id	sid	tid	token	lemma	pos
aiti-13655	1	1	microsoft	microsoft	PROPN
aiti-13655	1	2	word	word	NOUN
aiti-13655	1	3	1	1	NUM
aiti-13655	1	4	-	-	PUNCT
aiti-13655	1	5	v9n4(2024)-aiti#13655(257	v9n4(2024)-aiti#13655(257	NOUN
aiti-13655	1	6	-	-	PUNCT
aiti-13655	1	7	272).docx	272).docx	NUM
aiti-13655	1	8	advances	advance	NOUN
aiti-13655	1	9	in	in	ADP
aiti-13655	1	10	technology	technology	NOUN
aiti-13655	1	11	innovation	innovation	NOUN
aiti-13655	1	12	,	,	PUNCT
aiti-13655	1	13	vol	vol	NOUN
aiti-13655	1	14	.	.	PROPN
aiti-13655	1	15	9	9	NUM
aiti-13655	1	16	,	,	PUNCT
aiti-13655	1	17	no	no	INTJ
aiti-13655	1	18	.	.	NOUN
aiti-13655	1	19	4	4	NUM
aiti-13655	1	20	,	,	PUNCT
aiti-13655	1	21	2024	2024	NUM
aiti-13655	1	22	,	,	PUNCT
aiti-13655	1	23	pp	pp	ADV
aiti-13655	1	24	.	.	PUNCT
aiti-13655	2	1	257	257	NUM
aiti-13655	2	2	-	-	SYM
aiti-13655	2	3	272	272	NUM
aiti-13655	2	4	english	english	ADJ
aiti-13655	2	5	language	language	NOUN
aiti-13655	2	6	proofreader	proofreader	NOUN
aiti-13655	2	7	:	:	PUNCT
aiti-13655	2	8	chih	chih	PROPN
aiti-13655	2	9	-	-	PUNCT
aiti-13655	2	10	wei	wei	PROPN
aiti-13655	2	11	chang	chang	PROPN
aiti-13655	2	12	differentiated	differentiate	VERB
aiti-13655	2	13	qos	qos	NOUN
aiti-13655	2	14	provisioning	provisioning	NOUN
aiti-13655	2	15	in	in	ADP
aiti-13655	2	16	wireless	wireless	ADJ
aiti-13655	2	17	networks	network	NOUN
aiti-13655	2	18	based	base	VERB
aiti-13655	2	19	on	on	ADP
aiti-13655	2	20	deep	deep	ADJ
aiti-13655	2	21	reinforcement	reinforcement	NOUN
aiti-13655	2	22	learning	learn	VERB
aiti-13655	2	23	ming	ming	PROPN
aiti-13655	2	24	-	-	PUNCT
aiti-13655	2	25	chu	chu	PROPN
aiti-13655	2	26	chou1	chou1	PROPN
aiti-13655	2	27	,	,	PUNCT
aiti-13655	2	28	guang	guang	PROPN
aiti-13655	2	29	-	-	PUNCT
aiti-13655	2	30	jhe	jhe	PROPN
aiti-13655	2	31	lin1	lin1	PROPN
aiti-13655	2	32	,	,	PUNCT
aiti-13655	2	33	chih	chih	PROPN
aiti-13655	2	34	-	-	PUNCT
aiti-13655	2	35	heng	heng	PROPN
aiti-13655	2	36	ke1	ke1	PROPN
aiti-13655	2	37	,	,	PUNCT
aiti-13655	2	38	*	*	PROPN
aiti-13655	2	39	,	,	PUNCT
aiti-13655	2	40	yeong	yeong	PROPN
aiti-13655	2	41	-	-	PUNCT
aiti-13655	2	42	sheng	sheng	PROPN
aiti-13655	2	43	chen2	chen2	NOUN
aiti-13655	3	1	1department	1department	NUM
aiti-13655	3	2	of	of	ADP
aiti-13655	3	3	computer	computer	NOUN
aiti-13655	3	4	science	science	NOUN
aiti-13655	3	5	and	and	CCONJ
aiti-13655	3	6	information	information	NOUN
aiti-13655	3	7	engineering	engineering	NOUN
aiti-13655	3	8	,	,	PUNCT
aiti-13655	3	9	national	national	ADJ
aiti-13655	3	10	quemoy	quemoy	PROPN
aiti-13655	3	11	university	university	PROPN
aiti-13655	3	12	,	,	PUNCT
aiti-13655	3	13	kinmen	kinmen	PROPN
aiti-13655	3	14	,	,	PUNCT
aiti-13655	3	15	taiwan	taiwan	PROPN
aiti-13655	3	16	,	,	PUNCT
aiti-13655	3	17	roc	roc	PROPN
aiti-13655	3	18	2department	2department	NUM
aiti-13655	3	19	of	of	ADP
aiti-13655	3	20	computer	computer	NOUN
aiti-13655	3	21	science	science	NOUN
aiti-13655	3	22	,	,	PUNCT
aiti-13655	3	23	national	national	PROPN
aiti-13655	3	24	taipei	taipei	PROPN
aiti-13655	3	25	university	university	PROPN
aiti-13655	3	26	of	of	ADP
aiti-13655	3	27	education	education	PROPN
aiti-13655	3	28	,	,	PUNCT
aiti-13655	3	29	taipei	taipei	PROPN
aiti-13655	3	30	,	,	PUNCT
aiti-13655	3	31	taiwan	taiwan	PROPN
aiti-13655	3	32	,	,	PUNCT
aiti-13655	3	33	roc	roc	PROPN
aiti-13655	3	34	received	receive	VERB
aiti-13655	3	35	29	29	NUM
aiti-13655	3	36	april	april	PROPN
aiti-13655	3	37	2024	2024	NUM
aiti-13655	3	38	;	;	PUNCT
aiti-13655	3	39	received	receive	VERB
aiti-13655	3	40	in	in	ADP
aiti-13655	3	41	revised	revise	VERB
aiti-13655	3	42	form	form	NOUN
aiti-13655	3	43	03	03	NUM
aiti-13655	3	44	august	august	PROPN
aiti-13655	3	45	2024	2024	NUM
aiti-13655	3	46	;	;	PUNCT
aiti-13655	3	47	accepted	accept	VERB
aiti-13655	3	48	06	06	NUM
aiti-13655	3	49	august	august	PROPN
aiti-13655	3	50	2024	2024	NUM
aiti-13655	3	51	doi	doi	NOUN
aiti-13655	3	52	:	:	PUNCT
aiti-13655	3	53	https://doi.org/10.46604/aiti.2024.13655	https://doi.org/10.46604/aiti.2024.13655	PROPN
aiti-13655	3	54	abstract	abstract	ADJ
aiti-13655	3	55	wireless	wireless	ADJ
aiti-13655	3	56	networks	network	NOUN
aiti-13655	3	57	manage	manage	VERB
aiti-13655	3	58	performance	performance	NOUN
aiti-13655	3	59	by	by	ADP
aiti-13655	3	60	adjusting	adjust	VERB
aiti-13655	3	61	the	the	DET
aiti-13655	3	62	contention	contention	NOUN
aiti-13655	3	63	window	window	NOUN
aiti-13655	3	64	,	,	PUNCT
aiti-13655	3	65	as	as	SCONJ
aiti-13655	3	66	they	they	PRON
aiti-13655	3	67	can	can	AUX
aiti-13655	3	68	not	not	PART
aiti-13655	3	69	directly	directly	ADV
aiti-13655	3	70	detect	detect	VERB
aiti-13655	3	71	collisions	collision	NOUN
aiti-13655	3	72	.	.	PUNCT
aiti-13655	4	1	traditional	traditional	ADJ
aiti-13655	4	2	contention	contention	NOUN
aiti-13655	4	3	window	window	NOUN
aiti-13655	4	4	adjustment	adjustment	NOUN
aiti-13655	4	5	algorithms	algorithm	NOUN
aiti-13655	4	6	,	,	PUNCT
aiti-13655	4	7	such	such	ADJ
aiti-13655	4	8	as	as	ADP
aiti-13655	4	9	the	the	DET
aiti-13655	4	10	binary	binary	ADJ
aiti-13655	4	11	exponential	exponential	ADJ
aiti-13655	4	12	backoff	backoff	NOUN
aiti-13655	4	13	(	(	PUNCT
aiti-13655	4	14	beb	beb	NOUN
aiti-13655	4	15	)	)	PUNCT
aiti-13655	4	16	algorithm	algorithm	NOUN
aiti-13655	4	17	,	,	PUNCT
aiti-13655	4	18	may	may	AUX
aiti-13655	4	19	lead	lead	VERB
aiti-13655	4	20	to	to	ADP
aiti-13655	4	21	lower	low	ADJ
aiti-13655	4	22	throughput	throughput	NOUN
aiti-13655	4	23	when	when	SCONJ
aiti-13655	4	24	multiple	multiple	ADJ
aiti-13655	4	25	services	service	NOUN
aiti-13655	4	26	with	with	ADP
aiti-13655	4	27	varying	vary	VERB
aiti-13655	4	28	bandwidth	bandwidth	ADJ
aiti-13655	4	29	demands	demand	NOUN
aiti-13655	4	30	coexist	coexist	VERB
aiti-13655	4	31	.	.	PUNCT
aiti-13655	5	1	to	to	PART
aiti-13655	5	2	address	address	VERB
aiti-13655	5	3	this	this	DET
aiti-13655	5	4	issue	issue	NOUN
aiti-13655	5	5	,	,	PUNCT
aiti-13655	5	6	this	this	DET
aiti-13655	5	7	study	study	NOUN
aiti-13655	5	8	aims	aim	VERB
aiti-13655	5	9	to	to	PART
aiti-13655	5	10	enhance	enhance	VERB
aiti-13655	5	11	network	network	NOUN
aiti-13655	5	12	throughput	throughput	NOUN
aiti-13655	5	13	by	by	ADP
aiti-13655	5	14	enabling	enable	VERB
aiti-13655	5	15	differentiated	differentiated	ADJ
aiti-13655	5	16	bandwidth	bandwidth	ADJ
aiti-13655	5	17	allocation	allocation	NOUN
aiti-13655	5	18	for	for	ADP
aiti-13655	5	19	various	various	ADJ
aiti-13655	5	20	services	service	NOUN
aiti-13655	5	21	.	.	PUNCT
aiti-13655	6	1	using	use	VERB
aiti-13655	6	2	deep	deep	ADJ
aiti-13655	6	3	reinforcement	reinforcement	NOUN
aiti-13655	6	4	learning	learning	NOUN
aiti-13655	6	5	,	,	PUNCT
aiti-13655	6	6	the	the	DET
aiti-13655	6	7	state	state	NOUN
aiti-13655	6	8	space	space	NOUN
aiti-13655	6	9	,	,	PUNCT
aiti-13655	6	10	action	action	NOUN
aiti-13655	6	11	space	space	NOUN
aiti-13655	6	12	,	,	PUNCT
aiti-13655	6	13	and	and	CCONJ
aiti-13655	6	14	reward	reward	NOUN
aiti-13655	6	15	functions	function	NOUN
aiti-13655	6	16	are	be	AUX
aiti-13655	6	17	defined	define	VERB
aiti-13655	6	18	to	to	PART
aiti-13655	6	19	optimize	optimize	VERB
aiti-13655	6	20	this	this	DET
aiti-13655	6	21	differentiation	differentiation	NOUN
aiti-13655	6	22	.	.	PUNCT
aiti-13655	7	1	these	these	DET
aiti-13655	7	2	definitions	definition	NOUN
aiti-13655	7	3	are	be	AUX
aiti-13655	7	4	integrated	integrate	VERB
aiti-13655	7	5	into	into	ADP
aiti-13655	7	6	the	the	DET
aiti-13655	7	7	deep	deep	ADJ
aiti-13655	7	8	deterministic	deterministic	ADJ
aiti-13655	7	9	policy	policy	NOUN
aiti-13655	7	10	gradient	gradient	NOUN
aiti-13655	7	11	(	(	PUNCT
aiti-13655	7	12	ddpg	ddpg	ADJ
aiti-13655	7	13	)	)	PUNCT
aiti-13655	7	14	technique	technique	NOUN
aiti-13655	7	15	,	,	PUNCT
aiti-13655	7	16	implemented	implement	VERB
aiti-13655	7	17	in	in	ADP
aiti-13655	7	18	the	the	DET
aiti-13655	7	19	access	access	NOUN
aiti-13655	7	20	point	point	NOUN
aiti-13655	7	21	(	(	PUNCT
aiti-13655	7	22	ap	ap	PROPN
aiti-13655	7	23	)	)	PUNCT
aiti-13655	7	24	to	to	PART
aiti-13655	7	25	intelligently	intelligently	ADV
aiti-13655	7	26	adjust	adjust	VERB
aiti-13655	7	27	the	the	DET
aiti-13655	7	28	contention	contention	NOUN
aiti-13655	7	29	window	window	NOUN
aiti-13655	7	30	.	.	PUNCT
aiti-13655	8	1	leveraging	leverage	VERB
aiti-13655	8	2	ddpg	ddpg	ADJ
aiti-13655	8	3	’s	’s	PART
aiti-13655	8	4	capability	capability	NOUN
aiti-13655	8	5	for	for	ADP
aiti-13655	8	6	continuous	continuous	ADJ
aiti-13655	8	7	actions	action	NOUN
aiti-13655	8	8	,	,	PUNCT
aiti-13655	8	9	the	the	DET
aiti-13655	8	10	proposed	propose	VERB
aiti-13655	8	11	method	method	NOUN
aiti-13655	8	12	provides	provide	VERB
aiti-13655	8	13	quality	quality	NOUN
aiti-13655	8	14	of	of	ADP
aiti-13655	8	15	service	service	NOUN
aiti-13655	8	16	(	(	PUNCT
aiti-13655	8	17	qos	qos	NOUN
aiti-13655	8	18	)	)	PUNCT
aiti-13655	8	19	differentiation	differentiation	NOUN
aiti-13655	8	20	,	,	PUNCT
aiti-13655	8	21	ensuring	ensure	VERB
aiti-13655	8	22	that	that	SCONJ
aiti-13655	8	23	each	each	DET
aiti-13655	8	24	service	service	NOUN
aiti-13655	8	25	at	at	ADP
aiti-13655	8	26	its	its	PRON
aiti-13655	8	27	respective	respective	ADJ
aiti-13655	8	28	priority	priority	NOUN
aiti-13655	8	29	level	level	NOUN
aiti-13655	8	30	meets	meet	VERB
aiti-13655	8	31	its	its	PRON
aiti-13655	8	32	transmission	transmission	NOUN
aiti-13655	8	33	requirements	requirement	NOUN
aiti-13655	8	34	.	.	PUNCT
aiti-13655	9	1	compared	compare	VERB
aiti-13655	9	2	to	to	ADP
aiti-13655	9	3	the	the	DET
aiti-13655	9	4	beb	beb	PROPN
aiti-13655	9	5	algorithm	algorithm	PROPN
aiti-13655	9	6	,	,	PUNCT
aiti-13655	9	7	the	the	DET
aiti-13655	9	8	proposed	propose	VERB
aiti-13655	9	9	approach	approach	NOUN
aiti-13655	9	10	offers	offer	VERB
aiti-13655	9	11	improved	improve	VERB
aiti-13655	9	12	traffic	traffic	NOUN
aiti-13655	9	13	allocation	allocation	NOUN
aiti-13655	9	14	and	and	CCONJ
aiti-13655	9	15	higher	high	ADJ
aiti-13655	9	16	network	network	NOUN
aiti-13655	9	17	bandwidth	bandwidth	ADJ
aiti-13655	9	18	utilization	utilization	NOUN
aiti-13655	9	19	.	.	PUNCT
aiti-13655	10	1	keywords	keyword	NOUN
aiti-13655	10	2	:	:	PUNCT
aiti-13655	10	3	802.11	802.11	NUM
aiti-13655	10	4	wireless	wireless	ADJ
aiti-13655	10	5	networks	network	NOUN
aiti-13655	10	6	,	,	PUNCT
aiti-13655	10	7	quality	quality	NOUN
aiti-13655	10	8	of	of	ADP
aiti-13655	10	9	service	service	NOUN
aiti-13655	10	10	(	(	PUNCT
aiti-13655	10	11	qos	qos	PROPN
aiti-13655	10	12	)	)	PUNCT
aiti-13655	10	13	,	,	PUNCT
aiti-13655	10	14	contention	contention	NOUN
aiti-13655	10	15	window	window	NOUN
aiti-13655	10	16	,	,	PUNCT
aiti-13655	10	17	deep	deep	ADJ
aiti-13655	10	18	reinforcement	reinforcement	NOUN
aiti-13655	10	19	learning	learn	VERB
aiti-13655	10	20	1	1	NUM
aiti-13655	10	21	.	.	PUNCT
aiti-13655	10	22	introduction	introduction	NOUN
aiti-13655	10	23	in	in	ADP
aiti-13655	10	24	the	the	DET
aiti-13655	10	25	field	field	NOUN
aiti-13655	10	26	of	of	ADP
aiti-13655	10	27	ieee	ieee	NOUN
aiti-13655	10	28	802.11	802.11	NUM
aiti-13655	10	29	wireless	wireless	ADJ
aiti-13655	10	30	networks	network	NOUN
aiti-13655	10	31	,	,	PUNCT
aiti-13655	10	32	several	several	ADJ
aiti-13655	10	33	challenges	challenge	NOUN
aiti-13655	10	34	emerge	emerge	VERB
aiti-13655	10	35	in	in	ADP
aiti-13655	10	36	satisfying	satisfy	VERB
aiti-13655	10	37	diverse	diverse	ADJ
aiti-13655	10	38	user	user	NOUN
aiti-13655	10	39	requirements	requirement	NOUN
aiti-13655	10	40	.	.	PUNCT
aiti-13655	11	1	given	give	VERB
aiti-13655	11	2	the	the	DET
aiti-13655	11	3	varied	varied	ADJ
aiti-13655	11	4	application	application	NOUN
aiti-13655	11	5	scenarios	scenario	NOUN
aiti-13655	11	6	for	for	ADP
aiti-13655	11	7	different	different	ADJ
aiti-13655	11	8	users	user	NOUN
aiti-13655	11	9	,	,	PUNCT
aiti-13655	11	10	the	the	DET
aiti-13655	11	11	network	network	NOUN
aiti-13655	11	12	system	system	NOUN
aiti-13655	11	13	must	must	AUX
aiti-13655	11	14	render	render	VERB
aiti-13655	11	15	multi	multi	ADJ
aiti-13655	11	16	-	-	ADJ
aiti-13655	11	17	tiered	tiered	ADJ
aiti-13655	11	18	quality	quality	NOUN
aiti-13655	11	19	of	of	ADP
aiti-13655	11	20	service	service	NOUN
aiti-13655	11	21	(	(	PUNCT
aiti-13655	11	22	qos	qos	PROPN
aiti-13655	11	23	)	)	PUNCT
aiti-13655	11	24	.	.	PUNCT
aiti-13655	12	1	for	for	ADP
aiti-13655	12	2	instance	instance	NOUN
aiti-13655	12	3	,	,	PUNCT
aiti-13655	12	4	certain	certain	ADJ
aiti-13655	12	5	users	user	NOUN
aiti-13655	12	6	might	might	AUX
aiti-13655	12	7	be	be	AUX
aiti-13655	12	8	engaged	engage	VERB
aiti-13655	12	9	in	in	ADP
aiti-13655	12	10	high	high	ADJ
aiti-13655	12	11	-	-	PUNCT
aiti-13655	12	12	definition	definition	NOUN
aiti-13655	12	13	video	video	NOUN
aiti-13655	12	14	streaming	streaming	NOUN
aiti-13655	12	15	,	,	PUNCT
aiti-13655	12	16	where	where	SCONJ
aiti-13655	12	17	excellent	excellent	ADJ
aiti-13655	12	18	qos	qos	NOUN
aiti-13655	12	19	is	be	AUX
aiti-13655	12	20	crucial	crucial	ADJ
aiti-13655	12	21	.	.	PUNCT
aiti-13655	13	1	in	in	ADP
aiti-13655	13	2	contrast	contrast	NOUN
aiti-13655	13	3	,	,	PUNCT
aiti-13655	13	4	other	other	ADJ
aiti-13655	13	5	users	user	NOUN
aiti-13655	13	6	might	might	AUX
aiti-13655	13	7	only	only	ADV
aiti-13655	13	8	be	be	AUX
aiti-13655	13	9	involved	involve	VERB
aiti-13655	13	10	in	in	ADP
aiti-13655	13	11	file	file	NOUN
aiti-13655	13	12	transfers	transfer	NOUN
aiti-13655	13	13	,	,	PUNCT
aiti-13655	13	14	which	which	PRON
aiti-13655	13	15	is	be	AUX
aiti-13655	13	16	relatively	relatively	ADV
aiti-13655	13	17	not	not	PART
aiti-13655	13	18	dependent	dependent	ADJ
aiti-13655	13	19	on	on	ADP
aiti-13655	13	20	service	service	NOUN
aiti-13655	13	21	quality	quality	NOUN
aiti-13655	13	22	.	.	PUNCT
aiti-13655	14	1	this	this	DET
aiti-13655	14	2	diversity	diversity	NOUN
aiti-13655	14	3	necessitates	necessitate	VERB
aiti-13655	14	4	the	the	DET
aiti-13655	14	5	formulation	formulation	NOUN
aiti-13655	14	6	of	of	ADP
aiti-13655	14	7	differentiated	differentiated	ADJ
aiti-13655	14	8	qos	qos	NOUN
aiti-13655	14	9	definitions	definition	NOUN
aiti-13655	14	10	based	base	VERB
aiti-13655	14	11	on	on	ADP
aiti-13655	14	12	specific	specific	ADJ
aiti-13655	14	13	usage	usage	NOUN
aiti-13655	14	14	contexts	context	NOUN
aiti-13655	14	15	to	to	PART
aiti-13655	14	16	ensure	ensure	VERB
aiti-13655	14	17	the	the	DET
aiti-13655	14	18	network	network	NOUN
aiti-13655	14	19	can	can	AUX
aiti-13655	14	20	flexibly	flexibly	ADV
aiti-13655	14	21	address	address	VERB
aiti-13655	14	22	a	a	DET
aiti-13655	14	23	panoply	panoply	NOUN
aiti-13655	14	24	of	of	ADP
aiti-13655	14	25	application	application	NOUN
aiti-13655	14	26	requirements	requirement	NOUN
aiti-13655	14	27	.	.	PUNCT
aiti-13655	15	1	therefore	therefore	ADV
aiti-13655	15	2	,	,	PUNCT
aiti-13655	15	3	this	this	DET
aiti-13655	15	4	paper	paper	NOUN
aiti-13655	15	5	utilizes	utilize	VERB
aiti-13655	15	6	the	the	DET
aiti-13655	15	7	deep	deep	ADJ
aiti-13655	15	8	deterministic	deterministic	ADJ
aiti-13655	15	9	policy	policy	NOUN
aiti-13655	15	10	gradient	gradient	NOUN
aiti-13655	15	11	(	(	PUNCT
aiti-13655	15	12	ddpg	ddpg	ADJ
aiti-13655	15	13	)	)	PUNCT
aiti-13655	15	14	algorithm	algorithm	NOUN
aiti-13655	16	1	[	[	X
aiti-13655	16	2	1	1	X
aiti-13655	16	3	]	]	PUNCT
aiti-13655	16	4	to	to	PART
aiti-13655	16	5	adjust	adjust	VERB
aiti-13655	16	6	the	the	DET
aiti-13655	16	7	contention	contention	NOUN
aiti-13655	16	8	window	window	NOUN
aiti-13655	16	9	(	(	PUNCT
aiti-13655	16	10	cw	cw	NOUN
aiti-13655	16	11	)	)	PUNCT
aiti-13655	16	12	according	accord	VERB
aiti-13655	16	13	to	to	ADP
aiti-13655	16	14	different	different	ADJ
aiti-13655	16	15	user	user	NOUN
aiti-13655	16	16	needs	need	NOUN
aiti-13655	16	17	,	,	PUNCT
aiti-13655	16	18	ensuring	ensure	VERB
aiti-13655	16	19	the	the	DET
aiti-13655	16	20	delivery	delivery	NOUN
aiti-13655	16	21	of	of	ADP
aiti-13655	16	22	services	service	NOUN
aiti-13655	16	23	that	that	PRON
aiti-13655	16	24	align	align	VERB
aiti-13655	16	25	with	with	ADP
aiti-13655	16	26	specific	specific	ADJ
aiti-13655	16	27	user	user	NOUN
aiti-13655	16	28	experience	experience	NOUN
aiti-13655	16	29	expectations	expectation	NOUN
aiti-13655	16	30	.	.	PUNCT
aiti-13655	17	1	the	the	DET
aiti-13655	17	2	cw	cw	NOUN
aiti-13655	17	3	was	be	AUX
aiti-13655	17	4	initially	initially	ADV
aiti-13655	17	5	introduced	introduce	VERB
aiti-13655	17	6	by	by	ADP
aiti-13655	17	7	ieee	ieee	NOUN
aiti-13655	17	8	due	due	ADP
aiti-13655	17	9	to	to	ADP
aiti-13655	17	10	the	the	DET
aiti-13655	17	11	inability	inability	NOUN
aiti-13655	17	12	of	of	ADP
aiti-13655	17	13	nodes	node	NOUN
aiti-13655	17	14	to	to	PART
aiti-13655	17	15	detect	detect	VERB
aiti-13655	17	16	collisions	collision	NOUN
aiti-13655	17	17	in	in	ADP
aiti-13655	17	18	wireless	wireless	ADJ
aiti-13655	17	19	network	network	NOUN
aiti-13655	17	20	environments	environment	NOUN
aiti-13655	17	21	.	.	PUNCT
aiti-13655	18	1	technically	technically	ADV
aiti-13655	18	2	,	,	PUNCT
aiti-13655	18	3	nodes	node	NOUN
aiti-13655	18	4	tend	tend	VERB
aiti-13655	18	5	to	to	PART
aiti-13655	18	6	wait	wait	VERB
aiti-13655	18	7	for	for	ADP
aiti-13655	18	8	a	a	DET
aiti-13655	18	9	random	random	ADJ
aiti-13655	18	10	backoff	backoff	NOUN
aiti-13655	18	11	time	time	NOUN
aiti-13655	18	12	to	to	PART
aiti-13655	18	13	stagger	stagger	VERB
aiti-13655	18	14	the	the	DET
aiti-13655	18	15	transmission	transmission	NOUN
aiti-13655	18	16	times	time	NOUN
aiti-13655	18	17	of	of	ADP
aiti-13655	18	18	nodes	node	NOUN
aiti-13655	18	19	.	.	PUNCT
aiti-13655	19	1	this	this	DET
aiti-13655	19	2	waiting	waiting	NOUN
aiti-13655	19	3	time	time	NOUN
aiti-13655	19	4	is	be	AUX
aiti-13655	19	5	determined	determine	VERB
aiti-13655	19	6	by	by	ADP
aiti-13655	19	7	the	the	DET
aiti-13655	19	8	cw	cw	NOUN
aiti-13655	19	9	of	of	ADP
aiti-13655	19	10	nodes	node	NOUN
aiti-13655	19	11	.	.	PUNCT
aiti-13655	20	1	when	when	SCONJ
aiti-13655	20	2	a	a	DET
aiti-13655	20	3	collision	collision	NOUN
aiti-13655	20	4	occurs	occur	VERB
aiti-13655	20	5	,	,	PUNCT
aiti-13655	20	6	to	to	PART
aiti-13655	20	7	eschew	eschew	VERB
aiti-13655	20	8	another	another	DET
aiti-13655	20	9	collision	collision	NOUN
aiti-13655	20	10	,	,	PUNCT
aiti-13655	20	11	the	the	DET
aiti-13655	20	12	network	network	NOUN
aiti-13655	20	13	exponentially	exponentially	ADV
aiti-13655	20	14	increases	increase	VERB
aiti-13655	20	15	the	the	DET
aiti-13655	20	16	cw	cw	NOUN
aiti-13655	20	17	of	of	ADP
aiti-13655	20	18	nodes	node	NOUN
aiti-13655	20	19	,	,	PUNCT
aiti-13655	20	20	thereby	thereby	ADV
aiti-13655	20	21	increasing	increase	VERB
aiti-13655	20	22	the	the	DET
aiti-13655	20	23	backoff	backoff	NOUN
aiti-13655	20	24	time	time	NOUN
aiti-13655	20	25	.	.	PUNCT
aiti-13655	21	1	conversely	conversely	ADV
aiti-13655	21	2	,	,	PUNCT
aiti-13655	21	3	when	when	SCONJ
aiti-13655	21	4	a	a	DET
aiti-13655	21	5	node	node	NOUN
aiti-13655	21	6	successfully	successfully	ADV
aiti-13655	21	7	transmits	transmit	NOUN
aiti-13655	21	8	,	,	PUNCT
aiti-13655	21	9	the	the	DET
aiti-13655	21	10	cw	cw	NOUN
aiti-13655	21	11	is	be	AUX
aiti-13655	21	12	reduced	reduce	VERB
aiti-13655	21	13	back	back	ADV
aiti-13655	21	14	to	to	ADP
aiti-13655	21	15	the	the	DET
aiti-13655	21	16	minimum	minimum	ADJ
aiti-13655	21	17	value	value	NOUN
aiti-13655	21	18	allowed	allow	VERB
aiti-13655	21	19	by	by	ADP
aiti-13655	21	20	the	the	DET
aiti-13655	21	21	network	network	NOUN
aiti-13655	21	22	standard	standard	NOUN
aiti-13655	21	23	,	,	PUNCT
aiti-13655	21	24	which	which	PRON
aiti-13655	21	25	decreases	decrease	VERB
aiti-13655	21	26	the	the	DET
aiti-13655	21	27	node	node	NOUN
aiti-13655	21	28	’s	’s	PART
aiti-13655	21	29	backup	backup	ADJ
aiti-13655	21	30	time	time	NOUN
aiti-13655	21	31	.	.	PUNCT
aiti-13655	22	1	this	this	DET
aiti-13655	22	2	algorithm	algorithm	NOUN
aiti-13655	22	3	is	be	AUX
aiti-13655	22	4	called	call	VERB
aiti-13655	22	5	the	the	DET
aiti-13655	22	6	binary	binary	ADJ
aiti-13655	22	7	exponential	exponential	ADJ
aiti-13655	22	8	backoff	backoff	NOUN
aiti-13655	22	9	(	(	PUNCT
aiti-13655	22	10	beb	beb	NOUN
aiti-13655	22	11	)	)	PUNCT
aiti-13655	22	12	algorithm	algorithm	NOUN
aiti-13655	22	13	.	.	PUNCT
aiti-13655	23	1	from	from	ADP
aiti-13655	23	2	the	the	DET
aiti-13655	23	3	collision	collision	NOUN
aiti-13655	23	4	avoidance	avoidance	NOUN
aiti-13655	23	5	mechanism	mechanism	NOUN
aiti-13655	23	6	,	,	PUNCT
aiti-13655	23	7	it	it	PRON
aiti-13655	23	8	can	can	AUX
aiti-13655	23	9	be	be	AUX
aiti-13655	23	10	inferred	infer	VERB
aiti-13655	23	11	that	that	SCONJ
aiti-13655	23	12	as	as	SCONJ
aiti-13655	23	13	the	the	DET
aiti-13655	23	14	cw	cw	NOUN
aiti-13655	23	15	increases	increase	NOUN
aiti-13655	23	16	,	,	PUNCT
aiti-13655	23	17	nodes	node	NOUN
aiti-13655	23	18	must	must	AUX
aiti-13655	23	19	wait	wait	VERB
aiti-13655	23	20	longer	long	ADV
aiti-13655	23	21	for	for	ADP
aiti-13655	23	22	data	data	NOUN
aiti-13655	23	23	transmission	transmission	NOUN
aiti-13655	23	24	.	.	PUNCT
aiti-13655	24	1	as	as	ADP
aiti-13655	24	2	a	a	DET
aiti-13655	24	3	result	result	NOUN
aiti-13655	24	4	,	,	PUNCT
aiti-13655	24	5	such	such	DET
aiti-13655	24	6	a	a	DET
aiti-13655	24	7	design	design	NOUN
aiti-13655	24	8	may	may	AUX
aiti-13655	24	9	compromise	compromise	VERB
aiti-13655	24	10	*	*	PUNCT
aiti-13655	24	11	corresponding	correspond	VERB
aiti-13655	24	12	author	author	NOUN
aiti-13655	24	13	.	.	PUNCT
aiti-13655	25	1	e	e	X
aiti-13655	25	2	-	-	NOUN
aiti-13655	25	3	mail	mail	NOUN
aiti-13655	25	4	address	address	NOUN
aiti-13655	25	5	:	:	PUNCT
aiti-13655	25	6	smallko@gmail.com	smallko@gmail.com	X
aiti-13655	25	7	258	258	NUM
aiti-13655	25	8	advances	advance	NOUN
aiti-13655	25	9	in	in	ADP
aiti-13655	25	10	technology	technology	NOUN
aiti-13655	25	11	innovation	innovation	NOUN
aiti-13655	25	12	,	,	PUNCT
aiti-13655	25	13	vol	vol	NOUN
aiti-13655	25	14	.	.	PROPN
aiti-13655	26	1	9	9	NUM
aiti-13655	26	2	,	,	PUNCT
aiti-13655	26	3	no	no	INTJ
aiti-13655	26	4	.	.	NOUN
aiti-13655	26	5	4	4	NUM
aiti-13655	26	6	,	,	PUNCT
aiti-13655	26	7	2024	2024	NUM
aiti-13655	26	8	,	,	PUNCT
aiti-13655	26	9	pp	pp	ADV
aiti-13655	26	10	.	.	PUNCT
aiti-13655	27	1	257	257	NUM
aiti-13655	27	2	-	-	SYM
aiti-13655	27	3	272	272	NUM
aiti-13655	27	4	the	the	DET
aiti-13655	27	5	channel	channel	NOUN
aiti-13655	27	6	access	access	NOUN
aiti-13655	27	7	rights	right	NOUN
aiti-13655	27	8	of	of	ADP
aiti-13655	27	9	nodes	node	NOUN
aiti-13655	27	10	.	.	PUNCT
aiti-13655	28	1	therefore	therefore	ADV
aiti-13655	28	2	,	,	PUNCT
aiti-13655	28	3	this	this	DET
aiti-13655	28	4	paper	paper	NOUN
aiti-13655	28	5	utilizes	utilize	VERB
aiti-13655	28	6	deep	deep	ADJ
aiti-13655	28	7	reinforcement	reinforcement	NOUN
aiti-13655	28	8	learning	learning	NOUN
aiti-13655	28	9	(	(	PUNCT
aiti-13655	28	10	drl	drl	PROPN
aiti-13655	28	11	)	)	PUNCT
aiti-13655	28	12	technology	technology	NOUN
aiti-13655	28	13	to	to	PART
aiti-13655	28	14	appositely	appositely	ADV
aiti-13655	28	15	adjust	adjust	VERB
aiti-13655	28	16	the	the	DET
aiti-13655	28	17	cw	cw	NOUN
aiti-13655	28	18	of	of	ADP
aiti-13655	28	19	nodes	node	NOUN
aiti-13655	28	20	,	,	PUNCT
aiti-13655	28	21	empowering	empower	VERB
aiti-13655	28	22	high	high	ADJ
aiti-13655	28	23	-	-	PUNCT
aiti-13655	28	24	level	level	NOUN
aiti-13655	28	25	clients	client	NOUN
aiti-13655	28	26	to	to	PART
aiti-13655	28	27	possess	possess	VERB
aiti-13655	28	28	higher	high	ADJ
aiti-13655	28	29	channel	channel	NOUN
aiti-13655	28	30	access	access	NOUN
aiti-13655	28	31	rights	right	NOUN
aiti-13655	28	32	,	,	PUNCT
aiti-13655	28	33	thereby	thereby	ADV
aiti-13655	28	34	achieving	achieve	VERB
aiti-13655	28	35	differentiated	differentiated	ADJ
aiti-13655	28	36	treatment	treatment	NOUN
aiti-13655	28	37	when	when	SCONJ
aiti-13655	28	38	dealing	deal	VERB
aiti-13655	28	39	with	with	ADP
aiti-13655	28	40	clients	client	NOUN
aiti-13655	28	41	of	of	ADP
aiti-13655	28	42	different	different	ADJ
aiti-13655	28	43	priorities	priority	NOUN
aiti-13655	28	44	.	.	PUNCT
aiti-13655	29	1	the	the	DET
aiti-13655	29	2	main	main	ADJ
aiti-13655	29	3	contribution	contribution	NOUN
aiti-13655	29	4	of	of	ADP
aiti-13655	29	5	this	this	DET
aiti-13655	29	6	paper	paper	NOUN
aiti-13655	29	7	lies	lie	VERB
aiti-13655	29	8	in	in	ADP
aiti-13655	29	9	proposing	propose	VERB
aiti-13655	29	10	a	a	DET
aiti-13655	29	11	mechanism	mechanism	NOUN
aiti-13655	29	12	that	that	PRON
aiti-13655	29	13	utilizes	utilize	VERB
aiti-13655	29	14	drl	drl	PROPN
aiti-13655	29	15	to	to	PART
aiti-13655	29	16	adjust	adjust	VERB
aiti-13655	29	17	the	the	DET
aiti-13655	29	18	cw	cw	NOUN
aiti-13655	29	19	,	,	PUNCT
aiti-13655	29	20	thereby	thereby	ADV
aiti-13655	29	21	providing	provide	VERB
aiti-13655	29	22	different	different	ADJ
aiti-13655	29	23	priorities	priority	NOUN
aiti-13655	29	24	of	of	ADP
aiti-13655	29	25	qos	qos	PROPN
aiti-13655	29	26	for	for	ADP
aiti-13655	29	27	each	each	DET
aiti-13655	29	28	tier	tier	NOUN
aiti-13655	29	29	of	of	ADP
aiti-13655	29	30	clients	client	NOUN
aiti-13655	29	31	.	.	PUNCT
aiti-13655	30	1	the	the	DET
aiti-13655	30	2	structure	structure	NOUN
aiti-13655	30	3	of	of	ADP
aiti-13655	30	4	this	this	DET
aiti-13655	30	5	paper	paper	NOUN
aiti-13655	30	6	is	be	AUX
aiti-13655	30	7	listed	list	VERB
aiti-13655	30	8	as	as	SCONJ
aiti-13655	30	9	follows	follow	VERB
aiti-13655	30	10	:	:	PUNCT
aiti-13655	30	11	section	section	NOUN
aiti-13655	30	12	2	2	NUM
aiti-13655	30	13	introduces	introduce	NOUN
aiti-13655	30	14	the	the	DET
aiti-13655	30	15	drl	drl	PROPN
aiti-13655	30	16	mechanism	mechanism	NOUN
aiti-13655	30	17	,	,	PUNCT
aiti-13655	30	18	ddpg	ddpg	ADJ
aiti-13655	30	19	,	,	PUNCT
aiti-13655	30	20	used	use	VERB
aiti-13655	30	21	in	in	ADP
aiti-13655	30	22	this	this	DET
aiti-13655	30	23	study	study	NOUN
aiti-13655	30	24	,	,	PUNCT
aiti-13655	30	25	along	along	ADP
aiti-13655	30	26	with	with	ADP
aiti-13655	30	27	previous	previous	ADJ
aiti-13655	30	28	research	research	NOUN
aiti-13655	30	29	on	on	ADP
aiti-13655	30	30	enhancing	enhance	VERB
aiti-13655	30	31	qos	qos	PROPN
aiti-13655	30	32	through	through	ADP
aiti-13655	30	33	drl	drl	PROPN
aiti-13655	30	34	.	.	PUNCT
aiti-13655	31	1	section	section	PROPN
aiti-13655	31	2	3	3	NUM
aiti-13655	31	3	explains	explain	VERB
aiti-13655	31	4	the	the	DET
aiti-13655	31	5	specific	specific	ADJ
aiti-13655	31	6	parameter	parameter	NOUN
aiti-13655	31	7	settings	setting	NOUN
aiti-13655	31	8	for	for	ADP
aiti-13655	31	9	drl	drl	PROPN
aiti-13655	31	10	and	and	CCONJ
aiti-13655	31	11	the	the	DET
aiti-13655	31	12	operational	operational	ADJ
aiti-13655	31	13	workflow	workflow	NOUN
aiti-13655	31	14	of	of	ADP
aiti-13655	31	15	the	the	DET
aiti-13655	31	16	overall	overall	ADJ
aiti-13655	31	17	research	research	NOUN
aiti-13655	31	18	method	method	NOUN
aiti-13655	31	19	.	.	PUNCT
aiti-13655	32	1	following	follow	VERB
aiti-13655	32	2	this	this	PRON
aiti-13655	32	3	,	,	PUNCT
aiti-13655	32	4	the	the	DET
aiti-13655	32	5	paper	paper	NOUN
aiti-13655	32	6	presents	present	VERB
aiti-13655	32	7	research	research	NOUN
aiti-13655	32	8	results	result	NOUN
aiti-13655	32	9	to	to	PART
aiti-13655	32	10	validate	validate	VERB
aiti-13655	32	11	its	its	PRON
aiti-13655	32	12	contributions	contribution	NOUN
aiti-13655	32	13	in	in	ADP
aiti-13655	32	14	section	section	NOUN
aiti-13655	32	15	4	4	NUM
aiti-13655	32	16	.	.	PUNCT
aiti-13655	33	1	finally	finally	ADV
aiti-13655	33	2	,	,	PUNCT
aiti-13655	33	3	the	the	DET
aiti-13655	33	4	conclusion	conclusion	NOUN
aiti-13655	33	5	in	in	ADP
aiti-13655	33	6	section	section	NOUN
aiti-13655	33	7	5	5	NUM
aiti-13655	33	8	discusses	discuss	VERB
aiti-13655	33	9	future	future	ADJ
aiti-13655	33	10	optimization	optimization	NOUN
aiti-13655	33	11	directions	direction	NOUN
