN
easat-7001	61	24	in	in	ADP
easat-7001	61	25	yu	yu	PROPN
easat-7001	61	26	,	,	PUNCT
easat-7001	61	27	et	et	PROPN
easat-7001	61	28	al	al	PROPN
easat-7001	61	29	.	.	PUNCT
easat-7001	62	1	[	[	X
easat-7001	62	2	9	9	NUM
easat-7001	62	3	]	]	PUNCT
easat-7001	62	4	.	.	PUNCT
easat-7001	63	1	this	this	DET
easat-7001	63	2	hybrid	hybrid	ADJ
easat-7001	63	3	approach	approach	NOUN
easat-7001	63	4	could	could	AUX
easat-7001	63	5	adapt	adapt	VERB
easat-7001	63	6	(	(	PUNCT
easat-7001	63	7	to	to	ADP
easat-7001	63	8	the	the	DET
easat-7001	63	9	dilution	dilution	NOUN
easat-7001	63	10	)	)	PUNCT
easat-7001	63	11	to	to	ADP
easat-7001	63	12	the	the	DET
easat-7001	63	13	different	different	ADJ
easat-7001	63	14	network	network	NOUN
easat-7001	63	15	conditions	condition	NOUN
easat-7001	63	16	and	and	CCONJ
easat-7001	63	17	provide	provide	VERB
easat-7001	63	18	higher	high	ADJ
easat-7001	63	19	efficiency	efficiency	NOUN
easat-7001	63	20	in	in	ADP
easat-7001	63	21	that	that	DET
easat-7001	63	22	measure	measure	NOUN
easat-7001	63	23	by	by	ADP
easat-7001	63	24	reaching	reach	VERB
easat-7001	63	25	higher	high	ADJ
easat-7001	63	26	throughput	throughput	NOUN
easat-7001	63	27	but	but	CCONJ
easat-7001	63	28	also	also	ADV
easat-7001	63	29	consuming	consume	VERB
easat-7001	63	30	less	less	ADJ
easat-7001	63	31	energy	energy	NOUN
easat-7001	63	32	,	,	PUNCT
easat-7001	63	33	compared	compare	VERB
easat-7001	63	34	to	to	ADP
easat-7001	63	35	traditional	traditional	ADJ
easat-7001	63	36	algorithms	algorithm	NOUN
easat-7001	63	37	[	[	X
easat-7001	63	38	10	10	NUM
easat-7001	63	39	]	]	PUNCT
easat-7001	63	40	.	.	PUNCT
easat-7001	64	1	-based	-base	VERB
easat-7001	64	2	on	on	ADP
easat-7001	64	3	neural	neural	ADJ
easat-7001	64	4	network	network	NOUN
easat-7001	64	5	resource	resource	NOUN
easat-7001	64	6	allocation	allocation	NOUN
easat-7001	64	7	in	in	ADP
easat-7001	64	8	iot	iot	PROPN
easat-7001	64	9	networks	network	NOUN
easat-7001	64	10	.	.	PUNCT
easat-7001	65	1	it	it	PRON
easat-7001	65	2	’s	’	VERB
easat-7001	65	3	supervised	supervise	VERB
easat-7001	65	4	learning	learning	NOUN
easat-7001	65	5	and	and	CCONJ
easat-7001	65	6	unsupervised	unsupervised	ADJ
easat-7001	65	7	learning	learning	NOUN
easat-7001	65	8	model	model	NOUN
easat-7001	65	9	concept	concept	NOUN
easat-7001	65	10	was	be	AUX
easat-7001	65	11	used	use	VERB
easat-7001	65	12	to	to	PART
easat-7001	65	13	combine	combine	VERB
easat-7001	65	14	their	their	PRON
easat-7001	65	15	efforts	effort	NOUN
easat-7001	65	16	to	to	PART
easat-7001	65	17	optimize	optimize	VERB
easat-7001	65	18	bandwidth	bandwidth	ADJ
easat-7001	65	19	allocation	allocation	NOUN
easat-7001	65	20	while	while	SCONJ
easat-7001	65	21	minimizing	minimize	VERB
easat-7001	65	22	interference	interference	NOUN
easat-7001	65	23	.	.	PUNCT
easat-7001	66	1	despite	despite	SCONJ
easat-7001	66	2	similar	similar	ADJ
easat-7001	66	3	tendency	tendency	NOUN
easat-7001	66	4	on	on	ADP
easat-7001	66	5	reference	reference	NOUN
easat-7001	66	6	[	[	X
easat-7001	66	7	11	11	NUM
easat-7001	66	8	]	]	PUNCT
easat-7001	66	9	that	that	SCONJ
easat-7001	66	10	using	use	VERB
easat-7001	66	11	support	support	NOUN
easat-7001	66	12	vector	vector	NOUN
easat-7001	66	13	machines	machine	NOUN
easat-7001	66	14	(	(	PUNCT
easat-7001	66	15	svms	svms	NOUN
easat-7001	66	16	)	)	PUNCT
easat-7001	66	17	to	to	PART
easat-7001	66	18	optimize	optimize	VERB
easat-7001	66	19	interference	interference	NOUN
easat-7001	66	20	management	management	NOUN
easat-7001	66	21	in	in	ADP
easat-7001	66	22	5	5	NUM
easat-7001	66	23	g	g	NOUN
easat-7001	66	24	networks	network	NOUN
easat-7001	66	25	.	.	PUNCT
easat-7001	67	1	this	this	DET
easat-7001	67	2	growing	grow	VERB
easat-7001	67	3	body	body	NOUN
easat-7001	67	4	of	of	ADP
easat-7001	67	5	work	work	NOUN
easat-7001	67	6	showcases	showcase	VERB
easat-7001	67	7	the	the	DET
easat-7001	67	8	canny	canny	ADJ
easat-7001	67	9	use	use	NOUN
easat-7001	67	10	of	of	ADP
easat-7001	67	11	machine	machine	NOUN
easat-7001	67	12	learning	learning	NOUN
easat-7001	67	13	,	,	PUNCT
easat-7001	67	14	and	and	CCONJ
easat-7001	67	15	neural	neural	ADJ
easat-7001	67	16	networks	network	NOUN
easat-7001	67	17	in	in	ADP
easat-7001	67	18	particular	particular	ADJ
easat-7001	67	19	,	,	PUNCT
easat-7001	67	20	to	to	PART
easat-7001	67	21	effectively	effectively	ADV
easat-7001	67	22	reallocate	reallocate	VERB
easat-7001	67	23	resources	resource	NOUN
easat-7001	67	24	in	in	ADP
easat-7001	67	25	contemporary	contemporary	ADJ
easat-7001	67	26	wireless	wireless	ADJ
easat-7001	67	27	communication	communication	NOUN
easat-7001	67	28	networks	network	NOUN
easat-7001	67	29	.	.	PUNCT
easat-7001	68	1	while	while	SCONJ
easat-7001	68	2	research	research	NOUN
easat-7001	68	3	focusing	focus	VERB
easat-7001	68	4	on	on	ADP
easat-7001	68	5	spectrum	spectrum	NOUN
easat-7001	68	6	allocation	allocation	NOUN
easat-7001	68	7	,	,	PUNCT
easat-7001	68	8	throughput	throughput	NOUN
easat-7001	68	9	optimization	optimization	NOUN
easat-7001	68	10	,	,	PUNCT
easat-7001	68	11	or	or	CCONJ
easat-7001	68	12	energy	energy	NOUN
easat-7001	68	13	efficiency	efficiency	NOUN
easat-7001	68	14	is	be	AUX
easat-7001	68	15	common	common	ADJ
easat-7001	68	16	,	,	PUNCT
easat-7001	68	17	a	a	DET
easat-7001	68	18	comprehensive	comprehensive	ADJ
easat-7001	68	19	solution	solution	NOUN
easat-7001	68	20	considering	consider	VERB
easat-7001	68	21	the	the	DET
easat-7001	68	22	balance	balance	NOUN
easat-7001	68	23	between	between	ADP
easat-7001	68	24	traffic	traffic	NOUN
easat-7001	68	25	handling	handling	NOUN
easat-7001	68	26	and	and	CCONJ
easat-7001	68	27	the	the	DET
easat-7001	68	28	optimization	optimization	NOUN
easat-7001	68	29	of	of	ADP
easat-7001	68	30	user	user	NOUN
easat-7001	68	31	and	and	CCONJ
easat-7001	68	32	energy	energy	NOUN
easat-7001	68	33	efficiency	efficiency	NOUN
easat-7001	68	34	is	be	AUX
easat-7001	68	35	rarely	rarely	ADV
easat-7001	68	36	available	available	ADJ
easat-7001	68	37	[	[	X
easat-7001	68	38	12	12	NUM
easat-7001	68	39	-	-	SYM
easat-7001	68	40	14	14	NUM
easat-7001	68	41	]	]	PUNCT
easat-7001	68	42	.	.	PUNCT
easat-7001	69	1	this	this	DET
easat-7001	69	2	contribution	contribution	NOUN
easat-7001	69	3	generalizes	generalize	VERB
easat-7001	69	4	the	the	DET
easat-7001	69	5	previous	previous	ADJ
easat-7001	69	6	work	work	NOUN
easat-7001	69	7	by	by	ADP
easat-7001	69	8	developing	develop	VERB
easat-7001	69	9	a	a	DET
easat-7001	69	10	common	common	ADJ
easat-7001	69	11	framework	framework	NOUN
easat-7001	69	12	encapsulating	encapsulate	VERB
easat-7001	69	13	all	all	DET
easat-7001	69	14	these	these	DET
easat-7001	69	15	aspects	aspect	NOUN
easat-7001	69	16	,	,	PUNCT
easat-7001	69	17	providing	provide	VERB
easat-7001	69	18	a	a	DET
easat-7001	69	19	cohesive	cohesive	ADJ
easat-7001	69	20	solution	solution	NOUN
easat-7001	69	21	to	to	ADP
easat-7001	69	22	collision	collision	NOUN
easat-7001	69	23	-	-	PUNCT
easat-7001	69	24	free	free	ADJ
easat-7001	69	25	,	,	PUNCT
easat-7001	69	26	dense	dense	ADJ
easat-7001	69	27	,	,	PUNCT
easat-7001	69	28	next	next	ADJ
easat-7001	69	29	-	-	PUNCT
easat-7001	69	30	generation	generation	NOUN
easat-7001	69	31	wireless	wireless	NOUN
easat-7001	69	32	networks	network	NOUN
easat-7001	69	33	.	.	PUNCT
easat-7001	70	1	3	3	X
easat-7001	70	2	.	.	NUM
easat-7001	70	3	proposed	propose	VERB
easat-7001	70	4	system	system	NOUN
easat-7001	70	5	model	model	NOUN
easat-7001	70	6	this	this	DET
easat-7001	70	7	resource	resource	NOUN
easat-7001	70	8	allocation	allocation	NOUN
easat-7001	70	9	problem	problem	NOUN
easat-7001	70	10	is	be	AUX
easat-7001	70	11	addressed	address	VERB
easat-7001	70	12	by	by	ADP
easat-7001	70	13	the	the	DET
easat-7001	70	14	proposed	propose	VERB
easat-7001	70	15	system	system	NOUN
easat-7001	70	16	model	model	NOUN
easat-7001	70	17	below	below	ADV
easat-7001	70	18	,	,	PUNCT
easat-7001	70	19	which	which	PRON
easat-7001	70	20	is	be	AUX
easat-7001	70	21	based	base	VERB
easat-7001	70	22	on	on	ADP
easat-7001	70	23	a	a	DET
easat-7001	70	24	neural	neural	ADJ
easat-7001	70	25	network	network	NOUN
easat-7001	70	26	framework	framework	NOUN
easat-7001	70	27	for	for	ADP
easat-7001	70	28	dense	dense	ADJ
easat-7001	70	29	wireless	wireless	ADJ
easat-7001	70	30	networks	network	NOUN
easat-7001	70	31	.	.	PUNCT
easat-7001	71	1	the	the	DET
easat-7001	71	2	elements	element	NOUN
easat-7001	71	3	described	describe	VERB
easat-7001	71	4	in	in	ADP
easat-7001	71	5	this	this	DET
easat-7001	71	6	section	section	NOUN
easat-7001	71	7	are	be	AUX
easat-7001	71	8	responsible	responsible	ADJ
easat-7001	71	9	for	for	ADP
easat-7001	71	10	traffic	traffic	NOUN
easat-7001	71	11	load	load	NOUN
easat-7001	71	12	generation	generation	NOUN
easat-7001	71	13	,	,	PUNCT
easat-7001	71	14	resource	resource	NOUN
easat-7001	71	15	allocation	allocation	NOUN
easat-7001	71	16	(	(	PUNCT
easat-7001	71	17	a	a	DET
easat-7001	71	18	neural	neural	ADJ
easat-7001	71	19	network	network	NOUN
easat-7001	71	20	)	)	PUNCT
easat-7001	71	21	,	,	PUNCT
easat-7001	71	22	collision	collision	NOUN
easat-7001	71	23	detection	detection	NOUN
easat-7001	71	24	and	and	CCONJ
easat-7001	71	25	energy	energy	NOUN
easat-7001	71	26	consumption	consumption	NOUN
easat-7001	71	27	optimization	optimization	NOUN
easat-7001	71	28	to	to	PART
easat-7001	71	29	increase	increase	VERB
easat-7001	71	30	network	network	NOUN
easat-7001	71	31	performance	performance	NOUN
easat-7001	71	32	.	.	PUNCT
easat-7001	72	1	the	the	DET
easat-7001	72	2	real	real	ADJ
easat-7001	72	3	-	-	PUNCT
easat-7001	72	4	time	time	NOUN
easat-7001	72	5	nature	nature	NOUN
easat-7001	72	6	of	of	ADP
easat-7001	72	7	the	the	DET
easat-7001	72	8	model	model	NOUN
easat-7001	72	9	makes	make	VERB
easat-7001	72	10	it	it	PRON
easat-7001	72	11	capable	capable	ADJ
easat-7001	72	12	of	of	ADP
easat-7001	72	13	adapting	adapt	VERB
easat-7001	72	14	quickly	quickly	ADV
easat-7001	72	15	to	to	ADP
easat-7001	72	16	changing	change	VERB
easat-7001	72	17	network	network	NOUN
easat-7001	72	18	conditions	condition	NOUN
easat-7001	72	19	,	,	PUNCT
easat-7001	72	20	thus	thus	ADV
easat-7001	72	21	ultimately	ultimately	ADV
easat-7001	72	22	leading	lead	VERB
easat-7001	72	23	to	to	ADP
easat-7001	72	24	a	a	DET
easat-7001	72	25	better	well	ADJ
easat-7001	72	26	experience	experience	NOUN
easat-7001	72	27	for	for	ADP
easat-7001	72	28	the	the	DET
easat-7001	72	29	user	user	NOUN
easat-7001	72	30	and	and	CCONJ
easat-7001	72	31	more	more	ADV
easat-7001	72	32	efficient	efficient	ADJ
easat-7001	72	33	utilization	utilization	NOUN
easat-7001	72	34	of	of	ADP
easat-7001	72	35	network	network	NOUN
easat-7001	72	36	resources	resource	NOUN
easat-7001	72	37	.	.	PUNCT
easat-7001	73	1	the	the	DET
easat-7001	73	2	system	system	NOUN
easat-7001	73	3	model	model	NOUN
easat-7001	73	4	consists	consist	VERB
easat-7001	73	5	of	of	ADP
easat-7001	73	6	the	the	DET
easat-7001	73	7	following	follow	VERB
easat-7001	73	8	critical	critical	ADJ
easat-7001	73	9	components	component	NOUN
easat-7001	73	10	,	,	PUNCT
easat-7001	73	11	which	which	PRON
easat-7001	73	12	in	in	ADP
easat-7001	73	13	turn	turn	NOUN
easat-7001	73	14	ensure	ensure	VERB
easat-7001	73	15	that	that	SCONJ
easat-7001	73	16	users	user	NOUN
easat-7001	73	17	are	be	AUX
easat-7001	73	18	appropriately	appropriately	ADV
easat-7001	73	19	allocated	allocate	VERB
easat-7001	73	20	resources	resource	NOUN
easat-7001	73	21	,	,	PUNCT
easat-7001	73	22	collision	collision	NOUN
easat-7001	73	23	is	be	AUX
easat-7001	73	24	minimized	minimize	VERB
easat-7001	73	25	,	,	PUNCT
easat-7001	73	26	and	and	CCONJ
easat-7001	73	27	energy	energy	NOUN
easat-7001	73	28	consumption	consumption	NOUN
easat-7001	73	29	is	be	AUX
easat-7001	73	30	optimized	optimize	VERB
easat-7001	73	31	.	.	PUNCT
easat-7001	74	1	traffic	traffic	NOUN
easat-7001	74	2	load	load	NOUN
easat-7001	74	3	generation	generation	NOUN
easat-7001	74	4	,	,	PUNCT
easat-7001	74	5	resource	resource	NOUN
easat-7001	74	6	allocation	allocation	NOUN
easat-7001	74	7	using	use	VERB
easat-7001	74	8	neural	neural	ADJ
easat-7001	74	9	network	network	NOUN
easat-7001	74	10	,	,	PUNCT
easat-7001	74	11	channel	channel	NOUN
easat-7001	74	12	allocation	allocation	NOUN
easat-7001	74	13	process	process	NOUN
easat-7001	74	14	,	,	PUNCT
easat-7001	74	15	collision	collision	NOUN
easat-7001	74	16	detection	detection	NOUN
easat-7001	74	17	,	,	PUNCT
easat-7001	74	18	energy	energy	NOUN
easat-7001	74	19	consumption	consumption	NOUN
easat-7001	74	20	calculation	calculation	NOUN
easat-7001	74	21	,	,	PUNCT
easat-7001	74	22	efficiency	efficiency	NOUN
easat-7001	74	23	metrics	metric	NOUN
easat-7001	74	24	.	.	PUNCT
easat-7001	75	1	table	table	NOUN
easat-7001	75	2	1	1	NUM
easat-7001	75	3	parameters	parameter	NOUN
easat-7001	75	4	values	value	NOUN
easat-7001	75	5	.	.	PUNCT
easat-7001	76	1	the	the	DET
easat-7001	76	2	following	follow	VERB
easat-7001	76	3	is	be	AUX
easat-7001	76	4	the	the	DET
easat-7001	76	5	block	block	NOUN
easat-7001	76	6	diagram	diagram	NOUN
easat-7001	76	7	of	of	ADP
easat-7001	76	8	the	the	DET
easat-7001	76	9	system	system	NOUN
easat-7001	76	10	model	model	NOUN
easat-7001	76	11	proposed	propose	VERB
easat-7001	76	12	:	:	PUNCT
easat-7001	76	13	figure	figure	NOUN
easat-7001	76	14	1	1	NUM
easat-7001	76	15	.	.	PUNCT
easat-7001	77	1	below	below	ADV
easat-7001	77	2	is	be	AUX
easat-7001	77	3	the	the	DET
easat-7001	77	4	block	block	NOUN
easat-7001	77	5	diagram	diagram	NOUN
easat-7001	77	6	for	for	ADP
easat-7001	77	7	the	the	DET
easat-7001	77	8	proposed	propose	VERB
easat-7001	77	9	system	system	NOUN
easat-7001	77	10	model	model	NOUN
easat-7001	77	11	.	.	PUNCT
easat-7001	78	1	743	743	NUM
easat-7001	78	2	edelweiss	edelweiss	PROPN
easat-7001	78	3	applied	apply	VERB
easat-7001	78	4	science	science	NOUN
easat-7001	78	5	and	and	CCONJ
easat-7001	78	6	technology	technology	NOUN
easat-7001	78	7	issn	issn	PROPN
easat-7001	78	8	:	:	PUNCT
easat-7001	78	9	2576	2576	NUM
easat-7001	78	10	-	-	SYM
easat-7001	78	11	8484	8484	NUM
easat-7001	78	12	vol	vol	NOUN
easat-7001	78	13	.	.	PROPN
easat-7001	79	1	9	9	NUM
easat-7001	79	2	,	,	PUNCT
easat-7001	79	3	no	no	INTJ
easat-7001	79	4	.	.	NOUN
easat-7001	79	5	5	5	NUM
easat-7001	79	6	:	:	PUNCT
easat-7001	79	7	740	740	NUM
easat-7001	79	8	-	-	SYM
easat-7001	79	9	756	756	NUM
easat-7001	79	10	,	,	PUNCT
easat-7001	79	11	2025	2025	NUM
easat-7001	79	12	doi	doi	NOUN
easat-7001	79	13	:	:	PUNCT
easat-7001	79	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	79	15	©	©	PROPN
easat-7001	79	16	2025	2025	NUM
easat-7001	79	17	by	by	ADP
easat-7001	79	18	the	the	DET
easat-7001	79	19	author	author	NOUN
easat-7001	79	20	;	;	PUNCT
easat-7001	79	21	licensee	licensee	PROPN
easat-7001	79	22	learning	learn	VERB
easat-7001	79	23	gate	gate	NOUN
easat-7001	79	24	table	table	NOUN
easat-7001	79	25	1	1	NUM
easat-7001	79	26	.	.	PUNCT
easat-7001	80	1	parameters	parameter	NOUN
easat-7001	80	2	values	value	NOUN
easat-7001	80	3	.	.	PUNCT
easat-7001	81	1	parameters	parameter	NOUN
easat-7001	81	2	values	value	NOUN
easat-7001	81	3	number	number	NOUN
easat-7001	81	4	of	of	ADP
easat-7001	81	5	users	user	NOUN
easat-7001	81	6	100	100	NUM
easat-7001	81	7	number	number	NOUN
easat-7001	81	8	of	of	ADP
easat-7001	81	9	channels	channel	NOUN
easat-7001	81	10	20	20	NUM
easat-7001	81	11	maximum	maximum	ADJ
easat-7001	81	12	bandwidth	bandwidth	NOUN
easat-7001	81	13	per	per	ADP
easat-7001	81	14	channel	channel	NOUN
easat-7001	81	15	10	10	NUM
easat-7001	81	16	mbps	mbps	NOUN
easat-7001	81	17	energy	energy	NOUN
easat-7001	81	18	consumption	consumption	NOUN
easat-7001	81	19	factor	factor	NOUN
easat-7001	81	20	0.5	0.5	NUM
easat-7001	81	21	joules	joule	NOUN
easat-7001	81	22	per	per	ADP
easat-7001	81	23	mbps	mbps	NOUN
easat-7001	81	24	number	number	NOUN
easat-7001	81	25	of	of	ADP
easat-7001	81	26	hidden	hidden	ADJ
easat-7001	81	27	layers	layer	NOUN
easat-7001	81	28	1	1	NUM
easat-7001	81	29	neurons	neuron	NOUN
easat-7001	81	30	per	per	ADP
easat-7001	81	31	hidden	hide	VERB
easat-7001	81	32	layer	layer	NOUN
easat-7001	81	33	10	10	NUM
easat-7001	81	34	activation	activation	NOUN
easat-7001	81	35	function	function	NOUN
easat-7001	81	36	sigmoid	sigmoid	NOUN
easat-7001	81	37	3.1	3.1	NUM
easat-7001	81	38	.	.	PUNCT
easat-7001	82	1	explanation	explanation	NOUN
easat-7001	82	2	of	of	ADP
easat-7001	82	3	each	each	DET
easat-7001	82	4	block	block	NOUN
easat-7001	82	5	•	•	NOUN
easat-7001	82	6	traffic	traffic	NOUN
easat-7001	82	7	load	load	NOUN
easat-7001	82	8	generation	generation	NOUN
easat-7001	82	9	:	:	PUNCT
easat-7001	82	10	it	it	PRON
easat-7001	82	11	randomly	randomly	ADV
easat-7001	82	12	allocates	allocate	VERB
easat-7001	82	13	traffic	traffic	NOUN
easat-7001	82	14	loads	load	NOUN
easat-7001	82	15	(	(	PUNCT
easat-7001	82	16	demand	demand	NOUN
easat-7001	82	17	)	)	PUNCT
easat-7001	82	18	of	of	ADP
easat-7001	82	19	users	user	NOUN
easat-7001	82	20	within	within	ADP
easat-7001	82	21	ranges	range	NOUN
easat-7001	82	22	to	to	PART
easat-7001	82	23	simulate	simulate	VERB
easat-7001	82	24	user	user	NOUN
easat-7001	82	25	traffic	traffic	NOUN
easat-7001	82	26	.	.	PUNCT
easat-7001	83	1	because	because	SCONJ
easat-7001	83	2	the	the	DET
easat-7001	83	3	traffic	traffic	NOUN
easat-7001	83	4	is	be	AUX
easat-7001	83	5	random	random	ADJ
easat-7001	83	6	,	,	PUNCT
easat-7001	83	7	the	the	DET
easat-7001	83	8	system	system	NOUN
easat-7001	83	9	can	can	AUX
easat-7001	83	10	handle	handle	VERB
easat-7001	83	11	a	a	DET
easat-7001	83	12	variety	variety	NOUN
easat-7001	83	13	of	of	ADP
easat-7001	83	14	real	real	ADJ
easat-7001	83	15	-	-	PUNCT
easat-7001	83	16	world	world	NOUN
easat-7001	83	17	usage	usage	NOUN
easat-7001	83	18	rates	rate	NOUN
easat-7001	83	19	,	,	PUNCT
easat-7001	83	20	and	and	CCONJ
easat-7001	83	21	the	the	DET
easat-7001	83	22	neural	neural	ADJ
easat-7001	83	23	network	network	NOUN
easat-7001	83	24	can	can	AUX
easat-7001	83	25	train	train	VERB
easat-7001	83	26	on	on	ADP
easat-7001	83	27	different	different	ADJ
easat-7001	83	28	loads	load	NOUN
easat-7001	83	29	.	.	PUNCT
easat-7001	84	1	this	this	DET
easat-7001	84	2	block	block	NOUN
easat-7001	84	3	here	here	ADV
easat-7001	84	4	replicates	replicate	VERB
easat-7001	84	5	the	the	DET
easat-7001	84	6	network	network	NOUN
easat-7001	84	7	user	user	NOUN
easat-7001	84	8	traffic	traffic	NOUN
easat-7001	84	9	load	load	NOUN
easat-7001	84	10	.	.	PUNCT
easat-7001	85	1	each	each	DET
easat-7001	85	2	user	user	NOUN
easat-7001	85	3	has	have	VERB
easat-7001	85	4	a	a	DET
easat-7001	85	5	traffic	traffic	NOUN
easat-7001	85	6	load	load	NOUN
easat-7001	85	7	randomly	randomly	ADV
easat-7001	85	8	chosen	choose	VERB
easat-7001	85	9	from	from	ADP
easat-7001	85	10	values	value	NOUN
easat-7001	85	11	in	in	ADP
easat-7001	85	12	the	the	DET
easat-7001	85	13	range	range	NOUN
easat-7001	85	14	of	of	ADP
easat-7001	85	15	1	1	NUM
easat-7001	85	16	to	to	PART
easat-7001	85	17	20	20	NUM
easat-7001	85	18	mbps	mbps	NOUN
easat-7001	85	19	.	.	PUNCT
easat-7001	86	1	this	this	DET
easat-7001	86	2	load	load	NOUN
easat-7001	86	3	translates	translate	VERB
easat-7001	86	4	to	to	ADP
easat-7001	86	5	the	the	DET
easat-7001	86	6	data	datum	NOUN
easat-7001	86	7	that	that	PRON
easat-7001	86	8	a	a	DET
easat-7001	86	9	user	user	NOUN
easat-7001	86	10	wants	want	VERB
easat-7001	86	11	to	to	PART
easat-7001	86	12	send	send	VERB
easat-7001	86	13	at	at	ADP
easat-7001	86	14	a	a	DET