aiti-13655	33	12	.	.	PUNCT
aiti-13655	34	1	2	2	X
aiti-13655	34	2	.	.	X
aiti-13655	34	3	related	relate	VERB
aiti-13655	34	4	work	work	NOUN
aiti-13655	34	5	this	this	DET
aiti-13655	34	6	section	section	NOUN
aiti-13655	34	7	explores	explore	VERB
aiti-13655	34	8	recent	recent	ADJ
aiti-13655	34	9	qos	qos	NOUN
aiti-13655	34	10	-	-	PUNCT
aiti-13655	34	11	related	relate	VERB
aiti-13655	34	12	research	research	NOUN
aiti-13655	34	13	to	to	PART
aiti-13655	34	14	highlight	highlight	VERB
aiti-13655	34	15	the	the	DET
aiti-13655	34	16	indispensability	indispensability	NOUN
aiti-13655	34	17	of	of	ADP
aiti-13655	34	18	qos	qos	PROPN
aiti-13655	34	19	.	.	PUNCT
aiti-13655	35	1	specifically	specifically	ADV
aiti-13655	35	2	,	,	PUNCT
aiti-13655	35	3	the	the	DET
aiti-13655	35	4	necessity	necessity	NOUN
aiti-13655	35	5	of	of	ADP
aiti-13655	35	6	providing	provide	VERB
aiti-13655	35	7	different	different	ADJ
aiti-13655	35	8	bandwidths	bandwidth	NOUN
aiti-13655	35	9	is	be	AUX
aiti-13655	35	10	discussed	discuss	VERB
aiti-13655	35	11	,	,	PUNCT
aiti-13655	35	12	based	base	VERB
aiti-13655	35	13	on	on	ADP
aiti-13655	35	14	varying	vary	VERB
aiti-13655	35	15	priorities	priority	NOUN
aiti-13655	35	16	within	within	ADP
aiti-13655	35	17	the	the	DET
aiti-13655	35	18	context	context	NOUN
aiti-13655	35	19	of	of	ADP
aiti-13655	35	20	qos	qos	PROPN
aiti-13655	35	21	issues	issue	NOUN
aiti-13655	35	22	.	.	PUNCT
aiti-13655	36	1	after	after	ADP
aiti-13655	36	2	introducing	introduce	VERB
aiti-13655	36	3	the	the	DET
aiti-13655	36	4	qos	qos	PROPN
aiti-13655	36	5	topic	topic	NOUN
aiti-13655	36	6	,	,	PUNCT
aiti-13655	36	7	it	it	PRON
aiti-13655	36	8	presents	present	VERB
aiti-13655	36	9	pertinent	pertinent	ADJ
aiti-13655	36	10	studies	study	NOUN
aiti-13655	36	11	on	on	ADP
aiti-13655	36	12	adjusting	adjust	VERB
aiti-13655	36	13	the	the	DET
aiti-13655	36	14	cw	cw	NOUN
aiti-13655	36	15	to	to	PART
aiti-13655	36	16	enhance	enhance	VERB
aiti-13655	36	17	qos	qos	PROPN
aiti-13655	36	18	,	,	PUNCT
aiti-13655	36	19	supporting	support	VERB
aiti-13655	36	20	the	the	DET
aiti-13655	36	21	feasibility	feasibility	NOUN
aiti-13655	36	22	and	and	CCONJ
aiti-13655	36	23	significance	significance	NOUN
aiti-13655	36	24	of	of	ADP
aiti-13655	36	25	the	the	DET
aiti-13655	36	26	subject	subject	NOUN
aiti-13655	36	27	.	.	PUNCT
aiti-13655	37	1	finally	finally	ADV
aiti-13655	37	2	,	,	PUNCT
aiti-13655	37	3	it	it	PRON
aiti-13655	37	4	introduces	introduce	VERB
aiti-13655	37	5	the	the	DET
aiti-13655	37	6	technologies	technology	NOUN
aiti-13655	37	7	most	most	ADV
aiti-13655	37	8	relevant	relevant	ADJ
aiti-13655	37	9	to	to	ADP
aiti-13655	37	10	this	this	DET
aiti-13655	37	11	paper	paper	NOUN
aiti-13655	37	12	.	.	PUNCT
aiti-13655	38	1	2.1	2.1	NUM
aiti-13655	38	2	.	.	PUNCT
aiti-13655	39	1	qos	qos	PROPN
aiti-13655	39	2	issue	issue	PROPN
aiti-13655	39	3	qos	qos	PROPN
aiti-13655	39	4	has	have	AUX
aiti-13655	39	5	consistently	consistently	ADV
aiti-13655	39	6	been	be	AUX
aiti-13655	39	7	a	a	DET
aiti-13655	39	8	crucial	crucial	ADJ
aiti-13655	39	9	topic	topic	NOUN
aiti-13655	39	10	,	,	PUNCT
aiti-13655	39	11	as	as	SCONJ
aiti-13655	39	12	can	can	AUX
aiti-13655	39	13	be	be	AUX
aiti-13655	39	14	witnessed	witness	VERB
aiti-13655	39	15	by	by	ADP
aiti-13655	39	16	li	li	PROPN
aiti-13655	39	17	et	et	PROPN
aiti-13655	39	18	al	al	PROPN
aiti-13655	39	19	.	.	PUNCT
aiti-13655	40	1	[	[	X
aiti-13655	40	2	2	2	X
aiti-13655	40	3	]	]	PUNCT
aiti-13655	40	4	proposing	propose	VERB
aiti-13655	40	5	a	a	DET
aiti-13655	40	6	multi	multi	ADJ
aiti-13655	40	7	-	-	ADJ
aiti-13655	40	8	dimensional	dimensional	ADJ
aiti-13655	40	9	internet	internet	NOUN
aiti-13655	40	10	of	of	ADP
aiti-13655	40	11	things	thing	NOUN
aiti-13655	40	12	(	(	PUNCT
aiti-13655	40	13	iot	iot	NOUN
aiti-13655	40	14	)	)	PUNCT
aiti-13655	40	15	qos	qos	NOUN
aiti-13655	40	16	estimation	estimation	NOUN
aiti-13655	40	17	method	method	NOUN
aiti-13655	40	18	that	that	PRON
aiti-13655	40	19	introduces	introduce	VERB
aiti-13655	40	20	multi	multi	ADJ
aiti-13655	40	21	-	-	ADJ
aiti-13655	40	22	dimensional	dimensional	ADJ
aiti-13655	40	23	qos	qos	NOUN
aiti-13655	40	24	to	to	PART
aiti-13655	40	25	assess	assess	VERB
aiti-13655	40	26	the	the	DET
aiti-13655	40	27	qos	qos	NOUN
aiti-13655	40	28	of	of	ADP
aiti-13655	40	29	iot	iot	PROPN
aiti-13655	40	30	applications	application	NOUN
aiti-13655	40	31	.	.	PUNCT
aiti-13655	41	1	the	the	DET
aiti-13655	41	2	approach	approach	NOUN
aiti-13655	41	3	is	be	AUX
aiti-13655	41	4	illustrated	illustrate	VERB
aiti-13655	41	5	using	use	VERB
aiti-13655	41	6	iot	iot	ADJ
aiti-13655	41	7	application	application	NOUN
aiti-13655	41	8	instances	instance	NOUN
aiti-13655	41	9	to	to	PART
aiti-13655	41	10	demonstrate	demonstrate	VERB
aiti-13655	41	11	the	the	DET
aiti-13655	41	12	process	process	NOUN
aiti-13655	41	13	of	of	ADP
aiti-13655	41	14	estimating	estimate	VERB
aiti-13655	41	15	the	the	DET
aiti-13655	41	16	qos	qos	NOUN
aiti-13655	41	17	of	of	ADP
aiti-13655	41	18	iot	iot	PROPN
aiti-13655	41	19	applications	application	NOUN
aiti-13655	41	20	.	.	PUNCT
aiti-13655	42	1	kang	kang	PROPN
aiti-13655	42	2	et	et	PROPN
aiti-13655	42	3	al	al	PROPN
aiti-13655	42	4	.	.	PUNCT
aiti-13655	43	1	[	[	X
aiti-13655	43	2	3	3	X
aiti-13655	43	3	]	]	X
aiti-13655	43	4	present	present	VERB
aiti-13655	43	5	a	a	DET
aiti-13655	43	6	diversified	diversify	VERB
aiti-13655	43	7	qos	qos	NOUN
aiti-13655	43	8	-	-	PUNCT
aiti-13655	43	9	centric	centric	ADJ
aiti-13655	43	10	service	service	NOUN
aiti-13655	43	11	recommendation	recommendation	NOUN
aiti-13655	43	12	method	method	NOUN
aiti-13655	43	13	tailored	tailor	VERB
aiti-13655	43	14	for	for	ADP
aiti-13655	43	15	uncertain	uncertain	ADJ
aiti-13655	43	16	qos	qos	NOUN
aiti-13655	43	17	preferences	preference	NOUN
aiti-13655	43	18	,	,	PUNCT
aiti-13655	43	19	generating	generate	VERB
aiti-13655	43	20	a	a	DET
aiti-13655	43	21	list	list	NOUN
aiti-13655	43	22	of	of	ADP
aiti-13655	43	23	services	service	NOUN
aiti-13655	43	24	that	that	PRON
aiti-13655	43	25	fulfill	fulfill	VERB
aiti-13655	43	26	the	the	DET
aiti-13655	43	27	desired	desire	VERB
aiti-13655	43	28	qos	qos	NOUN
aiti-13655	43	29	and	and	CCONJ
aiti-13655	43	30	diversity	diversity	NOUN
aiti-13655	43	31	.	.	PUNCT
aiti-13655	44	1	in	in	ADP
aiti-13655	44	2	recent	recent	ADJ
aiti-13655	44	3	years	year	NOUN
aiti-13655	44	4	,	,	PUNCT
aiti-13655	44	5	a	a	DET
aiti-13655	44	6	surge	surge	NOUN
aiti-13655	44	7	has	have	AUX
aiti-13655	44	8	emanated	emanate	VERB
aiti-13655	44	9	from	from	ADP
aiti-13655	44	10	research	research	NOUN
aiti-13655	44	11	introducing	introduce	VERB
aiti-13655	44	12	the	the	DET
aiti-13655	44	13	multiple	multiple	ADJ
aiti-13655	44	14	-	-	PUNCT
aiti-13655	44	15	access	access	NOUN
aiti-13655	44	16	edge	edge	NOUN
aiti-13655	44	17	computing	computing	NOUN
aiti-13655	44	18	(	(	PUNCT
aiti-13655	44	19	mec	mec	X
aiti-13655	44	20	)	)	PUNCT
aiti-13655	44	21	framework	framework	NOUN
aiti-13655	44	22	to	to	PART
aiti-13655	44	23	enhance	enhance	VERB
aiti-13655	44	24	network	network	PROPN
aiti-13655	44	25	qos	qos	PROPN
aiti-13655	44	26	.	.	PUNCT
aiti-13655	45	1	wang	wang	PROPN
aiti-13655	45	2	et	et	PROPN
aiti-13655	45	3	al	al	PROPN
aiti-13655	45	4	.	.	PUNCT
aiti-13655	46	1	[	[	X
aiti-13655	46	2	4	4	X
aiti-13655	46	3	]	]	PUNCT
aiti-13655	46	4	introduce	introduce	VERB
aiti-13655	46	5	a	a	DET
aiti-13655	46	6	qos	qos	NOUN
aiti-13655	46	7	prediction	prediction	NOUN
aiti-13655	46	8	method	method	NOUN
aiti-13655	46	9	that	that	PRON
aiti-13655	46	10	considers	consider	VERB
aiti-13655	46	11	user	user	NOUN
aiti-13655	46	12	mobility	mobility	NOUN
aiti-13655	46	13	and	and	CCONJ
aiti-13655	46	14	qos	qos	PROPN
aiti-13655	46	15	data	datum	NOUN
aiti-13655	46	16	fluctuations	fluctuation	NOUN
aiti-13655	46	17	to	to	PART
aiti-13655	46	18	adapt	adapt	VERB
aiti-13655	46	19	to	to	ADP
aiti-13655	46	20	the	the	DET
aiti-13655	46	21	mec	mec	PROPN
aiti-13655	46	22	environment	environment	PROPN
aiti-13655	46	23	.	.	PUNCT
aiti-13655	47	1	yan	yan	PROPN
aiti-13655	47	2	et	et	PROPN
aiti-13655	47	3	al	al	PROPN
aiti-13655	47	4	.	.	PUNCT
aiti-13655	48	1	[	[	X
aiti-13655	48	2	5	5	NUM
aiti-13655	48	3	]	]	PUNCT
aiti-13655	48	4	deployed	deploy	VERB
aiti-13655	48	5	historical	historical	ADJ
aiti-13655	48	6	qos	qos	PROPN
aiti-13655	48	7	values	value	NOUN
aiti-13655	48	8	as	as	ADP
aiti-13655	48	9	a	a	DET
aiti-13655	48	10	time	time	NOUN
aiti-13655	48	11	series	series	NOUN
aiti-13655	48	12	of	of	ADP
aiti-13655	48	13	qos	qos	PROPN
aiti-13655	48	14	matrices	matrix	NOUN
aiti-13655	48	15	.	.	PUNCT
aiti-13655	49	1	it	it	PRON
aiti-13655	49	2	combines	combine	VERB
aiti-13655	49	3	a	a	DET
aiti-13655	49	4	compressed	compress	VERB
aiti-13655	49	5	matrix	matrix	NOUN
aiti-13655	49	6	extracted	extract	VERB
aiti-13655	49	7	from	from	ADP
aiti-13655	49	8	the	the	DET
aiti-13655	49	9	qos	qos	PROPN
aiti-13655	49	10	matrix	matrix	NOUN
aiti-13655	49	11	through	through	ADP
aiti-13655	49	12	truncated	truncate	VERB
aiti-13655	49	13	singular	singular	ADJ
aiti-13655	49	14	value	value	NOUN
aiti-13655	49	15	decomposition	decomposition	NOUN
aiti-13655	49	16	(	(	PUNCT
aiti-13655	49	17	svd	svd	PROPN
aiti-13655	49	18	)	)	PUNCT
aiti-13655	49	19	with	with	ADP
aiti-13655	49	20	the	the	DET
aiti-13655	49	21	traditional	traditional	ADJ
aiti-13655	49	22	autoregressive	autoregressive	ADJ
aiti-13655	49	23	integrated	integrated	ADJ
aiti-13655	49	24	moving	move	VERB
aiti-13655	49	25	average	average	ADJ
aiti-13655	49	26	(	(	PUNCT
aiti-13655	49	27	arima	arima	PROPN
aiti-13655	49	28	)	)	PUNCT
aiti-13655	49	29	model	model	NOUN
aiti-13655	49	30	.	.	PUNCT
aiti-13655	50	1	luo	luo	PROPN
aiti-13655	50	2	et	et	PROPN
aiti-13655	50	3	al	al	PROPN
aiti-13655	50	4	.	.	PUNCT
aiti-13655	51	1	[	[	X
aiti-13655	51	2	6	6	X
aiti-13655	51	3	]	]	PUNCT
aiti-13655	51	4	propose	propose	VERB
aiti-13655	51	5	a	a	DET
aiti-13655	51	6	qos	qos	NOUN
aiti-13655	51	7	-	-	PUNCT
aiti-13655	51	8	oriented	orient	VERB
aiti-13655	51	9	multiple	multiple	ADJ
aiti-13655	51	10	unmanned	unmanned	ADJ
aiti-13655	51	11	aerial	aerial	ADJ
aiti-13655	51	12	vehicle	vehicle	NOUN
aiti-13655	51	13	mobile	mobile	ADJ
aiti-13655	51	14	base	base	NOUN
aiti-13655	51	15	station	station	NOUN
aiti-13655	51	16	(	(	PUNCT
aiti-13655	51	17	uav	uav	PROPN
aiti-13655	51	18	-	-	PUNCT
aiti-13655	51	19	mbs	mbs	NOUN
aiti-13655	51	20	)	)	PUNCT
aiti-13655	51	21	3	3	NUM
aiti-13655	51	22	-	-	PUNCT
aiti-13655	51	23	d	d	NOUN
aiti-13655	51	24	deployment	deployment	NOUN
aiti-13655	51	25	algorithm	algorithm	NOUN
aiti-13655	51	26	,	,	PUNCT
aiti-13655	51	27	named	name	VERB
aiti-13655	51	28	qos	qos	NOUN
aiti-13655	51	29	-	-	PUNCT
aiti-13655	51	30	prior	prior	NOUN
aiti-13655	51	31	.	.	PUNCT
aiti-13655	52	1	this	this	DET
aiti-13655	52	2	algorithm	algorithm	NOUN
aiti-13655	52	3	optimizes	optimize	VERB
aiti-13655	52	4	the	the	DET
aiti-13655	52	5	altitude	altitude	NOUN
aiti-13655	52	6	and	and	CCONJ
aiti-13655	52	7	coverage	coverage	NOUN
aiti-13655	52	8	radius	radius	NOUN
aiti-13655	52	9	of	of	ADP
aiti-13655	52	10	uav	uav	PROPN
aiti-13655	52	11	-	-	PUNCT
aiti-13655	52	12	mbss	mbss	NOUN
aiti-13655	52	13	based	base	VERB
aiti-13655	52	14	on	on	ADP
aiti-13655	52	15	different	different	ADJ
aiti-13655	52	16	qos	qos	PROPN
aiti-13655	52	17	requirements	requirement	NOUN
aiti-13655	52	18	.	.	PUNCT
aiti-13655	53	1	numerical	numerical	PROPN
aiti-13655	53	2	results	result	NOUN
aiti-13655	53	3	show	show	VERB
aiti-13655	53	4	that	that	SCONJ
aiti-13655	53	5	the	the	DET
aiti-13655	53	6	algorithm	algorithm	NOUN
aiti-13655	53	7	outperforms	outperform	VERB
aiti-13655	53	8	some	some	DET
aiti-13655	53	9	baseline	baseline	ADJ
aiti-13655	53	10	algorithms	algorithm	NOUN
aiti-13655	53	11	under	under	ADP
aiti-13655	53	12	constraints	constraint	NOUN
aiti-13655	53	13	and	and	CCONJ
aiti-13655	53	14	achieves	achieve	VERB
aiti-13655	53	15	relatively	relatively	ADV
aiti-13655	53	16	low	low	ADJ
aiti-13655	53	17	time	time	NOUN
aiti-13655	53	18	complexity	complexity	NOUN
aiti-13655	53	19	.	.	PUNCT
aiti-13655	54	1	zhang	zhang	PROPN
aiti-13655	54	2	et	et	PROPN
aiti-13655	54	3	al	al	PROPN
aiti-13655	54	4	.	.	PUNCT
aiti-13655	55	1	[	[	X
aiti-13655	55	2	7	7	X
aiti-13655	55	3	]	]	X
aiti-13655	55	4	propose	propose	VERB
aiti-13655	55	5	a	a	DET
aiti-13655	55	6	stochastic	stochastic	ADJ
aiti-13655	55	7	walk	walk	NOUN
aiti-13655	55	8	-	-	PUNCT
aiti-13655	55	9	based	base	VERB
aiti-13655	55	10	interval	interval	NOUN
aiti-13655	55	11	prediction	prediction	NOUN
aiti-13655	55	12	method	method	NOUN
aiti-13655	55	13	for	for	ADP
aiti-13655	55	14	web	web	NOUN
aiti-13655	55	15	service	service	NOUN
aiti-13655	55	16	qos	qos	PROPN
aiti-13655	55	17	,	,	PUNCT
aiti-13655	55	18	called	call	VERB
aiti-13655	55	19	a	a	DET
aiti-13655	55	20	random	random	ADJ
aiti-13655	55	21	walk	walk	NOUN
aiti-13655	55	22	,	,	PUNCT
aiti-13655	55	23	effectively	effectively	ADV
aiti-13655	55	24	combining	combine	VERB
aiti-13655	55	25	location	location	NOUN
aiti-13655	55	26	awareness	awareness	NOUN
aiti-13655	55	27	and	and	CCONJ
aiti-13655	55	28	collaborative	collaborative	ADJ
aiti-13655	55	29	filtering	filtering	NOUN
aiti-13655	55	30	methods	method	NOUN
aiti-13655	55	31	.	.	PUNCT
aiti-13655	56	1	to	to	PART
aiti-13655	56	2	render	render	VERB
aiti-13655	56	3	more	more	ADV
aiti-13655	56	4	reliable	reliable	ADJ
aiti-13655	56	5	simulations	simulation	NOUN
aiti-13655	56	6	,	,	PUNCT
aiti-13655	56	7	the	the	DET
aiti-13655	56	8	authors	author	NOUN
aiti-13655	56	9	conducted	conduct	VERB
aiti-13655	56	10	a	a	DET
aiti-13655	56	11	series	series	NOUN
aiti-13655	56	12	of	of	ADP
aiti-13655	56	13	comprehensive	comprehensive	ADJ
aiti-13655	56	14	experiments	experiment	NOUN
aiti-13655	56	15	on	on	ADP
aiti-13655	56	16	a	a	DET
aiti-13655	56	17	real	real	ADJ
aiti-13655	56	18	web	web	NOUN
aiti-13655	56	19	service	service	NOUN
aiti-13655	56	20	dataset	dataset	NOUN
aiti-13655	56	21	.	.	PUNCT
aiti-13655	57	1	the	the	DET
aiti-13655	57	2	results	result	NOUN
aiti-13655	57	3	demonstrate	demonstrate	VERB
aiti-13655	57	4	that	that	SCONJ
aiti-13655	57	5	the	the	DET
aiti-13655	57	6	proposed	propose	VERB
aiti-13655	57	7	method	method	NOUN
aiti-13655	57	8	achieves	achieve	VERB
aiti-13655	57	9	a	a	DET
aiti-13655	57	10	better	well	ADJ
aiti-13655	57	11	balance	balance	NOUN
aiti-13655	57	12	between	between	ADP
aiti-13655	57	13	confidence	confidence	NOUN
aiti-13655	57	14	and	and	CCONJ
aiti-13655	57	15	accuracy	accuracy	NOUN
aiti-13655	57	16	in	in	ADP
aiti-13655	57	17	service	service	NOUN
aiti-13655	57	18	recommendation	recommendation	NOUN
aiti-13655	57	19	compared	compare	VERB
aiti-13655	57	20	to	to	ADP
aiti-13655	57	21	other	other	ADJ
aiti-13655	57	22	collaborative	collaborative	ADJ
aiti-13655	57	23	filtering	filtering	NOUN
aiti-13655	57	24	methods	method	NOUN
aiti-13655	57	25	.	.	PUNCT
aiti-13655	58	1	however	however	ADV
aiti-13655	58	2	,	,	PUNCT
aiti-13655	58	3	notwithstanding	notwithstanding	ADP
aiti-13655	58	4	the	the	DET
aiti-13655	58	5	betterment	betterment	NOUN
aiti-13655	58	6	yielded	yield	VERB
aiti-13655	58	7	by	by	ADP
aiti-13655	58	8	these	these	DET
aiti-13655	58	9	studies	study	NOUN
aiti-13655	58	10	,	,	PUNCT
aiti-13655	58	11	effectively	effectively	ADV
aiti-13655	58	12	differentiating	differentiate	VERB
aiti-13655	58	13	adjustments	adjustment	NOUN
aiti-13655	58	14	based	base	VERB
aiti-13655	58	15	on	on	ADP
aiti-13655	58	16	priorities	priority	NOUN
aiti-13655	58	17	is	be	AUX
aiti-13655	58	18	perceived	perceive	VERB
aiti-13655	58	19	as	as	ADP
aiti-13655	58	20	an	an	DET
aiti-13655	58	21	urgent	urgent	ADJ
aiti-13655	58	22	need	need	NOUN
aiti-13655	58	23	for	for	ADP
aiti-13655	58	24	qos	qos	PROPN
aiti-13655	58	25	.	.	PROPN
aiti-13655	58	26	2.2	2.2	NUM
aiti-13655	58	27	.	.	PUNCT
aiti-13655	59	1	the	the	DET
aiti-13655	59	2	issue	issue	NOUN
aiti-13655	59	3	of	of	ADP
aiti-13655	59	4	adjusting	adjust	VERB
aiti-13655	59	5	the	the	DET
aiti-13655	59	6	contention	contention	NOUN
aiti-13655	59	7	window	window	NOUN
aiti-13655	59	8	according	accord	VERB
aiti-13655	59	9	to	to	ADP
aiti-13655	59	10	different	different	ADJ
aiti-13655	59	11	transmission	transmission	NOUN
aiti-13655	59	12	services	service	NOUN
aiti-13655	59	13	when	when	SCONJ
aiti-13655	59	14	a	a	DET
aiti-13655	59	15	network	network	NOUN
aiti-13655	59	16	simultaneously	simultaneously	ADV
aiti-13655	59	17	hosts	host	VERB
aiti-13655	59	18	high	high	ADJ
aiti-13655	59	19	-	-	PUNCT
aiti-13655	59	20	priority	priority	NOUN
aiti-13655	59	21	nodes	node	NOUN
aiti-13655	59	22	with	with	ADP
aiti-13655	59	23	high	high	ADJ
aiti-13655	59	24	bandwidth	bandwidth	ADJ
aiti-13655	59	25	demands	demand	NOUN
aiti-13655	59	26	and	and	CCONJ
aiti-13655	59	27	low	low	ADJ
aiti-13655	59	28	-	-	PUNCT
aiti-13655	59	29	priority	priority	NOUN
aiti-13655	59	30	nodes	node	NOUN
aiti-13655	59	31	with	with	ADP
aiti-13655	59	32	low	low	ADJ
aiti-13655	59	33	bandwidth	bandwidth	ADJ
aiti-13655	59	34	demands	demand	NOUN
aiti-13655	59	35	,	,	PUNCT
aiti-13655	59	36	the	the	DET
aiti-13655	59	37	issue	issue	NOUN
aiti-13655	59	38	of	of	ADP
aiti-13655	59	39	adjusting	adjust	VERB
aiti-13655	59	40	the	the	DET
aiti-13655	59	41	cw	cw	NOUN
aiti-13655	59	42	according	accord	VERB
aiti-13655	59	43	to	to	ADP
aiti-13655	59	44	different	different	ADJ
aiti-13655	59	45	transmission	transmission	NOUN
aiti-13655	59	46	services	service	NOUN
aiti-13655	59	47	is	be	AUX
aiti-13655	59	48	especially	especially	ADV
aiti-13655	59	49	worthy	worthy	ADJ
aiti-13655	59	50	of	of	ADP
aiti-13655	59	51	notice	notice	NOUN
aiti-13655	59	52	.	.	PUNCT
aiti-13655	60	1	high	high	ADJ
aiti-13655	60	2	-	-	PUNCT
aiti-13655	60	3	priority	priority	NOUN
aiti-13655	60	4	nodes	node	NOUN
aiti-13655	60	5	need	need	VERB
aiti-13655	60	6	to	to	PART
aiti-13655	60	7	continuously	continuously	ADV
aiti-13655	60	8	compete	compete	VERB
aiti-13655	60	9	with	with	ADP
aiti-13655	60	10	other	other	ADJ
aiti-13655	60	11	nodes	node	NOUN
aiti-13655	60	12	to	to	PART
aiti-13655	60	13	satisfy	satisfy	VERB
aiti-13655	60	14	their	their	PRON
aiti-13655	60	15	bandwidth	bandwidth	ADJ
aiti-13655	60	16	needs	need	NOUN
aiti-13655	60	17	.	.	PUNCT
aiti-13655	61	1	during	during	ADP
aiti-13655	61	2	the	the	DET
aiti-13655	61	3	period	period	NOUN
aiti-13655	61	4	of	of	ADP
aiti-13655	61	5	advances	advance	NOUN
aiti-13655	61	6	in	in	ADP
aiti-13655	61	7	technology	technology	NOUN
aiti-13655	61	8	innovation	innovation	NOUN
aiti-13655	61	9	,	,	PUNCT
aiti-13655	61	10	vol	vol	NOUN
aiti-13655	61	11	.	.	PROPN
aiti-13655	61	12	9	9	NUM
aiti-13655	61	13	,	,	PUNCT
aiti-13655	61	14	no	no	INTJ
aiti-13655	61	15	.	.	NOUN
aiti-13655	61	16	4	4	NUM
aiti-13655	61	17	,	,	PUNCT
aiti-13655	61	18	2024	2024	NUM
aiti-13655	61	19	,	,	PUNCT
aiti-13655	61	20	pp	pp	ADV
aiti-13655	61	21	.	.	PUNCT
aiti-13655	62	1	257	257	NUM
aiti-13655	62	2	-	-	SYM
aiti-13655	62	3	272	272	NUM
aiti-13655	62	4	259	259	NUM
aiti-13655	62	5	contention	contention	NOUN
aiti-13655	62	6	,	,	PUNCT
aiti-13655	62	7	transmission	transmission	NOUN
aiti-13655	62	8	collisions	collision	NOUN
aiti-13655	62	9	will	will	AUX
aiti-13655	62	10	cause	cause	VERB
aiti-13655	62	11	the	the	DET
aiti-13655	62	12	cw	cw	NOUN
aiti-13655	62	13	to	to	PART
aiti-13655	62	14	increase	increase	VERB
aiti-13655	62	15	.	.	PUNCT
aiti-13655	63	1	conversely	conversely	ADV
aiti-13655	63	2	,	,	PUNCT
aiti-13655	63	3	low	low	ADJ
aiti-13655	63	4	-	-	PUNCT
aiti-13655	63	5	priority	priority	NOUN
aiti-13655	63	6	nodes	node	NOUN
aiti-13655	63	7	,	,	PUNCT
aiti-13655	63	8	with	with	ADP
aiti-13655	63	9	their	their	PRON
aiti-13655	63	10	lower	low	ADJ
aiti-13655	63	11	bandwidth	bandwidth	ADJ
aiti-13655	63	12	requirements	requirement	NOUN
aiti-13655	63	13	,	,	PUNCT
aiti-13655	63	14	do	do	AUX
aiti-13655	63	15	not	not	PART
aiti-13655	63	16	need	need	VERB
aiti-13655	63	17	to	to	PART
aiti-13655	63	18	frequently	frequently	ADV
aiti-13655	63	19	compete	compete	VERB
aiti-13655	63	20	for	for	ADP
aiti-13655	63	21	the	the	DET
aiti-13655	63	22	channel	channel	NOUN
aiti-13655	63	23	,	,	PUNCT
aiti-13655	63	24	thereby	thereby	ADV
aiti-13655	63	25	resulting	result	VERB
aiti-13655	63	26	in	in	ADP
aiti-13655	63	27	a	a	DET
aiti-13655	63	28	lower	low	ADJ
aiti-13655	63	29	cw	cw	NOUN
aiti-13655	63	30	.	.	PUNCT
aiti-13655	64	1	this	this	DET
aiti-13655	64	2	situation	situation	NOUN
aiti-13655	64	3	signifies	signify	VERB
aiti-13655	64	4	and	and	CCONJ
aiti-13655	64	5	causes	cause	VERB
aiti-13655	64	6	high	high	ADJ
aiti-13655	64	7	bandwidth	bandwidth	ADJ
aiti-13655	64	8	demand	demand	NOUN
aiti-13655	64	9	nodes	node	NOUN
aiti-13655	64	10	to	to	PART
aiti-13655	64	11	have	have	VERB
aiti-13655	64	12	lower	low	ADJ
aiti-13655	64	13	throughput	throughput	NOUN
aiti-13655	64	14	,	,	PUNCT
aiti-13655	64	15	compared	compare	VERB
aiti-13655	64	16	to	to	ADP
aiti-13655	64	17	low	low	ADJ
aiti-13655	64	18	bandwidth	bandwidth	ADJ
aiti-13655	64	19	demand	demand	NOUN
aiti-13655	64	20	nodes	node	NOUN
aiti-13655	64	21	.	.	PUNCT
aiti-13655	65	1	2.3	2.3	NUM
aiti-13655	65	2	.	.	PUNCT
aiti-13655	65	3	contention	contention	NOUN
aiti-13655	65	4	window	window	NOUN
aiti-13655	65	5	to	to	PART
aiti-13655	65	6	provide	provide	VERB
aiti-13655	65	7	transmission	transmission	NOUN
aiti-13655	65	8	services	service	NOUN
aiti-13655	65	9	at	at	ADP
aiti-13655	65	10	different	different	ADJ
aiti-13655	65	11	priorities	priority	NOUN
aiti-13655	65	12	,	,	PUNCT
aiti-13655	65	13	this	this	DET
aiti-13655	65	14	paper	paper	NOUN
aiti-13655	65	15	adopts	adopt	VERB
aiti-13655	65	16	the	the	DET
aiti-13655	65	17	technique	technique	NOUN
aiti-13655	65	18	of	of	ADP
aiti-13655	65	19	adjusting	adjust	VERB
aiti-13655	65	20	cw	cw	PROPN
aiti-13655	65	21	.	.	PUNCT
aiti-13655	66	1	the	the	DET
aiti-13655	66	2	adjustment	adjustment	NOUN
aiti-13655	66	3	of	of	ADP
aiti-13655	66	4	cw	cw	NOUN
aiti-13655	66	5	to	to	PART
aiti-13655	66	6	maximize	maximize	VERB
aiti-13655	66	7	overall	overall	ADJ
aiti-13655	66	8	network	network	NOUN
aiti-13655	66	9	utilization	utilization	NOUN
aiti-13655	66	10	has	have	AUX
aiti-13655	66	11	been	be	AUX
aiti-13655	66	12	constantly	constantly	ADV
aiti-13655	66	13	discussed	discuss	VERB
aiti-13655	66	14	.	.	PUNCT
aiti-13655	67	1	lu	lu	PROPN
aiti-13655	67	2	et	et	PROPN
aiti-13655	67	3	al	al	PROPN
aiti-13655	67	4	.	.	PUNCT
aiti-13655	68	1	[	[	X
aiti-13655	68	2	8	8	NUM
aiti-13655	68	3	]	]	X
aiti-13655	68	4	propose	propose	VERB
aiti-13655	68	5	a	a	DET
aiti-13655	68	6	strategy	strategy	NOUN
aiti-13655	68	7	called	call	VERB
aiti-13655	68	8	transmission	transmission	NOUN
aiti-13655	68	9	rate	rate	NOUN
aiti-13655	68	10	-	-	PUNCT
aiti-13655	68	11	based	base	VERB
aiti-13655	68	12	contention	contention	NOUN
aiti-13655	68	13	window	window	NOUN
aiti-13655	68	14	adaptive	adaptive	ADJ
aiti-13655	68	15	adjustment	adjustment	NOUN
aiti-13655	68	16	(	(	PUNCT
aiti-13655	68	17	trcwaa	trcwaa	PROPN
aiti-13655	68	18	)	)	PUNCT
aiti-13655	68	19	to	to	PART
aiti-13655	68	20	achieve	achieve	VERB
aiti-13655	68	21	fair	fair	ADJ
aiti-13655	68	22	resource	resource	NOUN
aiti-13655	68	23	allocation	allocation	NOUN
aiti-13655	68	24	.	.	PUNCT
aiti-13655	69	1	technically	technically	ADV
aiti-13655	69	2	,	,	PUNCT
aiti-13655	69	3	the	the	DET
aiti-13655	69	4	trcwaa	trcwaa	NOUN
aiti-13655	69	5	strategy	strategy	NOUN
aiti-13655	69	6	adjusts	adjust	VERB
aiti-13655	69	7	the	the	DET
aiti-13655	69	8	minimum	minimum	ADJ
aiti-13655	69	9	cw	cw	NOUN
aiti-13655	69	10	size	size	NOUN
aiti-13655	69	11	of	of	ADP
aiti-13655	69	12	each	each	DET
aiti-13655	69	13	node	node	NOUN
aiti-13655	69	14	inversely	inversely	ADV
aiti-13655	69	15	proportional	proportional	ADJ
aiti-13655	69	16	to	to	ADP
aiti-13655	69	17	its	its	PRON
aiti-13655	69	18	transmission	transmission	NOUN
aiti-13655	69	19	rate	rate	NOUN
aiti-13655	69	20	.	.	PUNCT
aiti-13655	70	1	simulation	simulation	NOUN
aiti-13655	70	2	experiments	experiment	NOUN
aiti-13655	70	3	demonstrate	demonstrate	VERB
aiti-13655	70	4	that	that	SCONJ
aiti-13655	70	5	the	the	DET
aiti-13655	70	6	trcwaa	trcwaa	NOUN
aiti-13655	70	7	strategy	strategy	NOUN
aiti-13655	70	8	effectively	effectively	ADV
aiti-13655	70	9	addresses	address	VERB
aiti-13655	70	10	the	the	DET
aiti-13655	70	11	issues	issue	NOUN
aiti-13655	70	12	of	of	ADP
aiti-13655	70	13	abnormal	abnormal	ADJ
aiti-13655	70	14	performance	performance	NOUN
aiti-13655	70	15	and	and	CCONJ
aiti-13655	70	16	unfairness	unfairness	NOUN
aiti-13655	70	17	.	.	PUNCT
aiti-13655	71	1	furthermore	furthermore	ADV
aiti-13655	71	2	,	,	PUNCT
aiti-13655	71	3	numerous	numerous	ADJ
aiti-13655	71	4	studies	study	NOUN
aiti-13655	71	5	have	have	AUX
aiti-13655	71	6	also	also	ADV
aiti-13655	71	7	incorporated	incorporate	VERB
aiti-13655	71	8	artificial	artificial	ADJ
aiti-13655	71	9	intelligence	intelligence	NOUN
aiti-13655	71	10	techniques	technique	NOUN
aiti-13655	71	11	to	to	PART
aiti-13655	71	12	adaptively	adaptively	ADV
aiti-13655	71	13	adjust	adjust	VERB
aiti-13655	71	14	cw	cw	NOUN
aiti-13655	71	15	.	.	PROPN
aiti-13655	71	16	for	for	ADP
aiti-13655	71	17	example	example	NOUN
aiti-13655	71	18	,	,	PUNCT
aiti-13655	71	19	yang	yang	PROPN
aiti-13655	71	20	et	et	PROPN
aiti-13655	71	21	al	al	PROPN
aiti-13655	71	22	.	.	PUNCT
aiti-13655	72	1	[	[	X
aiti-13655	72	2	9	9	NUM
aiti-13655	72	3	]	]	PUNCT
aiti-13655	72	4	describe	describe	VERB
aiti-13655	72	5	a	a	DET
aiti-13655	72	6	clustering	clustering	ADJ
aiti-13655	72	7	routing	route	VERB
aiti-13655	72	8	optimization	optimization	NOUN
aiti-13655	72	9	strategy	strategy	NOUN
aiti-13655	72	10	based	base	VERB
aiti-13655	72	11	on	on	ADP
aiti-13655	72	12	an	an	DET
aiti-13655	72	13	ant	ant	ADJ
aiti-13655	72	14	colony	colony	NOUN
aiti-13655	72	15	algorithm	algorithm	NOUN
aiti-13655	72	16	,	,	PUNCT
aiti-13655	72	17	constrained	constrain	VERB
aiti-13655	72	18	by	by	ADP
aiti-13655	72	19	the	the	DET
aiti-13655	72	20	cw	cw	NOUN
aiti-13655	72	21	.	.	PUNCT
aiti-13655	72	22	specifically	specifically	ADV
aiti-13655	72	23	,	,	PUNCT
aiti-13655	72	24	the	the	DET
aiti-13655	72	25	values	value	NOUN
aiti-13655	72	26	of	of	ADP
aiti-13655	72	27	cw	cw	NOUN
aiti-13655	72	28	for	for	ADP
aiti-13655	72	29	non	non	ADJ
aiti-13655	72	30	-	-	ADJ
aiti-13655	72	31	uniformly	uniformly	ADV
aiti-13655	72	32	loaded	load	VERB
aiti-13655	72	33	nodes	node	NOUN
aiti-13655	72	34	in	in	ADP
aiti-13655	72	35	clustered	clustered	ADJ
aiti-13655	72	36	networks	network	NOUN
aiti-13655	72	37	are	be	AUX
aiti-13655	72	38	analyzed	analyze	VERB
aiti-13655	72	39	,	,	PUNCT
aiti-13655	72	40	and	and	CCONJ
aiti-13655	72	41	a	a	DET
aiti-13655	72	42	cluster	cluster	NOUN
aiti-13655	72	43	head	head	NOUN
aiti-13655	72	44	selection	selection	NOUN
aiti-13655	72	45	strategy	strategy	NOUN
aiti-13655	72	46	,	,	PUNCT
aiti-13655	72	47	considering	consider	VERB
aiti-13655	72	48	cw	cw	NOUN
aiti-13655	72	49	,	,	PUNCT
aiti-13655	72	50	network	network	NOUN
aiti-13655	72	51	interference	interference	NOUN
aiti-13655	72	52	,	,	PUNCT
aiti-13655	72	53	and	and	CCONJ
aiti-13655	72	54	remaining	remain	VERB
aiti-13655	72	55	energy	energy	NOUN
aiti-13655	72	56	,	,	PUNCT
aiti-13655	72	57	is	be	AUX
aiti-13655	72	58	proposed	propose	VERB
aiti-13655	72	59	.	.	PUNCT
aiti-13655	73	1	experimental	experimental	ADJ
aiti-13655	73	2	results	result	NOUN
aiti-13655	73	3	demonstrate	demonstrate	VERB
aiti-13655	73	4	that	that	SCONJ
aiti-13655	73	5	the	the	DET
aiti-13655	73	6	ant	ant	ADJ
aiti-13655	73	7	colony	colony	NOUN
aiti-13655	73	8	cluster	cluster	NOUN
aiti-13655	73	9	optimization	optimization	NOUN