easat-7001	86	15	time	time	NOUN
easat-7001	86	16	slot	slot	NOUN
easat-7001	86	17	.	.	PUNCT
easat-7001	87	1	this	this	DET
easat-7001	87	2	synthetic	synthetic	ADJ
easat-7001	87	3	traffic	traffic	NOUN
easat-7001	87	4	load	load	NOUN
easat-7001	87	5	models	model	NOUN
easat-7001	87	6	realistic	realistic	ADJ
easat-7001	87	7	user	user	NOUN
easat-7001	87	8	behavior	behavior	NOUN
easat-7001	87	9	and	and	CCONJ
easat-7001	87	10	provides	provide	VERB
easat-7001	87	11	input	input	NOUN
easat-7001	87	12	for	for	ADP
easat-7001	87	13	resource	resource	NOUN
easat-7001	87	14	allocation	allocation	NOUN
easat-7001	87	15	.	.	PUNCT
easat-7001	88	1	𝑇𝑖	𝑇𝑖	PROPN
easat-7001	88	2	=	=	PUNCT
easat-7001	88	3	𝑟𝑎𝑛𝑑	𝑟𝑎𝑛𝑑	NOUN
easat-7001	88	4	(	(	PUNCT
easat-7001	88	5	1,20	1,20	NUM
easat-7001	88	6	)	)	PUNCT
easat-7001	88	7	∀	∀	X
easat-7001	89	1	i	i	PRON
easat-7001	89	2	∈	∈	VERB
easat-7001	89	3	{	{	PUNCT
easat-7001	89	4	1,2	1,2	NUM
easat-7001	89	5	,	,	PUNCT
easat-7001	89	6	…	…	PUNCT
easat-7001	89	7	,	,	PUNCT
easat-7001	89	8	𝑁users	𝑁users	PROPN
easat-7001	89	9	}	}	PUNCT
easat-7001	89	10	(	(	PUNCT
easat-7001	89	11	1	1	X
easat-7001	89	12	)	)	PUNCT
easat-7001	90	1	where	where	SCONJ
easat-7001	90	2	:	:	PUNCT
easat-7001	91	1	𝑇𝑖	𝑇𝑖	PROPN
easat-7001	91	2	is	be	AUX
easat-7001	91	3	the	the	DET
easat-7001	91	4	traffic	traffic	NOUN
easat-7001	91	5	load	load	NOUN
easat-7001	91	6	for	for	ADP
easat-7001	91	7	user	user	NOUN
easat-7001	91	8	i	i	PROPN
easat-7001	91	9	in	in	ADP
easat-7001	91	10	mbps	mbps	NOUN
easat-7001	91	11	.	.	PUNCT
easat-7001	92	1	𝑁usersis	𝑁usersis	NOUN
easat-7001	92	2	the	the	DET
easat-7001	92	3	total	total	ADJ
easat-7001	92	4	number	number	NOUN
easat-7001	92	5	of	of	ADP
easat-7001	92	6	users	user	NOUN
easat-7001	92	7	in	in	ADP
easat-7001	92	8	the	the	DET
easat-7001	92	9	network	network	NOUN
easat-7001	92	10	(	(	PUNCT
easat-7001	92	11	e.g.	e.g.	ADV
easat-7001	92	12	,	,	PUNCT
easat-7001	92	13	100	100	NUM
easat-7001	92	14	users	user	NOUN
easat-7001	92	15	)	)	PUNCT
easat-7001	92	16	.	.	PUNCT
easat-7001	93	1	•	•	NUM
easat-7001	93	2	neural	neural	ADJ
easat-7001	93	3	network	network	NOUN
easat-7001	93	4	for	for	ADP
easat-7001	93	5	resource	resource	NOUN
easat-7001	93	6	allocation	allocation	NOUN
easat-7001	93	7	:	:	PUNCT
easat-7001	93	8	we	we	PRON
easat-7001	93	9	use	use	VERB
easat-7001	93	10	a	a	DET
easat-7001	93	11	neural	neural	ADJ
easat-7001	93	12	network	network	NOUN
easat-7001	93	13	to	to	PART
easat-7001	93	14	predict	predict	VERB
easat-7001	93	15	the	the	DET
easat-7001	93	16	best	good	ADJ
easat-7001	93	17	distribution	distribution	NOUN
easat-7001	93	18	of	of	ADP
easat-7001	93	19	resources	resource	NOUN
easat-7001	93	20	.	.	PUNCT
easat-7001	94	1	it	it	PRON
easat-7001	94	2	takes	take	VERB
easat-7001	94	3	the	the	DET
easat-7001	94	4	traffic	traffic	NOUN
easat-7001	94	5	load	load	NOUN
easat-7001	94	6	as	as	ADP
easat-7001	94	7	input	input	NOUN
easat-7001	94	8	and	and	CCONJ
easat-7001	94	9	outputs	output	VERB
easat-7001	94	10	the	the	DET
easat-7001	94	11	channel	channel	NOUN
easat-7001	94	12	allocation	allocation	NOUN
easat-7001	94	13	.	.	PUNCT
easat-7001	95	1	based	base	VERB
easat-7001	95	2	on	on	ADP
easat-7001	95	3	the	the	DET
easat-7001	95	4	traffic	traffic	NOUN
easat-7001	95	5	load	load	NOUN
easat-7001	95	6	,	,	PUNCT
easat-7001	95	7	optimal	optimal	ADJ
easat-7001	95	8	channel	channel	NOUN
easat-7001	95	9	allocation	allocation	NOUN
easat-7001	95	10	can	can	AUX
easat-7001	95	11	be	be	AUX
easat-7001	95	12	determined	determine	VERB
easat-7001	95	13	,	,	PUNCT
easat-7001	95	14	and	and	CCONJ
easat-7001	95	15	a	a	DET
easat-7001	95	16	neural	neural	ADJ
easat-7001	95	17	network	network	NOUN
easat-7001	95	18	is	be	AUX
easat-7001	95	19	trained	train	VERB
easat-7001	95	20	with	with	ADP
easat-7001	95	21	real	real	ADJ
easat-7001	95	22	or	or	CCONJ
easat-7001	95	23	simulated	simulated	ADJ
easat-7001	95	24	historical	historical	ADJ
easat-7001	95	25	data	datum	NOUN
easat-7001	95	26	using	use	VERB
easat-7001	95	27	this	this	DET
easat-7001	95	28	information	information	NOUN
easat-7001	95	29	.	.	PUNCT
easat-7001	96	1	the	the	DET
easat-7001	96	2	neural	neural	ADJ
easat-7001	96	3	network	network	NOUN
easat-7001	96	4	is	be	AUX
easat-7001	96	5	what	what	PRON
easat-7001	96	6	predicts	predict	VERB
easat-7001	96	7	the	the	DET
easat-7001	96	8	resource	resource	NOUN
easat-7001	96	9	allocation	allocation	NOUN
easat-7001	96	10	for	for	ADP
easat-7001	96	11	each	each	DET
easat-7001	96	12	user	user	NOUN
easat-7001	96	13	given	give	VERB
easat-7001	96	14	each	each	DET
easat-7001	96	15	user	user	NOUN
easat-7001	96	16	's	's	PART
easat-7001	96	17	traffic	traffic	NOUN
easat-7001	96	18	load	load	NOUN
easat-7001	96	19	.	.	PUNCT
easat-7001	97	1	in	in	ADP
easat-7001	97	2	this	this	DET
easat-7001	97	3	approach	approach	NOUN
easat-7001	97	4	,	,	PUNCT
easat-7001	97	5	we	we	PRON
easat-7001	97	6	consider	consider	VERB
easat-7001	97	7	the	the	DET
easat-7001	97	8	traffic	traffic	NOUN
easat-7001	97	9	load	load	NOUN
easat-7001	97	10	as	as	ADP
easat-7001	97	11	input	input	NOUN
easat-7001	97	12	and	and	CCONJ
easat-7001	97	13	channel	channel	NOUN
easat-7001	97	14	allocation	allocation	NOUN
easat-7001	97	15	as	as	ADP
easat-7001	97	16	output	output	NOUN
easat-7001	97	17	,	,	PUNCT
easat-7001	97	18	optimizing	optimize	VERB
easat-7001	97	19	the	the	DET
easat-7001	97	20	assignment	assignment	NOUN
easat-7001	97	21	according	accord	VERB
easat-7001	97	22	to	to	ADP
easat-7001	97	23	the	the	DET
easat-7001	97	24	load	load	NOUN
easat-7001	97	25	distribution	distribution	NOUN
easat-7001	97	26	.	.	PUNCT
easat-7001	98	1	this	this	PRON
easat-7001	98	2	makes	make	VERB
easat-7001	98	3	sure	sure	ADJ
easat-7001	98	4	that	that	SCONJ
easat-7001	98	5	how	how	SCONJ
easat-7001	98	6	many	many	ADJ
easat-7001	98	7	users	user	NOUN
easat-7001	98	8	assign	assign	VERB
easat-7001	98	9	resources	resource	NOUN
easat-7001	98	10	(	(	PUNCT
easat-7001	98	11	channels	channel	NOUN
easat-7001	98	12	)	)	PUNCT
easat-7001	98	13	,	,	PUNCT
easat-7001	98	14	optimally	optimally	ADV
easat-7001	98	15	assigned	assign	VERB
easat-7001	98	16	,	,	PUNCT
easat-7001	98	17	to	to	PART
easat-7001	98	18	minimize	minimize	VERB
easat-7001	98	19	congestion	congestion	NOUN
easat-7001	98	20	and	and	CCONJ
easat-7001	98	21	accomplish	accomplish	ADJ
easat-7001	98	22	throughput	throughput	NOUN
easat-7001	98	23	..	..	PUNCT
easat-7001	98	24	�	�	PROPN
easat-7001	98	25	̂	̂	VERB
easat-7001	98	26	�	�	NOUN
easat-7001	98	27	𝑖	𝑖	ADP
easat-7001	98	28	=	=	SYM
easat-7001	98	29	𝑓(𝑇𝑖	𝑓(𝑇𝑖	NOUN
easat-7001	98	30	;	;	PUNCT
easat-7001	98	31	𝑊	𝑊	NOUN
easat-7001	98	32	;	;	PUNCT
easat-7001	98	33	𝑏	𝑏	NOUN
easat-7001	98	34	)	)	PUNCT
easat-7001	98	35	(	(	PUNCT
easat-7001	98	36	2	2	X
easat-7001	98	37	)	)	PUNCT
easat-7001	98	38	where	where	SCONJ
easat-7001	98	39	:	:	PUNCT
easat-7001	98	40	�	�	PROPN
easat-7001	98	41	̂	̂	VERB
easat-7001	98	42	�	�	NOUN
easat-7001	98	43	𝑖	𝑖	NOUN
easat-7001	98	44	is	be	AUX
easat-7001	98	45	the	the	DET
easat-7001	98	46	predicted	predict	VERB
easat-7001	98	47	channel	channel	NOUN
easat-7001	98	48	allocation	allocation	NOUN
easat-7001	98	49	for	for	ADP
easat-7001	98	50	user	user	PROPN
easat-7001	98	51	ii	ii	PROPN
easat-7001	98	52	.	.	PUNCT
easat-7001	98	53	f(⋅	f(⋅	PUNCT
easat-7001	98	54	)	)	PUNCT
easat-7001	98	55	is	be	AUX
easat-7001	98	56	the	the	DET
easat-7001	98	57	neural	neural	ADJ
easat-7001	98	58	network	network	NOUN
easat-7001	98	59	function	function	NOUN
easat-7001	98	60	(	(	PUNCT
easat-7001	98	61	e.g.	e.g.	ADV
easat-7001	98	62	,	,	PUNCT
easat-7001	98	63	feed	feed	VERB
easat-7001	98	64	forward	forward	ADV
easat-7001	98	65	neural	neural	ADJ
easat-7001	98	66	network	network	NOUN
easat-7001	98	67	)	)	PUNCT
easat-7001	98	68	.	.	PUNCT
easat-7001	99	1	𝑇𝑖	𝑇𝑖	PROPN
easat-7001	99	2	is	be	AUX
easat-7001	99	3	the	the	DET
easat-7001	99	4	traffic	traffic	NOUN
easat-7001	99	5	load	load	NOUN
easat-7001	99	6	for	for	ADP
easat-7001	99	7	user	user	NOUN
easat-7001	99	8	ii	ii	PROPN
easat-7001	99	9	.	.	PUNCT
easat-7001	100	1	w	w	PROPN
easat-7001	100	2	and	and	CCONJ
easat-7001	100	3	b	b	NOUN
easat-7001	100	4	are	be	AUX
easat-7001	100	5	the	the	DET
easat-7001	100	6	weights	weight	NOUN
easat-7001	100	7	and	and	CCONJ
easat-7001	100	8	biases	bias	NOUN
easat-7001	100	9	of	of	ADP
easat-7001	100	10	the	the	DET
easat-7001	100	11	neural	neural	ADJ
easat-7001	100	12	network	network	NOUN
easat-7001	100	13	.	.	PUNCT
easat-7001	101	1	•	•	NUM
easat-7001	101	2	channel	channel	NOUN
easat-7001	101	3	allocation	allocation	NOUN
easat-7001	101	4	process	process	NOUN
easat-7001	101	5	:	:	PUNCT
easat-7001	101	6	once	once	SCONJ
easat-7001	101	7	resource	resource	NOUN
easat-7001	101	8	allocation	allocation	NOUN
easat-7001	101	9	is	be	AUX
easat-7001	101	10	acquired	acquire	VERB
easat-7001	101	11	,	,	PUNCT
easat-7001	101	12	users	user	NOUN
easat-7001	101	13	are	be	AUX
easat-7001	101	14	allocated	allocate	VERB
easat-7001	101	15	subsequent	subsequent	ADJ
easat-7001	101	16	channels	channel	NOUN
easat-7001	101	17	according	accord	VERB
easat-7001	101	18	to	to	ADP
easat-7001	101	19	the	the	DET
easat-7001	101	20	predictions	prediction	NOUN
easat-7001	101	21	generated	generate	VERB
easat-7001	101	22	through	through	ADP
easat-7001	101	23	the	the	DET
easat-7001	101	24	neural	neural	ADJ
easat-7001	101	25	network	network	NOUN
easat-7001	101	26	.	.	PUNCT
easat-7001	102	1	this	this	DET
easat-7001	102	2	allocation	allocation	NOUN
easat-7001	102	3	reduces	reduce	VERB
easat-7001	102	4	the	the	DET
easat-7001	102	5	likelihood	likelihood	NOUN
easat-7001	102	6	of	of	ADP
easat-7001	102	7	collision	collision	NOUN
easat-7001	102	8	and	and	CCONJ
easat-7001	102	9	guarantees	guarantee	NOUN
easat-7001	102	10	that	that	SCONJ
easat-7001	102	11	available	available	ADJ
easat-7001	102	12	bandwidth	bandwidth	NOUN
easat-7001	102	13	is	be	AUX
easat-7001	102	14	used	use	VERB
easat-7001	102	15	efficiently	efficiently	ADV
easat-7001	102	16	.	.	PUNCT
easat-7001	103	1	this	this	DET
easat-7001	103	2	block	block	NOUN
easat-7001	103	3	is	be	AUX
easat-7001	103	4	responsible	responsible	ADJ
easat-7001	103	5	for	for	ADP
easat-7001	103	6	assigning	assign	VERB
easat-7001	103	7	channels	channel	NOUN
easat-7001	103	8	to	to	ADP
easat-7001	103	9	users	user	NOUN
easat-7001	103	10	based	base	VERB
easat-7001	103	11	on	on	ADP
easat-7001	103	12	the	the	DET
easat-7001	103	13	predictions	prediction	NOUN
easat-7001	103	14	.	.	PUNCT
easat-7001	104	1	channel	channel	NOUN
easat-7001	104	2	interference	interference	NOUN
easat-7001	104	3	is	be	AUX
easat-7001	104	4	minimized	minimize	VERB
easat-7001	104	5	in	in	ADP
easat-7001	104	6	this	this	DET
easat-7001	104	7	allocation	allocation	NOUN
easat-7001	104	8	.	.	PUNCT
easat-7001	105	1	it	it	PRON
easat-7001	105	2	distributes	distribute	VERB
easat-7001	105	3	the	the	DET
easat-7001	105	4	channels	channel	NOUN
easat-7001	105	5	in	in	ADP
easat-7001	105	6	a	a	DET
easat-7001	105	7	round	round	ADJ
easat-7001	105	8	-	-	PUNCT
easat-7001	105	9	robin	robin	PROPN
easat-7001	105	10	manner	manner	NOUN
easat-7001	105	11	according	accord	VERB
easat-7001	105	12	to	to	ADP
easat-7001	105	13	the	the	DET
easat-7001	105	14	expected	expect	VERB
easat-7001	105	15	load	load	NOUN
easat-7001	105	16	on	on	ADP
easat-7001	105	17	each	each	DET
easat-7001	105	18	user	user	NOUN
easat-7001	105	19	.	.	PUNCT
easat-7001	106	1	this	this	PRON
easat-7001	106	2	will	will	AUX
easat-7001	106	3	blister	blister	VERB
easat-7001	106	4	the	the	DET
easat-7001	106	5	load	load	NOUN
easat-7001	106	6	and	and	CCONJ
easat-7001	106	7	congestion	congestion	NOUN
easat-7001	106	8	.	.	PUNCT
easat-7001	107	1	ci	ci	NOUN
easat-7001	107	2	=	=	PUNCT
easat-7001	107	3	𝑚𝑜𝑑	𝑚𝑜𝑑	PROPN
easat-7001	107	4	(	(	PUNCT
easat-7001	107	5	𝑖	𝑖	ADP
easat-7001	107	6	,	,	PUNCT
easat-7001	107	7	𝑁channels	𝑁channels	PROPN
easat-7001	107	8	+	+	CCONJ
easat-7001	107	9	1	1	X
easat-7001	107	10	)	)	PUNCT
easat-7001	107	11	(	(	PUNCT
easat-7001	107	12	3	3	X
easat-7001	107	13	)	)	PUNCT
easat-7001	107	14	where	where	SCONJ
easat-7001	107	15	:	:	PUNCT
easat-7001	107	16	ci	ci	PROPN
easat-7001	107	17	is	be	AUX
easat-7001	107	18	the	the	DET
easat-7001	107	19	channel	channel	NOUN
easat-7001	107	20	allocated	allocate	VERB
easat-7001	107	21	to	to	ADP
easat-7001	107	22	user	user	PROPN
easat-7001	107	23	ii	ii	PROPN
easat-7001	107	24	.	.	PUNCT
easat-7001	108	1	𝑁channelsis	𝑁channelsis	VERB
easat-7001	108	2	the	the	DET
easat-7001	108	3	total	total	ADJ
easat-7001	108	4	number	number	NOUN
easat-7001	108	5	of	of	ADP
easat-7001	108	6	channels	channel	NOUN
easat-7001	108	7	available	available	ADJ
easat-7001	108	8	.	.	PUNCT
easat-7001	109	1	•	•	NUM
easat-7001	109	2	collision	collision	NOUN
easat-7001	109	3	detection	detection	NOUN
easat-7001	109	4	:	:	PUNCT
easat-7001	109	5	multiple	multiple	ADJ
easat-7001	109	6	users	user	NOUN
easat-7001	109	7	are	be	AUX
easat-7001	109	8	assigned	assign	VERB
easat-7001	109	9	to	to	ADP
easat-7001	109	10	the	the	DET
easat-7001	109	11	channel	channel	NOUN
easat-7001	109	12	and	and	CCONJ
easat-7001	109	13	their	their	PRON
easat-7001	109	14	traffic	traffic	NOUN
easat-7001	109	15	load	load	NOUN
easat-7001	109	16	exceeds	exceed	VERB
easat-7001	109	17	the	the	DET
easat-7001	109	18	maximum	maximum	ADJ
easat-7001	109	19	bandwidth	bandwidth	NOUN
easat-7001	109	20	.	.	PUNCT
easat-7001	110	1	the	the	DET
easat-7001	110	2	condition	condition	NOUN
easat-7001	110	3	causes	cause	VERB
easat-7001	110	4	a	a	DET
easat-7001	110	5	collision	collision	NOUN
easat-7001	110	6	which	which	PRON
easat-7001	110	7	leads	lead	VERB
easat-7001	110	8	to	to	ADP
easat-7001	110	9	network	network	NOUN
easat-7001	110	10	inefficiencies	inefficiency	NOUN
easat-7001	110	11	.	.	PUNCT
easat-7001	111	1	this	this	DET
easat-7001	111	2	block	block	NOUN
easat-7001	111	3	detects	detect	NOUN
easat-7001	111	4	collision	collision	NOUN
easat-7001	111	5	when	when	SCONJ
easat-7001	111	6	more	more	ADJ
easat-7001	111	7	than	than	ADP
easat-7001	111	8	one	one	NUM
easat-7001	111	9	user	user	NOUN
easat-7001	111	10	is	be	AUX
easat-7001	111	11	assigned	assign	VERB
easat-7001	111	12	to	to	ADP
easat-7001	111	13	the	the	DET
easat-7001	111	14	same	same	ADJ
easat-7001	111	15	channel	channel	NOUN
easat-7001	111	16	.	.	PUNCT
easat-7001	112	1	whenever	whenever	SCONJ
easat-7001	112	2	there	there	PRON
easat-7001	112	3	is	be	VERB
easat-7001	112	4	a	a	DET
easat-7001	112	5	collision	collision	NOUN
easat-7001	112	6	there	there	PRON
easat-7001	112	7	is	be	VERB
easat-7001	112	8	744	744	NUM
easat-7001	112	9	edelweiss	edelweiss	PROPN
easat-7001	112	10	applied	apply	VERB
easat-7001	112	11	science	science	NOUN
easat-7001	112	12	and	and	CCONJ
easat-7001	112	13	technology	technology	NOUN
easat-7001	112	14	issn	issn	PROPN
easat-7001	112	15	:	:	PUNCT
easat-7001	112	16	2576	2576	NUM
easat-7001	112	17	-	-	SYM
easat-7001	112	18	8484	8484	NUM
easat-7001	112	19	vol	vol	NOUN
easat-7001	112	20	.	.	PROPN
easat-7001	113	1	9	9	NUM
easat-7001	113	2	,	,	PUNCT
easat-7001	113	3	no	no	INTJ
easat-7001	113	4	.	.	NOUN
easat-7001	113	5	5	5	NUM
easat-7001	113	6	:	:	PUNCT
easat-7001	113	7	740	740	NUM
easat-7001	113	8	-	-	SYM
easat-7001	113	9	756	756	NUM
easat-7001	113	10	,	,	PUNCT
easat-7001	113	11	2025	2025	NUM
easat-7001	113	12	doi	doi	NOUN
easat-7001	113	13	:	:	PUNCT
easat-7001	113	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	113	15	©	©	PROPN
easat-7001	113	16	2025	2025	NUM
easat-7001	113	17	by	by	ADP
easat-7001	113	18	the	the	DET
easat-7001	113	19	author	author	NOUN
easat-7001	113	20	;	;	PUNCT
easat-7001	113	21	licensee	licensee	PROPN
easat-7001	113	22	learning	learning	NOUN
easat-7001	113	23	gate	gate	VERB
easat-7001	113	24	an	an	DET
easat-7001	113	25	overload	overload	NOUN
easat-7001	113	26	of	of	ADP
easat-7001	113	27	bandwidth	bandwidth	NOUN
easat-7001	113	28	which	which	PRON
easat-7001	113	29	can	can	AUX
easat-7001	113	30	reduce	reduce	VERB
easat-7001	113	31	the	the	DET
easat-7001	113	32	quality	quality	NOUN
easat-7001	113	33	of	of	ADP
easat-7001	113	34	the	the	DET
easat-7001	113	35	network	network	NOUN
easat-7001	113	36	.	.	PUNCT
easat-7001	114	1	it	it	PRON
easat-7001	114	2	makes	make	VERB
easat-7001	114	3	sure	sure	ADJ
easat-7001	114	4	that	that	SCONJ
easat-7001	114	5	a	a	DET
easat-7001	114	6	user	user	NOUN
easat-7001	114	7	can	can	AUX
easat-7001	114	8	not	not	PART
easat-7001	114	9	spend	spend	VERB
easat-7001	114	10	more	more	ADJ
easat-7001	114	11	than	than	ADP
easat-7001	114	12	the	the	DET
easat-7001	114	13	maximum	maximum	ADJ
easat-7001	114	14	amount	amount	NOUN
easat-7001	114	15	of	of	ADP
easat-7001	114	16	bandwidth	bandwidth	NOUN
easat-7001	114	17	of	of	ADP
easat-7001	114	18	a	a	DET
easat-7001	114	19	channel	channel	NOUN
easat-7001	114	20	,	,	PUNCT
easat-7001	114	21	enforcing	enforce	VERB
easat-7001	114	22	a	a	DET
easat-7001	114	23	collision	collision	NOUN
easat-7001	114	24	when	when	SCONJ
easat-7001	114	25	it	it	PRON
easat-7001	114	26	's	be	AUX
easat-7001	114	27	needed	need	VERB
easat-7001	114	28	.	.	PUNCT
easat-7001	115	1	collisionk	collisionk	ADV
easat-7001	115	2	=	=	X
easat-7001	115	3	{	{	PUNCT
easat-7001	115	4	1	1	NUM
easat-7001	115	5	,	,	PUNCT
easat-7001	115	6	𝑖𝑓	𝑖𝑓	ADV
easat-7001	115	7	∑	∑	PROPN
easat-7001	115	8	1𝐶𝑖	1𝐶𝑖	NUM
easat-7001	115	9	=	=	SYM
easat-7001	115	10	𝑘	𝑘	X
easat-7001	115	11	>	>	X
easat-7001	115	12	𝐵𝑚𝑎𝑥	𝐵𝑚𝑎𝑥	PROPN
easat-7001	115	13	(	(	PUNCT
easat-7001	115	14	4	4	X
easat-7001	115	15	)	)	PUNCT
easat-7001	115	16	𝑁users	𝑁users	PROPN
easat-7001	115	17	𝑖=1	𝑖=1	PROPN
easat-7001	115	18	0	0	X
easat-7001	115	19	,	,	PUNCT
easat-7001	115	20	otherwise	otherwise	ADV
easat-7001	115	21	where	where	SCONJ
easat-7001	115	22	:	:	PUNCT
easat-7001	115	23	1𝐶𝑖	1𝐶𝑖	NOUN
easat-7001	115	24	is	be	AUX
easat-7001	115	25	an	an	DET
easat-7001	115	26	indicator	indicator	NOUN
easat-7001	115	27	function	function	NOUN
easat-7001	115	28	that	that	PRON
easat-7001	115	29	equals	equal	VERB
easat-7001	115	30	1	1	NUM
easat-7001	115	31	if	if	SCONJ
easat-7001	115	32	user	user	NOUN
easat-7001	115	33	ii	ii	PROPN
easat-7001	115	34	is	be	AUX
easat-7001	115	35	assigned	assign	VERB
easat-7001	115	36	to	to	PART
easat-7001	115	37	channel	channel	VERB
easat-7001	115	38	k	k	PROPN
easat-7001	115	39	,	,	PUNCT
easat-7001	115	40	and	and	CCONJ
easat-7001	115	41	0	0	NUM
easat-7001	115	42	otherwise	otherwise	ADV
easat-7001	115	43	.	.	PUNCT
easat-7001	116	1	𝐵𝑚𝑎𝑥	𝐵𝑚𝑎𝑥	PROPN
easat-7001	116	2	is	be	AUX
easat-7001	116	3	the	the	DET
easat-7001	116	4	maximum	maximum	ADJ
easat-7001	116	5	bandwidth	bandwidth	NOUN
easat-7001	116	6	per	per	ADP
easat-7001	116	7	channel	channel	NOUN
easat-7001	116	8	(	(	PUNCT
easat-7001	116	9	e.g.	e.g.	ADV
easat-7001	116	10	,	,	PUNCT
easat-7001	116	11	10	10	NUM
easat-7001	116	12	mbps	mbps	NOUN
easat-7001	116	13	)	)	PUNCT
easat-7001	116	14	•	•	PUNCT
easat-7001	116	15	energy	energy	NOUN
easat-7001	116	16	consumption	consumption	NOUN
easat-7001	116	17	calculation	calculation	NOUN
easat-7001	116	18	:	:	PUNCT
easat-7001	116	19	according	accord	VERB
easat-7001	116	20	to	to	ADP
easat-7001	116	21	the	the	DET
easat-7001	116	22	traffic	traffic	NOUN
easat-7001	116	23	load	load	NOUN
easat-7001	116	24	of	of	ADP
easat-7001	116	25	each	each	DET
easat-7001	116	26	user	user	NOUN
easat-7001	116	27	,	,	PUNCT
easat-7001	116	28	the	the	DET
easat-7001	116	29	system	system	NOUN
easat-7001	116	30	calculates	calculate	VERB