aiti-13655	73	10	based	base	VERB
aiti-13655	73	11	on	on	ADP
aiti-13655	73	12	the	the	DET
aiti-13655	73	13	contention	contention	NOUN
aiti-13655	73	14	window	window	NOUN
aiti-13655	73	15	(	(	PUNCT
aiti-13655	73	16	acco	acco	PROPN
aiti-13655	73	17	-	-	PUNCT
aiti-13655	73	18	cw	cw	NOUN
aiti-13655	73	19	)	)	PUNCT
aiti-13655	73	20	strategy	strategy	NOUN
aiti-13655	73	21	effectively	effectively	ADV
aiti-13655	73	22	improves	improve	VERB
aiti-13655	73	23	the	the	DET
aiti-13655	73	24	success	success	NOUN
aiti-13655	73	25	rate	rate	NOUN
aiti-13655	73	26	of	of	ADP
aiti-13655	73	27	data	datum	NOUN
aiti-13655	73	28	transmission	transmission	NOUN
aiti-13655	73	29	.	.	PUNCT
aiti-13655	74	1	however	however	ADV
aiti-13655	74	2	,	,	PUNCT
aiti-13655	74	3	the	the	DET
aiti-13655	74	4	method	method	NOUN
aiti-13655	74	5	of	of	ADP
aiti-13655	74	6	computing	compute	VERB
aiti-13655	74	7	q	q	NOUN
aiti-13655	74	8	-	-	PUNCT
aiti-13655	74	9	values	value	NOUN
aiti-13655	74	10	using	use	VERB
aiti-13655	74	11	reinforcement	reinforcement	NOUN
aiti-13655	74	12	learning	learning	NOUN
aiti-13655	74	13	can	can	AUX
aiti-13655	74	14	not	not	PART
aiti-13655	74	15	cope	cope	VERB
aiti-13655	74	16	with	with	ADP
aiti-13655	74	17	highly	highly	ADV
aiti-13655	74	18	complex	complex	ADJ
aiti-13655	74	19	network	network	NOUN
aiti-13655	74	20	environments	environment	NOUN
aiti-13655	74	21	.	.	PUNCT
aiti-13655	75	1	therefore	therefore	ADV
aiti-13655	75	2	,	,	PUNCT
aiti-13655	75	3	several	several	ADJ
aiti-13655	75	4	research	research	NOUN
aiti-13655	75	5	has	have	AUX
aiti-13655	75	6	utilized	utilize	VERB
aiti-13655	75	7	neural	neural	ADJ
aiti-13655	75	8	network	network	NOUN
aiti-13655	75	9	technology	technology	NOUN
aiti-13655	75	10	to	to	PART
aiti-13655	75	11	approximate	approximate	VERB
aiti-13655	75	12	and	and	CCONJ
aiti-13655	75	13	compute	compute	VERB
aiti-13655	75	14	complex	complex	ADJ
aiti-13655	75	15	q	q	NOUN
aiti-13655	75	16	-	-	PUNCT
aiti-13655	75	17	values	value	NOUN
aiti-13655	75	18	within	within	ADP
aiti-13655	75	19	it	it	PRON
aiti-13655	75	20	.	.	PUNCT
aiti-13655	76	1	li	li	PROPN
aiti-13655	76	2	and	and	CCONJ
aiti-13655	76	3	jian	jian	PROPN
aiti-13655	77	1	[	[	X
aiti-13655	77	2	10	10	NUM
aiti-13655	77	3	]	]	PUNCT
aiti-13655	77	4	address	address	NOUN
aiti-13655	77	5	the	the	DET
aiti-13655	77	6	cw	cw	PROPN
aiti-13655	77	7	selection	selection	NOUN
aiti-13655	77	8	problem	problem	NOUN
aiti-13655	77	9	for	for	ADP
aiti-13655	77	10	ieee	ieee	NOUN
aiti-13655	77	11	802.11	802.11	NUM
aiti-13655	77	12	networks	network	NOUN
aiti-13655	77	13	oriented	orient	VERB
aiti-13655	77	14	towards	towards	ADP
aiti-13655	77	15	the	the	DET
aiti-13655	77	16	age	age	NOUN
aiti-13655	77	17	of	of	ADP
aiti-13655	77	18	information	information	NOUN
aiti-13655	77	19	(	(	PUNCT
aiti-13655	77	20	aoi	aoi	NOUN
aiti-13655	77	21	)	)	PUNCT
aiti-13655	77	22	using	use	VERB
aiti-13655	77	23	the	the	DET
aiti-13655	77	24	ddpg	ddpg	ADJ
aiti-13655	77	25	technique	technique	NOUN
aiti-13655	77	26	.	.	PUNCT
aiti-13655	78	1	the	the	DET
aiti-13655	78	2	results	result	NOUN
aiti-13655	78	3	show	show	VERB
aiti-13655	78	4	that	that	SCONJ
aiti-13655	78	5	this	this	DET
aiti-13655	78	6	method	method	NOUN
aiti-13655	78	7	reduces	reduce	VERB
aiti-13655	78	8	the	the	DET
aiti-13655	78	9	average	average	ADJ
aiti-13655	78	10	aoi	aoi	NOUN
aiti-13655	78	11	of	of	ADP
aiti-13655	78	12	the	the	DET
aiti-13655	78	13	system	system	NOUN
aiti-13655	78	14	by	by	ADP
aiti-13655	78	15	approximately	approximately	ADV
aiti-13655	78	16	57.6	57.6	NUM
aiti-13655	78	17	%	%	NOUN
aiti-13655	78	18	,	,	PUNCT
aiti-13655	78	19	compared	compare	VERB
aiti-13655	78	20	to	to	ADP
aiti-13655	78	21	the	the	DET
aiti-13655	78	22	traditional	traditional	ADJ
aiti-13655	78	23	beb	beb	NOUN
aiti-13655	78	24	method	method	NOUN
aiti-13655	78	25	.	.	PUNCT
aiti-13655	79	1	jiang	jiang	PROPN
aiti-13655	79	2	and	and	CCONJ
aiti-13655	79	3	zheng	zheng	PROPN
aiti-13655	80	1	[	[	X
aiti-13655	80	2	11	11	NUM
aiti-13655	80	3	]	]	PUNCT
aiti-13655	80	4	no	no	ADV
aiti-13655	80	5	longer	long	ADV
aiti-13655	80	6	merely	merely	ADV
aiti-13655	80	7	use	use	VERB
aiti-13655	80	8	regular	regular	ADJ
aiti-13655	80	9	neural	neural	ADJ
aiti-13655	80	10	networks	network	NOUN
aiti-13655	80	11	to	to	PART
aiti-13655	80	12	compute	compute	VERB
aiti-13655	80	13	q	q	NOUN
aiti-13655	80	14	-	-	PUNCT
aiti-13655	80	15	values	value	NOUN
aiti-13655	80	16	.	.	PUNCT
aiti-13655	81	1	instead	instead	ADV
aiti-13655	81	2	,	,	PUNCT
aiti-13655	81	3	the	the	DET
aiti-13655	81	4	recurrent	recurrent	ADJ
aiti-13655	81	5	neural	neural	ADJ
aiti-13655	81	6	networks	network	NOUN
aiti-13655	81	7	(	(	PUNCT
aiti-13655	81	8	rnns	rnns	PROPN
aiti-13655	81	9	)	)	PUNCT
aiti-13655	81	10	with	with	ADP
aiti-13655	81	11	deep	deep	ADJ
aiti-13655	81	12	recurrent	recurrent	ADJ
aiti-13655	81	13	q	q	NOUN
aiti-13655	81	14	-	-	PUNCT
aiti-13655	81	15	networks	network	NOUN
aiti-13655	81	16	(	(	PUNCT
aiti-13655	81	17	drqn	drqn	NOUN
aiti-13655	81	18	)	)	PUNCT
aiti-13655	81	19	are	be	AUX
aiti-13655	81	20	adopted	adopt	VERB
aiti-13655	81	21	.	.	PUNCT
aiti-13655	82	1	this	this	DET
aiti-13655	82	2	paper	paper	NOUN
aiti-13655	82	3	studies	study	VERB
aiti-13655	82	4	the	the	DET
aiti-13655	82	5	initial	initial	ADJ
aiti-13655	82	6	cw	cw	NOUN
aiti-13655	82	7	size	size	NOUN
aiti-13655	82	8	adjustment	adjustment	NOUN
aiti-13655	82	9	problem	problem	NOUN
aiti-13655	82	10	in	in	ADP
aiti-13655	82	11	a	a	DET
aiti-13655	82	12	coexisting	coexist	VERB
aiti-13655	82	13	network	network	NOUN
aiti-13655	82	14	with	with	ADP
aiti-13655	82	15	new	new	ADJ
aiti-13655	82	16	radio	radio	NOUN
aiti-13655	82	17	unlicensed	unlicensed	ADJ
aiti-13655	82	18	(	(	PUNCT
aiti-13655	82	19	nr	nr	NOUN
aiti-13655	82	20	-	-	NOUN
aiti-13655	82	21	u	u	NOUN
aiti-13655	82	22	)	)	PUNCT
aiti-13655	82	23	and	and	CCONJ
aiti-13655	82	24	wifi	wifi	NOUN
aiti-13655	82	25	systems	system	NOUN
aiti-13655	82	26	.	.	PUNCT
aiti-13655	83	1	it	it	PRON
aiti-13655	83	2	adaptively	adaptively	ADV
aiti-13655	83	3	finds	find	VERB
aiti-13655	83	4	the	the	DET
aiti-13655	83	5	optimal	optimal	ADJ
aiti-13655	83	6	cw	cw	NOUN
aiti-13655	83	7	size	size	NOUN
aiti-13655	83	8	by	by	ADP
aiti-13655	83	9	training	train	VERB
aiti-13655	83	10	the	the	DET
aiti-13655	83	11	primary	primary	ADJ
aiti-13655	83	12	deep	deep	ADJ
aiti-13655	83	13	q	q	NOUN
aiti-13655	83	14	-	-	PUNCT
aiti-13655	83	15	network	network	NOUN
aiti-13655	83	16	(	(	PUNCT
aiti-13655	83	17	dqn	dqn	PROPN
aiti-13655	83	18	)	)	PUNCT
aiti-13655	83	19	in	in	ADP
aiti-13655	83	20	a	a	DET
aiti-13655	83	21	drqn	drqn	NOUN
aiti-13655	83	22	and	and	CCONJ
aiti-13655	83	23	observing	observe	VERB
aiti-13655	83	24	the	the	DET
aiti-13655	83	25	current	current	ADJ
aiti-13655	83	26	status	status	NOUN
aiti-13655	83	27	of	of	ADP
aiti-13655	83	28	the	the	DET
aiti-13655	83	29	coexisting	coexist	VERB
aiti-13655	83	30	network	network	NOUN
aiti-13655	83	31	,	,	PUNCT
aiti-13655	83	32	including	include	VERB
aiti-13655	83	33	the	the	DET
aiti-13655	83	34	current	current	ADJ
aiti-13655	83	35	cw	cw	NOUN
aiti-13655	83	36	size	size	NOUN
aiti-13655	83	37	,	,	PUNCT
aiti-13655	83	38	throughput	throughput	NOUN
aiti-13655	83	39	of	of	ADP
aiti-13655	83	40	the	the	DET
aiti-13655	83	41	wifi	wifi	NOUN
aiti-13655	83	42	system	system	NOUN
aiti-13655	83	43	,	,	PUNCT
aiti-13655	83	44	throughput	throughput	NOUN
aiti-13655	83	45	of	of	ADP
aiti-13655	83	46	the	the	DET
aiti-13655	83	47	nr	nr	PROPN
aiti-13655	83	48	-	-	PUNCT
aiti-13655	83	49	u	u	NOUN
aiti-13655	83	50	system	system	NOUN
aiti-13655	83	51	,	,	PUNCT
aiti-13655	83	52	and	and	CCONJ
aiti-13655	83	53	the	the	DET
aiti-13655	83	54	number	number	NOUN
aiti-13655	83	55	of	of	ADP
aiti-13655	83	56	nr	nr	NOUN
aiti-13655	83	57	-	-	PUNCT
aiti-13655	83	58	u	u	NOUN
aiti-13655	83	59	users	user	NOUN
aiti-13655	83	60	with	with	ADP
aiti-13655	83	61	data	datum	NOUN
aiti-13655	83	62	to	to	PART
aiti-13655	83	63	transmit	transmit	VERB
aiti-13655	83	64	.	.	PUNCT
aiti-13655	84	1	experimental	experimental	ADJ
aiti-13655	84	2	results	result	NOUN
aiti-13655	84	3	signify	signify	VERB
aiti-13655	84	4	that	that	SCONJ
aiti-13655	84	5	this	this	DET
aiti-13655	84	6	method	method	NOUN
aiti-13655	84	7	outperforms	outperform	VERB
aiti-13655	84	8	both	both	PRON
aiti-13655	84	9	fixed	fix	VERB
aiti-13655	84	10	cw	cw	NOUN
aiti-13655	84	11	mechanisms	mechanism	NOUN
aiti-13655	84	12	and	and	CCONJ
aiti-13655	84	13	adaptive	adaptive	ADJ
aiti-13655	84	14	cw	cw	NOUN
aiti-13655	84	15	mechanisms	mechanism	NOUN
aiti-13655	84	16	.	.	PUNCT
aiti-13655	85	1	2.4	2.4	NUM
aiti-13655	85	2	.	.	PUNCT
aiti-13655	86	1	enhancing	enhance	VERB
aiti-13655	86	2	qos	qos	PROPN
aiti-13655	86	3	with	with	ADP
aiti-13655	86	4	contention	contention	NOUN
aiti-13655	86	5	window	window	NOUN
aiti-13655	86	6	based	base	VERB
aiti-13655	86	7	on	on	ADP
aiti-13655	86	8	the	the	DET
aiti-13655	86	9	aforementioned	aforementioned	PROPN
aiti-13655	86	10	qos	qos	PROPN
aiti-13655	86	11	research	research	NOUN
aiti-13655	86	12	,	,	PUNCT
aiti-13655	86	13	this	this	DET
aiti-13655	86	14	paper	paper	NOUN
aiti-13655	86	15	aims	aim	VERB
aiti-13655	86	16	to	to	PART
aiti-13655	86	17	enhance	enhance	VERB
aiti-13655	86	18	network	network	NOUN
aiti-13655	86	19	performance	performance	NOUN
aiti-13655	86	20	and	and	CCONJ
aiti-13655	86	21	furnish	furnish	VERB
aiti-13655	86	22	with	with	ADP
aiti-13655	86	23	differentiated	differentiated	ADJ
aiti-13655	86	24	services	service	NOUN
aiti-13655	86	25	through	through	ADP
aiti-13655	86	26	cw	cw	NOUN
aiti-13655	86	27	adjustment	adjustment	NOUN
aiti-13655	86	28	.	.	PUNCT
aiti-13655	87	1	erstwhile	erstwhile	VERB
aiti-13655	87	2	qos	qos	PROPN
aiti-13655	87	3	studies	study	NOUN
aiti-13655	87	4	have	have	AUX
aiti-13655	87	5	focused	focus	VERB
aiti-13655	87	6	on	on	ADP
aiti-13655	87	7	adjusting	adjust	VERB
aiti-13655	87	8	the	the	DET
aiti-13655	87	9	cw	cw	NOUN
aiti-13655	87	10	to	to	PART
aiti-13655	87	11	improve	improve	VERB
aiti-13655	87	12	service	service	NOUN
aiti-13655	87	13	quality	quality	NOUN
aiti-13655	87	14	,	,	PUNCT
aiti-13655	87	15	accentuating	accentuate	VERB
aiti-13655	87	16	the	the	DET
aiti-13655	87	17	feasibility	feasibility	NOUN
aiti-13655	87	18	of	of	ADP
aiti-13655	87	19	manipulating	manipulate	VERB
aiti-13655	87	20	qos	qos	NOUN
aiti-13655	87	21	through	through	ADP
aiti-13655	87	22	cw	cw	PROPN
aiti-13655	87	23	control	control	PROPN
aiti-13655	87	24	.	.	PUNCT
aiti-13655	88	1	suvarna	suvarna	NOUN
aiti-13655	88	2	et	et	PROPN
aiti-13655	88	3	al	al	PROPN
aiti-13655	88	4	.	.	PUNCT
aiti-13655	89	1	[	[	X
aiti-13655	89	2	12	12	NUM
aiti-13655	89	3	]	]	X
aiti-13655	89	4	propose	propose	VERB
aiti-13655	89	5	a	a	DET
aiti-13655	89	6	novel	novel	ADJ
aiti-13655	89	7	framework	framework	NOUN
aiti-13655	89	8	based	base	VERB
aiti-13655	89	9	on	on	ADP
aiti-13655	89	10	a	a	DET
aiti-13655	89	11	divide	divide	NOUN
aiti-13655	89	12	-	-	PUNCT
aiti-13655	89	13	and	and	CCONJ
aiti-13655	89	14	-	-	PUNCT
aiti-13655	89	15	conquer	conquer	NOUN
aiti-13655	89	16	strategy	strategy	NOUN
aiti-13655	89	17	for	for	ADP
aiti-13655	89	18	setting	set	VERB
aiti-13655	89	19	cw	cw	NOUN
aiti-13655	89	20	,	,	PUNCT
aiti-13655	89	21	achieving	achieve	VERB
aiti-13655	89	22	efficient	efficient	ADJ
aiti-13655	89	23	qos	qos	NOUN
aiti-13655	89	24	even	even	ADV
aiti-13655	89	25	with	with	ADP
aiti-13655	89	26	more	more	ADJ
aiti-13655	89	27	nodes	node	NOUN
aiti-13655	89	28	in	in	ADP
aiti-13655	89	29	the	the	DET
aiti-13655	89	30	network	network	NOUN
aiti-13655	89	31	.	.	PUNCT
aiti-13655	90	1	toralcruz	toralcruz	PROPN
aiti-13655	90	2	et	et	PROPN
aiti-13655	91	1	al	al	PROPN
aiti-13655	91	2	.	.	PUNCT
aiti-13655	92	1	[	[	X
aiti-13655	92	2	13	13	NUM
aiti-13655	92	3	]	]	PUNCT
aiti-13655	92	4	introduce	introduce	VERB
aiti-13655	92	5	a	a	DET
aiti-13655	92	6	qos	qos	NOUN
aiti-13655	92	7	-	-	PUNCT
aiti-13655	92	8	differentiated	differentiate	VERB
aiti-13655	92	9	backoff	backoff	NOUN
aiti-13655	92	10	mechanism	mechanism	NOUN
aiti-13655	92	11	that	that	PRON
aiti-13655	92	12	doubles	double	VERB
aiti-13655	92	13	the	the	DET
aiti-13655	92	14	cw	cw	NOUN
aiti-13655	92	15	during	during	ADP
aiti-13655	92	16	collisions	collision	NOUN
aiti-13655	92	17	and	and	CCONJ
aiti-13655	92	18	the	the	DET
aiti-13655	92	19	channel	channel	NOUN
aiti-13655	92	20	perceived	perceive	VERB
aiti-13655	92	21	as	as	ADP
aiti-13655	92	22	busy	busy	ADJ
aiti-13655	92	23	.	.	PUNCT
aiti-13655	93	1	while	while	SCONJ
aiti-13655	93	2	doubling	double	VERB
aiti-13655	93	3	the	the	DET
aiti-13655	93	4	cw	cw	NOUN
aiti-13655	93	5	during	during	ADP
aiti-13655	93	6	busy	busy	ADJ
aiti-13655	93	7	channel	channel	NOUN
aiti-13655	93	8	periods	period	NOUN
aiti-13655	93	9	may	may	AUX
aiti-13655	93	10	reduce	reduce	VERB
aiti-13655	93	11	collisions	collision	NOUN
aiti-13655	93	12	between	between	ADP
aiti-13655	93	13	competing	compete	VERB
aiti-13655	93	14	stations	station	NOUN
aiti-13655	93	15	,	,	PUNCT
aiti-13655	93	16	it	it	PRON
aiti-13655	93	17	may	may	AUX
aiti-13655	93	18	increase	increase	VERB
aiti-13655	93	19	the	the	DET
aiti-13655	93	20	backoff	backoff	NOUN
aiti-13655	93	21	delay	delay	NOUN
aiti-13655	93	22	for	for	ADP
aiti-13655	93	23	delay	delay	NOUN
aiti-13655	93	24	-	-	PUNCT
aiti-13655	93	25	sensitive	sensitive	ADJ
aiti-13655	93	26	applications	application	NOUN
aiti-13655	93	27	(	(	PUNCT
aiti-13655	93	28	such	such	ADJ
aiti-13655	93	29	as	as	ADP
aiti-13655	93	30	voice	voice	NOUN
aiti-13655	93	31	and	and	CCONJ
aiti-13655	93	32	video	video	NOUN
aiti-13655	93	33	)	)	PUNCT
aiti-13655	93	34	.	.	PUNCT
aiti-13655	94	1	aldawibi	aldawibi	NOUN
aiti-13655	94	2	et	et	PROPN
aiti-13655	94	3	al	al	PROPN
aiti-13655	94	4	.	.	PUNCT
aiti-13655	95	1	[	[	X
aiti-13655	95	2	14	14	NUM
aiti-13655	95	3	]	]	PUNCT
aiti-13655	95	4	investigate	investigate	VERB
aiti-13655	95	5	the	the	DET
aiti-13655	95	6	performance	performance	NOUN
aiti-13655	95	7	of	of	ADP
aiti-13655	95	8	backoff	backoff	NOUN
aiti-13655	95	9	cw	cw	NOUN
aiti-13655	95	10	in	in	ADP
aiti-13655	95	11	randomly	randomly	ADV
aiti-13655	95	12	moving	move	VERB
aiti-13655	95	13	mobile	mobile	ADJ
aiti-13655	95	14	ad	ad	NOUN
aiti-13655	95	15	hoc	hoc	X
aiti-13655	95	16	networks	network	NOUN
aiti-13655	95	17	(	(	PUNCT
aiti-13655	95	18	manets	manet	NOUN
aiti-13655	95	19	)	)	PUNCT
aiti-13655	95	20	using	use	VERB
aiti-13655	95	21	major	major	ADJ
aiti-13655	95	22	routing	routing	NOUN
aiti-13655	95	23	protocols	protocol	NOUN
aiti-13655	95	24	,	,	PUNCT
aiti-13655	95	25	e.g.	e.g.	ADV
aiti-13655	95	26	,	,	PUNCT
aiti-13655	95	27	dynamic	dynamic	ADJ
aiti-13655	95	28	source	source	NOUN
aiti-13655	95	29	routing	routing	NOUN
aiti-13655	95	30	(	(	PUNCT
aiti-13655	95	31	dsr	dsr	PROPN
aiti-13655	95	32	)	)	PUNCT
aiti-13655	95	33	,	,	PUNCT
aiti-13655	95	34	destination	destination	NOUN
aiti-13655	95	35	-	-	PUNCT
aiti-13655	95	36	sequenced	sequence	VERB
aiti-13655	95	37	distance	distance	NOUN
aiti-13655	95	38	-	-	PUNCT
aiti-13655	95	39	vector	vector	NOUN
aiti-13655	95	40	routing	routing	NOUN
aiti-13655	95	41	(	(	PUNCT
aiti-13655	95	42	dsdv	dsdv	PROPN
aiti-13655	95	43	)	)	PUNCT
aiti-13655	95	44	,	,	PUNCT
aiti-13655	95	45	and	and	CCONJ
aiti-13655	95	46	ad	ad	X
aiti-13655	95	47	hoc	hoc	X
aiti-13655	95	48	on	on	ADP
aiti-13655	95	49	-	-	PUNCT
aiti-13655	95	50	demand	demand	NOUN
aiti-13655	95	51	distance	distance	NOUN
aiti-13655	95	52	vector	vector	NOUN
aiti-13655	95	53	(	(	PUNCT
aiti-13655	95	54	aodv	aodv	NOUN
aiti-13655	95	55	)	)	PUNCT
aiti-13655	95	56	.	.	PUNCT
aiti-13655	96	1	the	the	DET
aiti-13655	96	2	study	study	NOUN
aiti-13655	96	3	implemented	implement	VERB
aiti-13655	96	4	key	key	ADJ
aiti-13655	96	5	parameters	parameter	NOUN
aiti-13655	96	6	such	such	ADJ
aiti-13655	96	7	as	as	ADP
aiti-13655	96	8	network	network	NOUN
aiti-13655	96	9	throughput	throughput	NOUN
aiti-13655	96	10	,	,	PUNCT
aiti-13655	96	11	power	power	NOUN
aiti-13655	96	12	consumption	consumption	NOUN
aiti-13655	96	13	,	,	PUNCT
aiti-13655	96	14	and	and	CCONJ
aiti-13655	96	15	network	network	NOUN
aiti-13655	96	16	latency	latency	NOUN
aiti-13655	96	17	using	use	VERB
aiti-13655	96	18	the	the	DET
aiti-13655	96	19	network	network	NOUN
aiti-13655	96	20	simulator	simulator	NOUN
aiti-13655	96	21	(	(	PUNCT
aiti-13655	96	22	ns)-2	ns)-2	PROPN
aiti-13655	96	23	,	,	PUNCT
aiti-13655	96	24	with	with	ADP
aiti-13655	96	25	in	in	ADP
aiti-13655	96	26	-	-	PUNCT
aiti-13655	96	27	depth	depth	NOUN
aiti-13655	96	28	discussions	discussion	NOUN
aiti-13655	96	29	of	of	ADP
aiti-13655	96	30	the	the	DET
aiti-13655	96	31	experimental	experimental	ADJ
aiti-13655	96	32	results	result	NOUN
aiti-13655	96	33	.	.	PUNCT
aiti-13655	97	1	rasna	rasna	INTJ
aiti-13655	97	2	et	et	PROPN
aiti-13655	97	3	al	al	PROPN
aiti-13655	97	4	.	.	PUNCT
aiti-13655	98	1	[	[	X
aiti-13655	98	2	15	15	NUM
aiti-13655	98	3	]	]	PUNCT
aiti-13655	98	4	assess	assess	VERB
aiti-13655	98	5	the	the	DET
aiti-13655	98	6	effectiveness	effectiveness	NOUN
aiti-13655	98	7	of	of	ADP
aiti-13655	98	8	the	the	DET
aiti-13655	98	9	cw	cw	NOUN
aiti-13655	98	10	by	by	ADP
aiti-13655	98	11	examining	examine	VERB
aiti-13655	98	12	the	the	DET
aiti-13655	98	13	impact	impact	NOUN
aiti-13655	98	14	of	of	ADP
aiti-13655	98	15	increased	increase	VERB
aiti-13655	98	16	communication	communication	NOUN
aiti-13655	98	17	channel	channel	NOUN
aiti-13655	98	18	signal	signal	NOUN
aiti-13655	98	19	interference	interference	NOUN
aiti-13655	98	20	and	and	CCONJ
aiti-13655	98	21	the	the	DET
aiti-13655	98	22	signal	signal	NOUN
aiti-13655	98	23	-	-	PUNCT
aiti-13655	98	24	to	to	ADP
aiti-13655	98	25	-	-	PUNCT
aiti-13655	98	26	noise	noise	NOUN
aiti-13655	98	27	ratio	ratio	NOUN
aiti-13655	98	28	(	(	PUNCT
aiti-13655	98	29	sinr	sinr	NOUN
aiti-13655	98	30	)	)	PUNCT
aiti-13655	98	31	260	260	NUM
aiti-13655	98	32	advances	advance	NOUN
aiti-13655	98	33	in	in	ADP
aiti-13655	98	34	technology	technology	NOUN
aiti-13655	98	35	innovation	innovation	NOUN
aiti-13655	98	36	,	,	PUNCT
aiti-13655	98	37	vol	vol	NOUN
aiti-13655	98	38	.	.	PROPN
aiti-13655	99	1	9	9	NUM
aiti-13655	99	2	,	,	PUNCT
aiti-13655	99	3	no	no	INTJ
aiti-13655	99	4	.	.	NOUN
aiti-13655	99	5	4	4	NUM
aiti-13655	99	6	,	,	PUNCT
aiti-13655	99	7	2024	2024	NUM
aiti-13655	99	8	,	,	PUNCT
aiti-13655	99	9	pp	pp	ADV
aiti-13655	99	10	.	.	PUNCT
aiti-13655	100	1	257	257	NUM
aiti-13655	100	2	-	-	SYM
aiti-13655	100	3	272	272	NUM
aiti-13655	100	4	in	in	ADP
aiti-13655	100	5	the	the	DET
aiti-13655	100	6	presence	presence	NOUN
aiti-13655	100	7	of	of	ADP
aiti-13655	100	8	hidden	hide	VERB
aiti-13655	100	9	nodes	node	NOUN
aiti-13655	100	10	.	.	PUNCT
aiti-13655	101	1	notwithstanding	notwithstanding	SCONJ
aiti-13655	101	2	the	the	DET
aiti-13655	101	3	superior	superior	ADJ
aiti-13655	101	4	performance	performance	NOUN
aiti-13655	101	5	demonstrated	demonstrate	VERB
aiti-13655	101	6	in	in	ADP
aiti-13655	101	7	these	these	DET
aiti-13655	101	8	research	research	NOUN
aiti-13655	101	9	papers	paper	NOUN
aiti-13655	101	10	,	,	PUNCT
aiti-13655	101	11	a	a	DET
aiti-13655	101	12	limited	limited	ADJ
aiti-13655	101	13	exploration	exploration	NOUN
aiti-13655	101	14	of	of	ADP
aiti-13655	101	15	using	use	VERB
aiti-13655	101	16	cw	cw	NOUN
aiti-13655	101	17	adjustment	adjustment	NOUN
aiti-13655	101	18	to	to	PART
aiti-13655	101	19	provide	provide	VERB
aiti-13655	101	20	differentiated	differentiated	ADJ
aiti-13655	101	21	services	service	NOUN
aiti-13655	101	22	is	be	AUX
aiti-13655	101	23	observable	observable	ADJ
aiti-13655	101	24	.	.	PUNCT
aiti-13655	102	1	kwon	kwon	VERB
aiti-13655	102	2	et	et	PROPN
aiti-13655	102	3	al	al	PROPN
aiti-13655	102	4	.	.	PUNCT
aiti-13655	103	1	[	[	X
aiti-13655	103	2	16	16	NUM
aiti-13655	103	3	]	]	PUNCT
aiti-13655	103	4	utilize	utilize	VERB
aiti-13655	103	5	reinforcement	reinforcement	NOUN
aiti-13655	103	6	learning	learning	NOUN
aiti-13655	103	7	techniques	technique	NOUN
aiti-13655	103	8	to	to	PART
aiti-13655	103	9	provide	provide	VERB
aiti-13655	103	10	different	different	ADJ
aiti-13655	103	11	transmission	transmission	NOUN
aiti-13655	103	12	services	service	NOUN
aiti-13655	103	13	for	for	ADP
aiti-13655	103	14	various	various	ADJ
aiti-13655	103	15	priorities	priority	NOUN
aiti-13655	103	16	and	and	CCONJ
aiti-13655	103	17	clients	client	NOUN
aiti-13655	103	18	.	.	PUNCT
aiti-13655	104	1	given	give	VERB
aiti-13655	104	2	such	such	DET
aiti-13655	104	3	a	a	DET
aiti-13655	104	4	praxis	praxis	NOUN
aiti-13655	104	5	,	,	PUNCT
aiti-13655	104	6	this	this	DET
aiti-13655	104	7	paper	paper	NOUN
aiti-13655	104	8	combines	combine	VERB
aiti-13655	104	9	reinforcement	reinforcement	NOUN
aiti-13655	104	10	learning	learning	NOUN
aiti-13655	104	11	to	to	PART
aiti-13655	104	12	propose	propose	VERB
aiti-13655	104	13	a	a	DET
aiti-13655	104	14	cw	cw	NOUN
aiti-13655	104	15	adjustment	adjustment	NOUN
aiti-13655	104	16	method	method	NOUN
aiti-13655	104	17	for	for	ADP
aiti-13655	104	18	wireless	wireless	ADJ
aiti-13655	104	19	body	body	NOUN
aiti-13655	104	20	area	area	NOUN
aiti-13655	104	21	networks	network	NOUN
aiti-13655	104	22	(	(	PUNCT
aiti-13655	104	23	wbans	wban	NOUN
aiti-13655	104	24	)	)	PUNCT
aiti-13655	104	25	,	,	PUNCT
aiti-13655	104	26	abbreviated	abbreviate	VERB
aiti-13655	104	27	as	as	ADP
aiti-13655	104	28	reinforcement	reinforcement	NOUN
aiti-13655	104	29	learning	learning	NOUN
aiti-13655	104	30	contention	contention	NOUN
aiti-13655	104	31	window	window	NOUN
aiti-13655	104	32	adjustment	adjustment	NOUN
aiti-13655	104	33	(	(	PUNCT
aiti-13655	104	34	rl	rl	NOUN
aiti-13655	104	35	-	-	PUNCT
aiti-13655	104	36	cwa	cwa	NOUN
aiti-13655	104	37	)	)	PUNCT
aiti-13655	104	38	.	.	PUNCT
aiti-13655	105	1	rl	rl	PROPN
aiti-13655	105	2	-	-	PUNCT
aiti-13655	105	3	cwa	cwa	NOUN
aiti-13655	105	4	maintains	maintain	VERB
aiti-13655	105	5	multiple	multiple	ADJ
aiti-13655	105	6	q	q	NOUN
aiti-13655	105	7	-	-	NOUN
aiti-13655	105	8	tables	table	NOUN
aiti-13655	105	9	to	to	PART
aiti-13655	105	10	account	account	VERB
aiti-13655	105	11	for	for	ADP
aiti-13655	105	12	the	the	DET
aiti-13655	105	13	varying	vary	VERB
aiti-13655	105	14	minimum	minimum	ADJ
aiti-13655	105	15	and	and	CCONJ
aiti-13655	105	16	maximum	maximum	ADJ
aiti-13655	105	17	cw	cw	NOUN
aiti-13655	105	18	based	base	VERB
aiti-13655	105	19	on	on	ADP
aiti-13655	105	20	the	the	DET
aiti-13655	105	21	user	user	NOUN
aiti-13655	105	22	priority	priority	NOUN
aiti-13655	105	23	(	(	PUNCT
aiti-13655	105	24	up	up	ADP
aiti-13655	105	25	)	)	PUNCT
aiti-13655	105	26	of	of	ADP
aiti-13655	105	27	the	the	DET
aiti-13655	105	28	traffic	traffic	NOUN
aiti-13655	105	29	.	.	PUNCT
aiti-13655	106	1	experimental	experimental	ADJ
aiti-13655	106	2	simulations	simulation	NOUN
aiti-13655	106	3	demonstrate	demonstrate	VERB
aiti-13655	106	4	that	that	SCONJ
aiti-13655	106	5	the	the	DET
aiti-13655	106	6	performance	performance	NOUN
aiti-13655	106	7	of	of	ADP
aiti-13655	106	8	rl	rl	NOUN
aiti-13655	106	9	-	-	PUNCT
aiti-13655	106	10	cwa	cwa	NOUN
aiti-13655	106	11	is	be	AUX
aiti-13655	106	12	superior	superior	ADJ
aiti-13655	106	13	to	to	ADP
aiti-13655	106	14	the	the	DET
aiti-13655	106	15	existing	exist	VERB
aiti-13655	106	16	ieee	ieee	NOUN
aiti-13655	106	17	802.15.6	802.15.6	NUM
aiti-13655	106	18	mac	mac	PROPN
aiti-13655	106	19	.	.	PROPN
aiti-13655	107	1	2.5	2.5	NUM
aiti-13655	107	2	.	.	PUNCT
aiti-13655	108	1	research	research	NOUN
aiti-13655	108	2	methodology	methodology	NOUN
aiti-13655	108	3	insights	insight	NOUN
aiti-13655	108	4	as	as	ADP
aiti-13655	108	5	artificial	artificial	ADJ
aiti-13655	108	6	intelligence	intelligence	NOUN
aiti-13655	108	7	techniques	technique	NOUN
aiti-13655	108	8	proceed	proceed	VERB
aiti-13655	108	9	to	to	PART
aiti-13655	108	10	become	become	VERB
aiti-13655	108	11	mature	mature	ADJ
aiti-13655	108	12	,	,	PUNCT
aiti-13655	108	13	numerous	numerous	ADJ
aiti-13655	108	14	studies	study	NOUN
aiti-13655	108	15	in	in	ADP
aiti-13655	108	16	the	the	DET
aiti-13655	108	17	field	field	NOUN
aiti-13655	108	18	of	of	ADP
aiti-13655	108	19	wireless	wireless	ADJ
aiti-13655	108	20	networks	network	NOUN
aiti-13655	108	21	have	have	AUX
aiti-13655	108	22	increasingly	increasingly	ADV
aiti-13655	108	23	incorporated	incorporate	VERB
aiti-13655	108	24	ai	ai	VERB
aiti-13655	108	25	to	to	PART
aiti-13655	108	26	address	address	VERB
aiti-13655	108	27	complex	complex	ADJ
aiti-13655	108	28	issues	issue	NOUN
aiti-13655	108	29	.	.	PUNCT
aiti-13655	109	1	within	within	ADP
aiti-13655	109	2	the	the	DET
aiti-13655	109	3	field	field	NOUN
aiti-13655	109	4	of	of	ADP
aiti-13655	109	5	artificial	artificial	ADJ
aiti-13655	109	6	intelligence	intelligence	NOUN
aiti-13655	109	7	,	,	PUNCT
aiti-13655	109	8	drl	drl	PROPN
aiti-13655	109	9	represents	represent	VERB
aiti-13655	109	10	its	its	PRON
aiti-13655	109	11	remarkable	remarkable	ADJ
aiti-13655	109	12	performance	performance	NOUN
aiti-13655	109	13	in	in	ADP
aiti-13655	109	14	addressing	address	VERB
aiti-13655	109	15	wireless	wireless	ADJ
aiti-13655	109	16	network	network	NOUN
aiti-13655	109	17	issues	issue	NOUN
aiti-13655	109	18	.	.	PUNCT
aiti-13655	110	1	ergun	ergun	NOUN
aiti-13655	110	2	et	et	PROPN
aiti-13655	110	3	al	al	PROPN
aiti-13655	110	4	.	.	PUNCT
aiti-13655	111	1	[	[	X
aiti-13655	111	2	17	17	NUM
aiti-13655	111	3	]	]	PUNCT
aiti-13655	111	4	explore	explore	VERB
aiti-13655	111	5	the	the	DET
aiti-13655	111	6	application	application	NOUN
aiti-13655	111	7	of	of	ADP
aiti-13655	111	8	drl	drl	PROPN
aiti-13655	111	9	techniques	technique	NOUN
aiti-13655	111	10	in	in	ADP
aiti-13655	111	11	the	the	DET
aiti-13655	111	12	context	context	NOUN
aiti-13655	111	13	of	of	ADP
aiti-13655	111	14	5	5	NUM
aiti-13655	111	15	g	g	NOUN
aiti-13655	111	16	,	,	PUNCT
aiti-13655	111	17	highlighting	highlight	VERB
aiti-13655	111	18	its	its	PRON
aiti-13655	111	19	significance	significance	NOUN
aiti-13655	111	20	.	.	PUNCT
aiti-13655	112	1	this	this	DET
aiti-13655	112	2	research	research	NOUN
aiti-13655	112	3	mentions	mention	VERB
aiti-13655	112	4	that	that	SCONJ
aiti-13655	112	5	reinforcement	reinforcement	NOUN
aiti-13655	112	6	learning	learning	NOUN
aiti-13655	112	7	does	do	AUX
aiti-13655	112	8	not	not	PART
aiti-13655	112	9	rely	rely	VERB
aiti-13655	112	10	on	on	ADP
aiti-13655	112	11	precise	precise	ADJ
aiti-13655	112	12	environment	environment	NOUN
aiti-13655	112	13	modeling	modeling	NOUN
aiti-13655	112	14	and	and	CCONJ
aiti-13655	112	15	decision	decision	NOUN
aiti-13655	112	16	-	-	PUNCT
aiti-13655	112	17	making	making	NOUN
aiti-13655	112	18	,	,	PUNCT
aiti-13655	112	19	which	which	PRON
aiti-13655	112	20	helps	help	VERB
aiti-13655	112	21	reduce	reduce	VERB
aiti-13655	112	22	the	the	DET
aiti-13655	112	23	complexity	complexity	NOUN
aiti-13655	112	24	and	and	CCONJ
aiti-13655	112	25	cost	cost	NOUN
aiti-13655	112	26	of	of	ADP
aiti-13655	112	27	solutions	solution	NOUN
aiti-13655	112	28	,	,	PUNCT
aiti-13655	112	29	thereby	thereby	ADV
aiti-13655	112	30	enhancing	enhance	VERB
aiti-13655	112	31	system	system	NOUN
aiti-13655	112	32	responsiveness	responsiveness	NOUN
aiti-13655	112	33	.	.	PUNCT
aiti-13655	113	1	furthermore	furthermore	ADV
aiti-13655	113	2	,	,	PUNCT
aiti-13655	113	3	when	when	SCONJ
aiti-13655	113	4	faced	face	VERB
aiti-13655	113	5	with	with	ADP
aiti-13655	113	6	unknown	unknown	ADJ
aiti-13655	113	7	wireless	wireless	ADJ
aiti-13655	113	8	network	network	NOUN
aiti-13655	113	9	states	state	NOUN
aiti-13655	113	10	and	and	CCONJ
aiti-13655	113	11	conditions	condition	NOUN
aiti-13655	113	12	,	,	PUNCT
aiti-13655	113	13	reinforcement	reinforcement	NOUN
aiti-13655	113	14	learning	learning	NOUN
aiti-13655	113	15	can	can	AUX
aiti-13655	113	16	be	be	AUX
aiti-13655	113	17	employed	employ	VERB
aiti-13655	113	18	to	to	PART
aiti-13655	113	19	address	address	VERB
aiti-13655	113	20	non	non	ADJ
aiti-13655	113	21	-	-	ADJ
aiti-13655	113	22	convex	convex	ADJ
aiti-13655	113	23	optimization	optimization	NOUN
aiti-13655	113	24	and	and	CCONJ
aiti-13655	113	25	optimization	optimization	NOUN
aiti-13655	113	26	of	of	ADP
aiti-13655	113	27	mutually	mutually	ADV
aiti-13655	113	28	coupled	couple	VERB
aiti-13655	113	29	variables	variable	NOUN
aiti-13655	113	30	,	,	PUNCT
aiti-13655	113	31	resulting	result	VERB
aiti-13655	113	32	in	in	ADP
aiti-13655	113	33	superior	superior	ADJ
aiti-13655	113	34	performance	performance	NOUN
aiti-13655	113	35	compared	compare	VERB
aiti-13655	113	36	to	to	ADP
aiti-13655	113	37	other	other	ADJ
aiti-13655	113	38	machine	machine	NOUN
aiti-13655	113	39	learning	learning	NOUN
aiti-13655	113	40	methods	method	NOUN
aiti-13655	113	41	.	.	PUNCT
aiti-13655	114	1	based	base	VERB
aiti-13655	114	2	on	on	ADP
aiti-13655	114	3	drl	drl	PROPN
aiti-13655	114	4	,	,	PUNCT
aiti-13655	114	5	wydmański	wydmański	NOUN
aiti-13655	114	6	and	and	CCONJ
aiti-13655	114	7	szott	szott	NOUN
aiti-13655	114	8	[	[	X
aiti-13655	114	9	18	18	NUM
aiti-13655	114	10	]	]	PUNCT
aiti-13655	114	11	propose	propose	VERB
aiti-13655	114	12	the	the	DET
aiti-13655	114	13	centralized	centralized	ADJ
aiti-13655	114	14	contention	contention	NOUN
aiti-13655	114	15	window	window	NOUN
aiti-13655	114	16	optimization	optimization	NOUN
aiti-13655	114	17	with	with	ADP
aiti-13655	114	18	the	the	DET
aiti-13655	114	19	drl	drl	PROPN
aiti-13655	114	20	(	(	PUNCT
aiti-13655	114	21	ccod	ccod	NOUN
aiti-13655	114	22	)	)	PUNCT
aiti-13655	114	23	framework	framework	NOUN
aiti-13655	114	24	,	,	PUNCT
aiti-13655	114	25	as	as	SCONJ
aiti-13655	114	26	depicted	depict	VERB
aiti-13655	114	27	in	in	ADP
aiti-13655	114	28	fig	fig	NOUN
aiti-13655	114	29	.	.	PUNCT
aiti-13655	115	1	1	1	X
aiti-13655	115	2	.	.	X
aiti-13655	115	3	in	in	ADP
aiti-13655	115	4	this	this	DET
aiti-13655	115	5	framework	framework	NOUN
aiti-13655	115	6	,	,	PUNCT
aiti-13655	115	7	the	the	DET
aiti-13655	115	8	collision	collision	NOUN
aiti-13655	115	9	rate	rate	NOUN
aiti-13655	115	10	within	within	ADP
aiti-13655	115	11	the	the	DET
aiti-13655	115	12	overall	overall	ADJ
aiti-13655	115	13	network	network	NOUN
aiti-13655	115	14	is	be	AUX
aiti-13655	115	15	considered	consider	VERB
aiti-13655	115	16	as	as	ADP
aiti-13655	115	17	the	the	DET
aiti-13655	115	18	state	state	NOUN
aiti-13655	115	19	space	space	NOUN
aiti-13655	115	20	for	for	ADP
aiti-13655	115	21	drl	drl	PROPN
aiti-13655	115	22	using	use	VERB
aiti-13655	115	23	the	the	DET
aiti-13655	115	24	dqn	dqn	NOUN
aiti-13655	115	25	[	[	X
aiti-13655	115	26	19	19	NUM
aiti-13655	115	27	]	]	PUNCT
aiti-13655	115	28	agent	agent	NOUN
aiti-13655	115	29	loaded	load	VERB
aiti-13655	115	30	within	within	ADP
aiti-13655	115	31	the	the	DET
aiti-13655	115	32	ap	ap	PROPN
aiti-13655	115	33	.	.	PUNCT
aiti-13655	116	1	the	the	DET
aiti-13655	116	2	output	output	NOUN
aiti-13655	116	3	value	value	NOUN
aiti-13655	116	4	obtained	obtain	VERB
aiti-13655	116	5	adjusts	adjust	VERB
aiti-13655	116	6	the	the	DET
aiti-13655	116	7	cw	cw	NOUN
aiti-13655	116	8	,	,	PUNCT
aiti-13655	116	9	influencing	influence	VERB
aiti-13655	116	10	all	all	DET
aiti-13655	116	11	stations	station	NOUN
aiti-13655	116	12	to	to	PART
aiti-13655	116	13	adapt	adapt	VERB
aiti-13655	116	14	their	their	PRON
aiti-13655	116	15	cw	cw	NOUN
aiti-13655	116	16	through	through	ADP
aiti-13655	116	17	ap	ap	PROPN
aiti-13655	116	18	broadcasting	broadcasting	PROPN
aiti-13655	116	19	.	.	PUNCT
aiti-13655	117	1	this	this	DET
aiti-13655	117	2	architecture	architecture	NOUN
aiti-13655	117	3	serves	serve	VERB
aiti-13655	117	4	as	as	ADP
aiti-13655	117	5	a	a	DET
aiti-13655	117	6	crucial	crucial	ADJ
aiti-13655	117	7	inspiration	inspiration	NOUN
aiti-13655	117	8	for	for	ADP
aiti-13655	117	9	the	the	DET
aiti-13655	117	10	work	work	NOUN
aiti-13655	117	11	of	of	ADP
aiti-13655	117	12	this	this	DET
aiti-13655	117	13	paper	paper	NOUN
aiti-13655	117	14	.	.	PUNCT
aiti-13655	118	1	building	build	VERB
aiti-13655	118	2	upon	upon	SCONJ
aiti-13655	118	3	the	the	DET
aiti-13655	118	4	concept	concept	NOUN
aiti-13655	118	5	introduced	introduce	VERB
aiti-13655	118	6	by	by	ADP
aiti-13655	118	7	ke	ke	NOUN
aiti-13655	118	8	and	and	CCONJ
aiti-13655	118	9	astuti	astuti	PROPN
aiti-13655	118	10	[	[	X
aiti-13655	118	11	20	20	NUM
aiti-13655	118	12	]	]	PUNCT
aiti-13655	118	13	,	,	PUNCT
aiti-13655	118	14	where	where	SCONJ
aiti-13655	118	15	high	high	ADJ
aiti-13655	118	16	-	-	PUNCT
aiti-13655	118	17	rate	rate	NOUN
aiti-13655	118	18	nodes	node	NOUN
aiti-13655	118	19	enjoy	enjoy	VERB
aiti-13655	118	20	higher	high	ADJ
aiti-13655	118	21	channel	channel	NOUN
aiti-13655	118	22	access	access	NOUN
aiti-13655	118	23	,	,	PUNCT
aiti-13655	118	24	this	this	DET
aiti-13655	118	25	study	study	NOUN
aiti-13655	118	26	utilizes	utilize	VERB
aiti-13655	118	27	the	the	DET
aiti-13655	118	28	ddpg	ddpg	ADJ
aiti-13655	118	29	algorithm	algorithm	NOUN
aiti-13655	118	30	to	to	PART
aiti-13655	118	31	generate	generate	VERB
aiti-13655	118	32	multiple	multiple	ADJ
aiti-13655	118	33	consecutive	consecutive	ADJ
aiti-13655	118	34	actions	action	NOUN
aiti-13655	118	35	.	.	PUNCT
aiti-13655	119	1	with	with	ADP
aiti-13655	119	2	the	the	DET
aiti-13655	119	3	centralized	centralized	ADJ
aiti-13655	119	4	single	single	ADJ
aiti-13655	119	5	-	-	PUNCT
aiti-13655	119	6	agent	agent	NOUN
aiti-13655	119	7	ccod	ccod	NOUN
aiti-13655	119	8	framework	framework	NOUN
aiti-13655	119	9	,	,	PUNCT
aiti-13655	119	10	the	the	DET
aiti-13655	119	11	proposed	propose	VERB
aiti-13655	119	12	method	method	NOUN
aiti-13655	119	13	allocates	allocate	VERB
aiti-13655	119	14	varying	vary	VERB
aiti-13655	119	15	cw	cw	NOUN
aiti-13655	119	16	based	base	VERB
aiti-13655	119	17	on	on	ADP
aiti-13655	119	18	customer	customer	NOUN
aiti-13655	119	19	classes	class	NOUN
aiti-13655	119	20	to	to	PART
aiti-13655	119	21	achieve	achieve	VERB
aiti-13655	119	22	different	different	ADJ
aiti-13655	119	23	levels	level	NOUN
aiti-13655	119	24	of	of	ADP
aiti-13655	119	25	channel	channel	NOUN
aiti-13655	119	26	access	access	NOUN
aiti-13655	119	27	privilege	privilege	NOUN
aiti-13655	119	28	.	.	PUNCT
aiti-13655	120	1	fig	fig	NOUN
aiti-13655	120	2	.	.	PUNCT
aiti-13655	121	1	1	1	NUM
aiti-13655	121	2	ccod	ccod	NOUN
aiti-13655	121	3	architecture	architecture	NOUN
aiti-13655	121	4	2.6	2.6	NUM
aiti-13655	121	5	.	.	PUNCT
aiti-13655	121	6	ddpg	ddpg	ADJ
aiti-13655	121	7	introduction	introduction	NOUN
aiti-13655	121	8	the	the	DET
aiti-13655	121	9	ddpg	ddpg	ADJ
aiti-13655	121	10	algorithm	algorithm	NOUN
aiti-13655	121	11	,	,	PUNCT
aiti-13655	121	12	proposed	propose	VERB
aiti-13655	121	13	in	in	ADP
aiti-13655	121	14	the	the	DET
aiti-13655	121	15	paper	paper	NOUN
aiti-13655	121	16	of	of	ADP
aiti-13655	121	17	lillicrap	lillicrap	PROPN
aiti-13655	121	18	et	et	PROPN
aiti-13655	121	19	al	al	PROPN
aiti-13655	121	20	.	.	PUNCT
aiti-13655	122	1	[	[	X
aiti-13655	122	2	1	1	NUM
aiti-13655	122	3	]	]	PUNCT
aiti-13655	122	4	,	,	PUNCT
aiti-13655	122	5	is	be	AUX
aiti-13655	122	6	a	a	DET
aiti-13655	122	7	drl	drl	PROPN
aiti-13655	122	8	approach	approach	NOUN
aiti-13655	122	9	designed	design	VERB
aiti-13655	122	10	for	for	ADP
aiti-13655	122	11	continuous	continuous	ADJ
aiti-13655	122	12	action	action	NOUN
aiti-13655	122	13	spaces	space	NOUN
aiti-13655	122	14	.	.	PUNCT
aiti-13655	123	1	combining	combine	VERB
aiti-13655	123	2	deterministic	deterministic	ADJ
aiti-13655	123	3	policy	policy	NOUN
aiti-13655	123	4	gradient	gradient	NOUN
aiti-13655	123	5	methods	method	NOUN
aiti-13655	123	6	with	with	ADP
aiti-13655	123	7	deep	deep	ADJ
aiti-13655	123	8	neural	neural	ADJ
aiti-13655	123	9	networks	network	NOUN
aiti-13655	123	10	,	,	PUNCT
aiti-13655	123	11	ddpg	ddpg	ADJ
aiti-13655	123	12	addresses	address	NOUN
aiti-13655	123	13	reinforcement	reinforcement	NOUN
aiti-13655	123	14	learning	learning	NOUN
aiti-13655	123	15	challenges	challenge	NOUN
aiti-13655	123	16	in	in	ADP
aiti-13655	123	17	high	high	ADV
aiti-13655	123	18	-	-	PUNCT
aiti-13655	123	19	dimensional	dimensional	ADJ
aiti-13655	123	20	,	,	PUNCT
aiti-13655	123	21	continuous	continuous	ADJ
aiti-13655	123	22	action	action	NOUN
aiti-13655	123	23	spaces	space	NOUN
aiti-13655	123	24	.	.	PUNCT
aiti-13655	124	1	pervasively	pervasively	ADV
aiti-13655	124	2	recognized	recognize	VERB
aiti-13655	124	3	in	in	ADP
aiti-13655	124	4	the	the	DET
aiti-13655	124	5	field	field	NOUN
aiti-13655	124	6	of	of	ADP
aiti-13655	124	7	drl	drl	PROPN
aiti-13655	124	8	,	,	PUNCT
aiti-13655	124	9	ddpg	ddpg	ADJ
aiti-13655	124	10	is	be	AUX
aiti-13655	124	11	particularly	particularly	ADV
aiti-13655	124	12	suitable	suitable	ADJ
aiti-13655	124	13	for	for	ADP
aiti-13655	124	14	tasks	task	NOUN
aiti-13655	124	15	requiring	require	VERB
aiti-13655	124	16	continuous	continuous	ADJ
aiti-13655	124	17	control	control	NOUN
aiti-13655	124	18	of	of	ADP
aiti-13655	124	19	the	the	DET
aiti-13655	124	20	environment	environment	NOUN
aiti-13655	124	21	,	,	PUNCT
aiti-13655	124	22	such	such	ADJ
aiti-13655	124	23	as	as	ADP
aiti-13655	124	24	robot	robot	NOUN
aiti-13655	124	25	control	control	NOUN
aiti-13655	124	26	,	,	PUNCT
aiti-13655	124	27	autonomous	autonomous	ADJ
aiti-13655	124	28	driving	driving	NOUN
aiti-13655	124	29	,	,	PUNCT
aiti-13655	124	30	and	and	CCONJ
aiti-13655	124	31	resource	resource	NOUN
aiti-13655	124	32	allocation	allocation	NOUN
aiti-13655	124	33	.	.	PUNCT
aiti-13655	125	1	advances	advance	NOUN
aiti-13655	125	2	in	in	ADP
aiti-13655	125	3	technology	technology	NOUN
aiti-13655	125	4	innovation	innovation	NOUN
aiti-13655	125	5	,	,	PUNCT
aiti-13655	125	6	vol	vol	NOUN
aiti-13655	125	7	.	.	PROPN
aiti-13655	126	1	9	9	NUM
aiti-13655	126	2	,	,	PUNCT
aiti-13655	126	3	no	no	INTJ
aiti-13655	126	4	.	.	NOUN
aiti-13655	126	5	4	4	NUM
aiti-13655	126	6	,	,	PUNCT
aiti-13655	126	7	2024	2024	NUM
aiti-13655	126	8	,	,	PUNCT
aiti-13655	126	9	pp	pp	ADV
aiti-13655	126	10	.	.	PUNCT
aiti-13655	127	1	257	257	NUM
aiti-13655	127	2	-	-	SYM
aiti-13655	127	3	272	272	NUM
aiti-13655	127	4	261	261	NUM
aiti-13655	127	5	the	the	DET
aiti-13655	127	6	ddpg	ddpg	ADJ
aiti-13655	127	7	architecture	architecture	NOUN
aiti-13655	127	8	,	,	PUNCT
aiti-13655	127	9	depicted	depict	VERB
aiti-13655	127	10	in	in	ADP
aiti-13655	127	11	fig	fig	NOUN
aiti-13655	127	12	.	.	PUNCT
aiti-13655	128	1	2	2	NUM
aiti-13655	128	2	,	,	PUNCT
aiti-13655	128	3	encompasses	encompass	VERB
aiti-13655	128	4	feeding	feed	VERB
aiti-13655	128	5	the	the	DET
aiti-13655	128	6	state	state	NOUN
aiti-13655	128	7	space	space	NOUN
aiti-13655	128	8	into	into	ADP
aiti-13655	128	9	the	the	DET
aiti-13655	128	10	actor	actor	NOUN
aiti-13655	128	11	network	network	NOUN
aiti-13655	128	12	and	and	CCONJ
aiti-13655	128	13	its	its	PRON
aiti-13655	128	14	corresponding	corresponding	ADJ
aiti-13655	128	15	target	target	NOUN
aiti-13655	128	16	network	network	NOUN
aiti-13655	128	17	(	(	PUNCT
aiti-13655	128	18	actor	actor	NOUN
aiti-13655	128	19	target	target	NOUN
aiti-13655	128	20	network	network	NOUN
aiti-13655	128	21	)	)	PUNCT
aiti-13655	128	22	.	.	PUNCT
aiti-13655	129	1	subsequently	subsequently	ADV
aiti-13655	129	2	,	,	PUNCT
aiti-13655	129	3	the	the	DET
aiti-13655	129	4	actions	action	NOUN
aiti-13655	129	5	of	of	ADP
aiti-13655	129	6	the	the	DET
aiti-13655	129	7	actor	actor	NOUN
aiti-13655	129	8	network	network	NOUN
aiti-13655	129	9	(	(	PUNCT
aiti-13655	129	10	action	action	NOUN
aiti-13655	129	11	)	)	PUNCT
aiti-13655	129	12	and	and	CCONJ
aiti-13655	129	13	the	the	DET
aiti-13655	129	14	state	state	NOUN
aiti-13655	129	15	space	space	NOUN
aiti-13655	129	16	are	be	AUX
aiti-13655	129	17	input	input	VERB
aiti-13655	129	18	into	into	ADP
aiti-13655	129	19	the	the	DET
aiti-13655	129	20	critic	critic	NOUN
aiti-13655	129	21	network	network	NOUN
aiti-13655	129	22	.	.	PUNCT
aiti-13655	130	1	the	the	DET
aiti-13655	130	2	target	target	NOUN
aiti-13655	130	3	action	action	NOUN
aiti-13655	130	4	from	from	ADP
aiti-13655	130	5	the	the	DET
aiti-13655	130	6	actor	actor	NOUN
aiti-13655	130	7	target	target	NOUN
aiti-13655	130	8	network	network	NOUN
aiti-13655	130	9	is	be	AUX
aiti-13655	130	10	utilized	utilize	VERB
aiti-13655	130	11	to	to	PART
aiti-13655	130	12	control	control	VERB
aiti-13655	130	13	the	the	DET
aiti-13655	130	14	environment	environment	NOUN
aiti-13655	130	15	.	.	PUNCT
aiti-13655	131	1	simultaneously	simultaneously	ADV
aiti-13655	131	2	,	,	PUNCT
aiti-13655	131	3	the	the	DET
aiti-13655	131	4	actions	action	NOUN
aiti-13655	131	5	and	and	CCONJ
aiti-13655	131	6	state	state	NOUN
aiti-13655	131	7	are	be	AUX
aiti-13655	131	8	input	input	VERB
aiti-13655	131	9	into	into	ADP
aiti-13655	131	10	the	the	DET
aiti-13655	131	11	target	target	NOUN
aiti-13655	131	12	network	network	NOUN
aiti-13655	131	13	(	(	PUNCT
aiti-13655	131	14	critic	critic	NOUN
aiti-13655	131	15	target	target	NOUN
aiti-13655	131	16	network	network	NOUN
aiti-13655	131	17	)	)	PUNCT
aiti-13655	131	18	below	below	ADP
aiti-13655	131	19	the	the	DET
aiti-13655	131	20	critic	critic	NOUN
aiti-13655	131	21	network	network	NOUN
aiti-13655	131	22	.	.	PUNCT
aiti-13655	132	1	after	after	ADP
aiti-13655	132	2	obtaining	obtain	VERB
aiti-13655	132	3	q	q	NOUN
aiti-13655	132	4	-	-	PUNCT
aiti-13655	132	5	values	value	NOUN
aiti-13655	132	6	from	from	ADP
aiti-13655	132	7	both	both	CCONJ
aiti-13655	132	8	the	the	DET
aiti-13655	132	9	critic	critic	ADJ
aiti-13655	132	10	network	network	NOUN
aiti-13655	132	11	and	and	CCONJ
aiti-13655	132	12	its	its	PRON
aiti-13655	132	13	target	target	NOUN
aiti-13655	132	14	network	network	NOUN
aiti-13655	132	15	,	,	PUNCT
aiti-13655	132	16	along	along	ADP
aiti-13655	132	17	with	with	ADP
aiti-13655	132	18	the	the	DET
aiti-13655	132	19	reward	reward	NOUN
aiti-13655	132	20	,	,	PUNCT
aiti-13655	132	21	mathematical	mathematical	ADJ
aiti-13655	132	22	calculations	calculation	NOUN
aiti-13655	132	23	yield	yield	VERB
aiti-13655	132	24	the	the	DET
aiti-13655	132	25	loss	loss	NOUN
aiti-13655	132	26	values	value	NOUN
aiti-13655	132	27	for	for	ADP
aiti-13655	132	28	both	both	CCONJ
aiti-13655	132	29	the	the	DET
aiti-13655	132	30	critic	critic	ADJ
aiti-13655	132	31	network	network	NOUN
aiti-13655	132	32	and	and	CCONJ
aiti-13655	132	33	the	the	DET
aiti-13655	132	34	actor	actor	NOUN
aiti-13655	132	35	network	network	NOUN
aiti-13655	132	36	.	.	PUNCT
aiti-13655	133	1	these	these	DET
aiti-13655	133	2	values	value	NOUN
aiti-13655	133	3	are	be	AUX
aiti-13655	133	4	subsequently	subsequently	ADV
aiti-13655	133	5	used	use	VERB
aiti-13655	133	6	to	to	PART
aiti-13655	133	7	update	update	VERB
aiti-13655	133	8	the	the	DET
aiti-13655	133	9	neural	neural	ADJ
aiti-13655	133	10	network	network	NOUN
aiti-13655	133	11	weights	weight	NOUN
aiti-13655	133	12	.	.	PUNCT
aiti-13655	134	1	finally	finally	ADV
aiti-13655	134	2	,	,	PUNCT
aiti-13655	134	3	at	at	ADP
aiti-13655	134	4	regular	regular	ADJ
aiti-13655	134	5	intervals	interval	NOUN
aiti-13655	134	6	,	,	PUNCT
aiti-13655	134	7	the	the	DET
aiti-13655	134	8	actor	actor	NOUN
aiti-13655	134	9	network	network	NOUN
aiti-13655	134	10	and	and	CCONJ
aiti-13655	134	11	critic	critic	NOUN
aiti-13655	134	12	network	network	NOUN
aiti-13655	134	13	each	each	PRON
aiti-13655	134	14	update	update	VERB
aiti-13655	134	15	their	their	PRON
aiti-13655	134	16	respective	respective	ADJ
aiti-13655	134	17	target	target	NOUN
aiti-13655	134	18	networks	network	NOUN
aiti-13655	134	19	.	.	PUNCT
aiti-13655	135	1	fig	fig	NOUN
aiti-13655	135	2	.	.	PUNCT
aiti-13655	136	1	2	2	NUM
aiti-13655	136	2	ddpg	ddpg	ADJ
aiti-13655	136	3	architecture	architecture	NOUN
aiti-13655	136	4	the	the	DET
aiti-13655	136	5	critic	critic	NOUN
aiti-13655	136	6	evaluates	evaluate	VERB
aiti-13655	136	7	the	the	DET
aiti-13655	136	8	network	network	NOUN
aiti-13655	136	9	loss	loss	NOUN
aiti-13655	136	10	function	function	NOUN
aiti-13655	136	11	using	use	VERB
aiti-13655	136	12	the	the	DET
aiti-13655	136	13	following	follow	VERB
aiti-13655	136	14	equation	equation	NOUN
aiti-13655	136	15	[	[	X
aiti-13655	136	16	1	1	NUM
aiti-13655	136	17	]	]	PUNCT
aiti-13655	136	18	:	:	PUNCT
aiti-13655	136	19	(	(	PUNCT
aiti-13655	136	20	)	)	PUNCT
aiti-13655	136	21	(	(	PUNCT
aiti-13655	136	22	)	)	PUNCT
aiti-13655	136	23	2	2	NUM
aiti-13655	136	24	1	1	NUM
aiti-13655	136	25	1	1	NUM
aiti-13655	136	26	ˆ	ˆ	NOUN
aiti-13655	136	27	,	,	PUNCT
aiti-13655	136	28	,	,	PUNCT
aiti-13655	136	29	+	+	PROPN
aiti-13655	137	1	+	+	CCONJ
aiti-13655	137	2			PROPN
aiti-13655	137	3	=	=	PROPN
aiti-13655	137	4	+	+	NUM
aiti-13655	137	5	−	−	PROPN
aiti-13655	137	6	i	i	PROPN
aiti-13655	138	1	i	i	PRON
aiti-13655	138	2	i	i	PRON
aiti-13655	139	1	i	i	PROPN
aiti-13655	139	2	iqloss	iqloss	VERB
aiti-13655	139	3	reward	reward	NOUN
aiti-13655	139	4	rq	rq	X
aiti-13655	139	5	s	s	VERB
aiti-13655	139	6	a	a	DET
aiti-13655	139	7	q	q	X
aiti-13655	139	8	s	s	X
aiti-13655	139	9	a	a	DET
aiti-13655	139	10	(	(	PUNCT
aiti-13655	139	11	1	1	NUM
aiti-13655	139	12	)	)	PUNCT
aiti-13655	139	13	where	where	SCONJ
aiti-13655	139	14	qloss	qloss	NOUN
aiti-13655	139	15	is	be	AUX
aiti-13655	139	16	the	the	DET
aiti-13655	139	17	output	output	NOUN
aiti-13655	139	18	of	of	ADP
aiti-13655	139	19	the	the	DET
aiti-13655	139	20	q	q	ADJ
aiti-13655	139	21	-	-	PUNCT
aiti-13655	139	22	value	value	NOUN
aiti-13655	139	23	loss	loss	NOUN
aiti-13655	139	24	function	function	NOUN
aiti-13655	139	25	,	,	PUNCT
aiti-13655	139	26	r	r	NOUN
aiti-13655	139	27	is	be	AUX
aiti-13655	139	28	the	the	DET
aiti-13655	139	29	discount	discount	NOUN
aiti-13655	139	30	rate	rate	NOUN
aiti-13655	139	31	,	,	PUNCT
aiti-13655	139	32	s	s	VERB
aiti-13655	139	33	is	be	AUX
aiti-13655	139	34	the	the	DET
aiti-13655	139	35	state	state	NOUN
aiti-13655	139	36	of	of	ADP
aiti-13655	139	37	the	the	DET
aiti-13655	139	38	environment	environment	NOUN
aiti-13655	139	39	,	,	PUNCT
aiti-13655	139	40	a	a	PRON
aiti-13655	139	41	is	be	AUX
aiti-13655	139	42	the	the	DET
aiti-13655	139	43	action	action	NOUN
aiti-13655	139	44	of	of	ADP
aiti-13655	139	45	the	the	DET
aiti-13655	139	46	actor	actor	NOUN
aiti-13655	139	47	network	network	NOUN
aiti-13655	139	48	,	,	PUNCT
aiti-13655	139	49	�	�	PROPN
aiti-13655	139	50	�	�	PROPN
aiti-13655	139	51	and	and	CCONJ
aiti-13655	139	52	q	q	PROPN
aiti-13655	139	53	represent	represent	VERB
aiti-13655	139	54	the	the	DET
aiti-13655	139	55	critic	critic	NOUN
aiti-13655	139	56	target	target	NOUN
aiti-13655	139	57	network	network	NOUN
aiti-13655	139	58	and	and	CCONJ
aiti-13655	139	59	the	the	DET
aiti-13655	139	60	critic	critic	PROPN
aiti-13655	139	61	evaluation	evaluation	NOUN
aiti-13655	139	62	network	network	NOUN
aiti-13655	139	63	,	,	PUNCT
aiti-13655	139	64	respectively	respectively	ADV
aiti-13655	139	65	.	.	PUNCT
aiti-13655	140	1	to	to	PART
aiti-13655	140	2	enable	enable	VERB
aiti-13655	140	3	the	the	DET
aiti-13655	140	4	critic	critic	ADJ
aiti-13655	140	5	network	network	NOUN
aiti-13655	140	6	to	to	PART
aiti-13655	140	7	yield	yield	VERB
aiti-13655	140	8	more	more	ADV
aiti-13655	140	9	accurate	accurate	ADJ
aiti-13655	140	10	q	q	NOUN
aiti-13655	140	11	-	-	PUNCT
aiti-13655	140	12	values	value	NOUN
aiti-13655	140	13	based	base	VERB
aiti-13655	140	14	on	on	ADP
aiti-13655	140	15	the	the	DET
aiti-13655	140	16	output	output	NOUN
aiti-13655	140	17	actions	action	NOUN
aiti-13655	140	18	of	of	ADP
aiti-13655	140	19	the	the	DET
aiti-13655	140	20	actor	actor	NOUN
aiti-13655	140	21	,	,	PUNCT
aiti-13655	140	22	reward	reward	NOUN
aiti-13655	140	23	values	value	NOUN
aiti-13655	140	24	are	be	AUX
aiti-13655	140	25	considered	consider	VERB
aiti-13655	140	26	.	.	PUNCT
aiti-13655	141	1	this	this	PRON
aiti-13655	141	2	is	be	AUX
aiti-13655	141	3	achieved	achieve	VERB
aiti-13655	141	4	by	by	ADP
aiti-13655	141	5	reducing	reduce	VERB
aiti-13655	141	6	the	the	DET
aiti-13655	141	7	impact	impact	NOUN
aiti-13655	141	8	of	of	ADP
aiti-13655	141	9	environmental	environmental	ADJ
aiti-13655	141	10	noise	noise	NOUN
aiti-13655	141	11	through	through	ADP
aiti-13655	141	12	temporal	temporal	ADJ
aiti-13655	141	13	difference	difference	NOUN
aiti-13655	141	14	(	(	PUNCT
aiti-13655	141	15	td	td	NOUN
aiti-13655	141	16	)	)	PUNCT
aiti-13655	141	17	error	error	NOUN
aiti-13655	141	18	learning	learning	NOUN
aiti-13655	141	19	with	with	ADP
aiti-13655	141	20	the	the	DET
aiti-13655	141	21	target	target	NOUN
aiti-13655	141	22	network	network	NOUN
aiti-13655	141	23	.	.	PUNCT
aiti-13655	142	1	also	also	ADV
aiti-13655	142	2	,	,	PUNCT
aiti-13655	142	3	the	the	DET
aiti-13655	142	4	actor	actor	NOUN
aiti-13655	142	5	evaluates	evaluate	VERB
aiti-13655	142	6	the	the	DET
aiti-13655	142	7	network	network	NOUN
aiti-13655	142	8	loss	loss	NOUN
aiti-13655	142	9	using	use	VERB
aiti-13655	142	10	the	the	DET
aiti-13655	142	11	following	follow	VERB
aiti-13655	142	12	equation	equation	NOUN
aiti-13655	142	13	[	[	X
aiti-13655	142	14	1	1	NUM
aiti-13655	142	15	]	]	PUNCT
aiti-13655	142	16	:	:	PUNCT
aiti-13655	142	17	(	(	PUNCT
aiti-13655	142	18	)	)	PUNCT
aiti-13655	142	19	1	1	NUM
aiti-13655	142	20	1	1	NUM
aiti-13655	142	21	ˆ	ˆ	NOUN
aiti-13655	142	22	,	,	PUNCT
aiti-13655	142	23	=	=	PUNCT
aiti-13655	142	24	=	=	SYM
aiti-13655	143	1	−	−	PROPN
aiti-13655	143	2			X
aiti-13655	144	1	n	n	NOUN
aiti-13655	144	2	i	i	PRON
aiti-13655	144	3	ii	ii	VERB
aiti-13655	144	4	aloss	aloss	PROPN
aiti-13655	144	5	q	q	PROPN
aiti-13655	144	6	s	s	VERB
aiti-13655	144	7	a	a	DET
aiti-13655	144	8	n	n	NOUN
aiti-13655	144	9	(	(	PUNCT
aiti-13655	144	10	2	2	NUM
aiti-13655	144	11	)	)	PUNCT
aiti-13655	144	12	where	where	SCONJ
aiti-13655	144	13	aloss	aloss	PROPN
aiti-13655	144	14	is	be	AUX
aiti-13655	144	15	the	the	DET
aiti-13655	144	16	output	output	NOUN
aiti-13655	144	17	of	of	ADP
aiti-13655	144	18	the	the	DET
aiti-13655	144	19	actor	actor	NOUN
aiti-13655	144	20	loss	loss	NOUN
aiti-13655	144	21	function	function	NOUN
aiti-13655	144	22	,	,	PUNCT
aiti-13655	144	23	and	and	CCONJ
aiti-13655	144	24	n	n	CCONJ
aiti-13655	144	25	represents	represent	VERB
aiti-13655	144	26	the	the	DET
aiti-13655	144	27	number	number	NOUN
aiti-13655	144	28	of	of	ADP
aiti-13655	144	29	training	training	NOUN
aiti-13655	144	30	samples	sample	NOUN
aiti-13655	144	31	.	.	PUNCT
aiti-13655	145	1	the	the	DET
aiti-13655	145	2	actor	actor	NOUN
aiti-13655	145	3	aims	aim	VERB
aiti-13655	145	4	to	to	PART
aiti-13655	145	5	execute	execute	VERB
aiti-13655	145	6	actions	action	NOUN
aiti-13655	145	7	for	for	ADP
aiti-13655	145	8	the	the	DET
aiti-13655	145	9	optimal	optimal	ADJ
aiti-13655	145	10	strategy	strategy	NOUN
aiti-13655	145	11	,	,	PUNCT
aiti-13655	145	12	quantifying	quantify	VERB
aiti-13655	145	13	the	the	DET
aiti-13655	145	14	policy	policy	NOUN
aiti-13655	145	15	to	to	PART
aiti-13655	145	16	form	form	VERB
aiti-13655	145	17	q	q	NOUN
aiti-13655	145	18	-	-	PUNCT
aiti-13655	145	19	values	value	NOUN
aiti-13655	145	20	as	as	ADP
aiti-13655	145	21	a	a	DET
aiti-13655	145	22	loss	loss	NOUN
aiti-13655	145	23	function	function	NOUN
aiti-13655	145	24	.	.	PUNCT
aiti-13655	146	1	this	this	DET
aiti-13655	146	2	approach	approach	NOUN
aiti-13655	146	3	seeks	seek	VERB
aiti-13655	146	4	to	to	PART
aiti-13655	146	5	balance	balance	VERB
aiti-13655	146	6	exploration	exploration	NOUN
aiti-13655	146	7	and	and	CCONJ
aiti-13655	146	8	exploitation	exploitation	NOUN
aiti-13655	146	9	in	in	ADP
aiti-13655	146	10	reinforcement	reinforcement	NOUN
aiti-13655	146	11	learning	learning	NOUN
aiti-13655	146	12	by	by	ADP
aiti-13655	146	13	maximizing	maximize	VERB
aiti-13655	146	14	q	q	NOUN
aiti-13655	146	15	-	-	PUNCT
aiti-13655	146	16	values	value	NOUN
aiti-13655	146	17	.	.	PUNCT
aiti-13655	147	1	after	after	ADP
aiti-13655	147	2	network	network	NOUN
aiti-13655	147	3	evaluation	evaluation	NOUN
aiti-13655	147	4	,	,	PUNCT
aiti-13655	147	5	the	the	DET
aiti-13655	147	6	actor	actor	NOUN
aiti-13655	147	7	and	and	CCONJ
aiti-13655	147	8	critic	critic	NOUN
aiti-13655	147	9	update	update	VERB
aiti-13655	147	10	their	their	PRON
aiti-13655	147	11	target	target	NOUN
aiti-13655	147	12	networks	network	NOUN
aiti-13655	147	13	using	use	VERB
aiti-13655	147	14	the	the	DET
aiti-13655	147	15	following	follow	VERB
aiti-13655	147	16	equations	equation	NOUN
aiti-13655	147	17	,	,	PUNCT
aiti-13655	147	18	respectively	respectively	ADV
aiti-13655	147	19	[	[	X
aiti-13655	147	20	1	1	NUM
aiti-13655	147	21	]	]	NUM
aiti-13655	147	22	:	:	PUNCT
aiti-13655	147	23	(	(	PUNCT
aiti-13655	147	24	)	)	PUNCT
aiti-13655	147	25	target	target	VERB
aiti-13655	147	26	targeteval	targeteval	ADJ
aiti-13655	147	27	critic	critic	NOUN
aiti-13655	147	28	critic	critic	NOUN
aiti-13655	147	29	critic1	critic1	PROPN
aiti-13655	147	30	1	1	NUM
aiti-13655	147	31	,	,	PUNCT
aiti-13655	147	32	θ	θ	PROPN
aiti-13655	147	33	τθ	τθ	X
aiti-13655	148	1	τ	τ	X
aiti-13655	148	2	θ	θ	NOUN
aiti-13655	148	3	τ=	τ=	PUNCT
aiti-13655	149	1	+	+	CCONJ
aiti-13655	149	2	−	−	X
aiti-13655	149	3	<	<	X
aiti-13655	149	4	(	(	PUNCT
aiti-13655	149	5	3	3	NUM
aiti-13655	149	6	)	)	PUNCT
aiti-13655	149	7	(	(	PUNCT
aiti-13655	149	8	)	)	PUNCT
aiti-13655	149	9	target	target	VERB
aiti-13655	149	10	targeteval	targeteval	NOUN
aiti-13655	149	11	actor	actor	NOUN
aiti-13655	149	12	actor	actor	NOUN
aiti-13655	149	13	actor1	actor1	NOUN
aiti-13655	149	14	1	1	NUM
aiti-13655	149	15	,	,	PUNCT
aiti-13655	149	16	θ	θ	PROPN
aiti-13655	149	17	τθ	τθ	X
aiti-13655	149	18	τ	τ	X
aiti-13655	149	19	θ	θ	NOUN
aiti-13655	149	20	τ=	τ=	PUNCT
aiti-13655	150	1	+	+	CCONJ
aiti-13655	150	2	−	−	X
aiti-13655	150	3	<	<	X
aiti-13655	150	4	(	(	PUNCT
aiti-13655	150	5	4	4	NUM
aiti-13655	150	6	)	)	PUNCT
aiti-13655	150	7	where	where	SCONJ
aiti-13655	150	8	θ	θ	PROPN
aiti-13655	150	9	represents	represent	VERB
aiti-13655	150	10	neural	neural	ADJ
aiti-13655	150	11	network	network	NOUN
aiti-13655	150	12	parameters	parameter	NOUN
aiti-13655	150	13	,	,	PUNCT
aiti-13655	150	14	and	and	CCONJ
aiti-13655	150	15	τ	τ	PROPN
aiti-13655	150	16	is	be	AUX
aiti-13655	150	17	a	a	DET
aiti-13655	150	18	user	user	NOUN
aiti-13655	150	19	-	-	PUNCT
aiti-13655	150	20	determined	determine	VERB
aiti-13655	150	21	variable	variable	NOUN
aiti-13655	150	22	designed	design	VERB
aiti-13655	150	23	to	to	PART
aiti-13655	150	24	ensure	ensure	VERB
aiti-13655	150	25	the	the	DET
aiti-13655	150	26	target	target	NOUN
aiti-13655	150	27	networks	network	NOUN
aiti-13655	150	28	are	be	AUX
aiti-13655	150	29	updated	update	VERB
aiti-13655	150	30	with	with	ADP
aiti-13655	150	31	a	a	DET
aiti-13655	150	32	fixed	fix	VERB
aiti-13655	150	33	probability	probability	NOUN
aiti-13655	150	34	.	.	PUNCT
aiti-13655	151	1	262	262	NUM
aiti-13655	151	2	advances	advance	NOUN
aiti-13655	151	3	in	in	ADP
aiti-13655	151	4	technology	technology	NOUN
aiti-13655	151	5	innovation	innovation	NOUN
aiti-13655	151	6	,	,	PUNCT
aiti-13655	151	7	vol	vol	NOUN
aiti-13655	151	8	.	.	PROPN
aiti-13655	151	9	9	9	NUM
aiti-13655	151	10	,	,	PUNCT
aiti-13655	151	11	no	no	INTJ
aiti-13655	151	12	.	.	NOUN
aiti-13655	151	13	4	4	NUM
aiti-13655	151	14	,	,	PUNCT
aiti-13655	151	15	2024	2024	NUM
aiti-13655	151	16	,	,	PUNCT
aiti-13655	151	17	pp	pp	ADV
aiti-13655	151	18	.	.	PUNCT
aiti-13655	152	1	257	257	NUM
aiti-13655	152	2	-	-	SYM
aiti-13655	152	3	272	272	NUM
aiti-13655	152	4	3	3	NUM
aiti-13655	152	5	.	.	PUNCT
aiti-13655	152	6	research	research	NOUN
aiti-13655	152	7	method	method	NOUN
aiti-13655	152	8	this	this	DET
aiti-13655	152	9	section	section	NOUN