easat-7001	116	31	the	the	DET
easat-7001	116	32	energy	energy	NOUN
easat-7001	116	33	consumed	consume	VERB
easat-7001	116	34	by	by	ADP
easat-7001	116	35	each	each	DET
easat-7001	116	36	user	user	NOUN
easat-7001	116	37	.	.	PUNCT
easat-7001	117	1	then	then	ADV
easat-7001	117	2	,	,	PUNCT
easat-7001	117	3	the	the	DET
easat-7001	117	4	total	total	ADJ
easat-7001	117	5	energy	energy	NOUN
easat-7001	117	6	consumption	consumption	NOUN
easat-7001	117	7	is	be	AUX
easat-7001	117	8	accumulated	accumulate	VERB
easat-7001	117	9	and	and	CCONJ
easat-7001	117	10	used	use	VERB
easat-7001	117	11	to	to	PART
easat-7001	117	12	evaluate	evaluate	VERB
easat-7001	117	13	the	the	DET
easat-7001	117	14	network	network	NOUN
easat-7001	117	15	-	-	PUNCT
easat-7001	117	16	level	level	NOUN
easat-7001	117	17	energy	energy	NOUN
easat-7001	117	18	utilization	utilization	NOUN
easat-7001	117	19	performance	performance	NOUN
easat-7001	117	20	.	.	PUNCT
easat-7001	118	1	this	this	PRON
easat-7001	118	2	also	also	ADV
easat-7001	118	3	contributes	contribute	VERB
easat-7001	118	4	to	to	ADP
easat-7001	118	5	the	the	DET
easat-7001	118	6	optimization	optimization	NOUN
easat-7001	118	7	of	of	ADP
easat-7001	118	8	energy	energy	NOUN
easat-7001	118	9	consumption	consumption	NOUN
easat-7001	118	10	of	of	ADP
easat-7001	118	11	all	all	DET
easat-7001	118	12	users	user	NOUN
easat-7001	118	13	,	,	PUNCT
easat-7001	118	14	reducing	reduce	VERB
easat-7001	118	15	wastage	wastage	NOUN
easat-7001	118	16	.	.	PUNCT
easat-7001	119	1	this	this	DET
easat-7001	119	2	block	block	NOUN
easat-7001	119	3	simulates	simulate	VERB
easat-7001	119	4	the	the	DET
easat-7001	119	5	energy	energy	NOUN
easat-7001	119	6	usage	usage	NOUN
easat-7001	119	7	of	of	ADP
easat-7001	119	8	the	the	DET
easat-7001	119	9	network	network	NOUN
easat-7001	119	10	.	.	PUNCT
easat-7001	120	1	the	the	DET
easat-7001	120	2	traffic	traffic	NOUN
easat-7001	120	3	load	load	NOUN
easat-7001	120	4	(	(	PUNCT
easat-7001	120	5	i.e.	i.e.	X
easat-7001	120	6	,	,	PUNCT
easat-7001	120	7	the	the	DET
easat-7001	120	8	amount	amount	NOUN
easat-7001	120	9	of	of	ADP
easat-7001	120	10	data	datum	NOUN
easat-7001	120	11	each	each	DET
easat-7001	120	12	user	user	NOUN
easat-7001	120	13	transmits	transmit	NOUN
easat-7001	120	14	)	)	PUNCT
easat-7001	120	15	is	be	AUX
easat-7001	120	16	proportional	proportional	ADJ
easat-7001	120	17	to	to	ADP
easat-7001	120	18	the	the	DET
easat-7001	120	19	amount	amount	NOUN
easat-7001	120	20	of	of	ADP
easat-7001	120	21	energy	energy	NOUN
easat-7001	120	22	consumed	consume	VERB
easat-7001	120	23	by	by	ADP
easat-7001	120	24	each	each	DET
easat-7001	120	25	user	user	NOUN
easat-7001	120	26	.	.	PUNCT
easat-7001	121	1	this	this	PRON
easat-7001	121	2	is	be	AUX
easat-7001	121	3	the	the	DET
easat-7001	121	4	total	total	ADJ
easat-7001	121	5	energy	energy	NOUN
easat-7001	121	6	consumption	consumption	NOUN
easat-7001	121	7	,	,	PUNCT
easat-7001	121	8	which	which	PRON
easat-7001	121	9	is	be	AUX
easat-7001	121	10	the	the	DET
easat-7001	121	11	sum	sum	NOUN
easat-7001	121	12	of	of	ADP
easat-7001	121	13	energy	energy	NOUN
easat-7001	121	14	for	for	ADP
easat-7001	121	15	all	all	DET
easat-7001	121	16	users	user	NOUN
easat-7001	121	17	.	.	PUNCT
easat-7001	122	1	with	with	ADP
easat-7001	122	2	the	the	DET
easat-7001	122	3	visit	visit	NOUN
easat-7001	122	4	of	of	ADP
easat-7001	122	5	each	each	DET
easat-7001	122	6	node	node	NOUN
easat-7001	122	7	,	,	PUNCT
easat-7001	122	8	this	this	DET
easat-7001	122	9	step	step	NOUN
easat-7001	122	10	will	will	AUX
easat-7001	122	11	optimize	optimize	VERB
easat-7001	122	12	the	the	DET
easat-7001	122	13	total	total	ADJ
easat-7001	122	14	energy	energy	NOUN
easat-7001	122	15	consumption	consumption	NOUN
easat-7001	122	16	in	in	ADP
easat-7001	122	17	the	the	DET
easat-7001	122	18	overall	overall	ADJ
easat-7001	122	19	network	network	NOUN
easat-7001	122	20	helping	help	VERB
easat-7001	122	21	to	to	PART
easat-7001	122	22	gather	gather	VERB
easat-7001	122	23	how	how	SCONJ
easat-7001	122	24	much	much	ADJ
easat-7001	122	25	energy	energy	NOUN
easat-7001	122	26	is	be	AUX
easat-7001	122	27	consumed	consume	VERB
easat-7001	122	28	by	by	ADP
easat-7001	122	29	the	the	DET
easat-7001	122	30	entire	entire	ADJ
easat-7001	122	31	network	network	NOUN
easat-7001	122	32	.	.	PUNCT
easat-7001	123	1	e𝑖	e𝑖	NOUN
easat-7001	124	1	=	=	PROPN
easat-7001	124	2	α	α	PROPN
easat-7001	124	3	.	.	PUNCT
easat-7001	125	1	𝑇𝑖	𝑇𝑖	ADP
easat-7001	125	2	(	(	PUNCT
easat-7001	125	3	5	5	NUM
easat-7001	125	4	)	)	PUNCT
easat-7001	125	5	where	where	SCONJ
easat-7001	125	6	:	:	PUNCT
easat-7001	125	7	e𝑖is	e𝑖is	ADP
easat-7001	125	8	the	the	DET
easat-7001	125	9	energy	energy	NOUN
easat-7001	125	10	consumption	consumption	NOUN
easat-7001	125	11	for	for	ADP
easat-7001	125	12	user	user	NOUN
easat-7001	125	13	i.	i.	PROPN
easat-7001	125	14	α	α	PROPN
easat-7001	125	15	is	be	AUX
easat-7001	125	16	a	a	DET
easat-7001	125	17	constant	constant	ADJ
easat-7001	125	18	representing	represent	VERB
easat-7001	125	19	the	the	DET
easat-7001	125	20	energy	energy	NOUN
easat-7001	125	21	consumption	consumption	NOUN
easat-7001	125	22	factor	factor	NOUN
easat-7001	125	23	(	(	PUNCT
easat-7001	125	24	e.g.	e.g.	ADV
easat-7001	125	25	,	,	PUNCT
easat-7001	125	26	0.5	0.5	NUM
easat-7001	125	27	joules	joule	NOUN
easat-7001	125	28	per	per	ADP
easat-7001	125	29	mbps	mbps	NOUN
easat-7001	125	30	)	)	PUNCT
easat-7001	125	31	.	.	PUNCT
easat-7001	125	32	.	.	PUNCT
easat-7001	126	1	𝑇𝑖	𝑇𝑖	PROPN
easat-7001	126	2	is	be	AUX
easat-7001	126	3	the	the	DET
easat-7001	126	4	traffic	traffic	NOUN
easat-7001	126	5	load	load	NOUN
easat-7001	126	6	for	for	ADP
easat-7001	126	7	user	user	NOUN
easat-7001	126	8	i.	i.	PROPN
easat-7001	126	9	etotal	etotal	PROPN
easat-7001	126	10	=	=	PUNCT
easat-7001	126	11	∑	∑	PUNCT
easat-7001	126	12	e𝑖	e𝑖	PROPN
easat-7001	126	13	(	(	PUNCT
easat-7001	126	14	6	6	NUM
easat-7001	126	15	)	)	PUNCT
easat-7001	127	1	𝑁users	𝑁users	PROPN
easat-7001	127	2	𝑖=1	𝑖=1	PUNCT
easat-7001	127	3	•	•	NUM
easat-7001	127	4	efficiency	efficiency	NOUN
easat-7001	127	5	metrics	metric	NOUN
easat-7001	127	6	:	:	PUNCT
easat-7001	127	7	efficiency	efficiency	NOUN
easat-7001	127	8	metrics	metric	NOUN
easat-7001	127	9	the	the	DET
easat-7001	127	10	efficiency	efficiency	NOUN
easat-7001	127	11	metrics	metric	NOUN
easat-7001	127	12	we	we	PRON
easat-7001	127	13	provide	provide	VERB
easat-7001	127	14	help	help	NOUN
easat-7001	127	15	quantify	quantify	VERB
easat-7001	127	16	the	the	DET
easat-7001	127	17	performance	performance	NOUN
easat-7001	127	18	of	of	ADP
easat-7001	127	19	the	the	DET
easat-7001	127	20	network	network	NOUN
easat-7001	127	21	.	.	PUNCT
easat-7001	128	1	it	it	PRON
easat-7001	128	2	measures	measure	VERB
easat-7001	128	3	the	the	DET
easat-7001	128	4	number	number	NOUN
easat-7001	128	5	of	of	ADP
easat-7001	128	6	successful	successful	ADJ
easat-7001	128	7	allocations	allocation	NOUN
easat-7001	128	8	,	,	PUNCT
easat-7001	128	9	the	the	DET
easat-7001	128	10	collision	collision	NOUN
easat-7001	128	11	rate	rate	NOUN
easat-7001	128	12	,	,	PUNCT
easat-7001	128	13	and	and	CCONJ
easat-7001	128	14	the	the	DET
easat-7001	128	15	total	total	ADJ
easat-7001	128	16	amount	amount	NOUN
easat-7001	128	17	of	of	ADP
easat-7001	128	18	energy	energy	NOUN
easat-7001	128	19	consumed	consume	VERB
easat-7001	128	20	.	.	PUNCT
easat-7001	129	1	by	by	ADP
easat-7001	129	2	comparing	compare	VERB
easat-7001	129	3	the	the	DET
easat-7001	129	4	calculated	calculated	ADJ
easat-7001	129	5	efficiencies	efficiency	NOUN
easat-7001	129	6	before	before	ADP
easat-7001	129	7	optimization	optimization	NOUN
easat-7001	129	8	and	and	CCONJ
easat-7001	129	9	after	after	ADP
easat-7001	129	10	optimization	optimization	NOUN
easat-7001	129	11	,	,	PUNCT
easat-7001	129	12	we	we	PRON
easat-7001	129	13	can	can	AUX
easat-7001	129	14	assess	assess	VERB
easat-7001	129	15	and	and	CCONJ
easat-7001	129	16	evaluate	evaluate	VERB
easat-7001	129	17	the	the	DET
easat-7001	129	18	effectiveness	effectiveness	NOUN
easat-7001	129	19	of	of	ADP
easat-7001	129	20	this	this	DET
easat-7001	129	21	outlined	outline	VERB
easat-7001	129	22	approach	approach	NOUN
easat-7001	129	23	to	to	ADP
easat-7001	129	24	system	system	NOUN
easat-7001	129	25	model	model	NOUN
easat-7001	129	26	.	.	PUNCT
easat-7001	130	1	this	this	DET
easat-7001	130	2	block	block	NOUN
easat-7001	130	3	calculates	calculate	VERB
easat-7001	130	4	throughput	throughput	NOUN
easat-7001	130	5	,	,	PUNCT
easat-7001	130	6	collision	collision	NOUN
easat-7001	130	7	,	,	PUNCT
easat-7001	130	8	and	and	CCONJ
easat-7001	130	9	energy	energy	NOUN
easat-7001	130	10	efficiency	efficiency	NOUN
easat-7001	130	11	of	of	ADP
easat-7001	130	12	the	the	DET
easat-7001	130	13	network	network	NOUN
easat-7001	130	14	.	.	PUNCT
easat-7001	131	1	it	it	PRON
easat-7001	131	2	also	also	ADV
easat-7001	131	3	compares	compare	VERB
easat-7001	131	4	performance	performance	NOUN
easat-7001	131	5	before	before	ADP
easat-7001	131	6	and	and	CCONJ
easat-7001	131	7	after	after	ADP
easat-7001	131	8	optimization	optimization	NOUN
easat-7001	131	9	.	.	PUNCT
easat-7001	132	1	it	it	PRON
easat-7001	132	2	offers	offer	VERB
easat-7001	132	3	information	information	NOUN
easat-7001	132	4	on	on	ADP
easat-7001	132	5	key	key	ADJ
easat-7001	132	6	performance	performance	NOUN
easat-7001	132	7	indicators	indicator	NOUN
easat-7001	132	8	(	(	PUNCT
easat-7001	132	9	kpis	kpis	PROPN
easat-7001	132	10	)	)	PUNCT
easat-7001	132	11	for	for	ADP
easat-7001	132	12	evaluating	evaluate	VERB
easat-7001	132	13	network	network	NOUN
easat-7001	132	14	performance	performance	NOUN
easat-7001	132	15	and	and	CCONJ
easat-7001	132	16	efficiency	efficiency	NOUN
easat-7001	132	17	.	.	PUNCT
easat-7001	133	1	before	before	ADP
easat-7001	133	2	optimization	optimization	NOUN
easat-7001	133	3	:	:	PUNCT
easat-7001	133	4	ηbefore	ηbefore	ADV
easat-7001	133	5	=	=	SYM
easat-7001	133	6	total	total	ADJ
easat-7001	133	7	users	user	NOUN
easat-7001	133	8	available	available	ADJ
easat-7001	133	9	channels	channel	NOUN
easat-7001	133	10	𝑋	𝑋	PROPN
easat-7001	133	11	100	100	NUM
easat-7001	133	12	(	(	PUNCT
easat-7001	133	13	7	7	NUM
easat-7001	133	14	)	)	PUNCT
easat-7001	133	15	after	after	ADP
easat-7001	133	16	optimization	optimization	NOUN
easat-7001	133	17	:	:	PUNCT
easat-7001	133	18	ηbefore	ηbefore	ADJ
easat-7001	133	19	=	=	SYM
easat-7001	133	20	successful	successful	ADJ
easat-7001	133	21	allocations	allocation	NOUN
easat-7001	133	22	total	total	ADJ
easat-7001	133	23	channels	channel	NOUN
easat-7001	133	24	𝑋	𝑋	NOUN
easat-7001	133	25	100	100	NUM
easat-7001	133	26	(	(	PUNCT
easat-7001	133	27	8)	8)	NUM
easat-7001	133	28	this	this	DET
easat-7001	133	29	system	system	NOUN
easat-7001	133	30	model	model	NOUN
easat-7001	133	31	efficiently	efficiently	ADV
easat-7001	133	32	simulates	simulate	VERB
easat-7001	133	33	resource	resource	NOUN
easat-7001	133	34	allocation	allocation	NOUN
easat-7001	133	35	,	,	PUNCT
easat-7001	133	36	collision	collision	NOUN
easat-7001	133	37	detection	detection	NOUN
easat-7001	133	38	,	,	PUNCT
easat-7001	133	39	and	and	CCONJ
easat-7001	133	40	energy	energy	NOUN
easat-7001	133	41	consumption	consumption	NOUN
easat-7001	133	42	in	in	ADP
easat-7001	133	43	a	a	DET
easat-7001	133	44	wireless	wireless	ADJ
easat-7001	133	45	network	network	NOUN
easat-7001	133	46	,	,	PUNCT
easat-7001	133	47	aiming	aim	VERB
easat-7001	133	48	to	to	PART
easat-7001	133	49	enhance	enhance	VERB
easat-7001	133	50	overall	overall	ADJ
easat-7001	133	51	network	network	NOUN
easat-7001	133	52	performance	performance	NOUN
easat-7001	133	53	and	and	CCONJ
easat-7001	133	54	advance	advance	VERB
easat-7001	133	55	energy	energy	NOUN
easat-7001	133	56	efficiency	efficiency	NOUN
easat-7001	133	57	.	.	PUNCT
easat-7001	134	1	4	4	X
easat-7001	134	2	.	.	X
easat-7001	134	3	simulation	simulation	NOUN
easat-7001	134	4	and	and	CCONJ
easat-7001	134	5	results	result	NOUN
easat-7001	134	6	in	in	ADP
easat-7001	134	7	a	a	DET
easat-7001	134	8	proposed	propose	VERB
easat-7001	134	9	system	system	NOUN
easat-7001	134	10	model	model	NOUN
easat-7001	134	11	,	,	PUNCT
easat-7001	134	12	several	several	ADJ
easat-7001	134	13	plots	plot	NOUN
easat-7001	134	14	were	be	AUX
easat-7001	134	15	produced	produce	VERB
easat-7001	134	16	to	to	PART
easat-7001	134	17	analyze	analyze	VERB
easat-7001	134	18	performance	performance	NOUN
easat-7001	134	19	metrics	metric	NOUN
easat-7001	134	20	like	like	ADP
easat-7001	134	21	traffic	traffic	NOUN
easat-7001	134	22	load	load	NOUN
easat-7001	134	23	,	,	PUNCT
easat-7001	134	24	user	user	NOUN
easat-7001	134	25	efficiency	efficiency	NOUN
easat-7001	134	26	,	,	PUNCT
easat-7001	134	27	energy	energy	NOUN
easat-7001	134	28	utilization	utilization	NOUN
easat-7001	134	29	,	,	PUNCT
easat-7001	134	30	and	and	CCONJ
easat-7001	134	31	efficiency	efficiency	NOUN
easat-7001	134	32	comparison	comparison	NOUN
easat-7001	134	33	(	(	PUNCT
easat-7001	134	34	before	before	ADP
easat-7001	134	35	vs.	vs.	X
easat-7001	134	36	after	after	ADP
easat-7001	134	37	745	745	NUM
easat-7001	134	38	edelweiss	edelweiss	PROPN
easat-7001	134	39	applied	apply	VERB
easat-7001	134	40	science	science	NOUN
easat-7001	134	41	and	and	CCONJ
easat-7001	134	42	technology	technology	NOUN
easat-7001	134	43	issn	issn	PROPN
easat-7001	134	44	:	:	PUNCT
easat-7001	134	45	2576	2576	NUM
easat-7001	134	46	-	-	SYM
easat-7001	134	47	8484	8484	NUM
easat-7001	134	48	vol	vol	NOUN
easat-7001	134	49	.	.	PROPN
easat-7001	135	1	9	9	NUM
easat-7001	135	2	,	,	PUNCT
easat-7001	135	3	no	no	INTJ
easat-7001	135	4	.	.	NOUN
easat-7001	135	5	5	5	NUM
easat-7001	135	6	:	:	PUNCT
easat-7001	135	7	740	740	NUM
easat-7001	135	8	-	-	SYM
easat-7001	135	9	756	756	NUM
easat-7001	135	10	,	,	PUNCT
easat-7001	135	11	2025	2025	NUM
easat-7001	135	12	doi	doi	NOUN
easat-7001	135	13	:	:	PUNCT
easat-7001	135	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	135	15	©	©	PROPN
easat-7001	135	16	2025	2025	NUM
easat-7001	135	17	by	by	ADP
easat-7001	135	18	the	the	DET
easat-7001	135	19	author	author	NOUN
easat-7001	135	20	;	;	PUNCT
easat-7001	135	21	licensee	licensee	PROPN
easat-7001	135	22	learning	learn	VERB
easat-7001	135	23	gate	gate	PROPN
easat-7001	135	24	optimization	optimization	NOUN
easat-7001	135	25	)	)	PUNCT
easat-7001	135	26	.	.	PUNCT
easat-7001	136	1	this	this	PRON
easat-7001	136	2	allows	allow	VERB
easat-7001	136	3	for	for	ADP
easat-7001	136	4	easy	easy	ADJ
easat-7001	136	5	comparison	comparison	NOUN
easat-7001	136	6	between	between	ADP
easat-7001	136	7	the	the	DET
easat-7001	136	8	performance	performance	NOUN
easat-7001	136	9	of	of	ADP
easat-7001	136	10	the	the	DET
easat-7001	136	11	network	network	NOUN
easat-7001	136	12	before	before	ADP
easat-7001	136	13	and	and	CCONJ
easat-7001	136	14	after	after	ADP
easat-7001	136	15	the	the	DET
easat-7001	136	16	optimization	optimization	NOUN
easat-7001	136	17	process	process	NOUN
easat-7001	136	18	.	.	PUNCT
easat-7001	137	1	here	here	ADV
easat-7001	137	2	are	be	AUX
easat-7001	137	3	each	each	PRON
easat-7001	137	4	of	of	ADP
easat-7001	137	5	the	the	DET
easat-7001	137	6	results	result	NOUN
easat-7001	137	7	and	and	CCONJ
easat-7001	137	8	its	its	PRON
easat-7001	137	9	respective	respective	ADJ
easat-7001	137	10	plots	plot	NOUN
easat-7001	137	11	,	,	PUNCT
easat-7001	137	12	explained	explain	VERB
easat-7001	137	13	in	in	ADP
easat-7001	137	14	thorough	thorough	ADJ
easat-7001	137	15	-	-	PUNCT
easat-7001	137	16	going	go	VERB
easat-7001	137	17	,	,	PUNCT
easat-7001	137	18	sequential	sequential	ADJ
easat-7001	137	19	detail	detail	NOUN
easat-7001	137	20	.	.	PUNCT
easat-7001	138	1	figure	figure	NOUN
easat-7001	138	2	2	2	NUM
easat-7001	138	3	.	.	PUNCT
easat-7001	138	4	user	user	NOUN
easat-7001	138	5	traffic	traffic	NOUN
easat-7001	138	6	demand	demand	NOUN
easat-7001	138	7	(	(	PUNCT
easat-7001	138	8	scatter	scatter	NOUN
easat-7001	138	9	plot	plot	NOUN
easat-7001	138	10	)	)	PUNCT
easat-7001	138	11	.	.	PUNCT
easat-7001	139	1	follow	follow	VERB
easat-7001	139	2	the	the	DET
easat-7001	139	3	scatter	scatter	NOUN
easat-7001	139	4	plot	plot	NOUN
easat-7001	139	5	of	of	ADP
easat-7001	139	6	traffic	traffic	NOUN
easat-7001	139	7	load	load	NOUN
easat-7001	139	8	per	per	ADP
easat-7001	139	9	user	user	NOUN
easat-7001	139	10	(	(	PUNCT
easat-7001	139	11	in	in	ADP
easat-7001	139	12	mbps)—showing	mbps)—showe	VERB
easat-7001	139	13	the	the	DET
easat-7001	139	14	dense	dense	ADJ
easat-7001	139	15	network	network	NOUN
easat-7001	139	16	.	.	PUNCT
easat-7001	140	1	each	each	DET
easat-7001	140	2	point	point	NOUN
easat-7001	140	3	corresponds	correspond	VERB
easat-7001	140	4	to	to	ADP
easat-7001	140	5	a	a	DET
easat-7001	140	6	specific	specific	ADJ
easat-7001	140	7	user	user	NOUN
easat-7001	140	8	traffic	traffic	NOUN
easat-7001	140	9	load	load	NOUN
easat-7001	140	10	.	.	PUNCT
easat-7001	141	1	the	the	DET
easat-7001	141	2	x	x	ADJ
easat-7001	141	3	-	-	ADJ
easat-7001	141	4	axis	axis	ADJ
easat-7001	141	5	refers	refer	VERB
easat-7001	141	6	to	to	ADP
easat-7001	141	7	the	the	DET
easat-7001	141	8	user	user	NOUN
easat-7001	141	9	index	index	NOUN
easat-7001	141	10	and	and	CCONJ
easat-7001	141	11	the	the	DET
easat-7001	141	12	y	y	NOUN
easat-7001	141	13	-	-	PUNCT
easat-7001	141	14	axis	axis	NOUN
easat-7001	141	15	represents	represent	VERB
easat-7001	141	16	the	the	DET
easat-7001	141	17	traffic	traffic	NOUN
easat-7001	141	18	load	load	NOUN
easat-7001	141	19	in	in	ADP
easat-7001	141	20	mbps	mbps	NOUN
easat-7001	141	21	.	.	PUNCT
easat-7001	142	1	for	for	ADP
easat-7001	142	2	each	each	DET
easat-7001	142	3	user	user	NOUN
easat-7001	142	4	the	the	DET
easat-7001	142	5	data	data	NOUN
easat-7001	142	6	is	be	AUX
easat-7001	142	7	randomly	randomly	ADV
easat-7001	142	8	generated	generate	VERB
easat-7001	142	9	from	from	ADP
easat-7001	142	10	1	1	NUM
easat-7001	142	11	to	to	PART
easat-7001	142	12	20	20	NUM
easat-7001	142	13	mbps	mbps	NOUN
easat-7001	142	14	.	.	PUNCT
easat-7001	143	1	this	this	DET
easat-7001	143	2	plot	plot	NOUN
easat-7001	143	3	illustrates	illustrate	VERB
easat-7001	143	4	how	how	SCONJ
easat-7001	143	5	diverse	diverse	ADJ
easat-7001	143	6	the	the	DET
easat-7001	143	7	traffic	traffic	NOUN
easat-7001	143	8	demand	demand	NOUN
easat-7001	143	9	is	be	AUX
easat-7001	143	10	among	among	ADP
easat-7001	143	11	different	different	ADJ
easat-7001	143	12	users	user	NOUN
easat-7001	143	13	.	.	PUNCT
easat-7001	144	1	it	it	PRON
easat-7001	144	2	allows	allow	VERB
easat-7001	144	3	us	we	PRON
easat-7001	144	4	to	to	PART
easat-7001	144	5	visualize	visualize	VERB
easat-7001	144	6	how	how	SCONJ
easat-7001	144	7	the	the	DET
easat-7001	144	8	traffic	traffic	NOUN
easat-7001	144	9	is	be	AUX
easat-7001	144	10	distributed	distribute	VERB
easat-7001	144	11	before	before	ADP
easat-7001	144	12	applying	apply	VERB
easat-7001	144	13	any	any	DET
easat-7001	144	14	optimization	optimization	NOUN
easat-7001	144	15	or	or	CCONJ
easat-7001	144	16	resource	resource	NOUN
easat-7001	144	17	allocation	allocation	NOUN
easat-7001	144	18	.	.	PUNCT
easat-7001	145	1	figure	figure	NOUN
easat-7001	145	2	2	2	NUM
easat-7001	145	3	.	.	PUNCT
easat-7001	145	4	user	user	NOUN
easat-7001	145	5	traffic	traffic	NOUN
easat-7001	145	6	demand	demand	NOUN
easat-7001	145	7	(	(	PUNCT
easat-7001	145	8	scatter	scatter	NOUN
easat-7001	145	9	plot	plot	NOUN
easat-7001	145	10	)	)	PUNCT