aiti-13655	152	10	introduces	introduce	VERB
aiti-13655	152	11	the	the	DET
aiti-13655	152	12	system	system	NOUN
aiti-13655	152	13	model	model	NOUN
aiti-13655	152	14	of	of	ADP
aiti-13655	152	15	the	the	DET
aiti-13655	152	16	proposed	propose	VERB
aiti-13655	152	17	method	method	NOUN
aiti-13655	152	18	,	,	PUNCT
aiti-13655	152	19	detailing	detail	VERB
aiti-13655	152	20	the	the	DET
aiti-13655	152	21	design	design	NOUN
aiti-13655	152	22	of	of	ADP
aiti-13655	152	23	the	the	DET
aiti-13655	152	24	observation	observation	NOUN
aiti-13655	152	25	space	space	NOUN
aiti-13655	152	26	,	,	PUNCT
aiti-13655	152	27	action	action	NOUN
aiti-13655	152	28	space	space	NOUN
aiti-13655	152	29	,	,	PUNCT
aiti-13655	152	30	and	and	CCONJ
aiti-13655	152	31	reward	reward	VERB
aiti-13655	152	32	function	function	NOUN
aiti-13655	152	33	in	in	ADP
aiti-13655	152	34	drl	drl	PROPN
aiti-13655	152	35	.	.	PUNCT
aiti-13655	153	1	the	the	DET
aiti-13655	153	2	method	method	NOUN
aiti-13655	153	3	is	be	AUX
aiti-13655	153	4	illustrated	illustrate	VERB
aiti-13655	153	5	through	through	ADP
aiti-13655	153	6	an	an	DET
aiti-13655	153	7	algorithm	algorithm	NOUN
aiti-13655	153	8	based	base	VERB
aiti-13655	153	9	on	on	ADP
aiti-13655	153	10	this	this	DET
aiti-13655	153	11	model	model	NOUN
aiti-13655	153	12	.	.	PUNCT
aiti-13655	154	1	notably	notably	ADV
aiti-13655	154	2	,	,	PUNCT
aiti-13655	154	3	this	this	DET
aiti-13655	154	4	paper	paper	NOUN
aiti-13655	154	5	proposes	propose	VERB
aiti-13655	154	6	and	and	CCONJ
aiti-13655	154	7	compares	compare	VERB
aiti-13655	154	8	two	two	NUM
aiti-13655	154	9	different	different	ADJ
aiti-13655	154	10	reward	reward	NOUN
aiti-13655	154	11	functions	function	NOUN
aiti-13655	154	12	,	,	PUNCT
aiti-13655	154	13	which	which	PRON
aiti-13655	154	14	will	will	AUX
aiti-13655	154	15	be	be	AUX
aiti-13655	154	16	discussed	discuss	VERB
aiti-13655	154	17	in	in	ADP
aiti-13655	154	18	section	section	NOUN
aiti-13655	154	19	4	4	NUM
aiti-13655	154	20	.	.	SYM
aiti-13655	154	21	3.1	3.1	NUM
aiti-13655	154	22	.	.	PUNCT
aiti-13655	154	23	system	system	NOUN
aiti-13655	154	24	model	model	NOUN
aiti-13655	154	25	this	this	DET
aiti-13655	154	26	study	study	NOUN
aiti-13655	154	27	employs	employ	VERB
aiti-13655	154	28	a	a	DET
aiti-13655	154	29	centralized	centralized	ADJ
aiti-13655	154	30	architecture	architecture	NOUN
aiti-13655	154	31	,	,	PUNCT
aiti-13655	154	32	as	as	SCONJ
aiti-13655	154	33	shown	show	VERB
aiti-13655	154	34	in	in	ADP
aiti-13655	154	35	fig	fig	NOUN
aiti-13655	154	36	.	.	PUNCT
aiti-13655	155	1	3	3	NUM
aiti-13655	155	2	,	,	PUNCT
aiti-13655	155	3	with	with	ADP
aiti-13655	155	4	the	the	DET
aiti-13655	155	5	ddpg	ddpg	ADJ
aiti-13655	155	6	agent	agent	NOUN
aiti-13655	155	7	installed	instal	VERB
aiti-13655	155	8	in	in	ADP
aiti-13655	155	9	the	the	DET
aiti-13655	155	10	wireless	wireless	NOUN
aiti-13655	155	11	ap	ap	PROPN
aiti-13655	155	12	.	.	PUNCT
aiti-13655	156	1	the	the	DET
aiti-13655	156	2	ap	ap	PROPN
aiti-13655	156	3	obtains	obtain	VERB
aiti-13655	156	4	collision	collision	NOUN
aiti-13655	156	5	rate	rate	NOUN
aiti-13655	156	6	information	information	NOUN
aiti-13655	156	7	from	from	ADP
aiti-13655	156	8	the	the	DET
aiti-13655	156	9	global	global	ADJ
aiti-13655	156	10	network	network	NOUN
aiti-13655	156	11	as	as	ADP
aiti-13655	156	12	the	the	DET
aiti-13655	156	13	state	state	NOUN
aiti-13655	156	14	-	-	PUNCT
aiti-13655	156	15	space	space	NOUN
aiti-13655	156	16	input	input	NOUN
aiti-13655	156	17	for	for	ADP
aiti-13655	156	18	the	the	DET
aiti-13655	156	19	agent	agent	NOUN
aiti-13655	156	20	.	.	PUNCT
aiti-13655	157	1	subsequently	subsequently	ADV
aiti-13655	157	2	,	,	PUNCT
aiti-13655	157	3	the	the	DET
aiti-13655	157	4	ap	ap	PROPN
aiti-13655	157	5	transforms	transform	VERB
aiti-13655	157	6	the	the	DET
aiti-13655	157	7	actions	action	NOUN
aiti-13655	157	8	(	(	PUNCT
aiti-13655	157	9	action1	action1	NOUN
aiti-13655	157	10	and	and	CCONJ
aiti-13655	157	11	action2	action2	PROPN
aiti-13655	157	12	)	)	PUNCT
aiti-13655	157	13	output	output	NOUN
aiti-13655	157	14	by	by	ADP
aiti-13655	157	15	the	the	DET
aiti-13655	157	16	actor	actor	NOUN
aiti-13655	157	17	neural	neural	ADJ
aiti-13655	157	18	network	network	NOUN
aiti-13655	157	19	of	of	ADP
aiti-13655	157	20	the	the	DET
aiti-13655	157	21	agent	agent	NOUN
aiti-13655	157	22	into	into	ADP
aiti-13655	157	23	new	new	ADJ
aiti-13655	157	24	cw	cw	NOUN
aiti-13655	157	25	values	value	NOUN
aiti-13655	157	26	(	(	PUNCT
aiti-13655	157	27	cw1	cw1	NOUN
aiti-13655	157	28	and	and	CCONJ
aiti-13655	157	29	cw2	cw2	NOUN
aiti-13655	157	30	)	)	PUNCT
aiti-13655	157	31	.	.	PUNCT
aiti-13655	158	1	these	these	DET
aiti-13655	158	2	values	value	NOUN
aiti-13655	158	3	are	be	AUX
aiti-13655	158	4	then	then	ADV
aiti-13655	158	5	broadcast	broadcast	VERB
aiti-13655	158	6	in	in	ADP
aiti-13655	158	7	beacon	beacon	NOUN
aiti-13655	158	8	frames	frame	NOUN
aiti-13655	158	9	to	to	ADP
aiti-13655	158	10	all	all	DET
aiti-13655	158	11	nodes	node	NOUN
aiti-13655	158	12	.	.	PUNCT
aiti-13655	159	1	high	high	ADJ
aiti-13655	159	2	-	-	PUNCT
aiti-13655	159	3	priority	priority	NOUN
aiti-13655	159	4	client	client	NOUN
aiti-13655	159	5	nodes	node	NOUN
aiti-13655	159	6	use	use	VERB
aiti-13655	159	7	cw1	cw1	NOUN
aiti-13655	159	8	,	,	PUNCT
aiti-13655	159	9	while	while	SCONJ
aiti-13655	159	10	low	low	ADJ
aiti-13655	159	11	-	-	PUNCT
aiti-13655	159	12	priority	priority	NOUN
aiti-13655	159	13	client	client	NOUN
aiti-13655	159	14	nodes	node	NOUN
aiti-13655	159	15	use	use	VERB
aiti-13655	159	16	cw2	cw2	NOUN
aiti-13655	159	17	.	.	PUNCT
aiti-13655	160	1	the	the	DET
aiti-13655	160	2	critic	critic	ADJ
aiti-13655	160	3	neural	neural	ADJ
aiti-13655	160	4	network	network	NOUN
aiti-13655	160	5	of	of	ADP
aiti-13655	160	6	the	the	DET
aiti-13655	160	7	agent	agent	NOUN
aiti-13655	160	8	takes	take	VERB
aiti-13655	160	9	the	the	DET
aiti-13655	160	10	current	current	ADJ
aiti-13655	160	11	state	state	NOUN
aiti-13655	160	12	space	space	NOUN
aiti-13655	160	13	,	,	PUNCT
aiti-13655	160	14	action1	action1	PROPN
aiti-13655	160	15	,	,	PUNCT
aiti-13655	160	16	and	and	CCONJ
aiti-13655	160	17	action2	action2	NOUN
aiti-13655	160	18	as	as	ADP
aiti-13655	160	19	input	input	NOUN
aiti-13655	160	20	and	and	CCONJ
aiti-13655	160	21	outputs	output	VERB
aiti-13655	160	22	the	the	DET
aiti-13655	160	23	q	q	NOUN
aiti-13655	160	24	-	-	PUNCT
aiti-13655	160	25	value	value	NOUN
aiti-13655	160	26	to	to	PART
aiti-13655	160	27	record	record	VERB
aiti-13655	160	28	the	the	DET
aiti-13655	160	29	state	state	NOUN
aiti-13655	160	30	transitions	transition	NOUN
aiti-13655	160	31	and	and	CCONJ
aiti-13655	160	32	decision	decision	NOUN
aiti-13655	160	33	quality	quality	NOUN
aiti-13655	160	34	of	of	ADP
aiti-13655	160	35	the	the	DET
aiti-13655	160	36	markov	markov	NOUN
aiti-13655	160	37	decision	decision	NOUN
aiti-13655	160	38	process	process	NOUN
aiti-13655	160	39	.	.	PUNCT
aiti-13655	161	1	finally	finally	ADV
aiti-13655	161	2	,	,	PUNCT
aiti-13655	161	3	the	the	DET
aiti-13655	161	4	ap	ap	PROPN
aiti-13655	161	5	synthesizes	synthesize	VERB
aiti-13655	161	6	global	global	ADJ
aiti-13655	161	7	network	network	NOUN
aiti-13655	161	8	throughput	throughput	NOUN
aiti-13655	161	9	performance	performance	NOUN
aiti-13655	161	10	and	and	CCONJ
aiti-13655	161	11	client	client	NOUN
aiti-13655	161	12	transmission	transmission	NOUN
aiti-13655	161	13	rate	rate	NOUN
aiti-13655	161	14	information	information	NOUN
aiti-13655	161	15	to	to	PART
aiti-13655	161	16	derive	derive	VERB
aiti-13655	161	17	the	the	DET
aiti-13655	161	18	reward	reward	NOUN
aiti-13655	161	19	value	value	NOUN
aiti-13655	161	20	for	for	ADP
aiti-13655	161	21	optimizing	optimize	VERB
aiti-13655	161	22	the	the	DET
aiti-13655	161	23	neural	neural	ADJ
aiti-13655	161	24	network	network	NOUN
aiti-13655	161	25	of	of	ADP
aiti-13655	161	26	the	the	DET
aiti-13655	161	27	agent	agent	NOUN
aiti-13655	161	28	.	.	PUNCT
aiti-13655	162	1	fig	fig	NOUN
aiti-13655	162	2	.	.	PUNCT
aiti-13655	163	1	3	3	NUM
aiti-13655	163	2	system	system	NOUN
aiti-13655	163	3	model	model	NOUN
aiti-13655	163	4	3.2	3.2	NUM
aiti-13655	163	5	.	.	PUNCT
aiti-13655	164	1	observation	observation	NOUN
aiti-13655	164	2	space	space	NOUN
aiti-13655	164	3	the	the	DET
aiti-13655	164	4	state	state	NOUN
aiti-13655	164	5	space	space	NOUN
aiti-13655	164	6	inputs	input	VERB
aiti-13655	164	7	the	the	DET
aiti-13655	164	8	actor	actor	NOUN
aiti-13655	164	9	and	and	CCONJ
aiti-13655	164	10	critic	critic	ADJ
aiti-13655	164	11	neural	neural	ADJ
aiti-13655	164	12	networks	network	NOUN
aiti-13655	164	13	in	in	ADP
aiti-13655	164	14	the	the	DET
aiti-13655	164	15	ddpg	ddpg	ADJ
aiti-13655	164	16	agent	agent	NOUN
aiti-13655	164	17	.	.	PUNCT
aiti-13655	165	1	this	this	DET
aiti-13655	165	2	study	study	NOUN
aiti-13655	165	3	concentrates	concentrate	VERB
aiti-13655	165	4	on	on	ADP
aiti-13655	165	5	the	the	DET
aiti-13655	165	6	network	network	NOUN
aiti-13655	165	7	collision	collision	NOUN
aiti-13655	165	8	rate	rate	NOUN
aiti-13655	165	9	in	in	ADP
aiti-13655	165	10	the	the	DET
aiti-13655	165	11	last	last	ADJ
aiti-13655	165	12	four	four	NUM
aiti-13655	165	13	intervals	interval	NOUN
aiti-13655	165	14	,	,	PUNCT
aiti-13655	165	15	aiming	aim	VERB
aiti-13655	165	16	to	to	PART
aiti-13655	165	17	expedite	expedite	VERB
aiti-13655	165	18	training	training	NOUN
aiti-13655	165	19	convergence	convergence	NOUN
aiti-13655	165	20	by	by	ADP
aiti-13655	165	21	ignoring	ignore	VERB
aiti-13655	165	22	the	the	DET
aiti-13655	165	23	fractional	fractional	ADJ
aiti-13655	165	24	collision	collision	NOUN
aiti-13655	165	25	rate	rate	NOUN
aiti-13655	165	26	.	.	PUNCT
aiti-13655	166	1	{	{	PUNCT
aiti-13655	166	2	}	}	SYM
aiti-13655	166	3	1	1	NUM
aiti-13655	166	4	2	2	NUM
aiti-13655	166	5	3	3	NUM
aiti-13655	166	6	4	4	NUM
aiti-13655	166	7	,	,	PUNCT
aiti-13655	166	8	,	,	PUNCT
aiti-13655	166	9	,	,	PUNCT
aiti-13655	166	10	−	−	PROPN
aiti-13655	166	11	−	−	NOUN
aiti-13655	166	12	−	−	PROPN
aiti-13655	166	13	−=t	−=t	PROPN
aiti-13655	166	14	t	t	PROPN
aiti-13655	166	15	t	t	PROPN
aiti-13655	166	16	t	t	PROPN
aiti-13655	166	17	ts	ts	PROPN
aiti-13655	166	18	coll	coll	PROPN
aiti-13655	166	19	coll	coll	PROPN
aiti-13655	166	20	coll	coll	PROPN
aiti-13655	166	21	coll	coll	PROPN
aiti-13655	166	22	(	(	PUNCT
aiti-13655	166	23	5	5	NUM
aiti-13655	166	24	)	)	PUNCT
aiti-13655	166	25	=	=	SYM
aiti-13655	166	26	coll	coll	PROPN
aiti-13655	166	27	t	t	PROPN
aiti-13655	166	28	t	t	PROPN
aiti-13655	166	29	tcoll	tcoll	PROPN
aiti-13655	166	30	t	t	PROPN
aiti-13655	166	31	t	t	PROPN
aiti-13655	166	32	(	(	PUNCT
aiti-13655	166	33	6	6	NUM
aiti-13655	166	34	)	)	PUNCT
aiti-13655	166	35	=	=	PUNCT
aiti-13655	167	1	+	+	PROPN
aiti-13655	167	2	succ	succ	PROPN
aiti-13655	167	3	coll	coll	PROPN
aiti-13655	167	4	t	t	PROPN
aiti-13655	167	5	t	t	PROPN
aiti-13655	167	6	tt	tt	PROPN
aiti-13655	167	7	t	t	PROPN
aiti-13655	167	8	t	t	PROPN
aiti-13655	167	9	(	(	PUNCT
aiti-13655	167	10	7	7	NUM
aiti-13655	167	11	)	)	PUNCT
aiti-13655	167	12	eq	eq	NOUN
aiti-13655	167	13	.	.	PUNCT
aiti-13655	168	1	(	(	PUNCT
aiti-13655	168	2	5	5	NUM
aiti-13655	168	3	)	)	PUNCT
aiti-13655	168	4	represents	represent	VERB
aiti-13655	168	5	the	the	DET
aiti-13655	168	6	state	state	PROPN
aiti-13655	168	7	�	�	PROPN
aiti-13655	168	8	�	�	PROPN
aiti-13655	168	9	of	of	ADP
aiti-13655	168	10	the	the	DET
aiti-13655	168	11	node	node	NOUN
aiti-13655	168	12	at	at	ADP
aiti-13655	168	13	time	time	NOUN
aiti-13655	168	14	t	t	PROPN
aiti-13655	168	15	,	,	PUNCT
aiti-13655	168	16	where	where	SCONJ
aiti-13655	168	17	�	�	PROPN
aiti-13655	168	18	�	�	PROPN
aiti-13655	168	19	�	�	PROPN
aiti-13655	168	20	�	�	PROPN
aiti-13655	168	21	�	�	PROPN
aiti-13655	168	22	indicates	indicate	VERB
aiti-13655	168	23	the	the	DET
aiti-13655	168	24	collision	collision	NOUN
aiti-13655	168	25	rate	rate	NOUN
aiti-13655	168	26	of	of	ADP
aiti-13655	168	27	the	the	DET
aiti-13655	168	28	node	node	NOUN
aiti-13655	168	29	at	at	ADP
aiti-13655	168	30	time	time	NOUN
aiti-13655	168	31	t.	t.	PROPN
aiti-13655	168	32	the	the	DET
aiti-13655	168	33	calculation	calculation	NOUN
aiti-13655	168	34	of	of	ADP
aiti-13655	168	35	�	�	PROPN
aiti-13655	168	36	�	�	PROPN
aiti-13655	168	37	�	�	PROPN
aiti-13655	168	38	�	�	PROPN
aiti-13655	168	39	�	�	PROPN
aiti-13655	168	40	is	be	AUX
aiti-13655	168	41	given	give	VERB
aiti-13655	168	42	by	by	ADP
aiti-13655	168	43	eq	eq	PROPN
aiti-13655	168	44	.	.	PUNCT
aiti-13655	169	1	(	(	PUNCT
aiti-13655	169	2	6	6	NUM
aiti-13655	169	3	)	)	PUNCT
aiti-13655	169	4	,	,	PUNCT
aiti-13655	169	5	where	where	SCONJ
aiti-13655	169	6	�	�	PROPN
aiti-13655	169	7	�	�	PROPN
aiti-13655	169	8	�	�	PROPN
aiti-13655	169	9	�	�	PROPN
aiti-13655	169	10	symbolizes	symbolize	VERB
aiti-13655	169	11	the	the	DET
aiti-13655	169	12	number	number	NOUN
aiti-13655	169	13	of	of	ADP
aiti-13655	169	14	collisions	collision	NOUN
aiti-13655	169	15	from	from	ADP
aiti-13655	169	16	t−1	t−1	PROPN
aiti-13655	169	17	to	to	ADP
aiti-13655	169	18	t	t	PROPN
aiti-13655	169	19	,	,	PUNCT
aiti-13655	169	20	divided	divide	VERB
aiti-13655	169	21	by	by	ADP
aiti-13655	169	22	the	the	DET
aiti-13655	169	23	total	total	ADJ
aiti-13655	169	24	number	number	NOUN
aiti-13655	169	25	of	of	ADP
aiti-13655	169	26	transmissions	transmission	NOUN
aiti-13655	169	27	by	by	ADP
aiti-13655	169	28	the	the	DET
aiti-13655	169	29	node	node	NOUN
aiti-13655	169	30	from	from	ADP
aiti-13655	169	31	t−1	t−1	PROPN
aiti-13655	169	32	to	to	ADP
aiti-13655	169	33	t	t	PROPN
aiti-13655	169	34	,	,	PUNCT
aiti-13655	169	35	�	�	PROPN
aiti-13655	169	36	,	,	PUNCT
aiti-13655	169	37	as	as	SCONJ
aiti-13655	169	38	calculated	calculate	VERB
aiti-13655	169	39	in	in	ADP
aiti-13655	169	40	eq	eq	ADP
aiti-13655	169	41	.	.	PUNCT
aiti-13655	170	1	(	(	PUNCT
aiti-13655	170	2	7	7	NUM
aiti-13655	170	3	)	)	PUNCT
aiti-13655	170	4	.	.	PUNCT
aiti-13655	171	1	advances	advance	NOUN
aiti-13655	171	2	in	in	ADP
aiti-13655	171	3	technology	technology	NOUN
aiti-13655	171	4	innovation	innovation	NOUN
aiti-13655	171	5	,	,	PUNCT
aiti-13655	171	6	vol	vol	NOUN
aiti-13655	171	7	.	.	PROPN
aiti-13655	171	8	9	9	NUM
aiti-13655	171	9	,	,	PUNCT
aiti-13655	171	10	no	no	INTJ
aiti-13655	171	11	.	.	NOUN
aiti-13655	171	12	4	4	NUM
aiti-13655	171	13	,	,	PUNCT
aiti-13655	171	14	2024	2024	NUM
aiti-13655	171	15	,	,	PUNCT
aiti-13655	171	16	pp	pp	ADV
aiti-13655	171	17	.	.	PUNCT
aiti-13655	172	1	257	257	NUM
aiti-13655	172	2	-	-	SYM
aiti-13655	172	3	272	272	NUM
aiti-13655	172	4	263	263	NUM
aiti-13655	172	5	3.3	3.3	NUM
aiti-13655	172	6	.	.	PUNCT
aiti-13655	173	1	action	action	NOUN
aiti-13655	173	2	space	space	NOUN
aiti-13655	173	3	the	the	DET
aiti-13655	173	4	action	action	NOUN
aiti-13655	173	5	produced	produce	VERB
aiti-13655	173	6	by	by	ADP
aiti-13655	173	7	the	the	DET
aiti-13655	173	8	ddpg	ddpg	ADJ
aiti-13655	173	9	agent	agent	NOUN
aiti-13655	173	10	’s	’s	PART
aiti-13655	173	11	actor	actor	NOUN
aiti-13655	173	12	neural	neural	ADJ
aiti-13655	173	13	network	network	NOUN
aiti-13655	173	14	consists	consist	VERB
aiti-13655	173	15	of	of	ADP
aiti-13655	173	16	two	two	NUM
aiti-13655	173	17	real	real	ADJ
aiti-13655	173	18	numbers	number	NOUN
aiti-13655	173	19	,	,	PUNCT
aiti-13655	173	20	each	each	PRON
aiti-13655	173	21	ranging	range	VERB
aiti-13655	173	22	from	from	ADP
aiti-13655	173	23	0	0	NUM
aiti-13655	173	24	to	to	ADP
aiti-13655	173	25	1	1	NUM
aiti-13655	173	26	,	,	PUNCT
aiti-13655	173	27	as	as	SCONJ
aiti-13655	173	28	defined	define	VERB
aiti-13655	173	29	by	by	ADP
aiti-13655	173	30	:	:	PUNCT
aiti-13655	173	31	(	(	PUNCT
aiti-13655	173	32	)	)	PUNCT
aiti-13655	173	33	argθ=	argθ=	NUM
aiti-13655	173	34	tr	tr	VERB
aiti-13655	173	35	et	et	NOUN
aiti-13655	174	1	i	i	PRON
aiti-13655	174	2	i	i	PRON
aiti-13655	174	3	actoraction	actoraction	NOUN
aiti-13655	174	4	actor	actor	NOUN
aiti-13655	174	5	s	s	PROPN
aiti-13655	174	6	(	(	PUNCT
aiti-13655	174	7	8)	8)	NUM
aiti-13655	174	8	based	base	VERB
aiti-13655	174	9	on	on	ADP
aiti-13655	174	10	state	state	PROPN
aiti-13655	174	11	�	�	PROPN
aiti-13655	174	12	,	,	PUNCT
aiti-13655	174	13	the	the	DET
aiti-13655	174	14	actor	actor	NOUN
aiti-13655	174	15	determines	determine	VERB
aiti-13655	174	16	the	the	DET
aiti-13655	174	17	target	target	NOUN
aiti-13655	174	18	network	network	NOUN
aiti-13655	174	19	parameters	parameter	NOUN
aiti-13655	174	20	�	�	PROPN
aiti-13655	174	21	�	�	PROPN
aiti-13655	174	22	�	�	PROPN
aiti-13655	174	23	�	�	PROPN
aiti-13655	174	24	�	�	PROPN
aiti-13655	174	25	�	�	PROPN
aiti-13655	174	26	�	�	PROPN
aiti-13655	174	27	�	�	PROPN
aiti-13655	174	28	�	�	PROPN
aiti-13655	174	29	�	�	PROPN
aiti-13655	174	30	and	and	CCONJ
aiti-13655	174	31	generates	generate	VERB
aiti-13655	174	32	a	a	DET
aiti-13655	174	33	continuous	continuous	ADJ
aiti-13655	174	34	action	action	NOUN
aiti-13655	174	35	�	�	PROPN
aiti-13655	174	36	�	�	PROPN
aiti-13655	174	37	�	�	PROPN
aiti-13655	174	38	�	�	PROPN
aiti-13655	174	39	�	�	PROPN
aiti-13655	174	40	�	�	PROPN
aiti-13655	174	41	.	.	PUNCT
aiti-13655	175	1	with	with	ADP
aiti-13655	175	2	the	the	DET
aiti-13655	175	3	deployment	deployment	NOUN
aiti-13655	175	4	of	of	ADP
aiti-13655	175	5	eqs	eqs	PROPN
aiti-13655	175	6	.	.	PUNCT
aiti-13655	176	1	(	(	PUNCT
aiti-13655	176	2	1)-(8	1)-(8	NUM
aiti-13655	176	3	)	)	PUNCT
aiti-13655	176	4	,	,	PUNCT
aiti-13655	176	5	the	the	DET
aiti-13655	176	6	ap	ap	PROPN
aiti-13655	176	7	can	can	AUX
aiti-13655	176	8	derive	derive	VERB
aiti-13655	176	9	appropriate	appropriate	ADJ
aiti-13655	176	10	cw	cw	NOUN
aiti-13655	176	11	values	value	NOUN
aiti-13655	176	12	for	for	ADP
aiti-13655	176	13	both	both	CCONJ
aiti-13655	176	14	high	high	ADJ
aiti-13655	176	15	-	-	PUNCT
aiti-13655	176	16	priority	priority	NOUN
aiti-13655	176	17	and	and	CCONJ
aiti-13655	176	18	low	low	ADJ
aiti-13655	176	19	-	-	PUNCT
aiti-13655	176	20	priority	priority	NOUN
aiti-13655	176	21	client	client	NOUN
aiti-13655	176	22	nodes	node	NOUN
aiti-13655	176	23	.	.	PUNCT
aiti-13655	177	1	however	however	ADV
aiti-13655	177	2	,	,	PUNCT
aiti-13655	177	3	these	these	DET
aiti-13655	177	4	cw	cw	NOUN
aiti-13655	177	5	values	value	NOUN
aiti-13655	177	6	must	must	AUX
aiti-13655	177	7	be	be	AUX
aiti-13655	177	8	constrained	constrain	VERB
aiti-13655	177	9	within	within	ADP
aiti-13655	177	10	a	a	DET
aiti-13655	177	11	range	range	NOUN
aiti-13655	177	12	of	of	ADP
aiti-13655	177	13	16	16	NUM
aiti-13655	177	14	to	to	ADP
aiti-13655	177	15	1024	1024	NUM
aiti-13655	177	16	,	,	PUNCT
aiti-13655	177	17	as	as	SCONJ
aiti-13655	177	18	specified	specify	VERB
aiti-13655	177	19	by	by	ADP
aiti-13655	177	20	the	the	DET
aiti-13655	177	21	802.11a	802.11a	PROPN
aiti-13655	177	22	network	network	NOUN
aiti-13655	177	23	standard	standard	NOUN
aiti-13655	177	24	.	.	PUNCT
aiti-13655	178	1	therefore	therefore	ADV
aiti-13655	178	2	,	,	PUNCT
aiti-13655	178	3	the	the	DET
aiti-13655	178	4	following	follow	VERB
aiti-13655	178	5	two	two	NUM
aiti-13655	178	6	formulas	formula	NOUN
aiti-13655	178	7	are	be	AUX
aiti-13655	178	8	further	far	ADV
aiti-13655	178	9	applied	apply	VERB
aiti-13655	178	10	.	.	PUNCT
aiti-13655	179	1	(	(	PUNCT
aiti-13655	179	2	)	)	PUNCT
aiti-13655	179	3	,	,	PUNCT
aiti-13655	179	4	,	,	PUNCT
aiti-13655	179	5	16,1024σ	16,1024σ	PROPN
aiti-13655	179	6	=	=	PROPN
aiti-13655	179	7			PROPN
aiti-13655	179	8	i	i	PROPN
aiti-13655	179	9	icw	icw	PROPN
aiti-13655	179	10	clip	clip	VERB
aiti-13655	179	11	normal	normal	ADJ
aiti-13655	179	12	action	action	NOUN
aiti-13655	179	13	(	(	PUNCT
aiti-13655	179	14	9	9	NUM
aiti-13655	179	15	)	)	PUNCT
aiti-13655	179	16	(	(	PUNCT
aiti-13655	179	17	)	)	PUNCT
aiti-13655	179	18	min	min	NOUN
aiti-13655	179	19	,	,	PUNCT
aiti-13655	179	20	if	if	SCONJ
aiti-13655	179	21	min	min	PROPN
aiti-13655	179	22	,	,	PUNCT
aiti-13655	179	23	min	min	PROPN
aiti-13655	179	24	,	,	PUNCT
aiti-13655	179	25	max	max	PROPN
aiti-13655	179	26	,	,	PUNCT
aiti-13655	179	27	if	if	SCONJ
aiti-13655	179	28	max	max	PROPN
aiti-13655	179	29	min	min	PROPN
aiti-13655	179	30	max	max	PROPN
aiti-13655	179	31	,	,	PUNCT
aiti-13655	179	32	f	f	PROPN
aiti-13655	179	33	max	max	PROPN
aiti-13655	179	34	<	<	X
aiti-13655	179	35			NOUN
aiti-13655	179	36			NUM
aiti-13655	179	37	=	=	SYM
aiti-13655	179	38	≥	≥	NOUN
aiti-13655	179	39	≥	≥	NOUN
aiti-13655	179	40			X
aiti-13655	179	41	<	<	X
aiti-13655	179	42			PROPN
aiti-13655	179	43	x	x	SYM
aiti-13655	179	44	clip	clip	NOUN
aiti-13655	179	45	x	x	PUNCT
aiti-13655	179	46	x	x	PUNCT
aiti-13655	179	47	x	x	PUNCT
aiti-13655	179	48	i	i	PRON
aiti-13655	179	49	x	x	X
aiti-13655	179	50	(	(	PUNCT
aiti-13655	179	51	10	10	NUM
aiti-13655	179	52	)	)	PUNCT
aiti-13655	179	53	in	in	ADP
aiti-13655	179	54	eq	eq	ADP
aiti-13655	179	55	.	.	PUNCT
aiti-13655	180	1	(	(	PUNCT
aiti-13655	180	2	9	9	NUM
aiti-13655	180	3	)	)	PUNCT
aiti-13655	180	4	,	,	PUNCT
aiti-13655	180	5	a	a	DET
aiti-13655	180	6	gaussian	gaussian	ADJ
aiti-13655	180	7	random	random	ADJ
aiti-13655	180	8	distribution	distribution	NOUN
aiti-13655	180	9	is	be	AUX
aiti-13655	180	10	applied	apply	VERB
aiti-13655	180	11	to	to	PART
aiti-13655	180	12	slightly	slightly	ADV
aiti-13655	180	13	perturb	perturb	VERB
aiti-13655	180	14	�	�	PROPN
aiti-13655	180	15	�	�	PROPN
aiti-13655	180	16	�	�	PROPN
aiti-13655	180	17	�	�	PROPN
aiti-13655	180	18	�	�	PROPN
aiti-13655	180	19	�	�	PROPN
aiti-13655	180	20	,	,	PUNCT
aiti-13655	180	21	mitigating	mitigate	VERB
aiti-13655	180	22	the	the	DET
aiti-13655	180	23	effects	effect	NOUN
aiti-13655	180	24	of	of	ADP
aiti-13655	180	25	network	network	NOUN
aiti-13655	180	26	temporality	temporality	NOUN
aiti-13655	180	27	.	.	PUNCT
aiti-13655	181	1	the	the	DET
aiti-13655	181	2	parameter	parameter	PROPN
aiti-13655	181	3	σ	σ	PROPN
aiti-13655	181	4	is	be	AUX
aiti-13655	181	5	a	a	DET
aiti-13655	181	6	user	user	NOUN
aiti-13655	181	7	-	-	PUNCT
aiti-13655	181	8	defined	define	VERB
aiti-13655	181	9	hyperparameter	hyperparameter	NOUN
aiti-13655	181	10	.	.	PUNCT
aiti-13655	182	1	eq	eq	ADJ
aiti-13655	182	2	.	.	PUNCT
aiti-13655	183	1	(	(	PUNCT
aiti-13655	183	2	10	10	NUM
aiti-13655	183	3	)	)	PUNCT
aiti-13655	183	4	constrains	constrain	VERB
aiti-13655	183	5	the	the	DET
aiti-13655	183	6	cw	cw	NOUN
aiti-13655	183	7	to	to	PART
aiti-13655	183	8	be	be	AUX
aiti-13655	183	9	between	between	ADP
aiti-13655	183	10	16	16	NUM
aiti-13655	183	11	and	and	CCONJ
aiti-13655	183	12	1024	1024	NUM
aiti-13655	183	13	.	.	PUNCT
aiti-13655	184	1	3.4	3.4	NUM
aiti-13655	184	2	.	.	PUNCT
aiti-13655	184	3	reward	reward	NOUN
aiti-13655	184	4	function	function	VERB
aiti-13655	184	5	the	the	DET
aiti-13655	184	6	reward	reward	NOUN
aiti-13655	184	7	value	value	NOUN
aiti-13655	184	8	,	,	PUNCT
aiti-13655	184	9	a	a	DET
aiti-13655	184	10	crucial	crucial	ADJ
aiti-13655	184	11	metric	metric	NOUN
aiti-13655	184	12	for	for	ADP
aiti-13655	184	13	optimizing	optimize	VERB
aiti-13655	184	14	the	the	DET
aiti-13655	184	15	actor	actor	NOUN
aiti-13655	184	16	neural	neural	ADJ
aiti-13655	184	17	network	network	NOUN
aiti-13655	184	18	of	of	ADP
aiti-13655	184	19	the	the	DET
aiti-13655	184	20	agent	agent	NOUN
aiti-13655	184	21	,	,	PUNCT
aiti-13655	184	22	is	be	AUX
aiti-13655	184	23	computed	compute	VERB
aiti-13655	184	24	in	in	ADP
aiti-13655	184	25	eq	eq	ADP
aiti-13655	184	26	.	.	PUNCT
aiti-13655	185	1	(	(	PUNCT
aiti-13655	185	2	10	10	NUM
aiti-13655	185	3	)	)	PUNCT
aiti-13655	185	4	based	base	VERB
aiti-13655	185	5	on	on	ADP
aiti-13655	185	6	the	the	DET
aiti-13655	185	7	actions	action	NOUN
aiti-13655	185	8	executed	execute	VERB
aiti-13655	185	9	in	in	ADP
aiti-13655	185	10	the	the	DET
aiti-13655	185	11	current	current	ADJ
aiti-13655	185	12	state	state	NOUN
aiti-13655	185	13	.	.	PUNCT
aiti-13655	186	1	to	to	PART
aiti-13655	186	2	ensure	ensure	VERB
aiti-13655	186	3	that	that	SCONJ
aiti-13655	186	4	high	high	ADJ
aiti-13655	186	5	-	-	PUNCT
aiti-13655	186	6	priority	priority	NOUN
aiti-13655	186	7	clients	client	NOUN
aiti-13655	186	8	receive	receive	VERB
aiti-13655	186	9	superior	superior	ADJ
aiti-13655	186	10	treatment	treatment	NOUN
aiti-13655	186	11	,	,	PUNCT
aiti-13655	186	12	the	the	DET
aiti-13655	186	13	ap	ap	PROPN
aiti-13655	186	14	monitors	monitor	VERB
aiti-13655	186	15	the	the	DET
aiti-13655	186	16	throughput	throughput	NOUN
aiti-13655	186	17	of	of	ADP
aiti-13655	186	18	both	both	CCONJ
aiti-13655	186	19	high	high	ADJ
aiti-13655	186	20	-	-	PUNCT
aiti-13655	186	21	priority	priority	NOUN
aiti-13655	186	22	and	and	CCONJ
aiti-13655	186	23	low	low	ADJ
aiti-13655	186	24	-	-	PUNCT
aiti-13655	186	25	priority	priority	NOUN
aiti-13655	186	26	clients	client	NOUN
aiti-13655	186	27	.	.	PUNCT
aiti-13655	187	1	the	the	DET
aiti-13655	187	2	reward	reward	NOUN
aiti-13655	187	3	function	function	NOUN
aiti-13655	187	4	is	be	AUX
aiti-13655	187	5	designed	design	VERB
aiti-13655	187	6	to	to	PART
aiti-13655	187	7	provide	provide	VERB
aiti-13655	187	8	higher	high	ADJ
aiti-13655	187	9	rewards	reward	NOUN
aiti-13655	187	10	when	when	SCONJ
aiti-13655	187	11	the	the	DET
aiti-13655	187	12	throughput	throughput	NOUN
aiti-13655	187	13	difference	difference	NOUN
aiti-13655	187	14	between	between	ADP
aiti-13655	187	15	the	the	DET
aiti-13655	187	16	two	two	NUM
aiti-13655	187	17	client	client	NOUN
aiti-13655	187	18	categories	category	NOUN
aiti-13655	187	19	approaches	approach	VERB
aiti-13655	187	20	the	the	DET
aiti-13655	187	21	desired	desire	VERB
aiti-13655	187	22	gap	gap	NOUN
aiti-13655	187	23	.	.	PUNCT
aiti-13655	188	1	(	(	PUNCT
aiti-13655	188	2	)	)	PUNCT
aiti-13655	188	3	1	1	NUM
aiti-13655	188	4	1	1	NUM
aiti-13655	188	5	=	=	NOUN
aiti-13655	188	6			NOUN
aiti-13655	188	7			NOUN
aiti-13655	188	8	=	=	SYM
aiti-13655	188	9	×	×	PROPN
aiti-13655	188	10	−	−	PROPN
aiti-13655	188	11			PROPN
aiti-13655	188	12			PROPN
aiti-13655	188	13			NOUN
aiti-13655	188	14			X
aiti-13655	188	15	n	n	PRON
aiti-13655	188	16	client	client	NOUN
aiti-13655	188	17	t	t	PROPN
aiti-13655	188	18	t	t	PROPN
aiti-13655	189	1	i	i	PRON
aiti-13655	189	2	thr	thr	INTJ
aiti-13655	190	1	i	i	PRON
aiti-13655	190	2	r	r	NOUN
aiti-13655	190	3	throughput	throughput	NOUN
aiti-13655	190	4	rate	rate	NOUN
aiti-13655	190	5	diff	diff	PROPN
aiti-13655	190	6	n	n	PROPN
aiti-13655	190	7	(	(	PUNCT
aiti-13655	190	8	11	11	NUM
aiti-13655	190	9	)	)	SYM
aiti-13655	190	10	1	1	NUM
aiti-13655	190	11	1	1	NUM
aiti-13655	190	12	,	,	PUNCT
aiti-13655	190	13	β	β	X
aiti-13655	190	14	α	α	NOUN
aiti-13655	190	15	=	=	PUNCT
aiti-13655	191	1	=	=	PUNCT
aiti-13655	191	2	=	=	PUNCT
aiti-13655	192	1	−	−	NOUN
aiti-13655	192	2	≠	≠	NOUN
aiti-13655	192	3	n	n	CCONJ
aiti-13655	192	4	n	n	NOUN
aiti-13655	192	5	jclient	jclient	ADJ
aiti-13655	193	1	i	i	PRON
aiti-13655	193	2	i	i	PRON
aiti-13655	194	1	i	i	PRON
aiti-13655	195	1	j	j	PROPN
aiti-13655	196	1	t	t	PROPN
aiti-13655	196	2	j	j	PROPN
aiti-13655	196	3	tthr	tthr	PROPN
aiti-13655	197	1	i	i	PRON
aiti-13655	197	2	j	j	PROPN
aiti-13655	197	3	diff	diff	NOUN
aiti-13655	198	1	thr	thr	INTJ
aiti-13655	198	2	thr	thr	INTJ
aiti-13655	199	1	i	i	PRON
aiti-13655	199	2	j	j	PROPN
aiti-13655	199	3	(	(	PUNCT
aiti-13655	199	4	12	12	NUM
aiti-13655	199	5	)	)	PUNCT
aiti-13655	199	6	(	(	PUNCT
aiti-13655	199	7	)	)	PUNCT
aiti-13655	199	8	=	=	SYM
aiti-13655	199	9	−	−	PROPN
aiti-13655	199	10	client	client	NOUN
aiti-13655	199	11	t	t	PROPN
aiti-13655	199	12	t	t	PROPN
aiti-13655	199	13	thrreward	thrreward	ADV
aiti-13655	199	14	thr	thr	PROPN
aiti-13655	199	15	abs	ab	VERB
aiti-13655	199	16	diff	diff	NOUN
aiti-13655	199	17	(	(	PUNCT
aiti-13655	199	18	13	13	NUM
aiti-13655	199	19	)	)	PUNCT
aiti-13655	199	20	eq	eq	NOUN
aiti-13655	199	21	.	.	PUNCT
aiti-13655	200	1	(	(	PUNCT
aiti-13655	200	2	11	11	NUM