easat-7001	145	11	.	.	PUNCT
easat-7001	146	1	figure	figure	VERB
easat-7001	146	2	3	3	NUM
easat-7001	146	3	.	.	NOUN
easat-7001	146	4	channel	channel	NOUN
easat-7001	146	5	utilization	utilization	NOUN
easat-7001	146	6	after	after	ADP
easat-7001	146	7	neural	neural	ADJ
easat-7001	146	8	network	network	NOUN
easat-7001	146	9	allocation	allocation	NOUN
easat-7001	146	10	(	(	PUNCT
easat-7001	146	11	bar	bar	NOUN
easat-7001	146	12	chart	chart	NOUN
easat-7001	146	13	)	)	PUNCT
easat-7001	146	14	.	.	PUNCT
easat-7001	147	1	this	this	DET
easat-7001	147	2	bar	bar	NOUN
easat-7001	147	3	chart	chart	NOUN
easat-7001	147	4	shows	show	VERB
easat-7001	147	5	the	the	DET
easat-7001	147	6	number	number	NOUN
easat-7001	147	7	of	of	ADP
easat-7001	147	8	users	user	NOUN
easat-7001	147	9	assigned	assign	VERB
easat-7001	147	10	to	to	ADP
easat-7001	147	11	each	each	DET
easat-7001	147	12	frequency	frequency	NOUN
easat-7001	147	13	channel	channel	NOUN
easat-7001	147	14	after	after	ADP
easat-7001	147	15	resource	resource	NOUN
easat-7001	147	16	allocation	allocation	NOUN
easat-7001	147	17	by	by	ADP
easat-7001	147	18	the	the	DET
easat-7001	147	19	neural	neural	ADJ
easat-7001	147	20	network	network	NOUN
easat-7001	147	21	.	.	PUNCT
easat-7001	148	1	the	the	DET
easat-7001	148	2	x	x	ADJ
easat-7001	148	3	-	-	ADJ
easat-7001	148	4	axis	axis	ADJ
easat-7001	148	5	corresponds	correspond	NOUN
easat-7001	148	6	to	to	ADP
easat-7001	148	7	the	the	DET
easat-7001	148	8	channel	channel	NOUN
easat-7001	148	9	indices	index	NOUN
easat-7001	148	10	,	,	PUNCT
easat-7001	148	11	and	and	CCONJ
easat-7001	148	12	the	the	DET
easat-7001	148	13	y	y	NOUN
easat-7001	148	14	-	-	PUNCT
easat-7001	148	15	axis	axis	NOUN
easat-7001	148	16	shows	show	VERB
easat-7001	148	17	the	the	DET
easat-7001	148	18	number	number	NOUN
easat-7001	148	19	of	of	ADP
easat-7001	148	20	users	user	NOUN
easat-7001	148	21	assigned	assign	VERB
easat-7001	148	22	to	to	ADP
easat-7001	148	23	each	each	DET
easat-7001	148	24	channel	channel	NOUN
easat-7001	148	25	.	.	PUNCT
easat-7001	149	1	the	the	DET
easat-7001	149	2	bar	bar	NOUN
easat-7001	149	3	height	height	NOUN
easat-7001	149	4	represents	represent	VERB
easat-7001	149	5	how	how	SCONJ
easat-7001	149	6	many	many	ADJ
easat-7001	149	7	users	user	NOUN
easat-7001	149	8	are	be	AUX
easat-7001	149	9	using	use	VERB
easat-7001	149	10	each	each	DET
easat-7001	149	11	channel	channel	NOUN
easat-7001	149	12	after	after	ADP
easat-7001	149	13	the	the	DET
easat-7001	149	14	neural	neural	ADJ
easat-7001	149	15	network	network	NOUN
easat-7001	149	16	allocation	allocation	NOUN
easat-7001	149	17	.	.	PUNCT
easat-7001	150	1	the	the	DET
easat-7001	150	2	bars	bar	NOUN
easat-7001	150	3	help	help	VERB
easat-7001	150	4	visualize	visualize	VERB
easat-7001	150	5	the	the	DET
easat-7001	150	6	distribution	distribution	NOUN
easat-7001	150	7	of	of	ADP
easat-7001	150	8	users	user	NOUN
easat-7001	150	9	across	across	ADP
easat-7001	150	10	channels	channel	NOUN
easat-7001	150	11	.	.	PUNCT
easat-7001	151	1	if	if	SCONJ
easat-7001	151	2	a	a	DET
easat-7001	151	3	channel	channel	NOUN
easat-7001	151	4	has	have	VERB
easat-7001	151	5	too	too	ADV
easat-7001	151	6	many	many	ADJ
easat-7001	151	7	users	user	NOUN
easat-7001	151	8	(	(	PUNCT
easat-7001	151	9	higher	high	ADJ
easat-7001	151	10	bar	bar	NOUN
easat-7001	151	11	)	)	PUNCT
easat-7001	151	12	,	,	PUNCT
easat-7001	151	13	it	it	PRON
easat-7001	151	14	might	might	AUX
easat-7001	151	15	indicate	indicate	VERB
easat-7001	151	16	potential	potential	ADJ
easat-7001	151	17	congestion	congestion	NOUN
easat-7001	151	18	or	or	CCONJ
easat-7001	151	19	overuse	overuse	NOUN
easat-7001	151	20	.	.	PUNCT
easat-7001	152	1	746	746	NUM
easat-7001	152	2	edelweiss	edelweiss	PROPN
easat-7001	152	3	applied	apply	VERB
easat-7001	152	4	science	science	NOUN
easat-7001	152	5	and	and	CCONJ
easat-7001	152	6	technology	technology	NOUN
easat-7001	152	7	issn	issn	PROPN
easat-7001	152	8	:	:	PUNCT
easat-7001	152	9	2576	2576	NUM
easat-7001	152	10	-	-	SYM
easat-7001	152	11	8484	8484	NUM
easat-7001	152	12	vol	vol	NOUN
easat-7001	152	13	.	.	PROPN
easat-7001	153	1	9	9	NUM
easat-7001	153	2	,	,	PUNCT
easat-7001	153	3	no	no	INTJ
easat-7001	153	4	.	.	NOUN
easat-7001	153	5	5	5	NUM
easat-7001	153	6	:	:	PUNCT
easat-7001	153	7	740	740	NUM
easat-7001	153	8	-	-	SYM
easat-7001	153	9	756	756	NUM
easat-7001	153	10	,	,	PUNCT
easat-7001	153	11	2025	2025	NUM
easat-7001	153	12	doi	doi	NOUN
easat-7001	153	13	:	:	PUNCT
easat-7001	153	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	153	15	©	©	PROPN
easat-7001	153	16	2025	2025	NUM
easat-7001	153	17	by	by	ADP
easat-7001	153	18	the	the	DET
easat-7001	153	19	author	author	NOUN
easat-7001	153	20	;	;	PUNCT
easat-7001	153	21	licensee	licensee	PROPN
easat-7001	153	22	learning	learn	VERB
easat-7001	153	23	gate	gate	PROPN
easat-7001	153	24	figure	figure	NOUN
easat-7001	153	25	3	3	NUM
easat-7001	153	26	.	.	NOUN
easat-7001	153	27	channel	channel	NOUN
easat-7001	153	28	utilization	utilization	NOUN
easat-7001	153	29	after	after	ADP
easat-7001	153	30	neural	neural	ADJ
easat-7001	153	31	network	network	NOUN
easat-7001	153	32	allocation	allocation	NOUN
easat-7001	153	33	(	(	PUNCT
easat-7001	153	34	bar	bar	NOUN
easat-7001	153	35	chart	chart	NOUN
easat-7001	153	36	)	)	PUNCT
easat-7001	153	37	.	.	PUNCT
easat-7001	154	1	figure	figure	VERB
easat-7001	154	2	4	4	NUM
easat-7001	154	3	.	.	PUNCT
easat-7001	154	4	resource	resource	NOUN
easat-7001	154	5	allocation	allocation	NOUN
easat-7001	154	6	heatmap	heatmap	NOUN
easat-7001	154	7	.	.	PUNCT
easat-7001	155	1	this	this	DET
easat-7001	155	2	heatmap	heatmap	NOUN
easat-7001	155	3	visually	visually	ADV
easat-7001	155	4	represents	represent	VERB
easat-7001	155	5	the	the	DET
easat-7001	155	6	channel	channel	NOUN
easat-7001	155	7	allocation	allocation	NOUN
easat-7001	155	8	for	for	ADP
easat-7001	155	9	each	each	DET
easat-7001	155	10	user	user	NOUN
easat-7001	155	11	.	.	PUNCT
easat-7001	156	1	the	the	DET
easat-7001	156	2	x	x	ADJ
easat-7001	156	3	-	-	ADJ
easat-7001	156	4	axis	axis	ADJ
easat-7001	156	5	corresponds	correspond	NOUN
easat-7001	156	6	to	to	ADP
easat-7001	156	7	the	the	DET
easat-7001	156	8	channels	channel	NOUN
easat-7001	156	9	,	,	PUNCT
easat-7001	156	10	and	and	CCONJ
easat-7001	156	11	the	the	DET
easat-7001	156	12	y	y	ADJ
easat-7001	156	13	-	-	PUNCT
easat-7001	156	14	axis	axis	NOUN
easat-7001	156	15	corresponds	correspond	NOUN
easat-7001	156	16	to	to	ADP
easat-7001	156	17	the	the	DET
easat-7001	156	18	users	user	NOUN
easat-7001	156	19	.	.	PUNCT
easat-7001	157	1	a	a	DET
easat-7001	157	2	value	value	NOUN
easat-7001	157	3	of	of	ADP
easat-7001	157	4	1	1	NUM
easat-7001	157	5	means	mean	VERB
easat-7001	157	6	that	that	SCONJ
easat-7001	157	7	the	the	DET
easat-7001	157	8	user	user	NOUN
easat-7001	157	9	is	be	AUX
easat-7001	157	10	allocated	allocate	VERB
easat-7001	157	11	to	to	ADP
easat-7001	157	12	the	the	DET
easat-7001	157	13	respective	respective	ADJ
easat-7001	157	14	channel	channel	NOUN
easat-7001	157	15	.	.	PUNCT
easat-7001	158	1	each	each	DET
easat-7001	158	2	cell	cell	NOUN
easat-7001	158	3	in	in	ADP
easat-7001	158	4	the	the	DET
easat-7001	158	5	heatmap	heatmap	NOUN
easat-7001	158	6	indicates	indicate	VERB
easat-7001	158	7	a	a	DET
easat-7001	158	8	user	user	NOUN
easat-7001	158	9	's	's	PART
easat-7001	158	10	channel	channel	NOUN
easat-7001	158	11	assignment	assignment	NOUN
easat-7001	158	12	.	.	PUNCT
easat-7001	159	1	this	this	DET
easat-7001	159	2	heatmap	heatmap	NOUN
easat-7001	159	3	provides	provide	VERB
easat-7001	159	4	an	an	DET
easat-7001	159	5	intuitive	intuitive	ADJ
easat-7001	159	6	overview	overview	NOUN
easat-7001	159	7	of	of	ADP
easat-7001	159	8	how	how	SCONJ
easat-7001	159	9	well	well	ADV
easat-7001	159	10	the	the	DET
easat-7001	159	11	resources	resource	NOUN
easat-7001	159	12	(	(	PUNCT
easat-7001	159	13	channels	channel	NOUN
easat-7001	159	14	)	)	PUNCT
easat-7001	159	15	are	be	AUX
easat-7001	159	16	distributed	distribute	VERB
easat-7001	159	17	among	among	ADP
easat-7001	159	18	users	user	NOUN
easat-7001	159	19	.	.	PUNCT
easat-7001	160	1	if	if	SCONJ
easat-7001	160	2	there	there	PRON
easat-7001	160	3	are	be	VERB
easat-7001	160	4	many	many	ADJ
easat-7001	160	5	clusters	cluster	NOUN
easat-7001	160	6	of	of	ADP
easat-7001	160	7	"	"	PUNCT
easat-7001	160	8	1"s	1"s	PROPN
easat-7001	160	9	in	in	ADP
easat-7001	160	10	the	the	DET
easat-7001	160	11	same	same	ADJ
easat-7001	160	12	column	column	NOUN
easat-7001	160	13	,	,	PUNCT
easat-7001	160	14	it	it	PRON
easat-7001	160	15	shows	show	VERB
easat-7001	160	16	a	a	DET
easat-7001	160	17	higher	high	ADJ
easat-7001	160	18	concentration	concentration	NOUN
easat-7001	160	19	of	of	ADP
easat-7001	160	20	users	user	NOUN
easat-7001	160	21	on	on	ADP
easat-7001	160	22	a	a	DET
easat-7001	160	23	particular	particular	ADJ
easat-7001	160	24	channel	channel	NOUN
easat-7001	160	25	.	.	PUNCT
easat-7001	161	1	747	747	NUM
easat-7001	161	2	edelweiss	edelweiss	PROPN
easat-7001	161	3	applied	apply	VERB
easat-7001	161	4	science	science	NOUN
easat-7001	161	5	and	and	CCONJ
easat-7001	161	6	technology	technology	NOUN
easat-7001	161	7	issn	issn	PROPN
easat-7001	161	8	:	:	PUNCT
easat-7001	161	9	2576	2576	NUM
easat-7001	161	10	-	-	SYM
easat-7001	161	11	8484	8484	NUM
easat-7001	161	12	vol	vol	NOUN
easat-7001	161	13	.	.	PROPN
easat-7001	162	1	9	9	NUM
easat-7001	162	2	,	,	PUNCT
easat-7001	162	3	no	no	INTJ
easat-7001	162	4	.	.	NOUN
easat-7001	162	5	5	5	NUM
easat-7001	162	6	:	:	PUNCT
easat-7001	162	7	740	740	NUM
easat-7001	162	8	-	-	SYM
easat-7001	162	9	756	756	NUM
easat-7001	162	10	,	,	PUNCT
easat-7001	162	11	2025	2025	NUM
easat-7001	162	12	doi	doi	NOUN
easat-7001	162	13	:	:	PUNCT
easat-7001	162	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	162	15	©	©	PROPN
easat-7001	162	16	2025	2025	NUM
easat-7001	162	17	by	by	ADP
easat-7001	162	18	the	the	DET
easat-7001	162	19	author	author	NOUN
easat-7001	162	20	;	;	PUNCT
easat-7001	162	21	licensee	licensee	PROPN
easat-7001	162	22	learning	learn	VERB
easat-7001	162	23	gate	gate	NOUN
easat-7001	162	24	figure	figure	NOUN
easat-7001	162	25	4	4	NUM
easat-7001	162	26	.	.	PUNCT
easat-7001	162	27	resource	resource	NOUN
easat-7001	162	28	allocation	allocation	NOUN
easat-7001	162	29	heatmap	heatmap	NOUN
easat-7001	162	30	.	.	PUNCT
easat-7001	163	1	figure	figure	NOUN
easat-7001	163	2	5	5	NUM
easat-7001	163	3	.	.	PUNCT
easat-7001	163	4	efficiency	efficiency	NOUN
easat-7001	163	5	comparison	comparison	NOUN
easat-7001	163	6	(	(	PUNCT
easat-7001	163	7	before	before	ADP
easat-7001	163	8	vs.	vs.	X
easat-7001	163	9	after	after	ADP
easat-7001	163	10	neural	neural	ADJ
easat-7001	163	11	network	network	NOUN
easat-7001	163	12	)	)	PUNCT
easat-7001	163	13	.	.	PUNCT
easat-7001	164	1	this	this	DET
easat-7001	164	2	bar	bar	NOUN
easat-7001	164	3	chart	chart	NOUN
easat-7001	164	4	compares	compare	VERB
easat-7001	164	5	network	network	NOUN
easat-7001	164	6	efficiency	efficiency	NOUN
easat-7001	164	7	before	before	ADP
easat-7001	164	8	and	and	CCONJ
easat-7001	164	9	after	after	ADP
easat-7001	164	10	neural	neural	ADJ
easat-7001	164	11	network	network	NOUN
easat-7001	164	12	-	-	PUNCT
easat-7001	164	13	based	base	VERB
easat-7001	164	14	resource	resource	NOUN
easat-7001	164	15	allocation	allocation	NOUN
easat-7001	164	16	.	.	PUNCT
easat-7001	165	1	the	the	DET
easat-7001	165	2	y	y	NOUN
easat-7001	165	3	-	-	PUNCT
easat-7001	165	4	axis	axis	NOUN
easat-7001	165	5	represents	represent	VERB
easat-7001	165	6	the	the	DET
easat-7001	165	7	efficiency	efficiency	NOUN
easat-7001	165	8	percentage	percentage	NOUN
easat-7001	165	9	,	,	PUNCT
easat-7001	165	10	which	which	PRON
easat-7001	165	11	reflects	reflect	VERB
easat-7001	165	12	how	how	SCONJ
easat-7001	165	13	effectively	effectively	ADV
easat-7001	165	14	the	the	DET
easat-7001	165	15	bandwidth	bandwidth	NOUN
easat-7001	165	16	is	be	AUX
easat-7001	165	17	used	use	VERB
easat-7001	165	18	in	in	ADP
easat-7001	165	19	the	the	DET
easat-7001	165	20	network	network	NOUN
easat-7001	165	21	.	.	PUNCT
easat-7001	166	1	before	before	ADP
easat-7001	166	2	the	the	DET
easat-7001	166	3	allocation	allocation	NOUN
easat-7001	166	4	,	,	PUNCT
easat-7001	166	5	efficiency	efficiency	NOUN
easat-7001	166	6	is	be	AUX
easat-7001	166	7	set	set	VERB
easat-7001	166	8	lower	low	ADJ
easat-7001	166	9	(	(	PUNCT
easat-7001	166	10	65	65	NUM
easat-7001	166	11	%	%	NOUN
easat-7001	166	12	)	)	PUNCT
easat-7001	166	13	,	,	PUNCT
easat-7001	166	14	and	and	CCONJ
easat-7001	166	15	after	after	ADP
easat-7001	166	16	neural	neural	ADJ
easat-7001	166	17	network	network	NOUN
easat-7001	166	18	optimization	optimization	NOUN
easat-7001	166	19	,	,	PUNCT
easat-7001	166	20	it	it	PRON
easat-7001	166	21	increases	increase	VERB
easat-7001	166	22	to	to	ADP
easat-7001	166	23	95	95	NUM
easat-7001	166	24	%	%	NOUN
easat-7001	166	25	.	.	PUNCT
easat-7001	167	1	this	this	PRON
easat-7001	167	2	shows	show	VERB
easat-7001	167	3	a	a	DET
easat-7001	167	4	significant	significant	ADJ
easat-7001	167	5	improvement	improvement	NOUN
easat-7001	167	6	in	in	ADP
easat-7001	167	7	network	network	NOUN
easat-7001	167	8	efficiency	efficiency	NOUN
easat-7001	167	9	after	after	SCONJ
easat-7001	167	10	the	the	DET
easat-7001	167	11	neural	neural	ADJ
easat-7001	167	12	network	network	NOUN
easat-7001	167	13	is	be	AUX
easat-7001	167	14	applied	apply	VERB
easat-7001	167	15	for	for	ADP
easat-7001	167	16	resource	resource	NOUN
easat-7001	167	17	allocation	allocation	NOUN
easat-7001	167	18	.	.	PUNCT
easat-7001	168	1	a	a	DET
easat-7001	168	2	higher	high	ADJ
easat-7001	168	3	efficiency	efficiency	NOUN
easat-7001	168	4	indicates	indicate	VERB
easat-7001	168	5	better	well	ADJ
easat-7001	168	6	utilization	utilization	NOUN
easat-7001	168	7	of	of	ADP
easat-7001	168	8	the	the	DET
easat-7001	168	9	available	available	ADJ
easat-7001	168	10	bandwidth	bandwidth	NOUN
easat-7001	168	11	and	and	CCONJ
easat-7001	168	12	resources	resource	NOUN
easat-7001	168	13	.	.	PUNCT
easat-7001	169	1	748	748	NUM
easat-7001	169	2	edelweiss	edelweiss	PROPN
easat-7001	169	3	applied	apply	VERB
easat-7001	169	4	science	science	NOUN
easat-7001	169	5	and	and	CCONJ
easat-7001	169	6	technology	technology	NOUN
easat-7001	169	7	issn	issn	PROPN
easat-7001	169	8	:	:	PUNCT
easat-7001	169	9	2576	2576	NUM
easat-7001	169	10	-	-	SYM
easat-7001	169	11	8484	8484	NUM
easat-7001	169	12	vol	vol	NOUN
easat-7001	169	13	.	.	PROPN
easat-7001	170	1	9	9	NUM
easat-7001	170	2	,	,	PUNCT
easat-7001	170	3	no	no	INTJ
easat-7001	170	4	.	.	NOUN
easat-7001	170	5	5	5	NUM
easat-7001	170	6	:	:	PUNCT
easat-7001	170	7	740	740	NUM
easat-7001	170	8	-	-	SYM
easat-7001	170	9	756	756	NUM
easat-7001	170	10	,	,	PUNCT
easat-7001	170	11	2025	2025	NUM
easat-7001	170	12	doi	doi	NOUN
easat-7001	170	13	:	:	PUNCT
easat-7001	170	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	170	15	©	©	PROPN
easat-7001	170	16	2025	2025	NUM
easat-7001	170	17	by	by	ADP
easat-7001	170	18	the	the	DET
easat-7001	170	19	author	author	NOUN
easat-7001	170	20	;	;	PUNCT
easat-7001	170	21	licensee	licensee	PROPN
easat-7001	170	22	learning	learn	VERB
easat-7001	170	23	gate	gate	PROPN
easat-7001	170	24	figure	figure	NOUN
easat-7001	170	25	5	5	NUM
easat-7001	170	26	.	.	PUNCT
easat-7001	170	27	efficiency	efficiency	NOUN
easat-7001	170	28	comparison	comparison	NOUN
easat-7001	170	29	(	(	PUNCT
easat-7001	170	30	before	before	ADP
easat-7001	170	31	vs.	vs.	X
easat-7001	170	32	after	after	ADP
easat-7001	170	33	neural	neural	ADJ
easat-7001	170	34	network	network	NOUN
easat-7001	170	35	)	)	PUNCT
easat-7001	170	36	.	.	PUNCT
easat-7001	171	1	figure	figure	VERB
easat-7001	171	2	6	6	NUM
easat-7001	171	3	.	.	PUNCT
easat-7001	172	1	collision	collision	NOUN
easat-7001	172	2	distribution	distribution	NOUN
easat-7001	172	3	across	across	ADP
easat-7001	172	4	channels	channel	NOUN
easat-7001	172	5	.	.	PUNCT
easat-7001	173	1	this	this	DET
easat-7001	173	2	bar	bar	NOUN
easat-7001	173	3	chart	chart	NOUN
easat-7001	173	4	illustrates	illustrate	VERB
easat-7001	173	5	the	the	DET
easat-7001	173	6	distribution	distribution	NOUN
easat-7001	173	7	of	of	ADP
easat-7001	173	8	collisions	collision	NOUN
easat-7001	173	9	(	(	PUNCT
easat-7001	173	10	overloaded	overload	VERB
easat-7001	173	11	channels	channel	NOUN
easat-7001	173	12	)	)	PUNCT
easat-7001	173	13	across	across	ADP
easat-7001	173	14	the	the	DET
easat-7001	173	15	available	available	ADJ
easat-7001	173	16	frequency	frequency	NOUN
easat-7001	173	17	channels	channel	NOUN
easat-7001	173	18	.	.	PUNCT
easat-7001	174	1	the	the	DET
easat-7001	174	2	x	x	ADJ
easat-7001	174	3	-	-	ADJ
easat-7001	174	4	axis	axis	ADJ
easat-7001	174	5	corresponds	correspond	NOUN
easat-7001	174	6	to	to	ADP
easat-7001	174	7	the	the	DET
easat-7001	174	8	channel	channel	NOUN
easat-7001	174	9	indices	index	NOUN
easat-7001	174	10	,	,	PUNCT
easat-7001	174	11	and	and	CCONJ
easat-7001	174	12	the	the	DET
easat-7001	174	13	y	y	NOUN
easat-7001	174	14	-	-	PUNCT
easat-7001	174	15	axis	axis	NOUN
easat-7001	174	16	represents	represent	VERB
easat-7001	174	17	whether	whether	SCONJ
easat-7001	174	18	a	a	DET
easat-7001	174	19	collision	collision	NOUN
easat-7001	174	20	occurred	occur	VERB
easat-7001	174	21	(	(	PUNCT
easat-7001	174	22	binary	binary	NOUN
easat-7001	174	23	:	:	SYM
easat-7001	174	24	0	0	NUM
easat-7001	174	25	or	or	CCONJ
easat-7001	174	26	1	1	NUM
easat-7001	174	27	)	)	PUNCT
easat-7001	174	28	for	for	ADP
easat-7001	174	29	each	each	DET
easat-7001	174	30	channel	channel	NOUN
easat-7001	174	31	.	.	PUNCT
easat-7001	175	1	a	a	DET
easat-7001	175	2	collision	collision	NOUN
easat-7001	175	3	occurs	occur	VERB
easat-7001	175	4	if	if	SCONJ
easat-7001	175	5	more	more	ADJ
easat-7001	175	6	users	user	NOUN
easat-7001	175	7	are	be	AUX
easat-7001	175	8	assigned	assign	VERB
easat-7001	175	9	to	to	ADP
easat-7001	175	10	a	a	DET
easat-7001	175	11	channel	channel	NOUN
easat-7001	175	12	than	than	ADP
easat-7001	175	13	its	its	PRON
easat-7001	175	14	maximum	maximum	ADJ
easat-7001	175	15	allowed	allow	VERB
easat-7001	175	16	bandwidth	bandwidth	NOUN
easat-7001	175	17	.	.	PUNCT
easat-7001	176	1	this	this	PRON
easat-7001	176	2	helps	help	VERB
easat-7001	176	3	to	to	PART
easat-7001	176	4	identify	identify	VERB
easat-7001	176	5	which	which	DET
easat-7001	176	6	channels	channel	NOUN
easat-7001	176	7	are	be	AUX
easat-7001	176	8	overloaded	overload	VERB
easat-7001	176	9	and	and	CCONJ
easat-7001	176	10	potentially	potentially	ADV
easat-7001	176	11	face	face	VERB
easat-7001	176	12	congestion	congestion	NOUN
easat-7001	176	13	.	.	PUNCT
easat-7001	177	1	a	a	DET
easat-7001	177	2	value	value	NOUN
easat-7001	177	3	of	of	ADP
easat-7001	177	4	1	1	NUM
easat-7001	177	5	means	mean	VERB
easat-7001	177	6	the	the	DET
easat-7001	177	7	channel	channel	NOUN
easat-7001	177	8	is	be	AUX
easat-7001	177	9	overloaded	overload	VERB
easat-7001	177	10	,	,	PUNCT
easat-7001	177	11	and	and	CCONJ
easat-7001	177	12	a	a	DET
easat-7001	177	13	value	value	NOUN
easat-7001	177	14	of	of	ADP
easat-7001	177	15	0	0	NUM
easat-7001	177	16	means	mean	VERB
easat-7001	177	17	it	it	PRON
easat-7001	177	18	is	be	AUX
easat-7001	177	19	not	not	PART
easat-7001	177	20	.	.	PUNCT
easat-7001	178	1	figure	figure	VERB
easat-7001	178	2	6	6	NUM
easat-7001	178	3	.	.	PUNCT
easat-7001	179	1	collision	collision	NOUN
easat-7001	179	2	distribution	distribution	NOUN
easat-7001	179	3	across	across	ADP
easat-7001	179	4	channels	channel	NOUN
easat-7001	179	5	.	.	PUNCT
easat-7001	180	1	749	749	NUM
easat-7001	180	2	edelweiss	edelweiss	PROPN
easat-7001	180	3	applied	apply	VERB
easat-7001	180	4	science	science	NOUN
easat-7001	180	5	and	and	CCONJ
easat-7001	180	6	technology	technology	NOUN
easat-7001	180	7	issn	issn	PROPN
easat-7001	180	8	:	:	PUNCT
easat-7001	180	9	2576	2576	NUM
easat-7001	180	10	-	-	SYM
easat-7001	180	11	8484	8484	NUM
easat-7001	180	12	vol	vol	NOUN
easat-7001	180	13	.	.	PROPN
easat-7001	181	1	9	9	NUM
easat-7001	181	2	,	,	PUNCT
easat-7001	181	3	no	no	INTJ
easat-7001	181	4	.	.	NOUN
easat-7001	181	5	5	5	NUM
easat-7001	181	6	:	:	PUNCT
easat-7001	181	7	740	740	NUM
easat-7001	181	8	-	-	SYM
easat-7001	181	9	756	756	NUM
easat-7001	181	10	,	,	PUNCT
easat-7001	181	11	2025	2025	NUM
easat-7001	181	12	doi	doi	NOUN
easat-7001	181	13	:	:	PUNCT
easat-7001	181	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	181	15	©	©	PROPN
easat-7001	181	16	2025	2025	NUM
easat-7001	181	17	by	by	ADP
easat-7001	181	18	the	the	DET
easat-7001	181	19	author	author	NOUN
easat-7001	181	20	;	;	PUNCT
easat-7001	181	21	licensee	licensee	PROPN
easat-7001	181	22	learning	learn	VERB
easat-7001	181	23	gate	gate	NOUN
easat-7001	181	24	figure	figure	NOUN
easat-7001	181	25	7	7	NUM
easat-7001	181	26	.	.	PUNCT
easat-7001	181	27	user	user	NOUN
easat-7001	181	28	channel	channel	PROPN
easat-7001	181	29	allocation	allocation	NOUN
easat-7001	181	30	(	(	PUNCT
easat-7001	181	31	pie	pie	NOUN
easat-7001	181	32	chart	chart	NOUN
easat-7001	181	33	)	)	PUNCT
easat-7001	181	34	.	.	PUNCT
easat-7001	182	1	this	this	DET
easat-7001	182	2	pie	pie	NOUN
easat-7001	182	3	chart	chart	NOUN
easat-7001	182	4	shows	show	VERB
easat-7001	182	5	the	the	DET
easat-7001	182	6	distribution	distribution	NOUN
easat-7001	182	7	of	of	ADP
easat-7001	182	8	users	user	NOUN
easat-7001	182	9	across	across	ADP
easat-7001	182	10	different	different	ADJ
easat-7001	182	11	channels	channel	NOUN
easat-7001	182	12	.	.	PUNCT
easat-7001	183	1	each	each	DET
easat-7001	183	2	slice	slice	NOUN
easat-7001	183	3	of	of	ADP
easat-7001	183	4	the	the	DET
easat-7001	183	5	pie	pie	NOUN
easat-7001	183	6	represents	represent	VERB
easat-7001	183	7	the	the	DET
easat-7001	183	8	number	number	NOUN
easat-7001	183	9	of	of	ADP
easat-7001	183	10	users	user	NOUN
easat-7001	183	11	allocated	allocate	VERB
easat-7001	183	12	to	to	ADP
easat-7001	183	13	each	each	DET
easat-7001	183	14	channel	channel	NOUN
easat-7001	183	15	.	.	PUNCT
easat-7001	184	1	the	the	DET
easat-7001	184	2	chart	chart	NOUN
easat-7001	184	3	is	be	AUX
easat-7001	184	4	divided	divide	VERB
easat-7001	184	5	proportionally	proportionally	ADV
easat-7001	184	6	based	base	VERB
easat-7001	184	7	on	on	ADP
easat-7001	184	8	the	the	DET
easat-7001	184	9	number	number	NOUN
easat-7001	184	10	of	of	ADP
easat-7001	184	11	users	user	NOUN
easat-7001	184	12	per	per	ADP
easat-7001	184	13	channel	channel	NOUN
easat-7001	184	14	.	.	PUNCT
easat-7001	185	1	this	this	PRON
easat-7001	185	2	provides	provide	VERB
easat-7001	185	3	a	a	DET
easat-7001	185	4	high	high	ADJ
easat-7001	185	5	-	-	PUNCT
easat-7001	185	6	level	level	NOUN
easat-7001	185	7	view	view	NOUN
easat-7001	185	8	of	of	ADP
easat-7001	185	9	the	the	DET
easat-7001	185	10	distribution	distribution	NOUN
easat-7001	185	11	of	of	ADP
easat-7001	185	12	users	user	NOUN
easat-7001	185	13	across	across	ADP
easat-7001	185	14	channels	channel	NOUN
easat-7001	185	15	in	in	ADP
easat-7001	185	16	a	a	DET
easat-7001	185	17	more	more	ADV
easat-7001	185	18	accessible	accessible	ADJ
easat-7001	185	19	and	and	CCONJ
easat-7001	185	20	intuitive	intuitive	ADJ
easat-7001	185	21	way	way	NOUN
easat-7001	185	22	.	.	PUNCT
easat-7001	186	1	more	more	ADV
easat-7001	186	2	balanced	balanced	ADJ
easat-7001	186	3	allocation	allocation	NOUN
easat-7001	186	4	would	would	AUX
easat-7001	186	5	like	like	VERB
easat-7001	186	6	to	to	PART
easat-7001	186	7	see	see	VERB
easat-7001	186	8	more	more	ADJ
easat-7001	186	9	uniform	uniform	ADJ
easat-7001	186	10	slices	slice	NOUN
easat-7001	186	11	,	,	PUNCT
easat-7001	186	12	while	while	SCONJ
easat-7001	186	13	unbalanced	unbalanced	ADJ
easat-7001	186	14	is	be	AUX
easat-7001	186	15	left	leave	VERB
easat-7001	186	16	few	few	ADJ
easat-7001	186	17	channels	channel	NOUN
easat-7001	186	18	a	a	DET
easat-7001	186	19	much	much	ADV
easat-7001	186	20	larger	large	ADJ
easat-7001	186	21	slit	slit	NOUN
easat-7001	186	22	.	.	PUNCT
easat-7001	187	1	figure	figure	NOUN
easat-7001	187	2	7	7	NUM
easat-7001	187	3	.	.	PUNCT
easat-7001	187	4	user	user	NOUN
easat-7001	187	5	channel	channel	PROPN
easat-7001	187	6	allocation	allocation	NOUN
easat-7001	187	7	(	(	PUNCT
easat-7001	187	8	pie	pie	NOUN
easat-7001	187	9	chart	chart	NOUN
easat-7001	187	10	)	)	PUNCT
easat-7001	187	11	.	.	PUNCT
easat-7001	188	1	figure	figure	VERB
easat-7001	188	2	8	8	NUM
easat-7001	188	3	.	.	PUNCT
easat-7001	189	1	network	network	NOUN
easat-7001	189	2	capacity	capacity	NOUN
easat-7001	189	3	over	over	ADP
easat-7001	189	4	time	time	NOUN
easat-7001	189	5	(	(	PUNCT
easat-7001	189	6	line	line	NOUN
easat-7001	189	7	plot	plot	NOUN
easat-7001	189	8	)	)	PUNCT
easat-7001	189	9	.	.	PUNCT
easat-7001	190	1	this	this	PRON
easat-7001	190	2	is	be	AUX
easat-7001	190	3	a	a	DET
easat-7001	190	4	line	line	NOUN
easat-7001	190	5	plot	plot	NOUN
easat-7001	190	6	that	that	PRON
easat-7001	190	7	shows	show	VERB
easat-7001	190	8	how	how	SCONJ
easat-7001	190	9	the	the	DET
easat-7001	190	10	capacity	capacity	NOUN
easat-7001	190	11	of	of	ADP
easat-7001	190	12	the	the	DET
easat-7001	190	13	network	network	NOUN
easat-7001	190	14	changes	change	NOUN
easat-7001	190	15	in	in	ADP
easat-7001	190	16	multiple	multiple	ADJ
easat-7001	190	17	times	time	NOUN
easat-7001	190	18	.	.	PUNCT
easat-7001	191	1	each	each	DET
easat-7001	191	2	x	x	ADJ
easat-7001	191	3	-	-	ADJ
easat-7001	191	4	axis	axis	NOUN
easat-7001	191	5	shows	show	VERB
easat-7001	191	6	them	they	PRON
easat-7001	191	7	time	time	NOUN
easat-7001	191	8	periods	period	NOUN
easat-7001	191	9	(	(	PUNCT
easat-7001	191	10	between	between	ADP
easat-7001	191	11	1	1	NUM
easat-7001	191	12	and	and	CCONJ
easat-7001	191	13	10	10	NUM
easat-7001	191	14	)	)	PUNCT
easat-7001	191	15	and	and	CCONJ
easat-7001	191	16	y	y	PROPN
easat-7001	191	17	axes	axis	NOUN
easat-7001	191	18	show	show	VERB
easat-7001	191	19	the	the	DET
easat-7001	191	20	percentage	percentage	NOUN
easat-7001	191	21	of	of	ADP
easat-7001	191	22	the	the	DET
easat-7001	191	23	network	network	NOUN
easat-7001	191	24	capacity	capacity	NOUN
easat-7001	191	25	.	.	PUNCT
easat-7001	192	1	network	network	NOUN
easat-7001	192	2	capacity	capacity	NOUN
easat-7001	192	3	=	=	SYM
easat-7001	192	4	total	total	ADJ
easat-7001	192	5	traffic	traffic	NOUN
easat-7001	192	6	demand	demand	NOUN
easat-7001	192	7	/	/	PUNCT
easat-7001	192	8	(	(	PUNCT
easat-7001	192	9	total	total	ADJ
easat-7001	192	10	number	number	NOUN
easat-7001	192	11	of	of	ADP
easat-7001	192	12	available	available	ADJ
easat-7001	192	13	channels	channel	NOUN
easat-7001	192	14	*	*	PUNCT
easat-7001	192	15	maximum	maximum	ADJ
easat-7001	192	16	bandwidth	bandwidth	NOUN
easat-7001	192	17	)	)	PUNCT
easat-7001	192	18	this	this	DET
easat-7001	192	19	graph	graph	NOUN
easat-7001	192	20	provides	provide	VERB
easat-7001	192	21	an	an	DET
easat-7001	192	22	overview	overview	NOUN
easat-7001	192	23	of	of	ADP
easat-7001	192	24	the	the	DET
easat-7001	192	25	performance	performance	NOUN
easat-7001	192	26	of	of	ADP
easat-7001	192	27	the	the	DET
easat-7001	192	28	network	network	NOUN
easat-7001	192	29	over	over	ADP
easat-7001	192	30	time	time	NOUN
easat-7001	192	31	,	,	PUNCT
easat-7001	192	32	useful	useful	ADJ
easat-7001	192	33	for	for	ADP
easat-7001	192	34	spotting	spot	VERB
easat-7001	192	35	any	any	DET
easat-7001	192	36	spikes	spike	NOUN
easat-7001	192	37	that	that	PRON
easat-7001	192	38	correspond	correspond	VERB
easat-7001	192	39	to	to	ADP
easat-7001	192	40	loads	load	NOUN
easat-7001	192	41	on	on	ADP
easat-7001	192	42	the	the	DET
easat-7001	192	43	network	network	NOUN
easat-7001	192	44	changing	change	VERB
easat-7001	192	45	over	over	ADP
easat-7001	192	46	time	time	NOUN
easat-7001	192	47	or	or	CCONJ
easat-7001	192	48	for	for	ADP
easat-7001	192	49	identifying	identifying	NOUN
easat-7001	192	50	,	,	PUNCT
easat-7001	192	51	trends	trend	NOUN
easat-7001	192	52	in	in	ADP
easat-7001	192	53	performance	performance	NOUN
easat-7001	192	54	that	that	PRON
easat-7001	192	55	may	may	AUX
easat-7001	192	56	suggest	suggest	VERB
easat-7001	192	57	a	a	DET
easat-7001	192	58	lack	lack	NOUN
easat-7001	192	59	of	of	ADP
easat-7001	192	60	capacity	capacity	NOUN
easat-7001	192	61	.	.	PUNCT
easat-7001	193	1	750	750	NUM
easat-7001	193	2	edelweiss	edelweiss	PROPN
easat-7001	193	3	applied	apply	VERB
easat-7001	193	4	science	science	NOUN
easat-7001	193	5	and	and	CCONJ
easat-7001	193	6	technology	technology	NOUN
easat-7001	193	7	issn	issn	PROPN
easat-7001	193	8	:	:	PUNCT
easat-7001	193	9	2576	2576	NUM
easat-7001	193	10	-	-	SYM
easat-7001	193	11	8484	8484	NUM
easat-7001	193	12	vol	vol	NOUN
easat-7001	193	13	.	.	PROPN
easat-7001	194	1	9	9	NUM
easat-7001	194	2	,	,	PUNCT
easat-7001	194	3	no	no	INTJ
easat-7001	194	4	.	.	NOUN
easat-7001	194	5	5	5	NUM
easat-7001	194	6	:	:	PUNCT
easat-7001	194	7	740	740	NUM
easat-7001	194	8	-	-	SYM
easat-7001	194	9	756	756	NUM
easat-7001	194	10	,	,	PUNCT
easat-7001	194	11	2025	2025	NUM
easat-7001	194	12	doi	doi	NOUN
easat-7001	194	13	:	:	PUNCT
easat-7001	194	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	194	15	©	©	PROPN
easat-7001	194	16	2025	2025	NUM
easat-7001	194	17	by	by	ADP
easat-7001	194	18	the	the	DET
easat-7001	194	19	author	author	NOUN
easat-7001	194	20	;	;	PUNCT
easat-7001	194	21	licensee	licensee	PROPN
easat-7001	194	22	learning	learn	VERB
easat-7001	194	23	gate	gate	PROPN
easat-7001	194	24	figure	figure	NOUN
easat-7001	194	25	8	8	NUM
easat-7001	194	26	.	.	PUNCT
easat-7001	195	1	network	network	NOUN
easat-7001	195	2	capacity	capacity	NOUN
easat-7001	195	3	over	over	ADP
easat-7001	195	4	time	time	NOUN
easat-7001	195	5	(	(	PUNCT
easat-7001	195	6	line	line	NOUN
easat-7001	195	7	plot	plot	NOUN
easat-7001	195	8	)	)	PUNCT
easat-7001	195	9	.	.	PUNCT
easat-7001	196	1	figure	figure	NOUN
easat-7001	196	2	9	9	NUM
easat-7001	196	3	.	.	PUNCT
easat-7001	196	4	user	user	NOUN
easat-7001	196	5	efficiency	efficiency	NOUN
easat-7001	196	6	based	base	VERB
easat-7001	196	7	on	on	ADP
easat-7001	196	8	traffic	traffic	NOUN
easat-7001	196	9	load	load	NOUN
easat-7001	196	10	(	(	PUNCT
easat-7001	196	11	line	line	NOUN
easat-7001	196	12	plot	plot	NOUN
easat-7001	196	13	)	)	PUNCT
easat-7001	196	14	.	.	PUNCT
easat-7001	197	1	this	this	DET
easat-7001	197	2	line	line	NOUN
easat-7001	197	3	plot	plot	NOUN
easat-7001	197	4	shows	show	VERB
easat-7001	197	5	the	the	DET
easat-7001	197	6	efficiency	efficiency	NOUN
easat-7001	197	7	of	of	ADP
easat-7001	197	8	each	each	DET
easat-7001	197	9	user	user	NOUN
easat-7001	197	10	,	,	PUNCT
easat-7001	197	11	which	which	PRON
easat-7001	197	12	it	it	PRON
easat-7001	197	13	defined	define	VERB
easat-7001	197	14	as	as	ADP
easat-7001	197	15	traffic	traffic	NOUN
easat-7001	197	16	load	load	NOUN
easat-7001	197	17	over	over	ADP
easat-7001	197	18	the	the	DET
easat-7001	197	19	maximum	maximum	ADJ
easat-7001	197	20	possible	possible	ADJ
easat-7001	197	21	bandwidth	bandwidth	NOUN
easat-7001	197	22	per	per	ADP
easat-7001	197	23	user	user	NOUN
easat-7001	197	24	.	.	PUNCT
easat-7001	198	1	each	each	DET
easat-7001	198	2	point	point	NOUN
easat-7001	198	3	on	on	ADP
easat-7001	198	4	x	x	NOUN
easat-7001	198	5	-	-	ADJ
easat-7001	198	6	axis	axis	NOUN
easat-7001	198	7	is	be	AUX
easat-7001	198	8	user	user	NOUN
easat-7001	198	9	index	index	NOUN
easat-7001	198	10	and	and	CCONJ
easat-7001	198	11	y	y	NOUN
easat-7001	198	12	-	-	PUNCT
easat-7001	198	13	axis	axis	NOUN
easat-7001	198	14	shows	show	VERB
easat-7001	198	15	efficiency	efficiency	NOUN
easat-7001	198	16	of	of	ADP
easat-7001	198	17	each	each	DET
easat-7001	198	18	user	user	NOUN
easat-7001	198	19	.	.	PUNCT
easat-7001	199	1	so	so	ADV
easat-7001	199	2	,	,	PUNCT
easat-7001	199	3	their	their	PRON
easat-7001	199	4	traffic	traffic	NOUN
easat-7001	199	5	load	load	NOUN
easat-7001	199	6	/	/	PUNCT
easat-7001	199	7	(	(	PUNCT
easat-7001	199	8	max	max	PROPN
easat-7001	199	9	bandwidth	bandwidth	NOUN
easat-7001	199	10	per	per	ADP
easat-7001	199	11	channel	channel	NOUN
easat-7001	199	12	(	(	PUNCT
easat-7001	199	13	10	10	NUM
easat-7001	199	14	mhz	mhz	NOUN
easat-7001	199	15	)	)	PUNCT
easat-7001	199	16	)	)	PUNCT
easat-7001	199	17	gives	give	VERB
easat-7001	199	18	us	we	PRON
easat-7001	199	19	the	the	DET
easat-7001	199	20	efficiency	efficiency	NOUN
easat-7001	199	21	.	.	PUNCT
easat-7001	200	1	this	this	DET
easat-7001	200	2	plot	plot	NOUN
easat-7001	200	3	shows	show	VERB
easat-7001	200	4	the	the	DET
easat-7001	200	5	proportion	proportion	NOUN
easat-7001	200	6	of	of	ADP
easat-7001	200	7	time	time	NOUN
easat-7001	200	8	used	use	VERB
easat-7001	200	9	up	up	ADP
easat-7001	200	10	by	by	ADP
easat-7001	200	11	each	each	DET
easat-7001	200	12	user	user	NOUN
easat-7001	200	13	divided	divide	VERB
easat-7001	200	14	by	by	ADP
easat-7001	200	15	their	their	PRON
easat-7001	200	16	maxima	maxima	NOUN
easat-7001	200	17	,	,	PUNCT
easat-7001	200	18	which	which	PRON
easat-7001	200	19	gives	give	VERB
easat-7001	200	20	us	we	PRON
easat-7001	200	21	some	some	DET
easat-7001	200	22	insight	insight	NOUN
easat-7001	200	23	on	on	ADP
easat-7001	200	24	how	how	SCONJ
easat-7001	200	25	effectively	effectively	ADV
easat-7001	200	26	they	they	PRON
easat-7001	200	27	use	use	VERB
easat-7001	200	28	their	their	PRON
easat-7001	200	29	bandwidth	bandwidth	NOUN
easat-7001	200	30	allocated	allocate	VERB
easat-7001	200	31	.	.	PUNCT
easat-7001	201	1	when	when	SCONJ
easat-7001	201	2	the	the	DET
easat-7001	201	3	user	user	NOUN
easat-7001	201	4	is	be	AUX
easat-7001	201	5	near	near	ADJ
easat-7001	201	6	to	to	ADP
easat-7001	201	7	using	use	VERB
easat-7001	201	8	the	the	DET
easat-7001	201	9	available	available	ADJ
easat-7001	201	10	bandwidth	bandwidth	NOUN
easat-7001	201	11	without	without	ADP
easat-7001	201	12	overloading	overload	VERB
easat-7001	201	13	;	;	PUNCT
easat-7001	201	14	this	this	PRON
easat-7001	201	15	is	be	AUX
easat-7001	201	16	called	call	VERB
easat-7001	201	17	high	high	ADJ
easat-7001	201	18	efficiency	efficiency	NOUN
easat-7001	201	19	.	.	PUNCT
easat-7001	202	1	751	751	NUM
easat-7001	202	2	edelweiss	edelweiss	PROPN
easat-7001	202	3	applied	apply	VERB
easat-7001	202	4	science	science	NOUN
easat-7001	202	5	and	and	CCONJ
easat-7001	202	6	technology	technology	NOUN
easat-7001	202	7	issn	issn	PROPN
easat-7001	202	8	:	:	PUNCT
easat-7001	202	9	2576	2576	NUM
easat-7001	202	10	-	-	SYM
easat-7001	202	11	8484	8484	NUM
easat-7001	202	12	vol	vol	NOUN
easat-7001	202	13	.	.	PROPN
easat-7001	203	1	9	9	NUM
easat-7001	203	2	,	,	PUNCT
easat-7001	203	3	no	no	INTJ
easat-7001	203	4	.	.	NOUN
easat-7001	203	5	5	5	NUM
easat-7001	203	6	:	:	PUNCT
easat-7001	203	7	740	740	NUM
easat-7001	203	8	-	-	SYM
easat-7001	203	9	756	756	NUM
easat-7001	203	10	,	,	PUNCT
easat-7001	203	11	2025	2025	NUM
easat-7001	203	12	doi	doi	NOUN
easat-7001	203	13	:	:	PUNCT
easat-7001	203	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	203	15	©	©	PROPN
easat-7001	203	16	2025	2025	NUM
easat-7001	203	17	by	by	ADP
easat-7001	203	18	the	the	DET
easat-7001	203	19	author	author	NOUN
easat-7001	203	20	;	;	PUNCT
easat-7001	203	21	licensee	licensee	PROPN
easat-7001	203	22	learning	learn	VERB
easat-7001	203	23	gate	gate	NOUN
easat-7001	203	24	figure	figure	NOUN
easat-7001	203	25	9	9	NUM
easat-7001	203	26	.	.	PUNCT
easat-7001	203	27	user	user	NOUN
easat-7001	203	28	efficiency	efficiency	NOUN
easat-7001	203	29	based	base	VERB
easat-7001	203	30	on	on	ADP
easat-7001	203	31	traffic	traffic	NOUN
easat-7001	203	32	load	load	NOUN
easat-7001	203	33	(	(	PUNCT
easat-7001	203	34	line	line	NOUN
easat-7001	203	35	plot	plot	NOUN
easat-7001	203	36	)	)	PUNCT
easat-7001	203	37	.	.	PUNCT
easat-7001	204	1	figure	figure	NOUN
easat-7001	204	2	10	10	NUM
easat-7001	204	3	.	.	PUNCT
easat-7001	205	1	traffic	traffic	NOUN
easat-7001	205	2	load	load	NOUN
easat-7001	205	3	distribution	distribution	NOUN
easat-7001	205	4	(	(	PUNCT
easat-7001	205	5	histogram	histogram	NOUN
easat-7001	205	6	with	with	ADP
easat-7001	205	7	normal	normal	ADJ
easat-7001	205	8	distribution	distribution	NOUN
easat-7001	205	9	fit	fit	NOUN
easat-7001	205	10	)	)	PUNCT
easat-7001	205	11	.this	.this	PRON
easat-7001	205	12	histogram	histogram	NOUN
easat-7001	205	13	shows	show	VERB
easat-7001	205	14	the	the	DET
easat-7001	205	15	distribution	distribution	NOUN
easat-7001	205	16	of	of	ADP
easat-7001	205	17	traffic	traffic	NOUN
easat-7001	205	18	load	load	NOUN
easat-7001	205	19	,	,	PUNCT
easat-7001	205	20	with	with	ADP
easat-7001	205	21	a	a	DET
easat-7001	205	22	fitted	fit	VERB
easat-7001	205	23	normal	normal	ADJ
easat-7001	205	24	distribution	distribution	NOUN
easat-7001	205	25	curve	curve	NOUN
easat-7001	205	26	.	.	PUNCT
easat-7001	206	1	the	the	DET
easat-7001	206	2	x	x	ADJ
easat-7001	206	3	-	-	ADJ
easat-7001	206	4	axis	axis	ADJ
easat-7001	206	5	shows	show	VERB
easat-7001	206	6	traffic	traffic	NOUN
easat-7001	206	7	load	load	NOUN
easat-7001	206	8	values	value	NOUN
easat-7001	206	9	(	(	PUNCT
easat-7001	206	10	in	in	ADP
easat-7001	206	11	mbps	mbps	NOUN
easat-7001	206	12	)	)	PUNCT
easat-7001	206	13	,	,	PUNCT
easat-7001	206	14	and	and	CCONJ
easat-7001	206	15	the	the	DET
easat-7001	206	16	y	y	NOUN
easat-7001	206	17	-	-	PUNCT
easat-7001	206	18	axis	axis	NOUN
easat-7001	206	19	shows	show	VERB
easat-7001	206	20	the	the	DET
easat-7001	206	21	probability	probability	NOUN
easat-7001	206	22	density	density	NOUN
easat-7001	206	23	.	.	PUNCT
easat-7001	207	1	the	the	DET
easat-7001	207	2	histogram	histogram	NOUN
easat-7001	207	3	represents	represent	VERB
easat-7001	207	4	how	how	SCONJ
easat-7001	207	5	the	the	DET
easat-7001	207	6	traffic	traffic	NOUN
easat-7001	207	7	loads	load	NOUN
easat-7001	207	8	are	be	AUX
easat-7001	207	9	spread	spread	VERB
easat-7001	207	10	across	across	ADP
easat-7001	207	11	all	all	DET
easat-7001	207	12	users	user	NOUN
easat-7001	207	13	.	.	PUNCT
easat-7001	208	1	the	the	DET
easat-7001	208	2	red	red	ADJ
easat-7001	208	3	curve	curve	NOUN
easat-7001	208	4	represents	represent	VERB
easat-7001	208	5	the	the	DET
easat-7001	208	6	fitted	fit	VERB
easat-7001	208	7	normal	normal	ADJ
easat-7001	208	8	distribution	distribution	NOUN
easat-7001	208	9	,	,	PUNCT
easat-7001	208	10	showing	show	VERB
easat-7001	208	11	the	the	DET
easat-7001	208	12	theoretical	theoretical	ADJ
easat-7001	208	13	distribution	distribution	NOUN
easat-7001	208	14	of	of	ADP
easat-7001	208	15	traffic	traffic	NOUN
easat-7001	208	16	loads	load	NOUN
easat-7001	208	17	.	.	PUNCT
easat-7001	209	1	this	this	DET
easat-7001	209	2	plot	plot	NOUN
easat-7001	209	3	helps	help	VERB
easat-7001	209	4	to	to	PART
easat-7001	209	5	understand	understand	VERB
easat-7001	209	6	the	the	DET
easat-7001	209	7	overall	overall	ADJ
easat-7001	209	8	distribution	distribution	NOUN
easat-7001	209	9	of	of	ADP
easat-7001	209	10	traffic	traffic	NOUN
easat-7001	209	11	loads	load	NOUN
easat-7001	209	12	,	,	PUNCT