aiti-13655	200	3	)	)	PUNCT
aiti-13655	200	4	normalizes	normalize	VERB
aiti-13655	200	5	the	the	DET
aiti-13655	200	6	overall	overall	ADJ
aiti-13655	200	7	network	network	NOUN
aiti-13655	200	8	by	by	ADP
aiti-13655	200	9	using	use	VERB
aiti-13655	200	10	the	the	DET
aiti-13655	200	11	average	average	ADJ
aiti-13655	200	12	rate	rate	NOUN
aiti-13655	200	13	for	for	ADP
aiti-13655	200	14	two	two	NUM
aiti-13655	200	15	main	main	ADJ
aiti-13655	200	16	reasons	reason	NOUN
aiti-13655	200	17	.	.	PUNCT
aiti-13655	201	1	firstly	firstly	ADV
aiti-13655	201	2	,	,	PUNCT
aiti-13655	201	3	it	it	PRON
aiti-13655	201	4	ensures	ensure	VERB
aiti-13655	201	5	that	that	SCONJ
aiti-13655	201	6	the	the	DET
aiti-13655	201	7	reward	reward	NOUN
aiti-13655	201	8	values	value	NOUN
aiti-13655	201	9	are	be	AUX
aiti-13655	201	10	kept	keep	VERB
aiti-13655	201	11	between	between	ADP
aiti-13655	201	12	0	0	NUM
aiti-13655	201	13	and	and	CCONJ
aiti-13655	201	14	1	1	NUM
aiti-13655	201	15	,	,	PUNCT
aiti-13655	201	16	which	which	PRON
aiti-13655	201	17	helps	help	VERB
aiti-13655	201	18	prevent	prevent	VERB
aiti-13655	201	19	gradient	gradient	ADJ
aiti-13655	201	20	explosion	explosion	NOUN
aiti-13655	201	21	during	during	ADP
aiti-13655	201	22	the	the	DET
aiti-13655	201	23	training	training	NOUN
aiti-13655	201	24	process	process	NOUN
aiti-13655	201	25	.	.	PUNCT
aiti-13655	202	1	secondly	secondly	ADV
aiti-13655	202	2	,	,	PUNCT
aiti-13655	202	3	controlling	control	VERB
aiti-13655	202	4	the	the	DET
aiti-13655	202	5	range	range	NOUN
aiti-13655	202	6	of	of	ADP
aiti-13655	202	7	reward	reward	NOUN
aiti-13655	202	8	values	value	NOUN
aiti-13655	202	9	intensifies	intensify	VERB
aiti-13655	202	10	the	the	DET
aiti-13655	202	11	difference	difference	NOUN
aiti-13655	202	12	in	in	ADP
aiti-13655	202	13	reward	reward	NOUN
aiti-13655	202	14	values	value	NOUN
aiti-13655	202	15	between	between	ADP
aiti-13655	202	16	various	various	ADJ
aiti-13655	202	17	throughputs	throughput	NOUN
aiti-13655	202	18	while	while	SCONJ
aiti-13655	202	19	still	still	ADV
aiti-13655	202	20	managing	manage	VERB
aiti-13655	202	21	the	the	DET
aiti-13655	202	22	range	range	NOUN
aiti-13655	202	23	of	of	ADP
aiti-13655	202	24	these	these	DET
aiti-13655	202	25	rewards	reward	NOUN
aiti-13655	202	26	.	.	PUNCT
aiti-13655	203	1	as	as	ADP
aiti-13655	203	2	a	a	DET
aiti-13655	203	3	result	result	NOUN
aiti-13655	203	4	,	,	PUNCT
aiti-13655	203	5	the	the	DET
aiti-13655	203	6	generalization	generalization	NOUN
aiti-13655	203	7	ability	ability	NOUN
aiti-13655	203	8	of	of	ADP
aiti-13655	203	9	the	the	DET
aiti-13655	203	10	agent	agent	NOUN
aiti-13655	203	11	is	be	AUX
aiti-13655	203	12	increased	increase	VERB
aiti-13655	203	13	.	.	PUNCT
aiti-13655	204	1	the	the	DET
aiti-13655	204	2	parameter	parameter	PROPN
aiti-13655	204	3	�	�	PROPN
aiti-13655	204	4	�	�	PROPN
aiti-13655	204	5	�	�	PROPN
aiti-13655	204	6	�	�	PROPN
aiti-13655	204	7	�	�	PROPN
aiti-13655	204	8	�	�	PROPN
aiti-13655	204	9	�	�	PROPN
aiti-13655	204	10	�	�	PROPN
aiti-13655	204	11	�	�	PROPN
aiti-13655	204	12	�	�	PROPN
aiti-13655	204	13	�	�	PROPN
aiti-13655	204	14	�	�	PROPN
aiti-13655	204	15	calculates	calculate	VERB
aiti-13655	204	16	the	the	DET
aiti-13655	204	17	throughput	throughput	NOUN
aiti-13655	204	18	difference	difference	NOUN
aiti-13655	204	19	ℎ	ℎ	PROPN
aiti-13655	204	20	�	�	PROPN
aiti-13655	204	21	�	�	PROPN
aiti-13655	204	22	−	−	PUNCT
aiti-13655	204	23	ℎ	ℎ	PROPN
aiti-13655	204	24	�	�	PROPN
aiti-13655	204	25	�	�	PROPN
aiti-13655	204	26	between	between	ADP
aiti-13655	204	27	different	different	ADJ
aiti-13655	204	28	-	-	PUNCT
aiti-13655	204	29	level	level	NOUN
aiti-13655	204	30	clients	client	NOUN
aiti-13655	204	31	using	use	VERB
aiti-13655	204	32	eq	eq	ADP
aiti-13655	204	33	.	.	PUNCT
aiti-13655	205	1	(	(	PUNCT
aiti-13655	205	2	12	12	NUM
aiti-13655	205	3	)	)	PUNCT
aiti-13655	205	4	.	.	PUNCT
aiti-13655	206	1	the	the	DET
aiti-13655	206	2	goal	goal	NOUN
aiti-13655	206	3	is	be	AUX
aiti-13655	206	4	for	for	SCONJ
aiti-13655	206	5	the	the	DET
aiti-13655	206	6	ddpg	ddpg	ADJ
aiti-13655	206	7	agent	agent	NOUN
aiti-13655	206	8	to	to	PART
aiti-13655	206	9	learn	learn	VERB
aiti-13655	206	10	and	and	CCONJ
aiti-13655	206	11	minimize	minimize	VERB
aiti-13655	206	12	the	the	DET
aiti-13655	206	13	throughput	throughput	NOUN
aiti-13655	206	14	differences	difference	NOUN
aiti-13655	206	15	between	between	ADP
aiti-13655	206	16	clients	client	NOUN
aiti-13655	206	17	of	of	ADP
aiti-13655	206	18	different	different	ADJ
aiti-13655	206	19	priorities	priority	NOUN
aiti-13655	206	20	,	,	PUNCT
aiti-13655	206	21	aiming	aim	VERB
aiti-13655	206	22	for	for	ADP
aiti-13655	206	23	a	a	DET
aiti-13655	206	24	fixed	fix	VERB
aiti-13655	206	25	multiple	multiple	NOUN
aiti-13655	206	26	!	!	PUNCT
aiti-13655	207	1	expected	expect	VERB
aiti-13655	207	2	by	by	ADP
aiti-13655	207	3	the	the	DET
aiti-13655	207	4	system	system	NOUN
aiti-13655	207	5	.	.	PUNCT
aiti-13655	208	1	however	however	ADV
aiti-13655	208	2	,	,	PUNCT
aiti-13655	208	3	eq	eq	ADJ
aiti-13655	208	4	.	.	PUNCT
aiti-13655	209	1	(	(	PUNCT
aiti-13655	209	2	11	11	NUM
aiti-13655	209	3	)	)	PUNCT
aiti-13655	209	4	tends	tend	VERB
aiti-13655	209	5	to	to	PART
aiti-13655	209	6	trap	trap	VERB
aiti-13655	209	7	the	the	DET
aiti-13655	209	8	agent	agent	NOUN
aiti-13655	209	9	in	in	ADP
aiti-13655	209	10	local	local	ADJ
aiti-13655	209	11	optimal	optimal	ADJ
aiti-13655	209	12	solutions	solution	NOUN
aiti-13655	209	13	when	when	SCONJ
aiti-13655	209	14	facing	face	VERB
aiti-13655	209	15	higher	high	ADJ
aiti-13655	209	16	transmission	transmission	NOUN
aiti-13655	209	17	rate	rate	NOUN
aiti-13655	209	18	standards	standard	NOUN
aiti-13655	209	19	.	.	PUNCT
aiti-13655	210	1	therefore	therefore	ADV
aiti-13655	210	2	,	,	PUNCT
aiti-13655	210	3	based	base	VERB
aiti-13655	210	4	on	on	ADP
aiti-13655	210	5	eq	eq	ADP
aiti-13655	210	6	.	.	PUNCT
aiti-13655	211	1	(	(	PUNCT
aiti-13655	211	2	11	11	NUM
aiti-13655	211	3	)	)	PUNCT
aiti-13655	211	4	,	,	PUNCT
aiti-13655	211	5	this	this	DET
aiti-13655	211	6	study	study	NOUN
aiti-13655	211	7	designs	design	VERB
aiti-13655	211	8	a	a	DET
aiti-13655	211	9	new	new	ADJ
aiti-13655	211	10	reward	reward	NOUN
aiti-13655	211	11	function	function	NOUN
aiti-13655	211	12	,	,	PUNCT
aiti-13655	211	13	eq	eq	NOUN
aiti-13655	211	14	.	.	PUNCT
aiti-13655	212	1	(	(	PUNCT
aiti-13655	212	2	13	13	NUM
aiti-13655	212	3	)	)	PUNCT
aiti-13655	212	4	.	.	PUNCT
aiti-13655	213	1	by	by	ADP
aiti-13655	213	2	subtracting	subtract	VERB
aiti-13655	213	3	the	the	DET
aiti-13655	213	4	absolute	absolute	ADJ
aiti-13655	213	5	value	value	NOUN
aiti-13655	213	6	of	of	ADP
aiti-13655	213	7	the	the	DET
aiti-13655	213	8	throughput	throughput	NOUN
aiti-13655	213	9	from	from	ADP
aiti-13655	213	10	eq	eq	PROPN
aiti-13655	213	11	.	.	PUNCT
aiti-13655	214	1	(	(	PUNCT
aiti-13655	214	2	12	12	NUM
aiti-13655	214	3	)	)	PUNCT
aiti-13655	214	4	,	,	PUNCT
aiti-13655	214	5	this	this	DET
aiti-13655	214	6	research	research	NOUN
aiti-13655	214	7	method	method	NOUN
aiti-13655	214	8	enables	enable	VERB
aiti-13655	214	9	the	the	DET
aiti-13655	214	10	agent	agent	NOUN
aiti-13655	214	11	to	to	ADP
aiti-13655	214	12	output	output	NOUN
aiti-13655	214	13	cw	cw	NOUN
aiti-13655	214	14	values	value	NOUN
aiti-13655	214	15	based	base	VERB
aiti-13655	214	16	on	on	ADP
aiti-13655	214	17	throughput	throughput	NOUN
aiti-13655	214	18	,	,	PUNCT
aiti-13655	214	19	while	while	SCONJ
aiti-13655	214	20	keeping	keep	VERB
aiti-13655	214	21	the	the	DET
aiti-13655	214	22	throughput	throughput	NOUN
aiti-13655	214	23	gap	gap	NOUN
aiti-13655	214	24	between	between	ADP
aiti-13655	214	25	customers	customer	NOUN
aiti-13655	214	26	of	of	ADP
aiti-13655	214	27	different	different	ADJ
aiti-13655	214	28	priorities	priority	NOUN
aiti-13655	214	29	close	close	ADJ
aiti-13655	214	30	to	to	ADP
aiti-13655	214	31	the	the	DET
aiti-13655	214	32	system	system	NOUN
aiti-13655	214	33	’s	’s	PART
aiti-13655	214	34	expected	expect	VERB
aiti-13655	214	35	value	value	NOUN
aiti-13655	214	36	.	.	PUNCT
aiti-13655	215	1	264	264	NUM
aiti-13655	215	2	advances	advance	NOUN
aiti-13655	215	3	in	in	ADP
aiti-13655	215	4	technology	technology	NOUN
aiti-13655	215	5	innovation	innovation	NOUN
aiti-13655	215	6	,	,	PUNCT
aiti-13655	215	7	vol	vol	NOUN
aiti-13655	215	8	.	.	PROPN
aiti-13655	215	9	9	9	NUM
aiti-13655	215	10	,	,	PUNCT
aiti-13655	215	11	no	no	INTJ
aiti-13655	215	12	.	.	NOUN
aiti-13655	215	13	4	4	NUM
aiti-13655	215	14	,	,	PUNCT
aiti-13655	215	15	2024	2024	NUM
aiti-13655	215	16	,	,	PUNCT
aiti-13655	215	17	pp	pp	ADV
aiti-13655	215	18	.	.	PUNCT
aiti-13655	216	1	257	257	NUM
aiti-13655	216	2	-	-	SYM
aiti-13655	216	3	272	272	NUM
aiti-13655	216	4	3.5	3.5	NUM
aiti-13655	216	5	.	.	PUNCT
aiti-13655	217	1	algorithm	algorithm	NOUN
aiti-13655	217	2	table	table	NOUN
aiti-13655	217	3	1	1	NUM
aiti-13655	217	4	illustrates	illustrate	VERB
aiti-13655	217	5	the	the	DET
aiti-13655	217	6	meanings	meaning	NOUN
aiti-13655	217	7	of	of	ADP
aiti-13655	217	8	the	the	DET
aiti-13655	217	9	parameters	parameter	NOUN
aiti-13655	217	10	within	within	ADP
aiti-13655	217	11	the	the	DET
aiti-13655	217	12	algorithm	algorithm	NOUN
aiti-13655	217	13	.	.	PUNCT
aiti-13655	218	1	the	the	DET
aiti-13655	218	2	first	first	ADJ
aiti-13655	218	3	half	half	NOUN
aiti-13655	218	4	of	of	ADP
aiti-13655	218	5	the	the	DET
aiti-13655	218	6	algorithm	algorithm	NOUN
aiti-13655	218	7	corresponds	correspond	VERB
aiti-13655	218	8	to	to	ADP
aiti-13655	218	9	the	the	DET
aiti-13655	218	10	agent	agent	NOUN
aiti-13655	218	11	training	training	NOUN
aiti-13655	218	12	phase	phase	NOUN
aiti-13655	218	13	.	.	PUNCT
aiti-13655	219	1	during	during	ADP
aiti-13655	219	2	this	this	DET
aiti-13655	219	3	stage	stage	NOUN
aiti-13655	219	4	,	,	PUNCT
aiti-13655	219	5	the	the	DET
aiti-13655	219	6	agent	agent	NOUN
aiti-13655	219	7	renders	render	VERB
aiti-13655	219	8	a	a	DET
aiti-13655	219	9	fixed	fix	VERB
aiti-13655	219	10	probability	probability	NOUN
aiti-13655	219	11	of	of	ADP
aiti-13655	219	12	outputting	output	VERB
aiti-13655	219	13	random	random	ADJ
aiti-13655	219	14	actions	action	NOUN
aiti-13655	219	15	to	to	PART
aiti-13655	219	16	explore	explore	VERB
aiti-13655	219	17	previously	previously	ADV
aiti-13655	219	18	untried	untried	ADJ
aiti-13655	219	19	actions	action	NOUN
aiti-13655	219	20	.	.	PUNCT
aiti-13655	220	1	simultaneously	simultaneously	ADV
aiti-13655	220	2	,	,	PUNCT
aiti-13655	220	3	the	the	DET
aiti-13655	220	4	ap	ap	PROPN
aiti-13655	220	5	records	record	VERB
aiti-13655	220	6	the	the	DET
aiti-13655	220	7	overall	overall	ADJ
aiti-13655	220	8	network	network	NOUN
aiti-13655	220	9	collision	collision	NOUN
aiti-13655	220	10	rate	rate	NOUN
aiti-13655	220	11	for	for	ADP
aiti-13655	220	12	the	the	DET
aiti-13655	220	13	first	first	ADJ
aiti-13655	220	14	four	four	NUM
aiti-13655	220	15	collisions	collision	NOUN
aiti-13655	220	16	as	as	ADP
aiti-13655	220	17	input	input	NOUN
aiti-13655	220	18	to	to	ADP
aiti-13655	220	19	the	the	DET
aiti-13655	220	20	state	state	NOUN
aiti-13655	220	21	space	space	NOUN
aiti-13655	220	22	of	of	ADP
aiti-13655	220	23	the	the	DET
aiti-13655	220	24	agent	agent	NOUN
aiti-13655	220	25	.	.	PUNCT
aiti-13655	221	1	the	the	DET
aiti-13655	221	2	output	output	NOUN
aiti-13655	221	3	actions	action	NOUN
aiti-13655	221	4	,	,	PUNCT
aiti-13655	221	5	adjusted	adjust	VERB
aiti-13655	221	6	by	by	ADP
aiti-13655	221	7	the	the	DET
aiti-13655	221	8	ap	ap	PROPN
aiti-13655	221	9	,	,	PUNCT
aiti-13655	221	10	determine	determine	VERB
aiti-13655	221	11	the	the	DET
aiti-13655	221	12	cw	cw	NOUN
aiti-13655	221	13	values	value	NOUN
aiti-13655	221	14	for	for	ADP
aiti-13655	221	15	high	high	ADJ
aiti-13655	221	16	-	-	PUNCT
aiti-13655	221	17	priority	priority	NOUN
aiti-13655	221	18	and	and	CCONJ
aiti-13655	221	19	low	low	ADJ
aiti-13655	221	20	-	-	PUNCT
aiti-13655	221	21	priority	priority	NOUN
aiti-13655	221	22	customer	customer	NOUN
aiti-13655	221	23	nodes	node	NOUN
aiti-13655	221	24	.	.	PUNCT
aiti-13655	222	1	each	each	DET
aiti-13655	222	2	time	time	NOUN
aiti-13655	222	3	a	a	DET
aiti-13655	222	4	collision	collision	NOUN
aiti-13655	222	5	or	or	CCONJ
aiti-13655	222	6	successful	successful	ADJ
aiti-13655	222	7	transmission	transmission	NOUN
aiti-13655	222	8	occurs	occur	VERB
aiti-13655	222	9	,	,	PUNCT
aiti-13655	222	10	the	the	DET
aiti-13655	222	11	nodes	node	NOUN
aiti-13655	222	12	adjust	adjust	VERB
aiti-13655	222	13	their	their	PRON
aiti-13655	222	14	cw	cw	NOUN
aiti-13655	222	15	based	base	VERB
aiti-13655	222	16	on	on	ADP
aiti-13655	222	17	their	their	PRON
aiti-13655	222	18	priorities	priority	NOUN
aiti-13655	222	19	.	.	PUNCT
aiti-13655	223	1	subsequently	subsequently	ADV
aiti-13655	223	2	,	,	PUNCT
aiti-13655	223	3	at	at	ADP
aiti-13655	223	4	regular	regular	ADJ
aiti-13655	223	5	intervals	interval	NOUN
aiti-13655	223	6	,	,	PUNCT
aiti-13655	223	7	the	the	DET
aiti-13655	223	8	agent	agent	NOUN
aiti-13655	223	9	optimizes	optimize	VERB
aiti-13655	223	10	the	the	DET
aiti-13655	223	11	actor	actor	NOUN
aiti-13655	223	12	and	and	CCONJ
aiti-13655	223	13	critic	critic	NOUN
aiti-13655	223	14	networks	network	NOUN
aiti-13655	223	15	through	through	ADP
aiti-13655	223	16	observation	observation	NOUN
aiti-13655	223	17	of	of	ADP
aiti-13655	223	18	these	these	DET
aiti-13655	223	19	actions	action	NOUN
aiti-13655	223	20	.	.	PUNCT
aiti-13655	224	1	these	these	DET
aiti-13655	224	2	behaviors	behavior	NOUN
aiti-13655	224	3	continue	continue	VERB
aiti-13655	224	4	in	in	ADP
aiti-13655	224	5	a	a	DET
aiti-13655	224	6	loop	loop	NOUN
aiti-13655	224	7	until	until	ADP
aiti-13655	224	8	the	the	DET
aiti-13655	224	9	end	end	NOUN
aiti-13655	224	10	of	of	ADP
aiti-13655	224	11	the	the	DET
aiti-13655	224	12	training	training	NOUN
aiti-13655	224	13	period	period	NOUN
aiti-13655	224	14	.	.	PUNCT
aiti-13655	225	1	after	after	ADP
aiti-13655	225	2	the	the	DET
aiti-13655	225	3	training	training	NOUN
aiti-13655	225	4	phase	phase	NOUN
aiti-13655	225	5	,	,	PUNCT
aiti-13655	225	6	the	the	DET
aiti-13655	225	7	model	model	NOUN
aiti-13655	225	8	enters	enter	VERB
aiti-13655	225	9	the	the	DET
aiti-13655	225	10	testing	testing	NOUN
aiti-13655	225	11	stage	stage	NOUN
aiti-13655	225	12	,	,	PUNCT
aiti-13655	225	13	which	which	PRON
aiti-13655	225	14	is	be	AUX
aiti-13655	225	15	similar	similar	ADJ
aiti-13655	225	16	to	to	ADP
aiti-13655	225	17	the	the	DET
aiti-13655	225	18	training	training	NOUN
aiti-13655	225	19	phase	phase	NOUN
aiti-13655	225	20	,	,	PUNCT
aiti-13655	225	21	with	with	ADP
aiti-13655	225	22	the	the	DET
aiti-13655	225	23	difference	difference	NOUN
aiti-13655	225	24	that	that	PRON
aiti-13655	225	25	the	the	DET
aiti-13655	225	26	agent	agent	NOUN
aiti-13655	225	27	no	no	ADV
aiti-13655	225	28	longer	long	ADV
aiti-13655	225	29	explores	explore	NOUN
aiti-13655	225	30	.	.	PUNCT
aiti-13655	226	1	the	the	DET
aiti-13655	226	2	agent	agent	NOUN
aiti-13655	226	3	only	only	ADV
aiti-13655	226	4	outputs	output	VERB
aiti-13655	226	5	actions	action	NOUN
aiti-13655	226	6	that	that	PRON
aiti-13655	226	7	the	the	DET
aiti-13655	226	8	actor	actor	NOUN
aiti-13655	226	9	believes	believe	VERB
aiti-13655	226	10	will	will	AUX
aiti-13655	226	11	maximize	maximize	VERB
aiti-13655	226	12	the	the	DET
aiti-13655	226	13	q	q	NOUN
aiti-13655	226	14	-	-	PUNCT
aiti-13655	226	15	value	value	NOUN
aiti-13655	226	16	.	.	PUNCT
aiti-13655	227	1	algorithm	algorithm	NOUN
aiti-13655	227	2	1	1	NUM
aiti-13655	227	3	1	1	NUM
aiti-13655	227	4	:	:	PUNCT
aiti-13655	227	5	accesspoint	accesspoint	PROPN
aiti-13655	227	6	ap	ap	PROPN
aiti-13655	227	7	2	2	NUM
aiti-13655	227	8	:	:	PUNCT
aiti-13655	227	9	ap.agent	ap.agent	X
aiti-13655	227	10	=	=	PUNCT
aiti-13655	227	11	ap.createagent	ap.createagent	ADJ
aiti-13655	227	12	(	(	PUNCT
aiti-13655	227	13	)	)	PUNCT
aiti-13655	227	14	3	3	NUM
aiti-13655	227	15	:	:	PUNCT
aiti-13655	227	16	nodes	node	NOUN
aiti-13655	227	17	n	n	NOUN
aiti-13655	227	18	=	=	SYM
aiti-13655	227	19	{	{	PUNCT
aiti-13655	227	20	node1	node1	X
aiti-13655	227	21	,	,	PUNCT
aiti-13655	227	22	node2	node2	PROPN
aiti-13655	227	23	,	,	PUNCT
aiti-13655	227	24	...	...	PUNCT
aiti-13655	227	25	,	,	PUNCT
aiti-13655	227	26	nodei	nodei	NOUN
aiti-13655	227	27	}	}	PUNCT
aiti-13655	227	28	4	4	NUM
aiti-13655	227	29	:	:	PUNCT
aiti-13655	227	30	now	now	ADV
aiti-13655	227	31	=	=	SYM
aiti-13655	227	32	0	0	NUM
aiti-13655	227	33	5	5	NUM
aiti-13655	227	34	:	:	PUNCT
aiti-13655	227	35	proc	proc	NOUN
aiti-13655	227	36	training	training	NOUN
aiti-13655	227	37	(	(	PUNCT
aiti-13655	227	38	):	):	PUNCT
aiti-13655	227	39	//training	//traine	VERB
aiti-13655	227	40	phase	phase	NOUN
aiti-13655	227	41	6	6	NUM
aiti-13655	227	42	:	:	PUNCT
aiti-13655	227	43	while	while	SCONJ
aiti-13655	227	44	now	now	ADV
aiti-13655	227	45	<	<	X
aiti-13655	227	46	trainingtime	trainingtime	NOUN
aiti-13655	227	47	:	:	PUNCT
aiti-13655	227	48	7	7	NUM
aiti-13655	227	49	:	:	PUNCT
aiti-13655	227	50	state	state	NOUN
aiti-13655	227	51	=	=	SYM
aiti-13655	227	52	ap.agent.state	ap.agent.state	PROPN
aiti-13655	227	53	8	8	NUM
aiti-13655	227	54	:	:	PUNCT
aiti-13655	227	55	action	action	NOUN
aiti-13655	227	56	=	=	SYM
aiti-13655	227	57	ap.agent.act(state	ap.agent.act(state	X
aiti-13655	227	58	)	)	PUNCT
aiti-13655	227	59	9	9	NUM
aiti-13655	227	60	:	:	PUNCT
aiti-13655	227	61	ap.newcw1	ap.newcw1	NOUN
aiti-13655	227	62	,	,	PUNCT
aiti-13655	227	63	ap.newcw2	ap.newcw2	PRON
aiti-13655	227	64	=	=	PUNCT
aiti-13655	227	65	eq	eq	NOUN
aiti-13655	227	66	.	.	PUNCT
aiti-13655	228	1	(	(	PUNCT
aiti-13655	228	2	9	9	NUM
aiti-13655	228	3	)	)	PUNCT
aiti-13655	228	4	10	10	NUM
aiti-13655	228	5	:	:	PUNCT
aiti-13655	228	6	for	for	ADP
aiti-13655	228	7	node	node	NOUN
aiti-13655	228	8	in	in	ADP
aiti-13655	228	9	n	n	CCONJ
aiti-13655	228	10	:	:	PUNCT
aiti-13655	228	11	11	11	NUM
aiti-13655	228	12	:	:	PUNCT
aiti-13655	228	13	if	if	SCONJ
aiti-13655	228	14	node.priority	node.priority	PROPN
aiti-13655	228	15	=	=	SYM
aiti-13655	228	16	=	=	NOUN
aiti-13655	228	17	'	'	PUNCT
aiti-13655	228	18	high	high	ADJ
aiti-13655	228	19	'	'	PUNCT
aiti-13655	228	20	12	12	NUM
aiti-13655	228	21	:	:	PUNCT
aiti-13655	228	22	node.cw	node.cw	X
aiti-13655	228	23	=	=	PUNCT
aiti-13655	228	24	newcw1	newcw1	NOUN
aiti-13655	228	25	13	13	NUM
aiti-13655	228	26	:	:	PUNCT
aiti-13655	228	27	end	end	VERB
aiti-13655	228	28	if	if	SCONJ
aiti-13655	228	29	14	14	NUM
aiti-13655	228	30	:	:	PUNCT
aiti-13655	228	31	else	else	ADV
aiti-13655	228	32	node.priority	node.priority	PROPN
aiti-13655	228	33	=	=	SYM
aiti-13655	228	34	=	=	NOUN
aiti-13655	228	35	'	'	PUNCT
aiti-13655	228	36	low	low	ADJ
aiti-13655	228	37	'	'	PUNCT
aiti-13655	228	38	:	:	PUNCT
aiti-13655	228	39	15	15	NUM
aiti-13655	228	40	:	:	PUNCT
aiti-13655	228	41	node.cw	node.cw	X
aiti-13655	228	42	=	=	PUNCT
aiti-13655	228	43	newcw2	newcw2	NOUN
aiti-13655	228	44	16	16	NUM
aiti-13655	228	45	:	:	PUNCT
aiti-13655	228	46	end	end	VERB
aiti-13655	228	47	else	else	ADV
aiti-13655	228	48	if	if	SCONJ
aiti-13655	228	49	17	17	NUM
aiti-13655	228	50	:	:	PUNCT
aiti-13655	228	51	end	end	VERB
aiti-13655	228	52	for	for	ADP
aiti-13655	228	53	18	18	NUM
aiti-13655	228	54	:	:	PUNCT
aiti-13655	228	55	reward	reward	NOUN
aiti-13655	228	56	=	=	SYM
aiti-13655	228	57	eq	eq	NOUN
aiti-13655	228	58	.	.	PUNCT
aiti-13655	229	1	(	(	PUNCT
aiti-13655	229	2	11	11	NUM
aiti-13655	229	3	)	)	PUNCT
aiti-13655	229	4	or	or	CCONJ
aiti-13655	229	5	eq	eq	NOUN
aiti-13655	229	6	.	.	PUNCT
aiti-13655	230	1	(	(	PUNCT
aiti-13655	230	2	13	13	NUM
aiti-13655	230	3	)	)	PUNCT
aiti-13655	230	4	19	19	NUM
aiti-13655	230	5	:	:	PUNCT
aiti-13655	230	6	for	for	ADP
aiti-13655	230	7	{	{	PUNCT
aiti-13655	230	8	state	state	NOUN
aiti-13655	230	9	,	,	PUNCT
aiti-13655	230	10	reward	reward	NOUN
aiti-13655	230	11	,	,	PUNCT
aiti-13655	230	12	nextstate	nextstate	NOUN
aiti-13655	230	13	,	,	PUNCT
aiti-13655	230	14	nextaction	nextaction	NOUN
aiti-13655	230	15	}	}	PUNCT
aiti-13655	230	16	in	in	ADP
aiti-13655	230	17	ap.agent.relpybuffer	ap.agent.relpybuffer	PROPN
aiti-13655	230	18	:	:	PUNCT
aiti-13655	230	19	20	20	NUM
aiti-13655	230	20	:	:	PUNCT
aiti-13655	230	21	ap.agent.update	ap.agent.update	PROPN
aiti-13655	230	22	(	(	PUNCT
aiti-13655	230	23	state	state	NOUN
aiti-13655	230	24	,	,	PUNCT
aiti-13655	230	25	reward	reward	NOUN
aiti-13655	230	26	,	,	PUNCT
aiti-13655	230	27	nextstate	nextstate	NOUN
aiti-13655	230	28	,	,	PUNCT
aiti-13655	230	29	nextaction	nextaction	NOUN
aiti-13655	230	30	)	)	PUNCT
aiti-13655	230	31	21	21	NUM
aiti-13655	230	32	:	:	PUNCT
aiti-13655	230	33	end	end	VERB
aiti-13655	230	34	for	for	ADP
aiti-13655	230	35	22	22	NUM
aiti-13655	230	36	:	:	PUNCT
aiti-13655	230	37	end	end	NOUN
aiti-13655	230	38	while	while	SCONJ
aiti-13655	230	39	23	23	NUM
aiti-13655	230	40	:	:	PUNCT
aiti-13655	230	41	end	end	NOUN
aiti-13655	230	42	proc	proc	NOUN
aiti-13655	230	43	24	24	NUM
aiti-13655	230	44	:	:	PUNCT
aiti-13655	230	45	now	now	ADV
aiti-13655	230	46	=	=	SYM
aiti-13655	230	47	0	0	NUM
aiti-13655	230	48	25	25	NUM
aiti-13655	230	49	:	:	PUNCT
aiti-13655	230	50	proc	proc	NOUN
aiti-13655	230	51	testing	testing	NOUN
aiti-13655	230	52	(	(	PUNCT
aiti-13655	230	53	):	):	PUNCT
aiti-13655	230	54	//testing	//teste	VERB
aiti-13655	230	55	phase	phase	NOUN
aiti-13655	230	56	26	26	NUM
aiti-13655	230	57	:	:	PUNCT
aiti-13655	230	58	while	while	SCONJ
aiti-13655	230	59	now	now	ADV
aiti-13655	230	60	<	<	X
aiti-13655	230	61	testingtime	testingtime	NOUN
aiti-13655	230	62	:	:	PUNCT
aiti-13655	230	63	27	27	NUM
aiti-13655	230	64	:	:	PUNCT
aiti-13655	230	65	state	state	NOUN
aiti-13655	230	66	=	=	SYM
aiti-13655	230	67	ap.agent.state	ap.agent.state	PROPN
aiti-13655	230	68	28	28	NUM
aiti-13655	230	69	:	:	PUNCT
aiti-13655	230	70	action	action	NOUN
aiti-13655	230	71	=	=	SYM
aiti-13655	230	72	ap.agent.act(state	ap.agent.act(state	ADJ
aiti-13655	230	73	)	)	PUNCT
aiti-13655	230	74	29	29	NUM
aiti-13655	230	75	:	:	PUNCT
aiti-13655	230	76	ap.newcw1	ap.newcw1	NOUN
aiti-13655	230	77	,	,	PUNCT
aiti-13655	230	78	ap.newcw2	ap.newcw2	PRON
aiti-13655	230	79	=	=	PUNCT
aiti-13655	230	80	eq	eq	NOUN
aiti-13655	230	81	.	.	PUNCT
aiti-13655	231	1	(	(	PUNCT
aiti-13655	231	2	9	9	NUM
aiti-13655	231	3	)	)	PUNCT
aiti-13655	231	4	30	30	NUM
aiti-13655	231	5	:	:	PUNCT
aiti-13655	231	6	for	for	ADP
aiti-13655	231	7	node	node	NOUN
aiti-13655	231	8	in	in	ADP
aiti-13655	231	9	n	n	CCONJ
aiti-13655	231	10	:	:	PUNCT
aiti-13655	231	11	31	31	NUM
aiti-13655	231	12	:	:	PUNCT
aiti-13655	231	13	if	if	SCONJ
aiti-13655	231	14	node.priority	node.priority	PROPN
aiti-13655	231	15	=	=	SYM
aiti-13655	231	16	=	=	NOUN
aiti-13655	231	17	'	'	PUNCT
aiti-13655	231	18	high	high	ADJ
aiti-13655	231	19	'	'	PUNCT
aiti-13655	231	20	:	:	PUNCT
aiti-13655	232	1	32	32	NUM
aiti-13655	232	2	:	:	SYM
aiti-13655	232	3	node.cw	node.cw	X
aiti-13655	232	4	=	=	PUNCT
aiti-13655	232	5	newcw1	newcw1	NOUN
aiti-13655	232	6	33	33	NUM
aiti-13655	232	7	:	:	PUNCT
aiti-13655	232	8	end	end	VERB
aiti-13655	232	9	if	if	SCONJ
aiti-13655	232	10	34	34	NUM
aiti-13655	232	11	:	:	PUNCT
aiti-13655	232	12	else	else	ADV
aiti-13655	232	13	node.priority	node.priority	PROPN
aiti-13655	232	14	=	=	ADJ
aiti-13655	232	15	=	=	NOUN
aiti-13655	232	16	'	'	PUNCT
aiti-13655	232	17	low	low	ADJ
aiti-13655	232	18	'	'	PUNCT
aiti-13655	232	19	:	:	PUNCT
aiti-13655	232	20	35	35	NUM
aiti-13655	232	21	:	:	PUNCT
aiti-13655	232	22	node.cw	node.cw	X
aiti-13655	232	23	=	=	SYM
aiti-13655	232	24	newcw2	newcw2	NOUN
aiti-13655	232	25	36	36	NUM
aiti-13655	232	26	:	:	PUNCT
aiti-13655	232	27	end	end	NOUN
aiti-13655	232	28	else	else	ADV
aiti-13655	232	29	if	if	SCONJ
aiti-13655	232	30	37	37	NUM
aiti-13655	232	31	:	:	PUNCT
aiti-13655	232	32	end	end	VERB
aiti-13655	232	33	for	for	ADP
aiti-13655	232	34	38	38	NUM
aiti-13655	232	35	:	:	PUNCT
aiti-13655	232	36	reward	reward	NOUN
aiti-13655	232	37	=	=	SYM
aiti-13655	233	1	eq	eq	NOUN
aiti-13655	233	2	.	.	PUNCT
aiti-13655	234	1	(	(	PUNCT
aiti-13655	234	2	11	11	NUM
aiti-13655	234	3	)	)	PUNCT
aiti-13655	234	4	or	or	CCONJ
aiti-13655	234	5	eq	eq	NOUN
aiti-13655	234	6	.	.	PUNCT
aiti-13655	235	1	(	(	PUNCT
aiti-13655	235	2	13	13	NUM
aiti-13655	235	3	)	)	PUNCT
aiti-13655	235	4	39	39	NUM
aiti-13655	235	5	:	:	PUNCT
aiti-13655	235	6	end	end	VERB
aiti-13655	235	7	while	while	SCONJ
aiti-13655	235	8	40	40	NUM
aiti-13655	235	9	:	:	PUNCT
aiti-13655	235	10	end	end	NOUN
aiti-13655	235	11	proc	proc	NOUN
aiti-13655	235	12	advances	advance	NOUN
aiti-13655	235	13	in	in	ADP
aiti-13655	235	14	technology	technology	NOUN
aiti-13655	235	15	innovation	innovation	NOUN
aiti-13655	235	16	,	,	PUNCT
aiti-13655	235	17	vol	vol	NOUN
aiti-13655	235	18	.	.	PROPN
aiti-13655	236	1	9	9	NUM
aiti-13655	236	2	,	,	PUNCT
aiti-13655	236	3	no	no	INTJ
aiti-13655	236	4	.	.	NOUN
aiti-13655	236	5	4	4	NUM
aiti-13655	236	6	,	,	PUNCT
aiti-13655	236	7	2024	2024	NUM
aiti-13655	236	8	,	,	PUNCT
aiti-13655	236	9	pp	pp	ADV
aiti-13655	236	10	.	.	PUNCT
aiti-13655	237	1	257	257	NUM
aiti-13655	237	2	-	-	SYM
aiti-13655	237	3	272	272	NUM
aiti-13655	237	4	265	265	NUM
aiti-13655	237	5	table	table	NOUN
aiti-13655	237	6	1	1	NUM
aiti-13655	237	7	parameter	parameter	NOUN
aiti-13655	237	8	description	description	NOUN
aiti-13655	237	9	of	of	ADP
aiti-13655	237	10	algorithm	algorithm	NOUN
aiti-13655	237	11	1	1	NUM
aiti-13655	237	12	argument	argument	NOUN
aiti-13655	237	13	description	description	NOUN
aiti-13655	237	14	accesspoint	accesspoint	PROPN
aiti-13655	237	15	base	base	PROPN
aiti-13655	237	16	station	station	NOUN
aiti-13655	237	17	type	type	NOUN
aiti-13655	237	18	equipped	equip	VERB
aiti-13655	237	19	with	with	ADP
aiti-13655	237	20	a	a	DET
aiti-13655	237	21	reinforcement	reinforcement	NOUN
aiti-13655	237	22	learning	learn	VERB
aiti-13655	237	23	agent	agent	NOUN
aiti-13655	237	24	responsible	responsible	ADJ
aiti-13655	237	25	for	for	ADP
aiti-13655	237	26	receiving	receive	VERB
aiti-13655	237	27	messages	message	NOUN
aiti-13655	237	28	and	and	CCONJ
aiti-13655	237	29	broadcasting	broadcast	VERB
aiti-13655	237	30	new	new	ADJ
aiti-13655	237	31	contention	contention	NOUN
aiti-13655	237	32	window	window	NOUN
aiti-13655	237	33	values	value	NOUN
aiti-13655	237	34	.	.	PUNCT
aiti-13655	238	1	createagent	createagent	NOUN
aiti-13655	238	2	create	create	VERB
aiti-13655	238	3	ddpg	ddpg	ADJ
aiti-13655	238	4	agent	agent	NOUN
aiti-13655	238	5	actions	action	NOUN
aiti-13655	238	6	nodes	nod	VERB
aiti-13655	238	7	n	n	DET
aiti-13655	238	8	network	network	NOUN
aiti-13655	238	9	node	node	NOUN
aiti-13655	238	10	set	set	VERB
aiti-13655	238	11	node.priority	node.priority	NOUN
aiti-13655	238	12	node	node	ADJ
aiti-13655	238	13	customer	customer	NOUN
aiti-13655	238	14	grading	grade	VERB
aiti-13655	238	15	accesspoint.agent.state	accesspoint.agent.state	PROPN
aiti-13655	238	16	state	state	NOUN
aiti-13655	238	17	space	space	NOUN
aiti-13655	238	18	required	require	VERB
aiti-13655	238	19	for	for	ADP
aiti-13655	238	20	observation	observation	NOUN
aiti-13655	238	21	within	within	ADP
aiti-13655	238	22	the	the	DET
aiti-13655	238	23	base	base	NOUN
aiti-13655	238	24	station	station	NOUN
aiti-13655	238	25	.	.	PUNCT
aiti-13655	239	1	accesspoint.agent.act	accesspoint.agent.act	VERB
aiti-13655	239	2	the	the	DET
aiti-13655	239	3	agent	agent	NOUN
aiti-13655	239	4	in	in	ADP
aiti-13655	239	5	the	the	DET
aiti-13655	239	6	base	base	NOUN
aiti-13655	239	7	station	station	NOUN
aiti-13655	239	8	selects	select	VERB
aiti-13655	239	9	the	the	DET
aiti-13655	239	10	optimal	optimal	ADJ
aiti-13655	239	11	action	action	NOUN
aiti-13655	239	12	based	base	VERB
aiti-13655	239	13	on	on	ADP
aiti-13655	239	14	the	the	DET