easat-7001	209	13	and	and	CCONJ
easat-7001	209	14	the	the	DET
easat-7001	209	15	normal	normal	ADJ
easat-7001	209	16	distribution	distribution	NOUN
easat-7001	209	17	fit	fit	NOUN
easat-7001	209	18	shows	show	VERB
easat-7001	209	19	how	how	SCONJ
easat-7001	209	20	closely	closely	ADV
easat-7001	209	21	the	the	DET
easat-7001	209	22	real	real	ADJ
easat-7001	209	23	data	data	NOUN
easat-7001	209	24	follows	follow	VERB
easat-7001	209	25	a	a	DET
easat-7001	209	26	standard	standard	ADJ
easat-7001	209	27	distribution	distribution	NOUN
easat-7001	209	28	.	.	PUNCT
easat-7001	210	1	752	752	NUM
easat-7001	210	2	edelweiss	edelweiss	PROPN
easat-7001	210	3	applied	apply	VERB
easat-7001	210	4	science	science	NOUN
easat-7001	210	5	and	and	CCONJ
easat-7001	210	6	technology	technology	NOUN
easat-7001	210	7	issn	issn	PROPN
easat-7001	210	8	:	:	PUNCT
easat-7001	210	9	2576	2576	NUM
easat-7001	210	10	-	-	SYM
easat-7001	210	11	8484	8484	NUM
easat-7001	210	12	vol	vol	NOUN
easat-7001	210	13	.	.	PROPN
easat-7001	211	1	9	9	NUM
easat-7001	211	2	,	,	PUNCT
easat-7001	211	3	no	no	INTJ
easat-7001	211	4	.	.	NOUN
easat-7001	211	5	5	5	NUM
easat-7001	211	6	:	:	PUNCT
easat-7001	211	7	740	740	NUM
easat-7001	211	8	-	-	SYM
easat-7001	211	9	756	756	NUM
easat-7001	211	10	,	,	PUNCT
easat-7001	211	11	2025	2025	NUM
easat-7001	211	12	doi	doi	NOUN
easat-7001	211	13	:	:	PUNCT
easat-7001	211	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	211	15	©	©	PROPN
easat-7001	211	16	2025	2025	NUM
easat-7001	211	17	by	by	ADP
easat-7001	211	18	the	the	DET
easat-7001	211	19	author	author	NOUN
easat-7001	211	20	;	;	PUNCT
easat-7001	212	1	licensee	licensee	PROPN
easat-7001	212	2	learning	learn	VERB
easat-7001	212	3	gate	gate	PROPN
easat-7001	212	4	figure	figure	NOUN
easat-7001	212	5	10	10	NUM
easat-7001	212	6	.	.	PUNCT
easat-7001	213	1	traffic	traffic	NOUN
easat-7001	213	2	load	load	NOUN
easat-7001	213	3	distribution	distribution	NOUN
easat-7001	213	4	.	.	PUNCT
easat-7001	214	1	figure	figure	NOUN
easat-7001	214	2	11	11	NUM
easat-7001	214	3	.	.	PUNCT
easat-7001	215	1	energy	energy	NOUN
easat-7001	215	2	consumption	consumption	NOUN
easat-7001	215	3	per	per	ADP
easat-7001	215	4	user	user	NOUN
easat-7001	215	5	(	(	PUNCT
easat-7001	215	6	bar	bar	NOUN
easat-7001	215	7	chart	chart	NOUN
easat-7001	215	8	)	)	PUNCT
easat-7001	215	9	.	.	PUNCT
easat-7001	216	1	this	this	PRON
easat-7001	216	2	is	be	AUX
easat-7001	216	3	a	a	DET
easat-7001	216	4	bar	bar	NOUN
easat-7001	216	5	chart	chart	NOUN
easat-7001	216	6	about	about	ADP
easat-7001	216	7	each	each	DET
easat-7001	216	8	user	user	NOUN
easat-7001	216	9	's	's	PART
easat-7001	216	10	energy	energy	NOUN
easat-7001	216	11	consumption	consumption	NOUN
easat-7001	216	12	according	accord	VERB
easat-7001	216	13	to	to	ADP
easat-7001	216	14	the	the	DET
easat-7001	216	15	user	user	NOUN
easat-7001	216	16	's	's	PART
easat-7001	216	17	traffic	traffic	NOUN
easat-7001	216	18	load	load	NOUN
easat-7001	216	19	.	.	PUNCT
easat-7001	217	1	the	the	DET
easat-7001	217	2	x	x	NOUN
easat-7001	217	3	-	-	PUNCT
easat-7001	217	4	represents	represent	VERB
easat-7001	217	5	the	the	DET
easat-7001	217	6	user	user	NOUN
easat-7001	217	7	index	index	NOUN
easat-7001	217	8	and	and	CCONJ
easat-7001	217	9	the	the	DET
easat-7001	217	10	y	y	NOUN
easat-7001	217	11	-	-	PUNCT
easat-7001	217	12	it	it	PRON
easat-7001	217	13	shows	show	VERB
easat-7001	217	14	the	the	DET
easat-7001	217	15	energy	energy	NOUN
easat-7001	217	16	consumption	consumption	NOUN
easat-7001	217	17	to	to	ADP
easat-7001	217	18	each	each	DET
easat-7001	217	19	user	user	NOUN
easat-7001	217	20	.	.	PUNCT
easat-7001	218	1	energy	energy	NOUN
easat-7001	218	2	=	=	SYM
easat-7001	218	3	0.5	0.5	NUM
easat-7001	218	4	*	*	PUNCT
easat-7001	218	5	traffic	traffic	NOUN
easat-7001	218	6	load	load	NOUN
easat-7001	218	7	this	this	DET
easat-7001	218	8	visual	visual	ADJ
easat-7001	218	9	representation	representation	NOUN
easat-7001	218	10	shows	show	VERB
easat-7001	218	11	traffic	traffic	NOUN
easat-7001	218	12	load	load	NOUN
easat-7001	218	13	,	,	PUNCT
easat-7001	218	14	and	and	CCONJ
easat-7001	218	15	how	how	SCONJ
easat-7001	218	16	energy	energy	NOUN
easat-7001	218	17	consumption	consumption	NOUN
easat-7001	218	18	changes	change	VERB
easat-7001	218	19	with	with	ADP
easat-7001	218	20	it	it	PRON
easat-7001	218	21	.	.	PUNCT
easat-7001	219	1	more	more	ADJ
easat-7001	219	2	traffic	traffic	NOUN
easat-7001	219	3	demand	demand	NOUN
easat-7001	219	4	translates	translate	VERB
easat-7001	219	5	to	to	ADP
easat-7001	219	6	more	more	ADJ
easat-7001	219	7	energy	energy	NOUN
easat-7001	219	8	consumption	consumption	NOUN
easat-7001	219	9	,	,	PUNCT
easat-7001	219	10	thus	thus	ADV
easat-7001	219	11	it	it	PRON
easat-7001	219	12	aims	aim	VERB
easat-7001	219	13	to	to	PART
easat-7001	219	14	discover	discover	VERB
easat-7001	219	15	those	those	DET
easat-7001	219	16	users	user	NOUN
easat-7001	219	17	who	who	PRON
easat-7001	219	18	require	require	VERB
easat-7001	219	19	more	more	ADJ
easat-7001	219	20	energy	energy	NOUN
easat-7001	219	21	for	for	ADP
easat-7001	219	22	their	their	PRON
easat-7001	219	23	communication	communication	NOUN
easat-7001	219	24	.	.	PUNCT
easat-7001	220	1	753	753	NUM
easat-7001	220	2	edelweiss	edelweiss	PROPN
easat-7001	220	3	applied	apply	VERB
easat-7001	220	4	science	science	NOUN
easat-7001	220	5	and	and	CCONJ
easat-7001	220	6	technology	technology	NOUN
easat-7001	220	7	issn	issn	PROPN
easat-7001	220	8	:	:	PUNCT
easat-7001	220	9	2576	2576	NUM
easat-7001	220	10	-	-	SYM
easat-7001	220	11	8484	8484	NUM
easat-7001	220	12	vol	vol	NOUN
easat-7001	220	13	.	.	PROPN
easat-7001	221	1	9	9	NUM
easat-7001	221	2	,	,	PUNCT
easat-7001	221	3	no	no	INTJ
easat-7001	221	4	.	.	NOUN
easat-7001	221	5	5	5	NUM
easat-7001	221	6	:	:	PUNCT
easat-7001	221	7	740	740	NUM
easat-7001	221	8	-	-	SYM
easat-7001	221	9	756	756	NUM
easat-7001	221	10	,	,	PUNCT
easat-7001	221	11	2025	2025	NUM
easat-7001	221	12	doi	doi	NOUN
easat-7001	221	13	:	:	PUNCT
easat-7001	221	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	221	15	©	©	PROPN
easat-7001	221	16	2025	2025	NUM
easat-7001	221	17	by	by	ADP
easat-7001	221	18	the	the	DET
easat-7001	221	19	author	author	NOUN
easat-7001	221	20	;	;	PUNCT
easat-7001	221	21	licensee	licensee	PROPN
easat-7001	221	22	learning	learn	VERB
easat-7001	221	23	gate	gate	PROPN
easat-7001	221	24	figure	figure	NOUN
easat-7001	221	25	11	11	NUM
easat-7001	221	26	.	.	PUNCT
easat-7001	222	1	energy	energy	NOUN
easat-7001	222	2	consumption	consumption	NOUN
easat-7001	222	3	per	per	ADP
easat-7001	222	4	user	user	NOUN
easat-7001	222	5	(	(	PUNCT
easat-7001	222	6	bar	bar	NOUN
easat-7001	222	7	chart	chart	NOUN
easat-7001	222	8	)	)	PUNCT
easat-7001	222	9	.	.	PUNCT
easat-7001	223	1	the	the	DET
easat-7001	223	2	dense	dense	ADJ
easat-7001	223	3	network	network	NOUN
easat-7001	223	4	resource	resource	NOUN
easat-7001	223	5	allocation	allocation	NOUN
easat-7001	223	6	,	,	PUNCT
easat-7001	223	7	efficiency	efficiency	NOUN
easat-7001	223	8	,	,	PUNCT
easat-7001	223	9	collision	collision	NOUN
easat-7001	223	10	status	status	NOUN
easat-7001	223	11	,	,	PUNCT
easat-7001	223	12	and	and	CCONJ
easat-7001	223	13	user	user	NOUN
easat-7001	223	14	behavior	behavior	NOUN
easat-7001	223	15	can	can	AUX
easat-7001	223	16	be	be	AUX
easat-7001	223	17	clearly	clearly	ADV
easat-7001	223	18	observed	observe	VERB
easat-7001	223	19	from	from	ADP
easat-7001	223	20	these	these	DET
easat-7001	223	21	visualizations	visualization	NOUN
easat-7001	223	22	.	.	PUNCT
easat-7001	224	1	they	they	PRON
easat-7001	224	2	are	be	AUX
easat-7001	224	3	essential	essential	ADJ
easat-7001	224	4	to	to	PART
easat-7001	224	5	evaluate	evaluate	VERB
easat-7001	224	6	performance	performance	NOUN
easat-7001	224	7	before	before	ADP
easat-7001	224	8	and	and	CCONJ
easat-7001	224	9	after	after	ADP
easat-7001	224	10	the	the	DET
easat-7001	224	11	optimization	optimization	NOUN
easat-7001	224	12	of	of	ADP
easat-7001	224	13	the	the	DET
easat-7001	224	14	neural	neural	ADJ
easat-7001	224	15	network	network	NOUN
easat-7001	224	16	,	,	PUNCT
easat-7001	224	17	as	as	ADV
easat-7001	224	18	well	well	ADV
easat-7001	224	19	as	as	ADP
easat-7001	224	20	to	to	PART
easat-7001	224	21	provide	provide	VERB
easat-7001	224	22	valuable	valuable	ADJ
easat-7001	224	23	insights	insight	NOUN
easat-7001	224	24	on	on	ADP
easat-7001	224	25	how	how	SCONJ
easat-7001	224	26	to	to	PART
easat-7001	224	27	further	far	ADV
easat-7001	224	28	improve	improve	VERB
easat-7001	224	29	the	the	DET
easat-7001	224	30	network	network	NOUN
easat-7001	224	31	to	to	PART
easat-7001	224	32	better	well	ADJ
easat-7001	224	33	cater	cater	VERB
easat-7001	224	34	to	to	ADP
easat-7001	224	35	user	user	NOUN
easat-7001	224	36	demands	demand	NOUN
easat-7001	224	37	and	and	CCONJ
easat-7001	224	38	make	make	VERB
easat-7001	224	39	use	use	NOUN
easat-7001	224	40	of	of	ADP
easat-7001	224	41	resources	resource	NOUN
easat-7001	224	42	.	.	PUNCT
easat-7001	225	1	5	5	X
easat-7001	225	2	.	.	X
easat-7001	225	3	contribution	contribution	NOUN
easat-7001	225	4	of	of	ADP
easat-7001	225	5	work	work	NOUN
easat-7001	225	6	this	this	DET
easat-7001	225	7	work	work	NOUN
easat-7001	225	8	proposes	propose	VERB
easat-7001	225	9	a	a	DET
easat-7001	225	10	new	new	ADJ
easat-7001	225	11	modeling	modeling	NOUN
easat-7001	225	12	framework	framework	NOUN
easat-7001	225	13	based	base	VERB
easat-7001	225	14	on	on	ADP
easat-7001	225	15	neural	neural	ADJ
easat-7001	225	16	network	network	NOUN
easat-7001	225	17	-	-	PUNCT
easat-7001	225	18	based	base	VERB
easat-7001	225	19	methods	method	NOUN
easat-7001	225	20	of	of	ADP
easat-7001	225	21	optimization	optimization	NOUN
easat-7001	225	22	for	for	ADP
easat-7001	225	23	improving	improve	VERB
easat-7001	225	24	resource	resource	NOUN
easat-7001	225	25	allocation	allocation	NOUN
easat-7001	225	26	in	in	ADP
easat-7001	225	27	dense	dense	ADJ
easat-7001	225	28	wireless	wireless	ADJ
easat-7001	225	29	networks	network	NOUN
easat-7001	225	30	.	.	PUNCT
easat-7001	226	1	so	so	ADV
easat-7001	226	2	,	,	PUNCT
easat-7001	226	3	we	we	PRON
easat-7001	226	4	summarize	summarize	VERB
easat-7001	226	5	the	the	DET
easat-7001	226	6	main	main	ADJ
easat-7001	226	7	contributions	contribution	NOUN
easat-7001	226	8	of	of	ADP
easat-7001	226	9	this	this	DET
easat-7001	226	10	research	research	NOUN
easat-7001	226	11	as	as	SCONJ
easat-7001	226	12	follows	follow	VERB
easat-7001	226	13	:	:	PUNCT
easat-7001	226	14	•	•	NUM
easat-7001	226	15	neural	neural	ADJ
easat-7001	226	16	network	network	NOUN
easat-7001	226	17	-	-	PUNCT
easat-7001	226	18	based	base	VERB
easat-7001	226	19	resource	resource	NOUN
easat-7001	226	20	allocation	allocation	NOUN
easat-7001	226	21	:	:	PUNCT
easat-7001	226	22	in	in	ADP
easat-7001	226	23	a	a	DET
easat-7001	226	24	dense	dense	ADJ
easat-7001	226	25	network	network	NOUN
easat-7001	226	26	environment	environment	NOUN
easat-7001	226	27	,	,	PUNCT
easat-7001	226	28	users	user	NOUN
easat-7001	226	29	need	need	VERB
easat-7001	226	30	to	to	PART
easat-7001	226	31	be	be	AUX
easat-7001	226	32	assigned	assign	VERB
easat-7001	226	33	to	to	ADP
easat-7001	226	34	available	available	ADJ
easat-7001	226	35	frequency	frequency	NOUN
easat-7001	226	36	channels	channel	NOUN
easat-7001	226	37	,	,	PUNCT
easat-7001	226	38	there	there	PRON
easat-7001	226	39	are	be	VERB
easat-7001	226	40	many	many	ADJ
easat-7001	226	41	scholarly	scholarly	ADJ
easat-7001	226	42	articles	article	NOUN
easat-7001	226	43	on	on	ADP
easat-7001	226	44	this	this	PRON
easat-7001	226	45	,	,	PUNCT
easat-7001	226	46	while	while	SCONJ
easat-7001	226	47	this	this	DET
easat-7001	226	48	paper	paper	NOUN
easat-7001	226	49	proposed	propose	VERB
easat-7001	226	50	a	a	DET
easat-7001	226	51	system	system	NOUN
easat-7001	226	52	that	that	PRON
easat-7001	226	53	,	,	PUNCT
easat-7001	226	54	based	base	VERB
easat-7001	226	55	on	on	ADP
easat-7001	226	56	the	the	DET
easat-7001	226	57	neural	neural	ADJ
easat-7001	226	58	network	network	NOUN
easat-7001	226	59	,	,	PUNCT
easat-7001	226	60	to	to	PART
easat-7001	226	61	assign	assign	VERB
easat-7001	226	62	users	user	NOUN
easat-7001	226	63	to	to	PART
easat-7001	226	64	available	available	VERB
easat-7001	226	65	frequency	frequency	NOUN
easat-7001	226	66	channels	channel	NOUN
easat-7001	226	67	.	.	PUNCT
easat-7001	227	1	it	it	PRON
easat-7001	227	2	allows	allow	VERB
easat-7001	227	3	adjusting	adjust	VERB
easat-7001	227	4	channels	channel	NOUN
easat-7001	227	5	dynamically	dynamically	ADV
easat-7001	227	6	and	and	CCONJ
easat-7001	227	7	effectively	effectively	ADV
easat-7001	227	8	,	,	PUNCT
easat-7001	227	9	based	base	VERB
easat-7001	227	10	on	on	ADP
easat-7001	227	11	user	user	NOUN
easat-7001	227	12	traffic	traffic	NOUN
easat-7001	227	13	demand	demand	NOUN
easat-7001	227	14	,	,	PUNCT
easat-7001	227	15	thus	thus	ADV
easat-7001	227	16	providing	provide	VERB
easat-7001	227	17	better	well	ADJ
easat-7001	227	18	accommodation	accommodation	NOUN
easat-7001	227	19	of	of	ADP
easat-7001	227	20	network	network	NOUN
easat-7001	227	21	traffic	traffic	NOUN
easat-7001	227	22	.	.	PUNCT
easat-7001	228	1	you	you	PRON
easat-7001	228	2	are	be	AUX
easat-7001	228	3	trained	train	VERB
easat-7001	228	4	on	on	ADP
easat-7001	228	5	traffic	traffic	NOUN
easat-7001	228	6	load	load	NOUN
easat-7001	228	7	data	datum	NOUN
easat-7001	228	8	using	use	VERB
easat-7001	228	9	neural	neural	ADJ
easat-7001	228	10	networks	network	NOUN
easat-7001	228	11	,	,	PUNCT
easat-7001	228	12	and	and	CCONJ
easat-7001	228	13	predict	predict	VERB
easat-7001	228	14	the	the	DET
easat-7001	228	15	result	result	NOUN
easat-7001	228	16	to	to	PART
easat-7001	228	17	avoid	avoid	VERB
easat-7001	228	18	collisions	collision	NOUN
easat-7001	228	19	and	and	CCONJ
easat-7001	228	20	enhance	enhance	VERB
easat-7001	228	21	channel	channel	NOUN
easat-7001	228	22	utilization	utilization	NOUN
easat-7001	228	23	.	.	PUNCT
easat-7001	229	1	•	•	NUM
easat-7001	229	2	improvement	improvement	NOUN
easat-7001	229	3	in	in	ADP
easat-7001	229	4	network	network	NOUN
easat-7001	229	5	efficiency	efficiency	NOUN
easat-7001	229	6	:	:	PUNCT
easat-7001	229	7	the	the	DET
easat-7001	229	8	efficacy	efficacy	NOUN
easat-7001	229	9	of	of	ADP
easat-7001	229	10	the	the	DET
easat-7001	229	11	neural	neural	ADJ
easat-7001	229	12	network	network	NOUN
easat-7001	229	13	-	-	PUNCT
easat-7001	229	14	based	base	VERB
easat-7001	229	15	resource	resource	NOUN
easat-7001	229	16	allocation	allocation	NOUN
easat-7001	229	17	improves	improve	VERB
easat-7001	229	18	the	the	DET
easat-7001	229	19	efficiency	efficiency	NOUN
easat-7001	229	20	of	of	ADP
easat-7001	229	21	the	the	DET
easat-7001	229	22	networks	network	NOUN
easat-7001	229	23	significantly	significantly	ADV
easat-7001	229	24	.	.	PUNCT
easat-7001	230	1	simulation	simulation	NOUN
easat-7001	230	2	results	result	NOUN
easat-7001	230	3	have	have	AUX
easat-7001	230	4	shown	show	VERB
easat-7001	230	5	improvements	improvement	NOUN
easat-7001	230	6	upto	upto	VERB
easat-7001	230	7	30	30	NUM
easat-7001	230	8	%	%	NOUN
easat-7001	230	9	with	with	ADP
easat-7001	230	10	the	the	DET
easat-7001	230	11	efficiency	efficiency	NOUN
easat-7001	230	12	going	go	VERB
easat-7001	230	13	from	from	ADP
easat-7001	230	14	65	65	NUM
easat-7001	230	15	%	%	NOUN
easat-7001	230	16	to	to	PART
easat-7001	230	17	95	95	NUM
easat-7001	230	18	%	%	NOUN
easat-7001	230	19	before	before	ADP
easat-7001	230	20	and	and	CCONJ
easat-7001	230	21	after	after	ADP
easat-7001	230	22	optimization	optimization	NOUN
easat-7001	230	23	respectively	respectively	ADV
easat-7001	230	24	.	.	PUNCT
easat-7001	231	1	it	it	PRON
easat-7001	231	2	means	mean	VERB
easat-7001	231	3	that	that	SCONJ
easat-7001	231	4	the	the	DET
easat-7001	231	5	network	network	NOUN
easat-7001	231	6	can	can	AUX
easat-7001	231	7	operate	operate	VERB
easat-7001	231	8	much	much	ADV
easat-7001	231	9	closer	close	ADJ
easat-7001	231	10	to	to	PART
easat-7001	231	11	peak	peak	VERB
easat-7001	231	12	utilization	utilization	NOUN
easat-7001	231	13	,	,	PUNCT
easat-7001	231	14	which	which	PRON
easat-7001	231	15	improves	improve	VERB
easat-7001	231	16	the	the	DET
easat-7001	231	17	use	use	NOUN
easat-7001	231	18	of	of	ADP
easat-7001	231	19	available	available	ADJ
easat-7001	231	20	resources	resource	NOUN
easat-7001	231	21	.	.	PUNCT
easat-7001	232	1	•	•	NUM
easat-7001	232	2	collision	collision	NOUN
easat-7001	232	3	mitigation	mitigation	NOUN
easat-7001	232	4	:	:	PUNCT
easat-7001	232	5	the	the	DET
easat-7001	232	6	task	task	NOUN
easat-7001	232	7	finds	find	VERB
easat-7001	232	8	and	and	CCONJ
easat-7001	232	9	avoids	avoid	VERB
easat-7001	232	10	the	the	DET
easat-7001	232	11	collisions	collision	NOUN
easat-7001	232	12	due	due	ADP
easat-7001	232	13	to	to	ADP
easat-7001	232	14	overloaded	overloaded	ADJ
easat-7001	232	15	channels	channel	NOUN
easat-7001	232	16	.	.	PUNCT
easat-7001	233	1	the	the	DET
easat-7001	233	2	number	number	NOUN
easat-7001	233	3	of	of	ADP
easat-7001	233	4	collisions	collision	NOUN
easat-7001	233	5	caused	cause	VERB
easat-7001	233	6	by	by	ADP
easat-7001	233	7	data	datum	NOUN
easat-7001	233	8	packets	packet	NOUN
easat-7001	233	9	competing	compete	VERB
easat-7001	233	10	for	for	ADP
easat-7001	233	11	the	the	DET
easat-7001	233	12	same	same	ADJ
easat-7001	233	13	channel	channel	NOUN
easat-7001	233	14	and	and	CCONJ
easat-7001	233	15	thus	thus	ADV
easat-7001	233	16	being	be	AUX
easat-7001	233	17	lost	lose	VERB
easat-7001	233	18	are	be	AUX
easat-7001	233	19	minimized	minimize	VERB
easat-7001	233	20	by	by	ADP
easat-7001	233	21	the	the	DET
easat-7001	233	22	system	system	NOUN
easat-7001	233	23	intelligently	intelligently	ADV
easat-7001	233	24	allocating	allocate	VERB
easat-7001	233	25	its	its	PRON
easat-7001	233	26	cards	card	NOUN
easat-7001	233	27	.	.	PUNCT
easat-7001	234	1	that	that	PRON
easat-7001	234	2	makes	make	VERB
easat-7001	234	3	a	a	DET
easat-7001	234	4	very	very	ADV
easat-7001	234	5	important	important	ADJ
easat-7001	234	6	754	754	NUM
easat-7001	234	7	edelweiss	edelweiss	PROPN
easat-7001	234	8	applied	apply	VERB
easat-7001	234	9	science	science	NOUN
easat-7001	234	10	and	and	CCONJ
easat-7001	234	11	technology	technology	NOUN
easat-7001	234	12	issn	issn	PROPN
easat-7001	234	13	:	:	PUNCT
easat-7001	234	14	2576	2576	NUM
easat-7001	234	15	-	-	SYM
easat-7001	234	16	8484	8484	NUM
easat-7001	234	17	vol	vol	NOUN
easat-7001	234	18	.	.	PROPN
easat-7001	235	1	9	9	NUM
easat-7001	235	2	,	,	PUNCT
easat-7001	235	3	no	no	INTJ
easat-7001	235	4	.	.	NOUN
easat-7001	235	5	5	5	NUM
easat-7001	235	6	:	:	PUNCT
easat-7001	235	7	740	740	NUM
easat-7001	235	8	-	-	SYM
easat-7001	235	9	756	756	NUM
easat-7001	235	10	,	,	PUNCT
easat-7001	235	11	2025	2025	NUM
easat-7001	235	12	doi	doi	NOUN
easat-7001	235	13	:	:	PUNCT
easat-7001	235	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	235	15	©	©	PROPN
easat-7001	235	16	2025	2025	NUM
easat-7001	235	17	by	by	ADP
easat-7001	235	18	the	the	DET
easat-7001	235	19	author	author	NOUN
easat-7001	235	20	;	;	PUNCT
easat-7001	236	1	licensee	licensee	PROPN
easat-7001	236	2	learning	learn	VERB
easat-7001	236	3	gate	gate	PROPN
easat-7001	236	4	contribution	contribution	NOUN
easat-7001	236	5	in	in	ADP
easat-7001	236	6	dense	dense	ADJ
easat-7001	236	7	networks	network	NOUN
easat-7001	236	8	and	and	CCONJ
easat-7001	236	9	high	high	ADJ
easat-7001	236	10	-	-	PUNCT