aiti-13655	239	15	state	state	NOUN
aiti-13655	239	16	space	space	NOUN
aiti-13655	239	17	.	.	PUNCT
aiti-13655	240	1	accesspoint.agent.replymemory	accesspoint.agent.replymemory	ADJ
aiti-13655	240	2	replymemory	replymemory	NOUN
aiti-13655	240	3	is	be	AUX
aiti-13655	240	4	responsible	responsible	ADJ
aiti-13655	240	5	for	for	ADP
aiti-13655	240	6	collecting	collect	VERB
aiti-13655	240	7	the	the	DET
aiti-13655	240	8	state	state	NOUN
aiti-13655	240	9	,	,	PUNCT
aiti-13655	240	10	reward	reward	NOUN
aiti-13655	240	11	,	,	PUNCT
aiti-13655	240	12	nextstate	nextstate	NOUN
aiti-13655	240	13	,	,	PUNCT
aiti-13655	240	14	and	and	CCONJ
aiti-13655	240	15	nextaction	nextaction	NOUN
aiti-13655	240	16	of	of	ADP
aiti-13655	240	17	the	the	DET
aiti-13655	240	18	agent	agent	NOUN
aiti-13655	240	19	,	,	PUNCT
aiti-13655	240	20	facilitating	facilitate	VERB
aiti-13655	240	21	the	the	DET
aiti-13655	240	22	updating	updating	NOUN
aiti-13655	240	23	of	of	ADP
aiti-13655	240	24	actor	actor	NOUN
aiti-13655	240	25	and	and	CCONJ
aiti-13655	240	26	critic	critic	ADJ
aiti-13655	240	27	neural	neural	ADJ
aiti-13655	240	28	networks	network	NOUN
aiti-13655	240	29	.	.	PUNCT
aiti-13655	241	1	accesspoint.agent.update	accesspoint.agent.update	VERB
aiti-13655	241	2	the	the	DET
aiti-13655	241	3	intelligent	intelligent	ADJ
aiti-13655	241	4	entity	entity	NOUN
aiti-13655	241	5	at	at	ADP
aiti-13655	241	6	the	the	DET
aiti-13655	241	7	base	base	NOUN
aiti-13655	241	8	station	station	NOUN
aiti-13655	241	9	optimizes	optimize	VERB
aiti-13655	241	10	its	its	PRON
aiti-13655	241	11	functionality	functionality	NOUN
aiti-13655	241	12	.	.	PUNCT
aiti-13655	242	1	4	4	X
aiti-13655	242	2	.	.	X
aiti-13655	242	3	experimental	experimental	ADJ
aiti-13655	242	4	results	result	NOUN
aiti-13655	242	5	this	this	DET
aiti-13655	242	6	section	section	NOUN
aiti-13655	242	7	presents	present	VERB
aiti-13655	242	8	experimental	experimental	ADJ
aiti-13655	242	9	results	result	NOUN
aiti-13655	242	10	based	base	VERB
aiti-13655	242	11	on	on	ADP
aiti-13655	242	12	the	the	DET
aiti-13655	242	13	proposed	propose	VERB
aiti-13655	242	14	method	method	NOUN
aiti-13655	242	15	.	.	PUNCT
aiti-13655	243	1	in	in	ADP
aiti-13655	243	2	addition	addition	NOUN
aiti-13655	243	3	to	to	ADP
aiti-13655	243	4	the	the	DET
aiti-13655	243	5	comparison	comparison	NOUN
aiti-13655	243	6	of	of	ADP
aiti-13655	243	7	overall	overall	ADJ
aiti-13655	243	8	network	network	NOUN
aiti-13655	243	9	throughput	throughput	NOUN
aiti-13655	243	10	,	,	PUNCT
aiti-13655	243	11	proposed	propose	VERB
aiti-13655	243	12	collision	collision	NOUN
aiti-13655	243	13	rate	rate	NOUN
aiti-13655	243	14	,	,	PUNCT
aiti-13655	243	15	and	and	CCONJ
aiti-13655	243	16	traditional	traditional	ADJ
aiti-13655	243	17	method	method	NOUN
aiti-13655	243	18	,	,	PUNCT
aiti-13655	243	19	it	it	PRON
aiti-13655	243	20	also	also	ADV
aiti-13655	243	21	compares	compare	VERB
aiti-13655	243	22	the	the	DET
aiti-13655	243	23	throughput	throughput	NOUN
aiti-13655	243	24	of	of	ADP
aiti-13655	243	25	different	different	ADJ
aiti-13655	243	26	priority	priority	NOUN
aiti-13655	243	27	levels	level	NOUN
aiti-13655	243	28	,	,	PUNCT
aiti-13655	243	29	demonstrating	demonstrate	VERB
aiti-13655	243	30	that	that	SCONJ
aiti-13655	243	31	the	the	DET
aiti-13655	243	32	proposed	propose	VERB
aiti-13655	243	33	method	method	NOUN
aiti-13655	243	34	can	can	AUX
aiti-13655	243	35	render	render	VERB
aiti-13655	243	36	different	different	ADJ
aiti-13655	243	37	bandwidths	bandwidth	NOUN
aiti-13655	243	38	for	for	ADP
aiti-13655	243	39	different	different	ADJ
aiti-13655	243	40	services	service	NOUN
aiti-13655	243	41	.	.	PUNCT
aiti-13655	244	1	after	after	ADP
aiti-13655	244	2	comparing	compare	VERB
aiti-13655	244	3	the	the	DET
aiti-13655	244	4	network	network	NOUN
aiti-13655	244	5	performance	performance	NOUN
aiti-13655	244	6	of	of	ADP
aiti-13655	244	7	the	the	DET
aiti-13655	244	8	proposed	propose	VERB
aiti-13655	244	9	method	method	NOUN
aiti-13655	244	10	,	,	PUNCT
aiti-13655	244	11	the	the	DET
aiti-13655	244	12	paper	paper	NOUN
aiti-13655	244	13	also	also	ADV
aiti-13655	244	14	evaluates	evaluate	VERB
aiti-13655	244	15	the	the	DET
aiti-13655	244	16	performance	performance	NOUN
aiti-13655	244	17	of	of	ADP
aiti-13655	244	18	the	the	DET
aiti-13655	244	19	two	two	NUM
aiti-13655	244	20	reward	reward	NOUN
aiti-13655	244	21	functions	function	NOUN
aiti-13655	244	22	,	,	PUNCT
aiti-13655	244	23	explaining	explain	VERB
aiti-13655	244	24	which	which	DET
aiti-13655	244	25	network	network	NOUN
aiti-13655	244	26	scenarios	scenario	NOUN
aiti-13655	244	27	each	each	DET
aiti-13655	244	28	reward	reward	NOUN
aiti-13655	244	29	function	function	NOUN
aiti-13655	244	30	is	be	AUX
aiti-13655	244	31	best	well	ADV
aiti-13655	244	32	suited	suit	VERB
aiti-13655	244	33	for	for	ADP
aiti-13655	244	34	based	base	VERB
aiti-13655	244	35	on	on	ADP
aiti-13655	244	36	their	their	PRON
aiti-13655	244	37	performance	performance	NOUN
aiti-13655	244	38	.	.	PUNCT
aiti-13655	245	1	4.1	4.1	NUM
aiti-13655	245	2	.	.	PUNCT
aiti-13655	245	3	experimental	experimental	ADJ
aiti-13655	245	4	design	design	NOUN
aiti-13655	245	5	this	this	DET
aiti-13655	245	6	study	study	NOUN
aiti-13655	245	7	simulates	simulate	VERB
aiti-13655	245	8	the	the	DET
aiti-13655	245	9	802.11a	802.11a	PROPN
aiti-13655	245	10	standard	standard	ADJ
aiti-13655	245	11	network	network	NOUN
aiti-13655	245	12	using	use	VERB
aiti-13655	245	13	python	python	NOUN
aiti-13655	245	14	,	,	PUNCT
aiti-13655	245	15	and	and	CCONJ
aiti-13655	245	16	the	the	DET
aiti-13655	245	17	ddpg	ddpg	ADJ
aiti-13655	245	18	algorithm	algorithm	NOUN
aiti-13655	245	19	implemented	implement	VERB
aiti-13655	245	20	on	on	ADP
aiti-13655	245	21	the	the	DET
aiti-13655	245	22	ap	ap	PROPN
aiti-13655	245	23	is	be	AUX
aiti-13655	245	24	realized	realize	VERB
aiti-13655	245	25	through	through	ADP
aiti-13655	245	26	pfrl	pfrl	ADJ
aiti-13655	245	27	and	and	CCONJ
aiti-13655	245	28	pytorch	pytorch	NOUN
aiti-13655	245	29	.	.	PUNCT
aiti-13655	246	1	the	the	DET
aiti-13655	246	2	experimental	experimental	ADJ
aiti-13655	246	3	comparison	comparison	NOUN
aiti-13655	246	4	entails	entail	VERB
aiti-13655	246	5	evaluating	evaluate	VERB
aiti-13655	246	6	the	the	DET
aiti-13655	246	7	proposed	propose	VERB
aiti-13655	246	8	method	method	NOUN
aiti-13655	246	9	against	against	ADP
aiti-13655	246	10	the	the	DET
aiti-13655	246	11	traditional	traditional	ADJ
aiti-13655	246	12	beb	beb	PROPN
aiti-13655	246	13	algorithm	algorithm	PROPN
aiti-13655	246	14	apropos	apropos	PROPN
aiti-13655	246	15	overall	overall	ADJ
aiti-13655	246	16	network	network	NOUN
aiti-13655	246	17	throughput	throughput	NOUN
aiti-13655	246	18	,	,	PUNCT
aiti-13655	246	19	collision	collision	NOUN
aiti-13655	246	20	rate	rate	NOUN
aiti-13655	246	21	,	,	PUNCT
aiti-13655	246	22	and	and	CCONJ
aiti-13655	246	23	performance	performance	NOUN
aiti-13655	246	24	across	across	ADP
aiti-13655	246	25	different	different	ADJ
aiti-13655	246	26	node	node	ADJ
aiti-13655	246	27	priorities	priority	NOUN
aiti-13655	246	28	.	.	PUNCT
aiti-13655	247	1	the	the	DET
aiti-13655	247	2	transmission	transmission	NOUN
aiti-13655	247	3	rate	rate	NOUN
aiti-13655	247	4	for	for	ADP
aiti-13655	247	5	all	all	DET
aiti-13655	247	6	nodes	node	NOUN
aiti-13655	247	7	in	in	ADP
aiti-13655	247	8	the	the	DET
aiti-13655	247	9	experimental	experimental	ADJ
aiti-13655	247	10	network	network	NOUN
aiti-13655	247	11	environment	environment	NOUN
aiti-13655	247	12	is	be	AUX
aiti-13655	247	13	set	set	VERB
aiti-13655	247	14	at	at	ADP
aiti-13655	247	15	48	48	NUM
aiti-13655	247	16	mbps	mbps	NOUN
aiti-13655	247	17	.	.	PUNCT
aiti-13655	248	1	among	among	ADP
aiti-13655	248	2	these	these	DET
aiti-13655	248	3	nodes	node	NOUN
aiti-13655	248	4	,	,	PUNCT
aiti-13655	248	5	half	half	NOUN
aiti-13655	248	6	are	be	AUX
aiti-13655	248	7	categorized	categorize	VERB
aiti-13655	248	8	as	as	ADP
aiti-13655	248	9	high	high	ADJ
aiti-13655	248	10	-	-	PUNCT
aiti-13655	248	11	priority	priority	NOUN
aiti-13655	248	12	clients	client	NOUN
aiti-13655	248	13	,	,	PUNCT
aiti-13655	248	14	while	while	SCONJ
aiti-13655	248	15	the	the	DET
aiti-13655	248	16	other	other	ADJ
aiti-13655	248	17	half	half	NOUN
aiti-13655	248	18	are	be	AUX
aiti-13655	248	19	low	low	ADJ
aiti-13655	248	20	-	-	PUNCT
aiti-13655	248	21	priority	priority	NOUN
aiti-13655	248	22	clients	client	NOUN
aiti-13655	248	23	.	.	PUNCT
aiti-13655	249	1	the	the	DET
aiti-13655	249	2	expected	expect	VERB
aiti-13655	249	3	experimental	experimental	ADJ
aiti-13655	249	4	results	result	NOUN
aiti-13655	249	5	aim	aim	VERB
aiti-13655	249	6	for	for	ADP
aiti-13655	249	7	a	a	DET
aiti-13655	249	8	twofold	twofold	ADJ
aiti-13655	249	9	difference	difference	NOUN
aiti-13655	249	10	in	in	ADP
aiti-13655	249	11	throughput	throughput	NOUN
aiti-13655	249	12	between	between	ADP
aiti-13655	249	13	the	the	DET
aiti-13655	249	14	two	two	NUM
aiti-13655	249	15	,	,	PUNCT
aiti-13655	249	16	with	with	ADP
aiti-13655	249	17	the	the	DET
aiti-13655	249	18	parameters	parameter	NOUN
aiti-13655	249	19	"	"	PUNCT
aiti-13655	249	20	and	and	CCONJ
aiti-13655	249	21	!	!	PUNCT
aiti-13655	250	1	involved	involve	VERB
aiti-13655	250	2	in	in	ADP
aiti-13655	250	3	eq	eq	PROPN
aiti-13655	250	4	.	.	PUNCT
aiti-13655	251	1	(	(	PUNCT
aiti-13655	251	2	12	12	NUM
aiti-13655	251	3	)	)	PUNCT
aiti-13655	251	4	.	.	PUNCT
aiti-13655	252	1	4.2	4.2	NUM
aiti-13655	252	2	.	.	PUNCT
aiti-13655	252	3	experimental	experimental	ADJ
aiti-13655	252	4	parameter	parameter	NOUN
aiti-13655	252	5	table	table	NOUN
aiti-13655	252	6	2	2	NUM
aiti-13655	252	7	ddpg	ddpg	ADJ
aiti-13655	252	8	parameters	parameter	NOUN
aiti-13655	252	9	parameter	parameter	NOUN
aiti-13655	252	10	value	value	NOUN
aiti-13655	252	11	#	#	PUNCT
aiti-13655	252	12	-greedy	-greedy	NOUN
aiti-13655	252	13	0.1	0.1	NUM
aiti-13655	252	14	discount	discount	NOUN
aiti-13655	252	15	rate	rate	NOUN
aiti-13655	252	16	$	$	SYM
aiti-13655	252	17	0.09	0.09	NUM
aiti-13655	252	18	optimizer	optimizer	NOUN
aiti-13655	252	19	adam	adam	PROPN
aiti-13655	252	20	training	training	NOUN
aiti-13655	252	21	time	time	NOUN
aiti-13655	252	22	n	n	PRON
aiti-13655	252	23	×	×	NOUN
aiti-13655	252	24	100,000	100,000	NUM
aiti-13655	252	25	s	s	NOUN
aiti-13655	252	26	episode	episode	NOUN
aiti-13655	252	27	interval	interval	NOUN
aiti-13655	253	1	0.1	0.1	NUM
aiti-13655	253	2	s	s	PART
aiti-13655	253	3	%	%	NOUN
aiti-13655	253	4	0.025	0.025	NUM
aiti-13655	253	5	table	table	NOUN
aiti-13655	253	6	3	3	NUM
aiti-13655	253	7	network	network	NOUN
aiti-13655	253	8	parameters	parameter	NOUN
aiti-13655	253	9	parameter	parameter	NOUN
aiti-13655	253	10	value	value	NOUN
aiti-13655	253	11	paylaod	paylaod	VERB
aiti-13655	253	12	1,000	1,000	NUM
aiti-13655	253	13	bytes	byte	NOUN
aiti-13655	253	14	slot	slot	NOUN
aiti-13655	253	15	time	time	NOUN
aiti-13655	253	16	9	9	NUM
aiti-13655	253	17	ms	ms	PROPN
aiti-13655	253	18	difs	difs	PROPN
aiti-13655	253	19	34	34	NUM
aiti-13655	253	20	ms	ms	PROPN
aiti-13655	253	21	sifs	sifs	PROPN
aiti-13655	253	22	16	16	NUM
aiti-13655	253	23	ms	ms	PROPN
aiti-13655	253	24	cw	cw	PROPN
aiti-13655	253	25	min	min	PROPN
aiti-13655	253	26	/	/	SYM
aiti-13655	253	27	max	max	PROPN
aiti-13655	253	28	16/1024	16/1024	NUM
aiti-13655	253	29	"	"	PUNCT
aiti-13655	253	30	1	1	NUM
aiti-13655	253	31	!	!	SYM
aiti-13655	253	32	2	2	NUM
aiti-13655	253	33	regarding	regard	VERB
aiti-13655	253	34	the	the	DET
aiti-13655	253	35	internal	internal	ADJ
aiti-13655	253	36	parameters	parameter	NOUN
aiti-13655	253	37	of	of	ADP
aiti-13655	253	38	the	the	DET
aiti-13655	253	39	agent	agent	NOUN
aiti-13655	253	40	,	,	PUNCT
aiti-13655	253	41	as	as	SCONJ
aiti-13655	253	42	presented	present	VERB
aiti-13655	253	43	in	in	ADP
aiti-13655	253	44	table	table	NOUN
aiti-13655	253	45	2	2	NUM
aiti-13655	253	46	,	,	PUNCT
aiti-13655	253	47	the	the	DET
aiti-13655	253	48	internal	internal	ADJ
aiti-13655	253	49	critic	critic	NOUN
aiti-13655	253	50	network	network	NOUN
aiti-13655	253	51	of	of	ADP
aiti-13655	253	52	the	the	DET
aiti-13655	253	53	agent	agent	NOUN
aiti-13655	253	54	is	be	AUX
aiti-13655	253	55	constructed	construct	VERB
aiti-13655	253	56	with	with	ADP
aiti-13655	253	57	a	a	DET
aiti-13655	253	58	neural	neural	ADJ
aiti-13655	253	59	network	network	NOUN
aiti-13655	253	60	comprising	comprise	VERB
aiti-13655	253	61	one	one	NUM
aiti-13655	253	62	input	input	NOUN
aiti-13655	253	63	layer	layer	NOUN
aiti-13655	253	64	,	,	PUNCT
aiti-13655	253	65	three	three	NUM
aiti-13655	253	66	relu	relu	NOUN
aiti-13655	253	67	layers	layer	NOUN
aiti-13655	253	68	with	with	ADP
aiti-13655	253	69	128	128	NUM
aiti-13655	253	70	inputs	input	NOUN
aiti-13655	253	71	and	and	CCONJ
aiti-13655	253	72	128	128	NUM
aiti-13655	253	73	outputs	output	NOUN
aiti-13655	253	74	each	each	PRON
aiti-13655	253	75	,	,	PUNCT
aiti-13655	253	76	and	and	CCONJ
aiti-13655	253	77	one	one	NUM
aiti-13655	253	78	linear	linear	ADJ
aiti-13655	253	79	output	output	NOUN
aiti-13655	253	80	layer	layer	NOUN
aiti-13655	253	81	.	.	PUNCT
aiti-13655	254	1	additionally	additionally	ADV
aiti-13655	254	2	,	,	PUNCT
aiti-13655	254	3	the	the	DET
aiti-13655	254	4	actor	actor	NOUN
aiti-13655	254	5	network	network	NOUN
aiti-13655	254	6	comprises	comprise	VERB
aiti-13655	254	7	one	one	NUM
aiti-13655	254	8	input	input	NOUN
aiti-13655	254	9	layer	layer	NOUN
aiti-13655	254	10	,	,	PUNCT
aiti-13655	254	11	three	three	NUM
aiti-13655	254	12	relu	relu	NOUN
aiti-13655	254	13	layers	layer	NOUN
aiti-13655	254	14	with	with	ADP
aiti-13655	254	15	128	128	NUM
aiti-13655	254	16	inputs	input	NOUN
aiti-13655	254	17	and	and	CCONJ
aiti-13655	254	18	128	128	NUM
aiti-13655	254	19	outputs	output	NOUN
aiti-13655	254	20	each	each	PRON
aiti-13655	254	21	,	,	PUNCT
aiti-13655	254	22	and	and	CCONJ
aiti-13655	254	23	one	one	NUM
aiti-13655	254	24	sigmoid	sigmoid	NOUN
aiti-13655	254	25	output	output	NOUN
aiti-13655	254	26	layer	layer	NOUN
aiti-13655	254	27	,	,	PUNCT
aiti-13655	254	28	aimed	aim	VERB
aiti-13655	254	29	at	at	ADP
aiti-13655	254	30	constraining	constrain	VERB
aiti-13655	254	31	the	the	DET
aiti-13655	254	32	actions	action	NOUN
aiti-13655	254	33	between	between	ADP
aiti-13655	254	34	0	0	NUM
aiti-13655	254	35	and	and	CCONJ
aiti-13655	254	36	1	1	NUM
aiti-13655	254	37	,	,	PUNCT
aiti-13655	254	38	facilitating	facilitate	VERB
aiti-13655	254	39	precise	precise	ADJ
aiti-13655	254	40	control	control	NOUN
aiti-13655	254	41	of	of	ADP
aiti-13655	254	42	the	the	DET
aiti-13655	254	43	overall	overall	ADJ
aiti-13655	254	44	network	network	NOUN
aiti-13655	254	45	cw	cw	NOUN
aiti-13655	254	46	range	range	NOUN
aiti-13655	254	47	using	use	VERB
aiti-13655	254	48	eq	eq	X
aiti-13655	254	49	.	.	PUNCT
aiti-13655	255	1	(	(	PUNCT
aiti-13655	255	2	9	9	NUM
aiti-13655	255	3	)	)	PUNCT
aiti-13655	255	4	.	.	PUNCT
aiti-13655	256	1	concerning	concern	VERB
aiti-13655	256	2	the	the	DET
aiti-13655	256	3	choice	choice	NOUN
aiti-13655	256	4	of	of	ADP
aiti-13655	256	5	gamma	gamma	NOUN
aiti-13655	256	6	in	in	ADP
aiti-13655	256	7	drl	drl	PROPN
aiti-13655	256	8	,	,	PUNCT
aiti-13655	256	9	this	this	DET
aiti-13655	256	10	study	study	NOUN
aiti-13655	256	11	compared	compare	VERB
aiti-13655	256	12	the	the	DET
aiti-13655	256	13	values	value	NOUN
aiti-13655	256	14	of	of	ADP
aiti-13655	256	15	0.06	0.06	NUM
aiti-13655	256	16	,	,	PUNCT
aiti-13655	256	17	0.09	0.09	NUM
aiti-13655	256	18	,	,	PUNCT
aiti-13655	256	19	and	and	CCONJ
aiti-13655	256	20	0.12	0.12	NUM
aiti-13655	256	21	.	.	PUNCT
aiti-13655	257	1	among	among	ADP
aiti-13655	257	2	these	these	DET
aiti-13655	257	3	values	value	NOUN
aiti-13655	257	4	,	,	PUNCT
aiti-13655	257	5	opting	opt	VERB
aiti-13655	257	6	for	for	ADP
aiti-13655	257	7	0.09	0.09	NUM
aiti-13655	257	8	resulted	result	VERB
aiti-13655	257	9	in	in	ADP
aiti-13655	257	10	the	the	DET
aiti-13655	257	11	throughput	throughput	NOUN
aiti-13655	257	12	gap	gap	NOUN
aiti-13655	257	13	between	between	ADP
aiti-13655	257	14	high	high	ADJ
aiti-13655	257	15	-	-	PUNCT
aiti-13655	257	16	priority	priority	NOUN
aiti-13655	257	17	and	and	CCONJ
aiti-13655	257	18	low	low	ADJ
aiti-13655	257	19	-	-	PUNCT
aiti-13655	257	20	priority	priority	NOUN
aiti-13655	257	21	266	266	NUM
aiti-13655	257	22	advances	advance	NOUN
aiti-13655	257	23	in	in	ADP
aiti-13655	257	24	technology	technology	NOUN
aiti-13655	257	25	innovation	innovation	NOUN
aiti-13655	257	26	,	,	PUNCT
aiti-13655	257	27	vol	vol	NOUN
aiti-13655	257	28	.	.	PROPN
aiti-13655	258	1	9	9	NUM
aiti-13655	258	2	,	,	PUNCT
aiti-13655	258	3	no	no	INTJ
aiti-13655	258	4	.	.	NOUN
aiti-13655	258	5	4	4	NUM
aiti-13655	258	6	,	,	PUNCT
aiti-13655	258	7	2024	2024	NUM
aiti-13655	258	8	,	,	PUNCT
aiti-13655	258	9	pp	pp	ADV
aiti-13655	258	10	.	.	PUNCT
aiti-13655	259	1	257	257	NUM
aiti-13655	259	2	-	-	SYM
aiti-13655	259	3	272	272	NUM
aiti-13655	259	4	nodes	node	NOUN
aiti-13655	259	5	being	be	AUX
aiti-13655	259	6	adjacent	adjacent	ADJ
aiti-13655	259	7	to	to	ADP
aiti-13655	259	8	twice	twice	DET
aiti-13655	259	9	the	the	DET
aiti-13655	259	10	difference	difference	NOUN
aiti-13655	259	11	.	.	PUNCT
aiti-13655	260	1	therefore	therefore	ADV
aiti-13655	260	2	,	,	PUNCT
aiti-13655	260	3	this	this	DET
aiti-13655	260	4	paper	paper	NOUN
aiti-13655	260	5	presents	present	VERB
aiti-13655	260	6	the	the	DET
aiti-13655	260	7	results	result	NOUN
aiti-13655	260	8	for	for	ADP
aiti-13655	260	9	0.09	0.09	NUM
aiti-13655	260	10	.	.	PUNCT
aiti-13655	261	1	in	in	ADP
aiti-13655	261	2	future	future	ADJ
aiti-13655	261	3	work	work	NOUN
aiti-13655	261	4	,	,	PUNCT
aiti-13655	261	5	a	a	DET
aiti-13655	261	6	more	more	ADJ
aiti-13655	261	7	in	in	ADP
aiti-13655	261	8	-	-	PUNCT
aiti-13655	261	9	depth	depth	NOUN
aiti-13655	261	10	comparison	comparison	NOUN
aiti-13655	261	11	and	and	CCONJ
aiti-13655	261	12	discussion	discussion	NOUN
aiti-13655	261	13	of	of	ADP
aiti-13655	261	14	the	the	DET
aiti-13655	261	15	appropriateness	appropriateness	NOUN
aiti-13655	261	16	of	of	ADP
aiti-13655	261	17	these	these	DET
aiti-13655	261	18	parameter	parameter	NOUN
aiti-13655	261	19	choices	choice	NOUN
aiti-13655	261	20	will	will	AUX
aiti-13655	261	21	be	be	AUX
aiti-13655	261	22	conducted	conduct	VERB
aiti-13655	261	23	.	.	PUNCT
aiti-13655	262	1	regarding	regard	VERB
aiti-13655	262	2	the	the	DET
aiti-13655	262	3	network	network	NOUN
aiti-13655	262	4	environment	environment	NOUN
aiti-13655	262	5	configuration	configuration	NOUN
aiti-13655	262	6	,	,	PUNCT
aiti-13655	262	7	refer	refer	VERB
aiti-13655	262	8	to	to	ADP
aiti-13655	262	9	table	table	NOUN
aiti-13655	262	10	3	3	NUM
aiti-13655	262	11	.	.	X
aiti-13655	262	12	4.3	4.3	NUM
aiti-13655	262	13	.	.	PUNCT
aiti-13655	263	1	network	network	NOUN
aiti-13655	263	2	experimental	experimental	ADJ
aiti-13655	263	3	performance	performance	NOUN
aiti-13655	263	4	this	this	DET
aiti-13655	263	5	study	study	NOUN
aiti-13655	263	6	contrastively	contrastively	ADV
aiti-13655	263	7	examines	examine	VERB
aiti-13655	263	8	experimental	experimental	ADJ
aiti-13655	263	9	results	result	NOUN
aiti-13655	263	10	across	across	ADP
aiti-13655	263	11	scenarios	scenario	NOUN
aiti-13655	263	12	with	with	ADP
aiti-13655	263	13	node	node	ADJ
aiti-13655	263	14	counts	count	NOUN
aiti-13655	263	15	of	of	ADP
aiti-13655	263	16	10	10	NUM
aiti-13655	263	17	,	,	PUNCT
aiti-13655	263	18	20	20	NUM
aiti-13655	263	19	,	,	PUNCT
aiti-13655	263	20	and	and	CCONJ
aiti-13655	263	21	30	30	NUM
aiti-13655	263	22	.	.	PUNCT
aiti-13655	264	1	figs	fig	NOUN
aiti-13655	264	2	.	.	PUNCT
aiti-13655	265	1	4	4	NUM
aiti-13655	265	2	-	-	SYM
aiti-13655	265	3	7	7	NUM
aiti-13655	265	4	respectively	respectively	ADV
aiti-13655	265	5	present	present	ADJ
aiti-13655	265	6	comparisons	comparison	NOUN
aiti-13655	265	7	of	of	ADP
aiti-13655	265	8	the	the	DET
aiti-13655	265	9	overall	overall	ADJ
aiti-13655	265	10	throughput	throughput	NOUN
aiti-13655	265	11	,	,	PUNCT
aiti-13655	265	12	collision	collision	NOUN
aiti-13655	265	13	rates	rate	NOUN
aiti-13655	265	14	,	,	PUNCT
aiti-13655	265	15	throughput	throughput	NOUN
aiti-13655	265	16	for	for	ADP
aiti-13655	265	17	high	high	ADJ
aiti-13655	265	18	-	-	PUNCT
aiti-13655	265	19	priority	priority	NOUN
aiti-13655	265	20	and	and	CCONJ
aiti-13655	265	21	low	low	ADJ
aiti-13655	265	22	-	-	PUNCT
aiti-13655	265	23	priority	priority	NOUN
aiti-13655	265	24	clients	client	NOUN
aiti-13655	265	25	,	,	PUNCT
aiti-13655	265	26	and	and	CCONJ
aiti-13655	265	27	cw	cw	NOUN
aiti-13655	265	28	sizes	size	NOUN
aiti-13655	265	29	for	for	ADP
aiti-13655	265	30	different	different	ADJ
aiti-13655	265	31	priorities	priority	NOUN
aiti-13655	265	32	between	between	ADP
aiti-13655	265	33	the	the	DET
aiti-13655	265	34	traditional	traditional	ADJ
aiti-13655	265	35	beb	beb	NOUN
aiti-13655	265	36	algorithm	algorithm	NOUN
aiti-13655	265	37	and	and	CCONJ
aiti-13655	265	38	the	the	DET
aiti-13655	265	39	proposed	propose	VERB
aiti-13655	265	40	method	method	NOUN
aiti-13655	265	41	.	.	PUNCT
aiti-13655	266	1	in	in	ADP
aiti-13655	266	2	fig	fig	NOUN
aiti-13655	266	3	.	.	PUNCT
aiti-13655	267	1	4	4	NUM
aiti-13655	267	2	,	,	PUNCT
aiti-13655	267	3	the	the	DET
aiti-13655	267	4	beb	beb	PROPN
aiti-13655	267	5	algorithm	algorithm	PROPN
aiti-13655	267	6	exponentially	exponentially	ADV
aiti-13655	267	7	increases	increase	VERB
aiti-13655	267	8	the	the	DET
aiti-13655	267	9	cw	cw	NOUN
aiti-13655	267	10	of	of	ADP
aiti-13655	267	11	a	a	DET
aiti-13655	267	12	node	node	NOUN
aiti-13655	267	13	when	when	SCONJ
aiti-13655	267	14	collisions	collision	NOUN
aiti-13655	267	15	occur	occur	VERB
aiti-13655	267	16	.	.	PUNCT
aiti-13655	268	1	consequently	consequently	ADV
aiti-13655	268	2	,	,	PUNCT
aiti-13655	268	3	when	when	SCONJ
aiti-13655	268	4	the	the	DET
aiti-13655	268	5	cw	cw	NOUN
aiti-13655	268	6	renders	render	VERB
aiti-13655	268	7	excessively	excessively	ADV
aiti-13655	268	8	large	large	ADJ
aiti-13655	268	9	,	,	PUNCT
aiti-13655	268	10	the	the	DET
aiti-13655	268	11	exponential	exponential	ADJ
aiti-13655	268	12	increase	increase	NOUN
aiti-13655	268	13	leads	lead	VERB
aiti-13655	268	14	to	to	ADP
aiti-13655	268	15	a	a	DET
aiti-13655	268	16	dramatic	dramatic	ADJ
aiti-13655	268	17	rise	rise	NOUN
aiti-13655	268	18	in	in	ADP
aiti-13655	268	19	the	the	DET
aiti-13655	268	20	window	window	NOUN
aiti-13655	268	21	size	size	NOUN
aiti-13655	268	22	.	.	PUNCT
aiti-13655	269	1	although	although	SCONJ
aiti-13655	269	2	this	this	DET
aiti-13655	269	3	blind	blind	ADJ
aiti-13655	269	4	increase	increase	NOUN
aiti-13655	269	5	can	can	AUX
aiti-13655	269	6	effectively	effectively	ADV
aiti-13655	269	7	reduce	reduce	VERB
aiti-13655	269	8	collision	collision	NOUN
aiti-13655	269	9	probability	probability	NOUN
aiti-13655	269	10	,	,	PUNCT
aiti-13655	269	11	it	it	PRON
aiti-13655	269	12	sacrifices	sacrifice	VERB
aiti-13655	269	13	the	the	DET
aiti-13655	269	14	channel	channel	NOUN
aiti-13655	269	15	access	access	NOUN
aiti-13655	269	16	rights	right	NOUN
aiti-13655	269	17	of	of	ADP
aiti-13655	269	18	numerous	numerous	ADJ
aiti-13655	269	19	nodes	node	NOUN
aiti-13655	269	20	,	,	PUNCT
aiti-13655	269	21	incurring	incur	VERB
aiti-13655	269	22	decreased	decrease	VERB
aiti-13655	269	23	throughput	throughput	NOUN
aiti-13655	269	24	.	.	PUNCT
aiti-13655	270	1	in	in	ADP
aiti-13655	270	2	contrast	contrast	NOUN
aiti-13655	270	3	,	,	PUNCT
aiti-13655	270	4	the	the	DET
aiti-13655	270	5	drl	drl	PROPN
aiti-13655	270	6	method	method	NOUN
aiti-13655	270	7	proposed	propose	VERB
aiti-13655	270	8	in	in	ADP
aiti-13655	270	9	this	this	DET
aiti-13655	270	10	paper	paper	NOUN
aiti-13655	270	11	leverages	leverage	NOUN
aiti-13655	270	12	ddpg	ddpg	ADJ
aiti-13655	270	13	’s	’s	PART
aiti-13655	270	14	ability	ability	NOUN
aiti-13655	270	15	to	to	PART
aiti-13655	270	16	output	output	VERB
aiti-13655	270	17	continuous	continuous	ADJ
aiti-13655	270	18	actions	action	NOUN
aiti-13655	270	19	,	,	PUNCT
aiti-13655	270	20	empowering	empower	VERB
aiti-13655	270	21	the	the	DET
aiti-13655	270	22	agent	agent	NOUN
aiti-13655	270	23	to	to	PART
aiti-13655	270	24	refine	refine	VERB
aiti-13655	270	25	the	the	DET
aiti-13655	270	26	adjustment	adjustment	NOUN
aiti-13655	270	27	of	of	ADP
aiti-13655	270	28	cw	cw	NOUN
aiti-13655	270	29	.	.	PROPN
aiti-13655	271	1	as	as	ADP
aiti-13655	271	2	a	a	DET
aiti-13655	271	3	result	result	NOUN
aiti-13655	271	4	,	,	PUNCT
aiti-13655	271	5	the	the	DET
aiti-13655	271	6	throughput	throughput	NOUN
aiti-13655	271	7	performance	performance	NOUN
aiti-13655	271	8	of	of	ADP
aiti-13655	271	9	this	this	DET
aiti-13655	271	10	method	method	NOUN
aiti-13655	271	11	far	far	ADV
aiti-13655	271	12	exceeds	exceed	VERB
aiti-13655	271	13	that	that	PRON
aiti-13655	271	14	of	of	ADP
aiti-13655	271	15	the	the	DET
aiti-13655	271	16	beb	beb	PROPN
aiti-13655	271	17	algorithm	algorithm	PROPN
aiti-13655	271	18	.	.	PUNCT
aiti-13655	272	1	fig	fig	NOUN
aiti-13655	272	2	.	.	PUNCT
aiti-13655	273	1	4	4	NUM
aiti-13655	273	2	throughput	throughput	PROPN
aiti-13655	273	3	comparison	comparison	NOUN
aiti-13655	273	4	fig	fig	NOUN
aiti-13655	273	5	.	.	PUNCT
aiti-13655	274	1	5	5	NUM
aiti-13655	274	2	collision	collision	NOUN
aiti-13655	274	3	rate	rate	NOUN
aiti-13655	274	4	comparison	comparison	NOUN
aiti-13655	274	5	advances	advance	VERB
aiti-13655	274	6	in	in	ADP
aiti-13655	274	7	technology	technology	NOUN
aiti-13655	274	8	innovation	innovation	NOUN
aiti-13655	274	9	,	,	PUNCT
aiti-13655	274	10	vol	vol	NOUN
aiti-13655	274	11	.	.	PROPN
aiti-13655	275	1	9	9	NUM
aiti-13655	275	2	,	,	PUNCT
aiti-13655	275	3	no	no	INTJ
aiti-13655	275	4	.	.	NOUN
aiti-13655	275	5	4	4	NUM
aiti-13655	275	6	,	,	PUNCT
aiti-13655	275	7	2024	2024	NUM
aiti-13655	275	8	,	,	PUNCT
aiti-13655	275	9	pp	pp	ADV
aiti-13655	275	10	.	.	PUNCT
aiti-13655	276	1	257	257	NUM
aiti-13655	276	2	-	-	SYM
aiti-13655	276	3	272	272	NUM
aiti-13655	276	4	267	267	NUM
aiti-13655	276	5	fig	fig	NOUN
aiti-13655	276	6	.	.	PUNCT
aiti-13655	277	1	5	5	NUM
aiti-13655	277	2	illustrates	illustrate	VERB
aiti-13655	277	3	that	that	SCONJ
aiti-13655	277	4	the	the	DET
aiti-13655	277	5	traditional	traditional	ADJ
aiti-13655	277	6	beb	beb	PROPN
aiti-13655	277	7	algorithm	algorithm	PROPN
aiti-13655	277	8	significantly	significantly	ADV
aiti-13655	277	9	increases	increase	VERB
aiti-13655	277	10	collision	collision	NOUN
aiti-13655	277	11	rates	rate	NOUN
aiti-13655	277	12	by	by	ADP
aiti-13655	277	13	drastically	drastically	ADV
aiti-13655	277	14	reducing	reduce	VERB
aiti-13655	277	15	the	the	DET
aiti-13655	277	16	cw	cw	NOUN
aiti-13655	277	17	to	to	ADP
aiti-13655	277	18	its	its	PRON
aiti-13655	277	19	minimum	minimum	ADJ
aiti-13655	277	20	value	value	NOUN
aiti-13655	277	21	after	after	ADP
aiti-13655	277	22	a	a	DET
aiti-13655	277	23	successful	successful	ADJ
aiti-13655	277	24	node	node	NOUN
aiti-13655	277	25	transmission	transmission	NOUN
aiti-13655	277	26	.	.	PUNCT
aiti-13655	278	1	this	this	DET
aiti-13655	278	2	approach	approach	NOUN
aiti-13655	278	3	becomes	become	VERB
aiti-13655	278	4	unsustainable	unsustainable	ADJ
aiti-13655	278	5	in	in	ADP
aiti-13655	278	6	networks	network	NOUN
aiti-13655	278	7	with	with	ADP
aiti-13655	278	8	a	a	DET
aiti-13655	278	9	high	high	ADJ
aiti-13655	278	10	number	number	NOUN
aiti-13655	278	11	of	of	ADP
aiti-13655	278	12	nodes	node	NOUN
aiti-13655	278	13	.	.	PUNCT
aiti-13655	279	1	in	in	ADP
aiti-13655	279	2	contrast	contrast	NOUN
aiti-13655	279	3	,	,	PUNCT
aiti-13655	279	4	the	the	DET
aiti-13655	279	5	method	method	NOUN
aiti-13655	279	6	proposed	propose	VERB
aiti-13655	279	7	in	in	ADP
aiti-13655	279	8	this	this	DET
aiti-13655	279	9	paper	paper	NOUN