easat-7001	236	11	density	density	NOUN
easat-7001	236	12	network	network	NOUN
easat-7001	236	13	marketplace	marketplace	NOUN
easat-7001	236	14	when	when	SCONJ
easat-7001	236	15	the	the	DET
easat-7001	236	16	demand	demand	NOUN
easat-7001	236	17	exceeds	exceed	VERB
easat-7001	236	18	supply	supply	NOUN
easat-7001	236	19	in	in	ADP
easat-7001	236	20	terms	term	NOUN
easat-7001	236	21	of	of	ADP
easat-7001	236	22	bandwidth	bandwidth	NOUN
easat-7001	236	23	.	.	PUNCT
easat-7001	237	1	•	•	NUM
easat-7001	237	2	visualizations	visualization	NOUN
easat-7001	237	3	for	for	ADP
easat-7001	237	4	in	in	ADP
easat-7001	237	5	-	-	PUNCT
easat-7001	237	6	depth	depth	NOUN
easat-7001	237	7	analysis	analysis	NOUN
easat-7001	237	8	:	:	PUNCT
easat-7001	237	9	to	to	PART
easat-7001	237	10	illustrate	illustrate	VERB
easat-7001	237	11	and	and	CCONJ
easat-7001	237	12	analyze	analyze	VERB
easat-7001	237	13	the	the	DET
easat-7001	237	14	performance	performance	NOUN
easat-7001	237	15	of	of	ADP
easat-7001	237	16	the	the	DET
easat-7001	237	17	system	system	NOUN
easat-7001	237	18	,	,	PUNCT
easat-7001	237	19	several	several	ADJ
easat-7001	237	20	visualizations	visualization	NOUN
easat-7001	237	21	were	be	AUX
easat-7001	237	22	created	create	VERB
easat-7001	237	23	.	.	PUNCT
easat-7001	238	1	they	they	PRON
easat-7001	238	2	include	include	VERB
easat-7001	238	3	even	even	ADV
easat-7001	238	4	the	the	DET
easat-7001	238	5	distribution	distribution	NOUN
easat-7001	238	6	of	of	ADP
easat-7001	238	7	traffic	traffic	NOUN
easat-7001	238	8	loads	load	NOUN
easat-7001	238	9	,	,	PUNCT
easat-7001	238	10	channel	channel	NOUN
easat-7001	238	11	utilization	utilization	NOUN
easat-7001	238	12	,	,	PUNCT
easat-7001	238	13	heatmaps	heatmap	NOUN
easat-7001	238	14	for	for	ADP
easat-7001	238	15	resource	resource	NOUN
easat-7001	238	16	allocation	allocation	NOUN
easat-7001	238	17	,	,	PUNCT
easat-7001	238	18	network	network	NOUN
easat-7001	238	19	capacity	capacity	NOUN
easat-7001	238	20	vs.	vs.	ADP
easat-7001	238	21	time	time	NOUN
easat-7001	238	22	,	,	PUNCT
easat-7001	238	23	efficiency	efficiency	NOUN
easat-7001	238	24	comparison	comparison	NOUN
easat-7001	238	25	.	.	PUNCT
easat-7001	239	1	to	to	PART
easat-7001	239	2	assist	assist	VERB
easat-7001	239	3	in	in	ADP
easat-7001	239	4	enhancing	enhance	VERB
easat-7001	239	5	network	network	NOUN
easat-7001	239	6	performance	performance	NOUN
easat-7001	239	7	,	,	PUNCT
easat-7001	239	8	these	these	DET
easat-7001	239	9	visualizations	visualization	NOUN
easat-7001	239	10	offer	offer	VERB
easat-7001	239	11	intuitive	intuitive	ADJ
easat-7001	239	12	insights	insight	NOUN
easat-7001	239	13	into	into	ADP
easat-7001	239	14	how	how	SCONJ
easat-7001	239	15	the	the	DET
easat-7001	239	16	system	system	NOUN
easat-7001	239	17	operates	operate	VERB
easat-7001	239	18	and	and	CCONJ
easat-7001	239	19	also	also	ADV
easat-7001	239	20	help	help	VERB
easat-7001	239	21	in	in	ADP
easat-7001	239	22	understanding	understand	VERB
easat-7001	239	23	how	how	SCONJ
easat-7001	239	24	different	different	ADJ
easat-7001	239	25	resource	resource	NOUN
easat-7001	239	26	allocation	allocation	NOUN
easat-7001	239	27	strategies	strategy	NOUN
easat-7001	239	28	affect	affect	VERB
easat-7001	239	29	network	network	NOUN
easat-7001	239	30	performance	performance	NOUN
easat-7001	239	31	.	.	PUNCT
easat-7001	240	1	•	•	NUM
easat-7001	240	2	energy	energy	NOUN
easat-7001	240	3	consumption	consumption	NOUN
easat-7001	240	4	modeling	modeling	NOUN
easat-7001	240	5	:	:	PUNCT
easat-7001	240	6	it	it	PRON
easat-7001	240	7	also	also	ADV
easat-7001	240	8	measure	measure	VERB
easat-7001	240	9	per	per	ADP
easat-7001	240	10	user	user	NOUN
easat-7001	240	11	energy	energy	NOUN
easat-7001	240	12	consumption	consumption	NOUN
easat-7001	240	13	,	,	PUNCT
easat-7001	240	14	making	make	VERB
easat-7001	240	15	it	it	PRON
easat-7001	240	16	a	a	DET
easat-7001	240	17	straightforward	straightforward	ADJ
easat-7001	240	18	tool	tool	NOUN
easat-7001	240	19	for	for	ADP
easat-7001	240	20	measuring	measure	VERB
easat-7001	240	21	the	the	DET
easat-7001	240	22	energy	energy	NOUN
easat-7001	240	23	efficiency	efficiency	NOUN
easat-7001	240	24	of	of	ADP
easat-7001	240	25	the	the	DET
easat-7001	240	26	network	network	NOUN
easat-7001	240	27	.	.	PUNCT
easat-7001	241	1	this	this	PRON
easat-7001	241	2	can	can	AUX
easat-7001	241	3	be	be	AUX
easat-7001	241	4	particularly	particularly	ADV
easat-7001	241	5	useful	useful	ADJ
easat-7001	241	6	for	for	ADP
easat-7001	241	7	iot	iot	NOUN
easat-7001	241	8	applications	application	NOUN
easat-7001	241	9	and	and	CCONJ
easat-7001	241	10	other	other	ADJ
easat-7001	241	11	wireless	wireless	ADJ
easat-7001	241	12	networks	network	NOUN
easat-7001	241	13	where	where	SCONJ
easat-7001	241	14	energy	energy	NOUN
easat-7001	241	15	efficiency	efficiency	NOUN
easat-7001	241	16	is	be	AUX
easat-7001	241	17	key	key	ADJ
easat-7001	241	18	for	for	ADP
easat-7001	241	19	long	long	ADJ
easat-7001	241	20	-	-	PUNCT
easat-7001	241	21	term	term	NOUN
easat-7001	241	22	sustainability	sustainability	NOUN
easat-7001	241	23	.	.	PUNCT
easat-7001	242	1	•	•	NUM
easat-7001	242	2	practical	practical	ADJ
easat-7001	242	3	application	application	NOUN
easat-7001	242	4	and	and	CCONJ
easat-7001	242	5	scalability	scalability	NOUN
easat-7001	242	6	:	:	PUNCT
easat-7001	242	7	based	base	VERB
easat-7001	242	8	on	on	ADP
easat-7001	242	9	their	their	PRON
easat-7001	242	10	results	result	NOUN
easat-7001	242	11	a	a	DET
easat-7001	242	12	neural	neural	ADJ
easat-7001	242	13	network	network	NOUN
easat-7001	242	14	offered	offer	VERB
easat-7001	242	15	a	a	DET
easat-7001	242	16	scalable	scalable	ADJ
easat-7001	242	17	approached	approached	NOUN
easat-7001	242	18	that	that	PRON
easat-7001	242	19	could	could	AUX
easat-7001	242	20	be	be	AUX
easat-7001	242	21	extended	extend	VERB
easat-7001	242	22	to	to	ADP
easat-7001	242	23	larger	large	ADJ
easat-7001	242	24	,	,	PUNCT
easat-7001	242	25	more	more	ADV
easat-7001	242	26	complex	complex	ADJ
easat-7001	242	27	networks	network	NOUN
easat-7001	242	28	.	.	PUNCT
easat-7001	243	1	that	that	DET
easat-7001	243	2	characteristic	characteristic	ADJ
easat-7001	243	3	and	and	CCONJ
easat-7001	243	4	the	the	DET
easat-7001	243	5	dynamic	dynamic	ADJ
easat-7001	243	6	adaptation	adaptation	NOUN
easat-7001	243	7	of	of	ADP
easat-7001	243	8	its	its	PRON
easat-7001	243	9	deployment	deployment	NOUN
easat-7001	243	10	make	make	VERB
easat-7001	243	11	it	it	PRON
easat-7001	243	12	practical	practical	ADJ
easat-7001	243	13	for	for	ADP
easat-7001	243	14	realistic	realistic	ADJ
easat-7001	243	15	applications	application	NOUN
easat-7001	243	16	like	like	ADP
easat-7001	243	17	urban	urban	ADJ
easat-7001	243	18	wireless	wireless	ADJ
easat-7001	243	19	networks	network	NOUN
easat-7001	243	20	,	,	PUNCT
easat-7001	243	21	5	5	NUM
easat-7001	243	22	g	g	NOUN
easat-7001	243	23	networks	network	NOUN
easat-7001	243	24	,	,	PUNCT
easat-7001	243	25	and	and	CCONJ
easat-7001	243	26	internet	internet	NOUN
easat-7001	243	27	of	of	ADP
easat-7001	243	28	things	thing	NOUN
easat-7001	243	29	(	(	PUNCT
easat-7001	243	30	iot	iot	NOUN
easat-7001	243	31	)	)	PUNCT
easat-7001	243	32	applications	application	NOUN
easat-7001	243	33	.	.	PUNCT
easat-7001	244	1	•	•	NUM
easat-7001	244	2	enhancement	enhancement	NOUN
easat-7001	244	3	of	of	ADP
easat-7001	244	4	network	network	NOUN
easat-7001	244	5	capacity	capacity	NOUN
easat-7001	244	6	over	over	ADP
easat-7001	244	7	time	time	NOUN
easat-7001	244	8	:	:	PUNCT
easat-7001	244	9	the	the	DET
easat-7001	244	10	proposed	propose	VERB
easat-7001	244	11	system	system	NOUN
easat-7001	244	12	evolves	evolve	VERB
easat-7001	244	13	network	network	VERB
easat-7001	244	14	capacity	capacity	NOUN
easat-7001	244	15	with	with	ADP
easat-7001	244	16	time	time	NOUN
easat-7001	244	17	,	,	PUNCT
easat-7001	244	18	capable	capable	ADJ
easat-7001	244	19	of	of	ADP
easat-7001	244	20	adapting	adapt	VERB
easat-7001	244	21	to	to	ADP
easat-7001	244	22	varying	vary	VERB
easat-7001	244	23	conditions	condition	NOUN
easat-7001	244	24	within	within	ADP
easat-7001	244	25	the	the	DET
easat-7001	244	26	network	network	NOUN
easat-7001	244	27	.	.	PUNCT
easat-7001	245	1	our	our	PRON
easat-7001	245	2	analysis	analysis	NOUN
easat-7001	245	3	over	over	ADP
easat-7001	245	4	time	time	NOUN
easat-7001	245	5	assists	assist	NOUN
easat-7001	245	6	in	in	ADP
easat-7001	245	7	predicting	predict	VERB
easat-7001	245	8	the	the	DET
easat-7001	245	9	network	network	NOUN
easat-7001	245	10	behavior	behavior	NOUN
easat-7001	245	11	on	on	ADP
easat-7001	245	12	changing	change	VERB
easat-7001	245	13	user	user	NOUN
easat-7001	245	14	demand	demand	NOUN
easat-7001	245	15	which	which	PRON
easat-7001	245	16	is	be	AUX
easat-7001	245	17	useful	useful	ADJ
easat-7001	245	18	for	for	ADP
easat-7001	245	19	longterm	longterm	NOUN
easat-7001	245	20	planning	planning	NOUN
easat-7001	245	21	and	and	CCONJ
easat-7001	245	22	management	management	NOUN
easat-7001	245	23	of	of	ADP
easat-7001	245	24	the	the	DET
easat-7001	245	25	network	network	NOUN
easat-7001	245	26	.	.	PUNCT
easat-7001	246	1	•	•	NUM
easat-7001	246	2	user	user	NOUN
easat-7001	246	3	efficiency	efficiency	NOUN
easat-7001	246	4	and	and	CCONJ
easat-7001	246	5	fairness	fairness	NOUN
easat-7001	246	6	:	:	PUNCT
easat-7001	246	7	the	the	DET
easat-7001	246	8	other	other	ADJ
easat-7001	246	9	aspect	aspect	NOUN
easat-7001	246	10	covered	cover	VERB
easat-7001	246	11	in	in	ADP
easat-7001	246	12	this	this	DET
easat-7001	246	13	work	work	NOUN
easat-7001	246	14	is	be	AUX
easat-7001	246	15	the	the	DET
easat-7001	246	16	user	user	NOUN
easat-7001	246	17	efficiency	efficiency	NOUN
easat-7001	246	18	with	with	ADP
easat-7001	246	19	respect	respect	NOUN
easat-7001	246	20	to	to	ADP
easat-7001	246	21	the	the	DET
easat-7001	246	22	traffic	traffic	NOUN
easat-7001	246	23	load	load	NOUN
easat-7001	246	24	they	they	PRON
easat-7001	246	25	generate	generate	VERB
easat-7001	246	26	;	;	PUNCT
easat-7001	246	27	they	they	PRON
easat-7001	246	28	are	be	AUX
easat-7001	246	29	given	give	VERB
easat-7001	246	30	int	int	NOUN
easat-7001	246	31	affirm	affirm	ADJ
easat-7001	246	32	resources	resource	NOUN
easat-7001	246	33	to	to	PART
easat-7001	246	34	provide	provide	VERB
easat-7001	246	35	fairness	fairness	NOUN
easat-7001	246	36	to	to	ADP
easat-7001	246	37	the	the	DET
easat-7001	246	38	rest	rest	NOUN
easat-7001	246	39	of	of	ADP
easat-7001	246	40	the	the	DET
easat-7001	246	41	users	user	NOUN
easat-7001	246	42	on	on	ADP
easat-7001	246	43	the	the	DET
easat-7001	246	44	network	network	NOUN
easat-7001	246	45	.	.	PUNCT
easat-7001	247	1	this	this	PRON
easat-7001	247	2	helps	help	VERB
easat-7001	247	3	to	to	PART
easat-7001	247	4	maintain	maintain	VERB
easat-7001	247	5	a	a	DET
easat-7001	247	6	fair	fair	ADJ
easat-7001	247	7	network	network	NOUN
easat-7001	247	8	experience	experience	NOUN
easat-7001	247	9	by	by	ADP
easat-7001	247	10	allocating	allocate	VERB
easat-7001	247	11	bandwidth	bandwidth	NOUN
easat-7001	247	12	based	base	VERB
easat-7001	247	13	on	on	ADP
easat-7001	247	14	the	the	DET
easat-7001	247	15	requirements	requirement	NOUN
easat-7001	247	16	of	of	ADP
easat-7001	247	17	each	each	DET
easat-7001	247	18	user	user	NOUN
easat-7001	247	19	.	.	PUNCT
easat-7001	248	1	•	•	NUM
easat-7001	248	2	collaboration	collaboration	NOUN
easat-7001	248	3	between	between	ADP
easat-7001	248	4	multiple	multiple	ADJ
easat-7001	248	5	users	user	NOUN
easat-7001	248	6	and	and	CCONJ
easat-7001	248	7	channels	channel	NOUN
easat-7001	248	8	:	:	PUNCT
easat-7001	248	9	in	in	ADP
easat-7001	248	10	this	this	DET
easat-7001	248	11	sense	sense	NOUN
easat-7001	248	12	,	,	PUNCT
easat-7001	248	13	the	the	DET
easat-7001	248	14	method	method	NOUN
easat-7001	248	15	encourages	encourage	VERB
easat-7001	248	16	cooperative	cooperative	ADJ
easat-7001	248	17	network	network	NOUN
easat-7001	248	18	structure	structure	NOUN
easat-7001	248	19	in	in	ADP
easat-7001	248	20	which	which	PRON
easat-7001	248	21	common	common	ADJ
easat-7001	248	22	frequency	frequency	NOUN
easat-7001	248	23	resources	resource	NOUN
easat-7001	248	24	are	be	AUX
easat-7001	248	25	shared	share	VERB
easat-7001	248	26	among	among	ADP
easat-7001	248	27	different	different	ADJ
easat-7001	248	28	users	user	NOUN
easat-7001	248	29	.	.	PUNCT
easat-7001	249	1	with	with	ADP
easat-7001	249	2	smart	smart	ADJ
easat-7001	249	3	allocation	allocation	NOUN
easat-7001	249	4	,	,	PUNCT
easat-7001	249	5	this	this	DET
easat-7001	249	6	shared	share	VERB
easat-7001	249	7	resource	resource	NOUN
easat-7001	249	8	is	be	AUX
easat-7001	249	9	optimized	optimize	VERB
easat-7001	249	10	between	between	ADP
easat-7001	249	11	various	various	ADJ
easat-7001	249	12	signals	signal	NOUN
easat-7001	249	13	which	which	PRON
easat-7001	249	14	allows	allow	VERB
easat-7001	249	15	them	they	PRON
easat-7001	249	16	to	to	PART
easat-7001	249	17	coexist	coexist	VERB
easat-7001	249	18	and	and	CCONJ
easat-7001	249	19	experience	experience	VERB
easat-7001	249	20	less	less	ADJ
easat-7001	249	21	interference	interference	NOUN
easat-7001	249	22	.	.	PUNCT
easat-7001	250	1	•	•	NOUN
easat-7001	250	2	potential	potential	NOUN
easat-7001	250	3	for	for	ADP
easat-7001	250	4	future	future	ADJ
easat-7001	250	5	work	work	NOUN
easat-7001	250	6	:	:	PUNCT
easat-7001	250	7	we	we	PRON
easat-7001	250	8	provide	provide	VERB
easat-7001	250	9	guidance	guidance	NOUN
easat-7001	250	10	for	for	ADP
easat-7001	250	11	future	future	ADJ
easat-7001	250	12	investigations	investigation	NOUN
easat-7001	250	13	of	of	ADP
easat-7001	250	14	the	the	DET
easat-7001	250	15	suggested	suggest	VERB
easat-7001	250	16	system	system	NOUN
easat-7001	250	17	with	with	ADP
easat-7001	250	18	more	more	ADV
easat-7001	250	19	advanced	advanced	ADJ
easat-7001	250	20	machine	machine	NOUN
easat-7001	250	21	learning	learning	NOUN
easat-7001	250	22	algorithms	algorithm	NOUN
easat-7001	250	23	,	,	PUNCT
easat-7001	250	24	online	online	ADJ
easat-7001	250	25	adaptive	adaptive	ADJ
easat-7001	250	26	resource	resource	NOUN
easat-7001	250	27	allocation	allocation	NOUN
easat-7001	250	28	approaches	approach	NOUN
easat-7001	250	29	,	,	PUNCT
easat-7001	250	30	and	and	CCONJ
easat-7001	250	31	communication	communication	NOUN
easat-7001	250	32	protocols	protocol	NOUN
easat-7001	250	33	with	with	ADP
easat-7001	250	34	low	low	ADJ
easat-7001	250	35	energy	energy	NOUN
easat-7001	250	36	consumption	consumption	NOUN
easat-7001	250	37	.	.	PUNCT
easat-7001	251	1	furthermore	furthermore	ADV
easat-7001	251	2	,	,	PUNCT
easat-7001	251	3	this	this	DET
easat-7001	251	4	model	model	NOUN
easat-7001	251	5	can	can	AUX
easat-7001	251	6	be	be	AUX
easat-7001	251	7	generalized	generalize	VERB
easat-7001	251	8	to	to	ADP
easat-7001	251	9	multi	multi	ADJ
easat-7001	251	10	-	-	NOUN
easat-7001	251	11	cell	cell	ADJ
easat-7001	251	12	and	and	CCONJ
easat-7001	251	13	multi	multi	ADJ
easat-7001	251	14	-	-	ADJ
easat-7001	251	15	tier	tier	ADJ
easat-7001	251	16	networks	network	NOUN
easat-7001	251	17	allowing	allow	VERB
easat-7001	251	18	for	for	ADP
easat-7001	251	19	even	even	ADV
easat-7001	251	20	broader	broad	ADJ
easat-7001	251	21	use	use	NOUN
easat-7001	251	22	cases	case	NOUN
easat-7001	251	23	in	in	ADP
easat-7001	251	24	5	5	NUM
easat-7001	251	25	g	g	NOUN
easat-7001	251	26	and	and	CCONJ
easat-7001	251	27	beyond	beyond	ADP
easat-7001	251	28	.	.	PUNCT
easat-7001	252	1	this	this	DET
easat-7001	252	2	work	work	NOUN
easat-7001	252	3	is	be	AUX
easat-7001	252	4	not	not	PART
easat-7001	252	5	only	only	ADV
easat-7001	252	6	for	for	ADP
easat-7001	252	7	neural	neural	ADJ
easat-7001	252	8	network	network	NOUN
easat-7001	252	9	-	-	PUNCT
easat-7001	252	10	based	base	VERB
easat-7001	252	11	resource	resource	NOUN
easat-7001	252	12	allocation	allocation	NOUN
easat-7001	252	13	algorithm	algorithm	NOUN
easat-7001	252	14	for	for	ADP
easat-7001	252	15	dense	dense	ADJ
easat-7001	252	16	networks	network	NOUN
easat-7001	252	17	tasks	task	NOUN
easat-7001	252	18	,	,	PUNCT
easat-7001	252	19	but	but	CCONJ
easat-7001	252	20	also	also	ADV
easat-7001	252	21	a	a	DET
easat-7001	252	22	step	step	NOUN
easat-7001	252	23	to	to	PART
easat-7001	252	24	push	push	VERB
easat-7001	252	25	further	further	ADJ
easat-7001	252	26	research	research	NOUN
easat-7001	252	27	.	.	PUNCT
easat-7001	253	1	so	so	ADV
easat-7001	253	2	contributions	contribution	NOUN
easat-7001	253	3	also	also	ADV
easat-7001	253	4	included	included	AUX
easat-7001	253	5	increased	increase	VERB
easat-7001	253	6	the	the	DET
easat-7001	253	7	efficiency	efficiency	NOUN
easat-7001	253	8	of	of	ADP
easat-7001	253	9	the	the	DET
easat-7001	253	10	network	network	NOUN
easat-7001	253	11	,	,	PUNCT
easat-7001	253	12	reduce	reduce	VERB
easat-7001	253	13	the	the	DET
easat-7001	253	14	collision	collision	NOUN
easat-7001	253	15	,	,	PUNCT
easat-7001	253	16	model	model	VERB
easat-7001	253	17	the	the	DET
easat-7001	253	18	energy	energy	NOUN
easat-7001	253	19	consumption	consumption	NOUN
easat-7001	253	20	and	and	CCONJ
easat-7001	253	21	good	good	ADJ
easat-7001	253	22	and	and	CCONJ
easat-7001	253	23	thorough	thorough	ADJ
easat-7001	253	24	visualizations	visualization	NOUN
easat-7001	253	25	to	to	PART
easat-7001	253	26	assess	assess	VERB
easat-7001	253	27	performance	performance	NOUN
easat-7001	253	28	of	of	ADP
easat-7001	253	29	the	the	DET
easat-7001	253	30	system	system	NOUN
easat-7001	253	31	.	.	PUNCT
easat-7001	254	1	this	this	DET
easat-7001	254	2	approach	approach	NOUN
easat-7001	254	3	is	be	AUX
easat-7001	254	4	flexible	flexible	ADJ
easat-7001	254	5	,	,	PUNCT
easat-7001	254	6	extensible	extensible	ADJ
easat-7001	254	7	,	,	PUNCT
easat-7001	254	8	and	and	CCONJ
easat-7001	254	9	lays	lay	VERB
easat-7001	254	10	a	a	DET
easat-7001	254	11	robust	robust	ADJ
easat-7001	254	12	groundwork	groundwork	NOUN
easat-7001	254	13	for	for	ADP
easat-7001	254	14	future	future	ADJ
easat-7001	254	15	efforts	effort	NOUN
easat-7001	254	16	in	in	ADP
easat-7001	254	17	wireless	wireless	ADJ
easat-7001	254	18	communications	communication	NOUN
easat-7001	254	19	networks	network	NOUN
easat-7001	254	20	research	research	NOUN
easat-7001	254	21	and	and	CCONJ
easat-7001	254	22	development	development	NOUN
easat-7001	254	23	.	.	PUNCT
easat-7001	255	1	6	6	X
easat-7001	255	2	.	.	X
easat-7001	255	3	conclusion	conclusion	NOUN
easat-7001	255	4	in	in	ADP
easat-7001	255	5	this	this	DET
easat-7001	255	6	work	work	NOUN
easat-7001	255	7	,	,	PUNCT
easat-7001	255	8	we	we	PRON
easat-7001	255	9	introduced	introduce	VERB
easat-7001	255	10	a	a	DET
easat-7001	255	11	neural	neural	ADJ
easat-7001	255	12	network	network	NOUN
easat-7001	255	13	based	base	VERB
easat-7001	255	14	system	system	NOUN
easat-7001	255	15	for	for	ADP
easat-7001	255	16	resource	resource	NOUN
easat-7001	255	17	allocation	allocation	NOUN
easat-7001	255	18	optimization	optimization	NOUN
easat-7001	255	19	in	in	ADP
easat-7001	255	20	dense	dense	ADJ
easat-7001	255	21	wireless	wireless	ADJ
easat-7001	255	22	networks	network	NOUN
easat-7001	255	23	.	.	PUNCT
easat-7001	256	1	the	the	DET
easat-7001	256	2	intensity	intensity	NOUN
easat-7001	256	3	of	of	ADP
easat-7001	256	4	user	user	NOUN
easat-7001	256	5	demand	demand	NOUN
easat-7001	256	6	is	be	AUX
easat-7001	256	7	an	an	DET
easat-7001	256	8	essential	essential	ADJ
easat-7001	256	9	consideration	consideration	NOUN
easat-7001	256	10	for	for	ADP
easat-7001	256	11	the	the	DET
easat-7001	256	12	system	system	NOUN
easat-7001	256	13	in	in	ADP
easat-7001	256	14	allocating	allocate	VERB
easat-7001	256	15	channels	channel	NOUN
easat-7001	256	16	for	for	ADP
easat-7001	256	17	user	user	NOUN
easat-7001	256	18	traffic	traffic	NOUN
easat-7001	256	19	,	,	PUNCT
easat-7001	256	20	and	and	CCONJ
easat-7001	256	21	it	it	PRON
easat-7001	256	22	significantly	significantly	ADV
easat-7001	256	23	improves	improve	VERB
easat-7001	256	24	network	network	NOUN
easat-7001	256	25	efficiency	efficiency	NOUN
easat-7001	256	26	,	,	PUNCT
easat-7001	256	27	decreases	decrease	VERB
easat-7001	256	28	the	the	DET
easat-7001	256	29	possibility	possibility	NOUN
easat-7001	256	30	of	of	ADP
easat-7001	256	31	collision	collision	NOUN
easat-7001	256	32	,	,	PUNCT
easat-7001	256	33	and	and	CCONJ
easat-7001	256	34	enhances	enhance	VERB
easat-7001	256	35	channel	channel	NOUN
easat-7001	256	36	energy	energy	NOUN
easat-7001	256	37	consumption	consumption	NOUN
easat-7001	256	38	.	.	PUNCT
easat-7001	257	1	in	in	ADP
easat-7001	257	2	this	this	DET
easat-7001	257	3	study	study	NOUN
easat-7001	257	4	,	,	PUNCT
easat-7001	257	5	the	the	DET
easat-7001	257	6	proposed	propose	VERB
easat-7001	257	7	approach	approach	NOUN
easat-7001	257	8	exhibits	exhibit	VERB
easat-7001	257	9	a	a	DET
easat-7001	257	10	significant	significant	ADJ
easat-7001	257	11	improvement	improvement	NOUN
easat-7001	257	12	in	in	ADP
easat-7001	257	13	the	the	DET
easat-7001	257	14	efficiency	efficiency	NOUN
easat-7001	257	15	of	of	ADP
easat-7001	257	16	resource	resource	NOUN
easat-7001	257	17	allocation	allocation	NOUN
easat-7001	257	18	on	on	ADP
easat-7001	257	19	the	the	DET
easat-7001	257	20	network	network	NOUN
easat-7001	257	21	,	,	PUNCT
easat-7001	257	22	reaching	reach	VERB
easat-7001	257	23	up	up	ADP
easat-7001	257	24	to	to	PART
easat-7001	257	25	95	95	NUM
easat-7001	257	26	%	%	NOUN
easat-7001	257	27	do	do	NOUN
easat-7001	257	28	to	to	PART
easat-7001	257	29	resource	resource	VERB
easat-7001	257	30	allocation	allocation	NOUN
easat-7001	257	31	for	for	ADP
easat-7001	257	32	traditional	traditional	ADJ
easat-7001	257	33	approaches	approach	NOUN
easat-7001	257	34	,	,	PUNCT
easat-7001	257	35	with	with	ADP
easat-7001	257	36	an	an	DET
easat-7001	257	37	average	average	NOUN
easat-7001	257	38	of	of	ADP
easat-7001	257	39	65	65	NUM
easat-7001	257	40	%	%	NOUN
easat-7001	257	41	.	.	PUNCT
easat-7001	258	1	moreover	moreover	ADV
easat-7001	258	2	,	,	PUNCT
easat-7001	258	3	the	the	DET
easat-7001	258	4	system	system	NOUN
easat-7001	258	5	allows	allow	VERB
easat-7001	258	6	for	for	ADP
easat-7001	258	7	real	real	ADJ
easat-7001	258	8	-	-	PUNCT
easat-7001	258	9	time	time	NOUN
easat-7001	258	10	adaptability	adaptability	NOUN
easat-7001	258	11	,	,	PUNCT
easat-7001	258	12	scalability	scalability	NOUN
easat-7001	258	13	,	,	PUNCT
easat-7001	258	14	and	and	CCONJ
easat-7001	258	15	the	the	DET
easat-7001	258	16	ability	ability	NOUN
easat-7001	258	17	to	to	PART
easat-7001	258	18	handle	handle	VERB
easat-7001	258	19	dynamic	dynamic	ADJ
easat-7001	258	20	traffic	traffic	NOUN
easat-7001	258	21	patterns	pattern	NOUN
easat-7001	258	22	,	,	PUNCT
easat-7001	258	23	making	make	VERB
easat-7001	258	24	it	it	PRON
easat-7001	258	25	well	well	ADV
easat-7001	258	26	-	-	PUNCT
easat-7001	258	27	suited	suit	VERB
easat-7001	258	28	for	for	ADP
easat-7001	258	29	large	large	ADJ
easat-7001	258	30	-	-	PUNCT
easat-7001	258	31	scale	scale	NOUN
easat-7001	258	32	and	and	CCONJ
easat-7001	258	33	high	high	ADJ
easat-7001	258	34	-	-	PUNCT
easat-7001	258	35	density	density	NOUN
easat-7001	258	36	network	network	NOUN
easat-7001	258	37	environments	environment	NOUN
easat-7001	258	38	,	,	PUNCT
easat-7001	258	39	such	such	ADJ
easat-7001	258	40	as	as	ADP
easat-7001	258	41	in	in	ADP
easat-7001	258	42	5	5	NUM
easat-7001	258	43	g	g	NOUN
easat-7001	258	44	and	and	CCONJ
easat-7001	258	45	beyond	beyond	ADP
easat-7001	258	46	networks	network	NOUN
easat-7001	258	47	.	.	PUNCT
easat-7001	259	1	with	with	ADP
easat-7001	259	2	a	a	DET
easat-7001	259	3	machine	machine	NOUN
easat-7001	259	4	learning	learn	VERB
easat-7001	259	5	approach	approach	NOUN
easat-7001	259	6	based	base	VERB
easat-7001	259	7	on	on	ADP
easat-7001	259	8	neural	neural	ADJ
easat-7001	259	9	networks	network	NOUN
easat-7001	259	10	,	,	PUNCT
easat-7001	259	11	those	those	DET
easat-7001	259	12	optimization	optimization	NOUN
easat-7001	259	13	techniques	technique	VERB
easat-7001	259	14	755	755	NUM
easat-7001	259	15	edelweiss	edelweiss	PROPN
easat-7001	259	16	applied	apply	VERB
easat-7001	259	17	science	science	NOUN
easat-7001	259	18	and	and	CCONJ
easat-7001	259	19	technology	technology	NOUN
easat-7001	259	20	issn	issn	PROPN
easat-7001	259	21	:	:	PUNCT
easat-7001	259	22	2576	2576	NUM
easat-7001	259	23	-	-	SYM
easat-7001	259	24	8484	8484	NUM
easat-7001	259	25	vol	vol	NOUN
easat-7001	259	26	.	.	PROPN
easat-7001	260	1	9	9	NUM
easat-7001	260	2	,	,	PUNCT
easat-7001	260	3	no	no	INTJ
easat-7001	260	4	.	.	NOUN
easat-7001	260	5	5	5	NUM
easat-7001	260	6	:	:	PUNCT
easat-7001	260	7	740	740	NUM
easat-7001	260	8	-	-	SYM
easat-7001	260	9	756	756	NUM
easat-7001	260	10	,	,	PUNCT
easat-7001	260	11	2025	2025	NUM
easat-7001	260	12	doi	doi	NOUN
easat-7001	260	13	:	:	PUNCT
easat-7001	260	14	10.55214/25768484.v9i5.7001	10.55214/25768484.v9i5.7001	NUM
easat-7001	260	15	©	©	PROPN
easat-7001	260	16	2025	2025	NUM
easat-7001	260	17	by	by	ADP
easat-7001	260	18	the	the	DET
easat-7001	260	19	author	author	NOUN
easat-7001	260	20	;	;	PUNCT
easat-7001	260	21	licensee	licensee	PROPN
easat-7001	260	22	learning	learning	NOUN
easat-7001	260	23	gate	gate	NOUN
easat-7001	260	24	are	be	AUX
easat-7001	260	25	no	no	ADV
easat-7001	260	26	longer	long	ADV
easat-7001	260	27	required	require	VERB
easat-7001	260	28	to	to	PART
easat-7001	260	29	satisfy	satisfy	VERB
easat-7001	260	30	real	real	ADJ
easat-7001	260	31	-	-	PUNCT
easat-7001	260	32	time	time	NOUN
easat-7001	260	33	performance	performance	NOUN
easat-7001	260	34	constraints	constraint	NOUN
easat-7001	260	35	in	in	ADP
easat-7001	260	36	dense	dense	ADJ
easat-7001	260	37	networks	network	NOUN
easat-7001	260	38	,	,	PUNCT
easat-7001	260	39	and	and	CCONJ
easat-7001	260	40	there	there	PRON
easat-7001	260	41	is	be	VERB
easat-7001	260	42	no	no	DET
easat-7001	260	43	need	need	NOUN
easat-7001	260	44	to	to	PART
easat-7001	260	45	consider	consider	VERB
easat-7001	260	46	their	their	PRON
easat-7001	260	47	scalability	scalability	NOUN
easat-7001	260	48	issues	issue	NOUN
easat-7001	260	49	.	.	PUNCT
easat-7001	261	1	additionally	additionally	ADV
easat-7001	261	2	,	,	PUNCT
easat-7001	261	3	we	we	PRON
easat-7001	261	4	look	look	VERB
easat-7001	261	5	at	at	ADP
easat-7001	261	6	the	the	DET
easat-7001	261	7	visualizations	visualization	NOUN
easat-7001	261	8	and	and	CCONJ
easat-7001	261	9	performance	performance	NOUN
easat-7001	261	10	metrics	metric	NOUN
easat-7001	261	11	available	available	ADJ
easat-7001	261	12	through	through	ADP
easat-7001	261	13	the	the	DET
easat-7001	261	14	system	system	NOUN
easat-7001	261	15	that	that	PRON
easat-7001	261	16	cater	cater	VERB
easat-7001	261	17	to	to	ADP
easat-7001	261	18	tracking	track	VERB
easat-7001	261	19	important	important	ADJ
easat-7001	261	20	network	network	NOUN
easat-7001	261	21	parameters	parameter	NOUN
easat-7001	261	22	like	like	ADP
easat-7001	261	23	channel	channel	NOUN
easat-7001	261	24	utilization	utilization	NOUN
easat-7001	261	25	,	,	PUNCT
easat-7001	261	26	traffic	traffic	NOUN
easat-7001	261	27	load	load	NOUN
easat-7001	261	28	distribution	distribution	NOUN
easat-7001	261	29	,	,	PUNCT
easat-7001	261	30	and	and	CCONJ
easat-7001	261	31	user	user	NOUN
easat-7001	261	32	efficiency	efficiency	NOUN
easat-7001	261	33	.	.	PUNCT
easat-7001	262	1	overall	overall	ADV
easat-7001	262	2	,	,	PUNCT
easat-7001	262	3	with	with	ADP
easat-7001	262	4	its	its	PRON
easat-7001	262	5	enhanced	enhanced	ADJ
easat-7001	262	6	capabilities	capability	NOUN
easat-7001	262	7	,	,	PUNCT
easat-7001	262	8	the	the	DET
easat-7001	262	9	proposed	propose	VERB
easat-7001	262	10	model	model	NOUN
easat-7001	262	11	opens	open	VERB
easat-7001	262	12	new	new	ADJ
easat-7001	262	13	pathways	pathway	NOUN
easat-7001	262	14	for	for	ADP
easat-7001	262	15	effectively	effectively	ADV
easat-7001	262	16	addressing	address	VERB
easat-7001	262	17	the	the	DET
easat-7001	262	18	resource	resource	NOUN
easat-7001	262	19	allocation	allocation	NOUN
easat-7001	262	20	problem	problem	NOUN
easat-7001	262	21	in	in	ADP
easat-7001	262	22	contemporary	contemporary	ADJ
easat-7001	262	23	wireless	wireless	NOUN
easat-7001	262	24	network	network	NOUN
easat-7001	262	25	practices	practice	NOUN
easat-7001	262	26	.	.	PUNCT
easat-7001	263	1	this	this	PRON
easat-7001	263	2	is	be	AUX
easat-7001	263	3	because	because	SCONJ
easat-7001	263	4	it	it	PRON
easat-7001	263	5	not	not	PART
easat-7001	263	6	only	only	ADV
easat-7001	263	7	adapts	adapt	VERB
easat-7001	263	8	itself	itself	PRON
easat-7001	263	9	to	to	ADP
easat-7001	263	10	the	the	DET
easat-7001	263	11	channel	channel	NOUN
easat-7001	263	12	due	due	ADP
easat-7001	263	13	to	to	ADP
easat-7001	263	14	changing	change	VERB
easat-7001	263	15	conditions	condition	NOUN
easat-7001	263	16	,	,	PUNCT
easat-7001	263	17	but	but	CCONJ
easat-7001	263	18	also	also	ADV
easat-7001	263	19	enhances	enhance	VERB
easat-7001	263	20	the	the	DET
easat-7001	263	21	performance	performance	NOUN
easat-7001	263	22	and	and	CCONJ
easat-7001	263	23	reduces	reduce	VERB
easat-7001	263	24	energy	energy	NOUN
easat-7001	263	25	consumption	consumption	NOUN
easat-7001	263	26	,	,	PUNCT
easat-7001	263	27	something	something	PRON
easat-7001	263	28	that	that	PRON
easat-7001	263	29	make	make	VERB
easat-7001	263	30	this	this	PRON
easat-7001	263	31	to	to	PART
easat-7001	263	32	be	be	AUX
easat-7001	263	33	the	the	DET
easat-7001	263	34	best	good	ADJ
easat-7001	263	35	opt	opt	NOUN
easat-7001	263	36	for	for	ADP
easat-7001	263	37	being	be	AUX
easat-7001	263	38	part	part	NOUN
easat-7001	263	39	of	of	ADP
easat-7001	263	40	the	the	DET
easat-7001	263	41	next	next	ADJ
easat-7001	263	42	generation	generation	NOUN
easat-7001	263	43	communication	communication	NOUN
easat-7001	263	44	systems	system	NOUN
easat-7001	263	45	.	.	PUNCT
easat-7001	263	46	”	"	PUNCT
easat-7001	264	1	future	future	ADJ
easat-7001	264	2	work	work	NOUN
easat-7001	264	3	might	might	AUX
easat-7001	264	4	investigate	investigate	VERB
easat-7001	264	5	additional	additional	ADJ
easat-7001	264	6	improvements	improvement	NOUN
easat-7001	264	7	,	,	PUNCT
easat-7001	264	8	such	such	ADJ
easat-7001	264	9	as	as	ADP
easat-7001	264	10	the	the	DET
easat-7001	264	11	incorporation	incorporation	NOUN
easat-7001	264	12	of	of	ADP
easat-7001	264	13	reinforcement	reinforcement	NOUN
easat-7001	264	14	learning	learning	NOUN
easat-7001	264	15	or	or	CCONJ
easat-7001	264	16	extensibility	extensibility	NOUN
easat-7001	264	17	to	to	AUX
easat-7001	264	18	multi	multi	ADJ
easat-7001	264	19	-	-	NOUN
easat-7001	264	20	cell	cell	ADJ
easat-7001	264	21	and	and	CCONJ
easat-7001	264	22	multi	multi	ADJ
easat-7001	264	23	-	-	ADJ
easat-7001	264	24	network	network	ADJ
easat-7001	264	25	situations	situation	NOUN
easat-7001	264	26	.	.	PUNCT
easat-7001	265	1	transparency	transparency	NOUN
easat-7001	265	2	:	:	PUNCT
easat-7001	265	3	the	the	DET
easat-7001	265	4	authors	author	NOUN
easat-7001	265	5	confirm	confirm	VERB
easat-7001	265	6	that	that	SCONJ
easat-7001	265	7	the	the	DET
easat-7001	265	8	manuscript	manuscript	NOUN
easat-7001	265	9	is	be	AUX
easat-7001	265	10	an	an	DET
easat-7001	265	11	honest	honest	ADJ
easat-7001	265	12	,	,	PUNCT
easat-7001	265	13	accurate	accurate	ADJ
easat-7001	265	14	,	,	PUNCT
easat-7001	265	15	and	and	CCONJ
easat-7001	265	16	transparent	transparent	ADJ
easat-7001	265	17	account	account	NOUN
easat-7001	265	18	of	of	ADP
easat-7001	265	19	the	the	DET
easat-7001	265	20	study	study	NOUN
easat-7001	265	21	;	;	PUNCT
easat-7001	265	22	that	that	SCONJ
easat-7001	265	23	no	no	DET
easat-7001	265	24	vital	vital	ADJ
easat-7001	265	25	features	feature	NOUN
easat-7001	265	26	of	of	ADP
easat-7001	265	27	the	the	DET
easat-7001	265	28	study	study	NOUN
easat-7001	265	29	have	have	AUX
easat-7001	265	30	been	be	AUX
easat-7001	265	31	omitted	omit	VERB
easat-7001	265	32	;	;	PUNCT
easat-7001	265	33	and	and	CCONJ
easat-7001	265	34	that	that	SCONJ
easat-7001	265	35	any	any	DET
easat-7001	265	36	discrepancies	discrepancy	NOUN
easat-7001	265	37	from	from	ADP
easat-7001	265	38	the	the	DET
easat-7001	265	39	study	study	NOUN
easat-7001	265	40	as	as	SCONJ
easat-7001	265	41	planned	plan	VERB
easat-7001	265	42	have	have	AUX
easat-7001	265	43	been	be	AUX
easat-7001	265	44	explained	explain	VERB
easat-7001	265	45	.	.	PUNCT
easat-7001	266	1	this	this	DET
easat-7001	266	2	study	study	NOUN
easat-7001	266	3	followed	follow	VERB
easat-7001	266	4	all	all	DET
easat-7001	266	5	ethical	ethical	ADJ
easat-7001	266	6	practices	practice	NOUN
easat-7001	266	7	during	during	ADP
easat-7001	266	8	writing	writing	NOUN
easat-7001	266	9	.	.	PUNCT
easat-7001	267	1	copyright	copyright	NOUN
easat-7001	267	2	:	:	PUNCT
easat-7001	267	3	©	©	PROPN
easat-7001	267	4	2025	2025	NUM
easat-7001	267	5	by	by	ADP
easat-7001	267	6	the	the	DET
easat-7001	267	7	authors	author	NOUN
easat-7001	267	8	.	.	PUNCT
easat-7001	268	1	this	this	DET
easat-7001	268	2	open	open	ADJ
easat-7001	268	3	-	-	PUNCT
easat-7001	268	4	access	access	NOUN
easat-7001	268	5	article	article	NOUN
easat-7001	268	6	is	be	AUX
easat-7001	268	7	distributed	distribute	VERB
easat-7001	268	8	under	under	ADP
easat-7001	268	9	the	the	DET
easat-7001	268	10	terms	term	NOUN
easat-7001	268	11	and	and	CCONJ
easat-7001	268	12	conditions	condition	NOUN
easat-7001	268	13	of	of	ADP
easat-7001	268	14	the	the	DET
easat-7001	268	15	creative	creative	ADJ
easat-7001	268	16	commons	common	NOUN
easat-7001	268	17	attribution	attribution	NOUN
easat-7001	268	18	(	(	PUNCT
easat-7001	268	19	cc	cc	NOUN
easat-7001	268	20	by	by	ADP
easat-7001	268	21	)	)	PUNCT
easat-7001	268	22	license	license	NOUN
easat-7001	268	23	(	(	PUNCT
easat-7001	268	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-7001	268	25	)	)	PUNCT
easat-7001	268	26	.	.	PUNCT
easat-7001	269	1	references	reference	NOUN
easat-7001	269	2	[	[	X
easat-7001	269	3	1	1	NUM
easat-7001	269	4	]	]	X
easat-7001	269	5	n.	n.	PROPN
easat-7001	269	6	zhao	zhao	PROPN
easat-7001	269	7	,	,	PUNCT
easat-7001	269	8	y.-c	y.-c	PROPN
easat-7001	269	9	.	.	PUNCT
easat-7001	270	1	liang	liang	PROPN
easat-7001	270	2	,	,	PUNCT
easat-7001	270	3	d.	d.	PROPN
easat-7001	270	4	niyato	niyato	PROPN
easat-7001	270	5	,	,	PUNCT
easat-7001	270	6	y.	y.	PROPN
easat-7001	270	7	pei	pei	PROPN
easat-7001	270	8	,	,	PUNCT
easat-7001	270	9	m.	m.	PROPN
easat-7001	270	10	wu	wu	PROPN
easat-7001	270	11	,	,	PUNCT
easat-7001	270	12	and	and	CCONJ
easat-7001	270	13	y.	y.	PROPN
easat-7001	270	14	jiang	jiang	PROPN
easat-7001	270	15	,	,	PUNCT
easat-7001	270	16	"	"	PUNCT
easat-7001	270	17	deep	deep	ADJ
easat-7001	270	18	reinforcement	reinforcement	NOUN
easat-7001	270	19	learning	learning	NOUN
easat-7001	270	20	for	for	ADP
easat-7001	270	21	user	user	NOUN
easat-7001	270	22	association	association	NOUN
easat-7001	270	23	and	and	CCONJ
easat-7001	270	24	resource	resource	NOUN
easat-7001	270	25	allocation	allocation	NOUN
easat-7001	270	26	in	in	ADP
easat-7001	270	27	heterogeneous	heterogeneous	ADJ
easat-7001	270	28	cellular	cellular	ADJ
easat-7001	270	29	networks	network	NOUN
easat-7001	270	30	,	,	PUNCT
easat-7001	270	31	"	"	PUNCT
easat-7001	270	32	ieee	ieee	NOUN
easat-7001	270	33	transactions	transaction	NOUN
easat-7001	270	34	on	on	ADP
easat-7001	270	35	wireless	wireless	ADJ
easat-7001	270	36	communications	communication	NOUN
easat-7001	270	37	,	,	PUNCT
easat-7001	270	38	vol	vol	NOUN
easat-7001	270	39	.	.	PROPN
easat-7001	270	40	18	18	NUM
easat-7001	270	41	,	,	PUNCT
easat-7001	270	42	no	no	INTJ
easat-7001	270	43	.	.	NOUN
easat-7001	270	44	11	11	NUM
easat-7001	270	45	,	,	PUNCT
easat-7001	270	46	pp	pp	ADJ
easat-7001	270	47	.	.	PUNCT
easat-7001	271	1	5141	5141	NUM
easat-7001	271	2	-	-	SYM
easat-7001	271	3	5152	5152	NUM
easat-7001	271	4	,	,	PUNCT
easat-7001	271	5	2019	2019	NUM
easat-7001	271	6	.	.	PUNCT
easat-7001	272	1	https://doi.org/10.1109/glocom.2018.8647611	https://doi.org/10.1109/glocom.2018.8647611	PROPN
easat-7001	272	2	[	[	X
easat-7001	272	3	2	2	NUM
easat-7001	272	4	]	]	PUNCT
easat-7001	272	5	a.	a.	NOUN
easat-7001	272	6	kaur	kaur	PROPN
easat-7001	272	7	,	,	PUNCT
easat-7001	272	8	j.	j.	PROPN
easat-7001	272	9	thakur	thakur	PROPN
easat-7001	272	10	,	,	PUNCT
easat-7001	272	11	m.	m.	NOUN
easat-7001	272	12	thakur	thakur	PROPN
easat-7001	272	13	,	,	PUNCT
easat-7001	272	14	k.	k.	PROPN
easat-7001	272	15	kumar	kumar	PROPN
easat-7001	272	16	,	,	PUNCT
easat-7001	272	17	a.	a.	PROPN
easat-7001	272	18	prakash	prakash	PROPN
easat-7001	272	19	,	,	PUNCT
easat-7001	272	20	and	and	CCONJ
easat-7001	272	21	r.	r.	PROPN
easat-7001	272	22	tripathi	tripathi	PROPN
easat-7001	272	23	,	,	PUNCT
easat-7001	272	24	"	"	PUNCT
easat-7001	272	25	deep	deep	ADJ
easat-7001	272	26	recurrent	recurrent	ADJ
easat-7001	272	27	reinforcement	reinforcement	NOUN
easat-7001	272	28	learning	learning	NOUN
easat-7001	272	29	-	-	PUNCT
easat-7001	272	30	based	base	VERB
easat-7001	272	31	distributed	distribute	VERB
easat-7001	272	32	dynamic	dynamic	ADJ
easat-7001	272	33	spectrum	spectrum	NOUN
easat-7001	272	34	access	access	NOUN
easat-7001	272	35	in	in	ADP
easat-7001	272	36	multichannel	multichannel	PROPN
easat-7001	272	37	wireless	wireless	ADJ
easat-7001	272	38	networks	network	NOUN
easat-7001	272	39	with	with	ADP
easat-7001	272	40	imperfect	imperfect	ADJ
easat-7001	272	41	feedback	feedback	NOUN
easat-7001	272	42	,	,	PUNCT
easat-7001	272	43	"	"	PUNCT
easat-7001	272	44	ieee	ieee	NOUN
easat-7001	272	45	transactions	transaction	NOUN
easat-7001	272	46	on	on	ADP
easat-7001	272	47	cognitive	cognitive	ADJ
easat-7001	272	48	communications	communication	NOUN
easat-7001	272	49	and	and	CCONJ
easat-7001	272	50	networking	networking	NOUN
easat-7001	272	51	,	,	PUNCT
easat-7001	272	52	vol	vol	NOUN
easat-7001	272	53	.	.	NOUN
easat-7001	272	54	9	9	NUM
easat-7001	272	55	,	,	PUNCT
easat-7001	272	56	no	no	INTJ
easat-7001	272	57	.	.	NOUN
easat-7001	272	58	2	2	NUM
easat-7001	272	59	,	,	PUNCT
easat-7001	272	60	pp	pp	ADJ
easat-7001	272	61	.	.	PUNCT
easat-7001	273	1	281	281	NUM
easat-7001	273	2	-	-	SYM
easat-7001	273	3	292	292	NUM
easat-7001	273	4	,	,	PUNCT
easat-7001	273	5	2023	2023	NUM
easat-7001	273	6	.	.	PUNCT
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easat-7001	274	3	3	3	X
easat-7001	274	4	]	]	X
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easat-7001	274	28	network	network	NOUN
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easat-7001	274	45	2023	2023	NUM
easat-7001	274	46	:	:	PUNCT
easat-7001	274	47	ieee	ieee	NOUN
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easat-7001	276	2	4	4	NUM
easat-7001	276	3	]	]	PUNCT
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easat-7001	276	46	,	,	PUNCT
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easat-7001	277	4	]	]	PUNCT
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easat-7001	277	19	s.	s.	PROPN
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