aiti-13655	279	10	adjusts	adjust	VERB
aiti-13655	279	11	the	the	DET
aiti-13655	279	12	cw	cw	NOUN
aiti-13655	279	13	of	of	ADP
aiti-13655	279	14	the	the	DET
aiti-13655	279	15	node	node	NOUN
aiti-13655	279	16	back	back	ADV
aiti-13655	279	17	to	to	ADP
aiti-13655	279	18	the	the	DET
aiti-13655	279	19	value	value	NOUN
aiti-13655	279	20	observed	observe	VERB
aiti-13655	279	21	by	by	ADP
aiti-13655	279	22	the	the	DET
aiti-13655	279	23	agent	agent	NOUN
aiti-13655	279	24	after	after	ADP
aiti-13655	279	25	a	a	DET
aiti-13655	279	26	successful	successful	ADJ
aiti-13655	279	27	transmission	transmission	NOUN
aiti-13655	279	28	.	.	PUNCT
aiti-13655	280	1	the	the	DET
aiti-13655	280	2	agent	agent	NOUN
aiti-13655	280	3	monitors	monitor	VERB
aiti-13655	280	4	the	the	DET
aiti-13655	280	5	network	network	NOUN
aiti-13655	280	6	collision	collision	NOUN
aiti-13655	280	7	rate	rate	NOUN
aiti-13655	280	8	as	as	ADP
aiti-13655	280	9	a	a	DET
aiti-13655	280	10	state	state	NOUN
aiti-13655	280	11	space	space	NOUN
aiti-13655	280	12	,	,	PUNCT
aiti-13655	280	13	enabling	enable	VERB
aiti-13655	280	14	it	it	PRON
aiti-13655	280	15	to	to	PART
aiti-13655	280	16	effectively	effectively	ADV
aiti-13655	280	17	mitigate	mitigate	VERB
aiti-13655	280	18	the	the	DET
aiti-13655	280	19	issue	issue	NOUN
aiti-13655	280	20	of	of	ADP
aiti-13655	280	21	high	high	ADJ
aiti-13655	280	22	collision	collision	NOUN
aiti-13655	280	23	rates	rate	NOUN
aiti-13655	280	24	in	in	ADP
aiti-13655	280	25	environments	environment	NOUN
aiti-13655	280	26	with	with	ADP
aiti-13655	280	27	a	a	DET
aiti-13655	280	28	large	large	ADJ
aiti-13655	280	29	number	number	NOUN
aiti-13655	280	30	of	of	ADP
aiti-13655	280	31	nodes	node	NOUN
aiti-13655	280	32	.	.	PUNCT
aiti-13655	281	1	the	the	DET
aiti-13655	281	2	focus	focus	NOUN
aiti-13655	281	3	of	of	ADP
aiti-13655	281	4	this	this	DET
aiti-13655	281	5	study	study	NOUN
aiti-13655	281	6	is	be	AUX
aiti-13655	281	7	to	to	PART
aiti-13655	281	8	yield	yield	VERB
aiti-13655	281	9	different	different	ADJ
aiti-13655	281	10	transmission	transmission	NOUN
aiti-13655	281	11	qualities	quality	NOUN
aiti-13655	281	12	for	for	ADP
aiti-13655	281	13	clients	client	NOUN
aiti-13655	281	14	based	base	VERB
aiti-13655	281	15	on	on	ADP
aiti-13655	281	16	their	their	PRON
aiti-13655	281	17	priorities	priority	NOUN
aiti-13655	281	18	.	.	PUNCT
aiti-13655	282	1	fig	fig	NOUN
aiti-13655	282	2	.	.	PUNCT
aiti-13655	283	1	6	6	NUM
aiti-13655	283	2	illustrates	illustrate	VERB
aiti-13655	283	3	the	the	DET
aiti-13655	283	4	research	research	NOUN
aiti-13655	283	5	approach	approach	NOUN
aiti-13655	283	6	compared	compare	VERB
aiti-13655	283	7	to	to	ADP
aiti-13655	283	8	the	the	DET
aiti-13655	283	9	traditional	traditional	ADJ
aiti-13655	283	10	beb	beb	NOUN
aiti-13655	283	11	algorithm	algorithm	PROPN
aiti-13655	283	12	,	,	PUNCT
aiti-13655	283	13	highlighting	highlight	VERB
aiti-13655	283	14	throughput	throughput	NOUN
aiti-13655	283	15	performance	performance	NOUN
aiti-13655	283	16	in	in	ADP
aiti-13655	283	17	a	a	DET
aiti-13655	283	18	network	network	NOUN
aiti-13655	283	19	environment	environment	NOUN
aiti-13655	283	20	with	with	ADP
aiti-13655	283	21	high	high	ADJ
aiti-13655	283	22	-	-	PUNCT
aiti-13655	283	23	priority	priority	NOUN
aiti-13655	283	24	and	and	CCONJ
aiti-13655	283	25	low	low	ADJ
aiti-13655	283	26	-	-	PUNCT
aiti-13655	283	27	priority	priority	NOUN
aiti-13655	283	28	clients	client	NOUN
aiti-13655	283	29	.	.	PUNCT
aiti-13655	284	1	the	the	DET
aiti-13655	284	2	beb	beb	PROPN
aiti-13655	284	3	algorithm	algorithm	PROPN
aiti-13655	284	4	evinces	evince	VERB
aiti-13655	284	5	similar	similar	ADJ
aiti-13655	284	6	throughput	throughput	NOUN
aiti-13655	284	7	for	for	ADP
aiti-13655	284	8	both	both	DET
aiti-13655	284	9	categories	category	NOUN
aiti-13655	284	10	of	of	ADP
aiti-13655	284	11	clients	client	NOUN
aiti-13655	284	12	,	,	PUNCT
aiti-13655	284	13	as	as	SCONJ
aiti-13655	284	14	it	it	PRON
aiti-13655	284	15	does	do	AUX
aiti-13655	284	16	not	not	PART
aiti-13655	284	17	adjust	adjust	VERB
aiti-13655	284	18	cw	cw	NOUN
aiti-13655	284	19	individually	individually	ADV
aiti-13655	284	20	.	.	PUNCT
aiti-13655	285	1	in	in	ADP
aiti-13655	285	2	contrast	contrast	NOUN
aiti-13655	285	3	,	,	PUNCT
aiti-13655	285	4	the	the	DET
aiti-13655	285	5	proposed	propose	VERB
aiti-13655	285	6	method	method	NOUN
aiti-13655	285	7	in	in	ADP
aiti-13655	285	8	this	this	DET
aiti-13655	285	9	study	study	NOUN
aiti-13655	285	10	,	,	PUNCT
aiti-13655	285	11	which	which	PRON
aiti-13655	285	12	employs	employ	VERB
aiti-13655	285	13	the	the	DET
aiti-13655	285	14	ddpg	ddpg	ADJ
aiti-13655	285	15	model	model	NOUN
aiti-13655	285	16	,	,	PUNCT
aiti-13655	285	17	benefits	benefit	NOUN
aiti-13655	285	18	from	from	ADP
aiti-13655	285	19	the	the	DET
aiti-13655	285	20	capability	capability	NOUN
aiti-13655	285	21	of	of	ADP
aiti-13655	285	22	the	the	DET
aiti-13655	285	23	model	model	NOUN
aiti-13655	285	24	to	to	PART
aiti-13655	285	25	output	output	VERB
aiti-13655	285	26	continuous	continuous	ADJ
aiti-13655	285	27	actions	action	NOUN
aiti-13655	285	28	.	.	PUNCT
aiti-13655	286	1	such	such	DET
aiti-13655	286	2	a	a	DET
aiti-13655	286	3	phenomenon	phenomenon	NOUN
aiti-13655	286	4	enables	enable	VERB
aiti-13655	286	5	the	the	DET
aiti-13655	286	6	agent	agent	NOUN
aiti-13655	286	7	to	to	PART
aiti-13655	286	8	adjust	adjust	VERB
aiti-13655	286	9	cw	cw	NOUN
aiti-13655	286	10	values	value	NOUN
aiti-13655	286	11	for	for	ADP
aiti-13655	286	12	nodes	node	NOUN
aiti-13655	286	13	with	with	ADP
aiti-13655	286	14	different	different	ADJ
aiti-13655	286	15	priorities	priority	NOUN
aiti-13655	286	16	.	.	PUNCT
aiti-13655	287	1	additionally	additionally	ADV
aiti-13655	287	2	,	,	PUNCT
aiti-13655	287	3	the	the	DET
aiti-13655	287	4	reward	reward	NOUN
aiti-13655	287	5	function	function	NOUN
aiti-13655	287	6	design	design	NOUN
aiti-13655	287	7	in	in	ADP
aiti-13655	287	8	eq	eq	ADP
aiti-13655	287	9	.	.	PUNCT
aiti-13655	288	1	(	(	PUNCT
aiti-13655	288	2	10	10	NUM
aiti-13655	288	3	)	)	PUNCT
aiti-13655	288	4	ensures	ensure	VERB
aiti-13655	288	5	that	that	SCONJ
aiti-13655	288	6	the	the	DET
aiti-13655	288	7	differences	difference	NOUN
aiti-13655	288	8	in	in	ADP
aiti-13655	288	9	transmission	transmission	NOUN
aiti-13655	288	10	services	service	NOUN
aiti-13655	288	11	among	among	ADP
aiti-13655	288	12	clients	client	NOUN
aiti-13655	288	13	are	be	AUX
aiti-13655	288	14	controlled	control	VERB
aiti-13655	288	15	within	within	ADP
aiti-13655	288	16	the	the	DET
aiti-13655	288	17	desired	desire	VERB
aiti-13655	288	18	range	range	NOUN
aiti-13655	288	19	.	.	PUNCT
aiti-13655	289	1	fig	fig	NOUN
aiti-13655	289	2	.	.	PUNCT
aiti-13655	290	1	6	6	NUM
aiti-13655	290	2	throughput	throughput	NOUN
aiti-13655	290	3	comparison	comparison	NOUN
aiti-13655	290	4	of	of	ADP
aiti-13655	290	5	different	different	ADJ
aiti-13655	290	6	priority	priority	NOUN
aiti-13655	290	7	clients	client	NOUN
aiti-13655	290	8	fig	fig	NOUN
aiti-13655	290	9	.	.	PUNCT
aiti-13655	291	1	7	7	NUM
aiti-13655	291	2	contention	contention	NOUN
aiti-13655	291	3	window	window	NOUN
aiti-13655	291	4	of	of	ADP
aiti-13655	291	5	different	different	ADJ
aiti-13655	291	6	priority	priority	NOUN
aiti-13655	291	7	clients	client	NOUN
aiti-13655	291	8	268	268	NUM
aiti-13655	291	9	advances	advance	NOUN
aiti-13655	291	10	in	in	ADP
aiti-13655	291	11	technology	technology	NOUN
aiti-13655	291	12	innovation	innovation	NOUN
aiti-13655	291	13	,	,	PUNCT
aiti-13655	291	14	vol	vol	NOUN
aiti-13655	291	15	.	.	PROPN
aiti-13655	292	1	9	9	NUM
aiti-13655	292	2	,	,	PUNCT
aiti-13655	292	3	no	no	INTJ
aiti-13655	292	4	.	.	NOUN
aiti-13655	292	5	4	4	NUM
aiti-13655	292	6	,	,	PUNCT
aiti-13655	292	7	2024	2024	NUM
aiti-13655	292	8	,	,	PUNCT
aiti-13655	292	9	pp	pp	ADV
aiti-13655	292	10	.	.	PUNCT
aiti-13655	293	1	257	257	NUM
aiti-13655	293	2	-	-	SYM
aiti-13655	293	3	272	272	NUM
aiti-13655	293	4	however	however	ADV
aiti-13655	293	5	,	,	PUNCT
aiti-13655	293	6	numerous	numerous	ADJ
aiti-13655	293	7	factors	factor	NOUN
aiti-13655	293	8	emerge	emerge	VERB
aiti-13655	293	9	to	to	PART
aiti-13655	293	10	affect	affect	VERB
aiti-13655	293	11	network	network	NOUN
aiti-13655	293	12	transmission	transmission	NOUN
aiti-13655	293	13	quality	quality	NOUN
aiti-13655	293	14	.	.	PUNCT
aiti-13655	294	1	simply	simply	ADV
aiti-13655	294	2	adjusting	adjust	VERB
aiti-13655	294	3	the	the	DET
aiti-13655	294	4	cw	cw	NOUN
aiti-13655	294	5	can	can	AUX
aiti-13655	294	6	provide	provide	VERB
aiti-13655	294	7	differential	differential	ADJ
aiti-13655	294	8	services	service	NOUN
aiti-13655	294	9	for	for	ADP
aiti-13655	294	10	different	different	ADJ
aiti-13655	294	11	nodes	node	NOUN
aiti-13655	294	12	,	,	PUNCT
aiti-13655	294	13	but	but	CCONJ
aiti-13655	294	14	it	it	PRON
aiti-13655	294	15	may	may	AUX
aiti-13655	294	16	not	not	PART
aiti-13655	294	17	precisely	precisely	ADV
aiti-13655	294	18	satisfy	satisfy	VERB
aiti-13655	294	19	the	the	DET
aiti-13655	294	20	desired	desire	VERB
aiti-13655	294	21	service	service	NOUN
aiti-13655	294	22	levels	level	NOUN
aiti-13655	294	23	.	.	PUNCT
aiti-13655	295	1	to	to	PART
aiti-13655	295	2	illustrate	illustrate	VERB
aiti-13655	295	3	the	the	DET
aiti-13655	295	4	differential	differential	ADJ
aiti-13655	295	5	adjustments	adjustment	NOUN
aiti-13655	295	6	made	make	VERB
aiti-13655	295	7	by	by	ADP
aiti-13655	295	8	the	the	DET
aiti-13655	295	9	agent	agent	NOUN
aiti-13655	295	10	,	,	PUNCT
aiti-13655	295	11	fig	fig	NOUN
aiti-13655	295	12	.	.	PUNCT
aiti-13655	295	13	7	7	NUM
aiti-13655	295	14	illustrates	illustrate	VERB
aiti-13655	295	15	the	the	DET
aiti-13655	295	16	trends	trend	NOUN
aiti-13655	295	17	in	in	ADP
aiti-13655	295	18	cw	cw	NOUN
aiti-13655	295	19	adjustments	adjustment	NOUN
aiti-13655	295	20	for	for	ADP
aiti-13655	295	21	two	two	NUM
aiti-13655	295	22	types	type	NOUN
aiti-13655	295	23	of	of	ADP
aiti-13655	295	24	clients	client	NOUN
aiti-13655	295	25	,	,	PUNCT
aiti-13655	295	26	comparing	compare	VERB
aiti-13655	295	27	the	the	DET
aiti-13655	295	28	beb	beb	PROPN
aiti-13655	295	29	algorithm	algorithm	NOUN
aiti-13655	295	30	with	with	ADP
aiti-13655	295	31	the	the	DET
aiti-13655	295	32	proposed	propose	VERB
aiti-13655	295	33	method	method	NOUN
aiti-13655	295	34	of	of	ADP
aiti-13655	295	35	this	this	DET
aiti-13655	295	36	study	study	NOUN
aiti-13655	295	37	.	.	PUNCT
aiti-13655	296	1	due	due	ADP
aiti-13655	296	2	to	to	ADP
aiti-13655	296	3	the	the	DET
aiti-13655	296	4	limitations	limitation	NOUN
aiti-13655	296	5	of	of	ADP
aiti-13655	296	6	the	the	DET
aiti-13655	296	7	beb	beb	PROPN
aiti-13655	296	8	algorithm	algorithm	PROPN
aiti-13655	296	9	,	,	PUNCT
aiti-13655	296	10	the	the	DET
aiti-13655	296	11	cws	cws	PROPN
aiti-13655	296	12	for	for	ADP
aiti-13655	296	13	both	both	DET
aiti-13655	296	14	client	client	NOUN
aiti-13655	296	15	types	type	NOUN
aiti-13655	296	16	initially	initially	ADV
aiti-13655	296	17	start	start	VERB
aiti-13655	296	18	low	low	ADJ
aiti-13655	296	19	in	in	ADP
aiti-13655	296	20	a	a	DET
aiti-13655	296	21	scenario	scenario	NOUN
aiti-13655	296	22	with	with	ADP
aiti-13655	296	23	10	10	NUM
aiti-13655	296	24	transmission	transmission	NOUN
aiti-13655	296	25	nodes	node	NOUN
aiti-13655	296	26	.	.	PUNCT
aiti-13655	297	1	however	however	ADV
aiti-13655	297	2	,	,	PUNCT
aiti-13655	297	3	as	as	SCONJ
aiti-13655	297	4	the	the	DET
aiti-13655	297	5	network	network	NOUN
aiti-13655	297	6	increases	increase	VERB
aiti-13655	297	7	to	to	ADP
aiti-13655	297	8	20	20	NUM
aiti-13655	297	9	and	and	CCONJ
aiti-13655	297	10	30	30	NUM
aiti-13655	297	11	nodes	node	NOUN
aiti-13655	297	12	,	,	PUNCT
aiti-13655	297	13	the	the	DET
aiti-13655	297	14	cws	cws	PROPN
aiti-13655	297	15	for	for	ADP
aiti-13655	297	16	both	both	DET
aiti-13655	297	17	client	client	NOUN
aiti-13655	297	18	types	type	NOUN
aiti-13655	297	19	grow	grow	VERB
aiti-13655	297	20	significantly	significantly	ADV
aiti-13655	297	21	due	due	ADP
aiti-13655	297	22	to	to	ADP
aiti-13655	297	23	the	the	DET
aiti-13655	297	24	exponential	exponential	ADJ
aiti-13655	297	25	expansion	expansion	NOUN
aiti-13655	297	26	of	of	ADP
aiti-13655	297	27	the	the	DET
aiti-13655	297	28	contention	contention	NOUN
aiti-13655	297	29	window	window	NOUN
aiti-13655	297	30	under	under	ADP
aiti-13655	297	31	the	the	DET
aiti-13655	297	32	beb	beb	PROPN
aiti-13655	297	33	algorithm	algorithm	NOUN
aiti-13655	297	34	.	.	PUNCT
aiti-13655	298	1	in	in	ADP
aiti-13655	298	2	contrast	contrast	NOUN
aiti-13655	298	3	,	,	PUNCT
aiti-13655	298	4	the	the	DET
aiti-13655	298	5	proposed	propose	VERB
aiti-13655	298	6	method	method	NOUN
aiti-13655	298	7	reduces	reduce	VERB
aiti-13655	298	8	the	the	DET
aiti-13655	298	9	cw	cw	NOUN
aiti-13655	298	10	for	for	ADP
aiti-13655	298	11	high	high	ADJ
aiti-13655	298	12	-	-	PUNCT
aiti-13655	298	13	priority	priority	NOUN
aiti-13655	298	14	nodes	node	NOUN
aiti-13655	298	15	,	,	PUNCT
aiti-13655	298	16	improving	improve	VERB
aiti-13655	298	17	their	their	PRON
aiti-13655	298	18	throughput	throughput	NOUN
aiti-13655	298	19	,	,	PUNCT
aiti-13655	298	20	while	while	SCONJ
aiti-13655	298	21	increasing	increase	VERB
aiti-13655	298	22	the	the	DET
aiti-13655	298	23	cw	cw	NOUN
aiti-13655	298	24	for	for	ADP
aiti-13655	298	25	low	low	ADJ
aiti-13655	298	26	-	-	PUNCT
aiti-13655	298	27	priority	priority	NOUN
aiti-13655	298	28	nodes	node	NOUN
aiti-13655	298	29	through	through	ADP
aiti-13655	298	30	exploration	exploration	NOUN
aiti-13655	298	31	and	and	CCONJ
aiti-13655	298	32	utilization	utilization	NOUN
aiti-13655	298	33	by	by	ADP
aiti-13655	298	34	the	the	DET
aiti-13655	298	35	agent	agent	NOUN
aiti-13655	298	36	.	.	PUNCT
aiti-13655	299	1	this	this	DET
aiti-13655	299	2	approach	approach	NOUN
aiti-13655	299	3	reduces	reduce	VERB
aiti-13655	299	4	channel	channel	NOUN
aiti-13655	299	5	access	access	NOUN
aiti-13655	299	6	rights	right	NOUN
aiti-13655	299	7	without	without	ADP
aiti-13655	299	8	causing	cause	VERB
aiti-13655	299	9	significant	significant	ADJ
aiti-13655	299	10	fluctuations	fluctuation	NOUN
aiti-13655	299	11	in	in	ADP
aiti-13655	299	12	the	the	DET
aiti-13655	299	13	cw	cw	NOUN
aiti-13655	299	14	for	for	ADP
aiti-13655	299	15	high	high	ADJ
aiti-13655	299	16	-	-	PUNCT
aiti-13655	299	17	priority	priority	NOUN
aiti-13655	299	18	clients	client	NOUN
aiti-13655	299	19	as	as	ADP
aiti-13655	299	20	the	the	DET
aiti-13655	299	21	number	number	NOUN
aiti-13655	299	22	of	of	ADP
aiti-13655	299	23	nodes	node	NOUN
aiti-13655	299	24	changes	change	NOUN
aiti-13655	299	25	.	.	PUNCT
aiti-13655	300	1	fig	fig	NOUN
aiti-13655	300	2	.	.	PUNCT
aiti-13655	301	1	8	8	NUM
aiti-13655	301	2	throughput	throughput	NOUN
aiti-13655	301	3	comparison	comparison	NOUN
aiti-13655	301	4	in	in	ADP
aiti-13655	301	5	10	10	NUM
aiti-13655	301	6	nodes	node	NOUN
aiti-13655	301	7	in	in	ADP
aiti-13655	301	8	100	100	NUM
aiti-13655	301	9	sec	sec	PROPN
aiti-13655	301	10	,	,	PUNCT
aiti-13655	301	11	10,000	10,000	NUM
aiti-13655	301	12	sec	sec	PROPN
aiti-13655	301	13	,	,	PUNCT
aiti-13655	301	14	and	and	CCONJ
aiti-13655	301	15	20,000	20,000	NUM
aiti-13655	301	16	sec	sec	PROPN
aiti-13655	301	17	fig	fig	NOUN
aiti-13655	301	18	.	.	PUNCT
aiti-13655	302	1	9	9	NUM
aiti-13655	302	2	collision	collision	NOUN
aiti-13655	302	3	rate	rate	NOUN
aiti-13655	302	4	comparison	comparison	NOUN
aiti-13655	302	5	in	in	ADP
aiti-13655	302	6	10	10	NUM
aiti-13655	302	7	nodes	node	NOUN
aiti-13655	302	8	in	in	ADP
aiti-13655	302	9	100	100	NUM
aiti-13655	302	10	sec	sec	PROPN
aiti-13655	302	11	,	,	PUNCT
aiti-13655	302	12	10,000	10,000	NUM
aiti-13655	302	13	sec	sec	PROPN
aiti-13655	302	14	,	,	PUNCT
aiti-13655	302	15	and	and	CCONJ
aiti-13655	302	16	20,000	20,000	NUM
aiti-13655	302	17	sec	sec	PROPN
aiti-13655	302	18	fig	fig	NOUN
aiti-13655	302	19	.	.	PUNCT
aiti-13655	303	1	8	8	NUM
aiti-13655	303	2	presents	present	VERB
aiti-13655	303	3	a	a	DET
aiti-13655	303	4	comparison	comparison	NOUN
aiti-13655	303	5	of	of	ADP
aiti-13655	303	6	throughput	throughput	NOUN
aiti-13655	303	7	between	between	ADP
aiti-13655	303	8	the	the	DET
aiti-13655	303	9	beb	beb	PROPN
aiti-13655	303	10	algorithm	algorithm	NOUN
aiti-13655	303	11	and	and	CCONJ
aiti-13655	303	12	using	use	VERB
aiti-13655	303	13	eqs	eqs	PROPN
aiti-13655	303	14	.	.	PUNCT
aiti-13655	304	1	(	(	PUNCT
aiti-13655	304	2	11	11	NUM
aiti-13655	304	3	)	)	PUNCT
aiti-13655	304	4	and	and	CCONJ
aiti-13655	304	5	(	(	PUNCT
aiti-13655	304	6	13	13	NUM
aiti-13655	304	7	)	)	PUNCT
aiti-13655	304	8	as	as	ADP
aiti-13655	304	9	reward	reward	NOUN
aiti-13655	304	10	functions	function	NOUN
aiti-13655	304	11	for	for	ADP
aiti-13655	304	12	ddpg	ddpg	ADJ
aiti-13655	304	13	,	,	PUNCT
aiti-13655	304	14	with	with	ADP
aiti-13655	304	15	10	10	NUM
aiti-13655	304	16	nodes	node	NOUN
aiti-13655	304	17	.	.	PUNCT
aiti-13655	305	1	the	the	DET
aiti-13655	305	2	beb	beb	PROPN
aiti-13655	305	3	algorithm	algorithm	PROPN
aiti-13655	305	4	outperforms	outperform	VERB
aiti-13655	305	5	ddpg	ddpg	ADJ
aiti-13655	305	6	agents	agent	NOUN
aiti-13655	305	7	with	with	ADP
aiti-13655	305	8	either	either	CCONJ
aiti-13655	305	9	reward	reward	VERB
aiti-13655	305	10	function	function	NOUN
aiti-13655	305	11	before	before	ADP
aiti-13655	305	12	20,000	20,000	NUM
aiti-13655	305	13	seconds	second	NOUN
aiti-13655	305	14	.	.	PUNCT
aiti-13655	306	1	however	however	ADV
aiti-13655	306	2	,	,	PUNCT
aiti-13655	306	3	once	once	ADV
aiti-13655	306	4	the	the	DET
aiti-13655	306	5	ddpg	ddpg	ADJ
aiti-13655	306	6	agents	agent	NOUN
aiti-13655	306	7	are	be	AUX
aiti-13655	306	8	trained	train	VERB
aiti-13655	306	9	with	with	ADP
aiti-13655	306	10	eq	eq	NOUN
aiti-13655	306	11	.	.	PUNCT
aiti-13655	307	1	(	(	PUNCT
aiti-13655	307	2	13	13	NUM
aiti-13655	307	3	)	)	PUNCT
aiti-13655	307	4	as	as	SCONJ
aiti-13655	307	5	the	the	DET
aiti-13655	307	6	reward	reward	NOUN
aiti-13655	307	7	function	function	NOUN
aiti-13655	307	8	reaches	reach	VERB
aiti-13655	307	9	a	a	DET
aiti-13655	307	10	certain	certain	ADJ
aiti-13655	307	11	stage	stage	NOUN
aiti-13655	307	12	,	,	PUNCT
aiti-13655	307	13	their	their	PRON
aiti-13655	307	14	performance	performance	NOUN
aiti-13655	307	15	advances	advance	VERB
aiti-13655	307	16	in	in	ADP
aiti-13655	307	17	technology	technology	NOUN
aiti-13655	307	18	innovation	innovation	NOUN
aiti-13655	307	19	,	,	PUNCT
aiti-13655	307	20	vol	vol	NOUN
aiti-13655	307	21	.	.	PROPN
aiti-13655	308	1	9	9	NUM
aiti-13655	308	2	,	,	PUNCT
aiti-13655	308	3	no	no	INTJ
aiti-13655	308	4	.	.	NOUN
aiti-13655	308	5	4	4	NUM
aiti-13655	308	6	,	,	PUNCT
aiti-13655	308	7	2024	2024	NUM
aiti-13655	308	8	,	,	PUNCT
aiti-13655	308	9	pp	pp	ADV
aiti-13655	308	10	.	.	PUNCT
aiti-13655	309	1	257	257	NUM
aiti-13655	309	2	-	-	SYM
aiti-13655	309	3	272	272	NUM
aiti-13655	309	4	269	269	NUM
aiti-13655	309	5	surpasses	surpasse	NOUN
aiti-13655	309	6	that	that	DET
aiti-13655	309	7	of	of	ADP
aiti-13655	309	8	the	the	DET
aiti-13655	309	9	beb	beb	PROPN
aiti-13655	309	10	algorithm	algorithm	NOUN
aiti-13655	309	11	.	.	PUNCT
aiti-13655	310	1	on	on	ADP
aiti-13655	310	2	the	the	DET
aiti-13655	310	3	other	other	ADJ
aiti-13655	310	4	hand	hand	NOUN
aiti-13655	310	5	,	,	PUNCT
aiti-13655	310	6	ddpg	ddpg	ADJ
aiti-13655	310	7	agents	agent	NOUN
aiti-13655	310	8	trained	train	VERB
aiti-13655	310	9	with	with	ADP
aiti-13655	310	10	eq	eq	NOUN
aiti-13655	310	11	.	.	PUNCT
aiti-13655	311	1	(	(	PUNCT
aiti-13655	311	2	11	11	NUM
aiti-13655	311	3	)	)	PUNCT
aiti-13655	311	4	as	as	SCONJ
aiti-13655	311	5	the	the	DET
aiti-13655	311	6	reward	reward	NOUN
aiti-13655	311	7	function	function	NOUN
aiti-13655	311	8	tend	tend	VERB
aiti-13655	311	9	to	to	PART
aiti-13655	311	10	remain	remain	VERB
aiti-13655	311	11	at	at	ADP
aiti-13655	311	12	local	local	ADJ
aiti-13655	311	13	optimal	optimal	ADJ
aiti-13655	311	14	solutions	solution	NOUN
aiti-13655	311	15	,	,	PUNCT
aiti-13655	311	16	incurring	incur	VERB
aiti-13655	311	17	even	even	ADV
aiti-13655	311	18	lower	low	ADJ
aiti-13655	311	19	throughput	throughput	NOUN
aiti-13655	311	20	performance	performance	NOUN
aiti-13655	311	21	compared	compare	VERB
aiti-13655	311	22	to	to	ADP
aiti-13655	311	23	beb	beb	PROPN
aiti-13655	311	24	.	.	PROPN
aiti-13655	312	1	based	base	VERB
aiti-13655	312	2	on	on	ADP
aiti-13655	312	3	the	the	DET
aiti-13655	312	4	experimental	experimental	ADJ
aiti-13655	312	5	results	result	NOUN
aiti-13655	312	6	shown	show	VERB
aiti-13655	312	7	in	in	ADP
aiti-13655	312	8	fig	fig	NOUN
aiti-13655	312	9	.	.	PUNCT
aiti-13655	313	1	8	8	NUM
aiti-13655	313	2	,	,	PUNCT
aiti-13655	313	3	it	it	PRON
aiti-13655	313	4	can	can	AUX
aiti-13655	313	5	be	be	AUX
aiti-13655	313	6	observed	observe	VERB
aiti-13655	313	7	that	that	SCONJ
aiti-13655	313	8	ddpg	ddpg	ADJ
aiti-13655	313	9	agents	agent	NOUN
aiti-13655	313	10	using	use	VERB
aiti-13655	313	11	eq	eq	ADP
aiti-13655	313	12	.	.	PUNCT
aiti-13655	314	1	(	(	PUNCT
aiti-13655	314	2	13	13	NUM
aiti-13655	314	3	)	)	PUNCT
aiti-13655	314	4	as	as	SCONJ
aiti-13655	314	5	the	the	DET
aiti-13655	314	6	reward	reward	NOUN
aiti-13655	314	7	function	function	NOUN
aiti-13655	314	8	demonstrates	demonstrate	VERB
aiti-13655	314	9	the	the	DET
aiti-13655	314	10	best	good	ADJ
aiti-13655	314	11	throughput	throughput	NOUN
aiti-13655	314	12	performance	performance	NOUN
aiti-13655	314	13	among	among	ADP
aiti-13655	314	14	the	the	DET
aiti-13655	314	15	three	three	NUM
aiti-13655	314	16	methods	method	NOUN
aiti-13655	314	17	.	.	PUNCT
aiti-13655	315	1	fig	fig	NOUN
aiti-13655	315	2	.	.	PUNCT
aiti-13655	316	1	9	9	NUM
aiti-13655	316	2	presents	present	VERB
aiti-13655	316	3	a	a	DET
aiti-13655	316	4	comparison	comparison	NOUN
aiti-13655	316	5	of	of	ADP
aiti-13655	316	6	collision	collision	NOUN
aiti-13655	316	7	rates	rate	NOUN
aiti-13655	316	8	between	between	ADP
aiti-13655	316	9	the	the	DET
aiti-13655	316	10	beb	beb	PROPN
aiti-13655	316	11	algorithm	algorithm	NOUN
aiti-13655	316	12	and	and	CCONJ
aiti-13655	316	13	the	the	DET
aiti-13655	316	14	reward	reward	NOUN
aiti-13655	316	15	functions	function	NOUN
aiti-13655	316	16	by	by	ADP
aiti-13655	316	17	eqs	eqs	PROPN
aiti-13655	316	18	.	.	PUNCT
aiti-13655	317	1	(	(	PUNCT
aiti-13655	317	2	11	11	NUM
aiti-13655	317	3	)	)	PUNCT
aiti-13655	317	4	and	and	CCONJ
aiti-13655	317	5	(	(	PUNCT
aiti-13655	317	6	13	13	NUM
aiti-13655	317	7	)	)	PUNCT
aiti-13655	317	8	for	for	ADP
aiti-13655	317	9	ddpg	ddpg	ADJ
aiti-13655	317	10	,	,	PUNCT
aiti-13655	317	11	with	with	ADP
aiti-13655	317	12	10	10	NUM
aiti-13655	317	13	nodes	node	NOUN
aiti-13655	317	14	.	.	PUNCT
aiti-13655	318	1	the	the	DET
aiti-13655	318	2	ddpg	ddpg	ADJ
aiti-13655	318	3	agents	agent	NOUN
aiti-13655	318	4	using	use	VERB
aiti-13655	318	5	eq	eq	ADP
aiti-13655	318	6	.	.	PUNCT
aiti-13655	318	7	(	(	PUNCT
aiti-13655	318	8	13	13	NUM
aiti-13655	318	9	)	)	PUNCT
aiti-13655	318	10	can	can	AUX
aiti-13655	318	11	increase	increase	VERB
aiti-13655	318	12	the	the	DET
aiti-13655	318	13	overall	overall	ADJ
aiti-13655	318	14	network	network	NOUN
aiti-13655	318	15	throughput	throughput	NOUN
aiti-13655	318	16	by	by	ADP
aiti-13655	318	17	sacrificing	sacrifice	VERB
aiti-13655	318	18	a	a	DET
aiti-13655	318	19	certain	certain	ADJ
aiti-13655	318	20	degree	degree	NOUN
aiti-13655	318	21	of	of	ADP
aiti-13655	318	22	individual	individual	ADJ
aiti-13655	318	23	throughput	throughput	NOUN
aiti-13655	318	24	.	.	PUNCT
aiti-13655	319	1	in	in	ADP
aiti-13655	319	2	contrast	contrast	NOUN
aiti-13655	319	3	,	,	PUNCT
aiti-13655	319	4	ddpg	ddpg	ADJ
aiti-13655	319	5	agents	agent	NOUN
aiti-13655	319	6	using	use	VERB
aiti-13655	319	7	eq	eq	ADP
aiti-13655	319	8	.	.	PUNCT
aiti-13655	320	1	(	(	PUNCT
aiti-13655	320	2	11	11	NUM
aiti-13655	320	3	)	)	PUNCT
aiti-13655	320	4	may	may	AUX
aiti-13655	320	5	exhibit	exhibit	VERB
aiti-13655	320	6	lower	low	ADJ
aiti-13655	320	7	throughput	throughput	NOUN
aiti-13655	320	8	performance	performance	NOUN
aiti-13655	320	9	compared	compare	VERB
aiti-13655	320	10	to	to	ADP
aiti-13655	320	11	both	both	DET
aiti-13655	320	12	traditional	traditional	ADJ
aiti-13655	320	13	beb	beb	NOUN
aiti-13655	320	14	algorithm	algorithm	NOUN
aiti-13655	320	15	and	and	CCONJ
aiti-13655	320	16	ddpg	ddpg	ADJ
aiti-13655	320	17	agents	agent	NOUN
aiti-13655	320	18	using	use	VERB
aiti-13655	320	19	eq	eq	ADP
aiti-13655	320	20	.	.	PUNCT
aiti-13655	321	1	(	(	PUNCT
aiti-13655	321	2	13	13	NUM
aiti-13655	321	3	)	)	PUNCT
aiti-13655	321	4	.	.	PUNCT
aiti-13655	322	1	however	however	ADV
aiti-13655	322	2	,	,	PUNCT
aiti-13655	322	3	they	they	PRON
aiti-13655	322	4	are	be	AUX
aiti-13655	322	5	capable	capable	ADJ
aiti-13655	322	6	of	of	ADP
aiti-13655	322	7	minimizing	minimize	VERB
aiti-13655	322	8	collision	collision	NOUN
aiti-13655	322	9	rates	rate	NOUN
aiti-13655	322	10	by	by	ADP
aiti-13655	322	11	increasing	increase	VERB
aiti-13655	322	12	the	the	DET
aiti-13655	322	13	cw	cw	NOUN
aiti-13655	322	14	.	.	PUNCT
aiti-13655	323	1	however	however	ADV
aiti-13655	323	2	,	,	PUNCT
aiti-13655	323	3	unlike	unlike	ADP
aiti-13655	323	4	the	the	DET
aiti-13655	323	5	other	other	ADJ
aiti-13655	323	6	two	two	NUM
aiti-13655	323	7	methods	method	NOUN
aiti-13655	323	8	,	,	PUNCT
aiti-13655	323	9	beb	beb	PROPN
aiti-13655	323	10	can	can	AUX
aiti-13655	323	11	not	not	PART
aiti-13655	323	12	adjust	adjust	VERB
aiti-13655	323	13	the	the	DET
aiti-13655	323	14	cw	cw	NOUN
aiti-13655	323	15	based	base	VERB
aiti-13655	323	16	on	on	ADP
aiti-13655	323	17	the	the	DET
aiti-13655	323	18	observed	observe	VERB
aiti-13655	323	19	collision	collision	NOUN
aiti-13655	323	20	rates	rate	NOUN
aiti-13655	323	21	in	in	ADP
aiti-13655	323	22	the	the	DET
aiti-13655	323	23	overall	overall	ADJ
aiti-13655	323	24	network	network	NOUN
aiti-13655	323	25	,	,	PUNCT
aiti-13655	323	26	resulting	result	VERB
aiti-13655	323	27	in	in	ADP
aiti-13655	323	28	the	the	DET
aiti-13655	323	29	poorest	poor	ADJ
aiti-13655	323	30	collision	collision	NOUN
aiti-13655	323	31	rate	rate	NOUN
aiti-13655	323	32	performance	performance	NOUN
aiti-13655	323	33	among	among	ADP
aiti-13655	323	34	the	the	DET
aiti-13655	323	35	three	three	NUM
aiti-13655	323	36	.	.	PUNCT
aiti-13655	324	1	therefore	therefore	ADV
aiti-13655	324	2	,	,	PUNCT
aiti-13655	324	3	based	base	VERB
aiti-13655	324	4	on	on	ADP
aiti-13655	324	5	the	the	DET
aiti-13655	324	6	experimental	experimental	ADJ
aiti-13655	324	7	results	result	NOUN
aiti-13655	324	8	in	in	ADP
aiti-13655	324	9	fig	fig	NOUN
aiti-13655	324	10	.	.	PUNCT
aiti-13655	325	1	9	9	NUM
aiti-13655	325	2	,	,	PUNCT
aiti-13655	325	3	it	it	PRON
aiti-13655	325	4	can	can	AUX
aiti-13655	325	5	be	be	AUX
aiti-13655	325	6	observed	observe	VERB
aiti-13655	325	7	that	that	SCONJ
aiti-13655	325	8	ddpg	ddpg	ADJ
aiti-13655	325	9	agents	agent	NOUN
aiti-13655	325	10	using	use	VERB
aiti-13655	325	11	eq	eq	ADP
aiti-13655	325	12	.	.	PUNCT
aiti-13655	326	1	(	(	PUNCT
aiti-13655	326	2	11	11	NUM
aiti-13655	326	3	)	)	PUNCT
aiti-13655	326	4	are	be	AUX
aiti-13655	326	5	suitable	suitable	ADJ
aiti-13655	326	6	for	for	ADP
aiti-13655	326	7	scenarios	scenario	NOUN
aiti-13655	326	8	where	where	SCONJ
aiti-13655	326	9	collision	collision	NOUN
aiti-13655	326	10	rates	rate	NOUN
aiti-13655	326	11	are	be	AUX
aiti-13655	326	12	critical	critical	ADJ
aiti-13655	326	13	,	,	PUNCT
aiti-13655	326	14	but	but	CCONJ
aiti-13655	326	15	high	high	ADJ
aiti-13655	326	16	throughput	throughput	NOUN
aiti-13655	326	17	is	be	AUX
aiti-13655	326	18	not	not	PART
aiti-13655	326	19	required	require	VERB
aiti-13655	326	20	,	,	PUNCT
aiti-13655	326	21	such	such	ADJ
aiti-13655	326	22	as	as	ADP
aiti-13655	326	23	simple	simple	ADJ
aiti-13655	326	24	iot	iot	NOUN
aiti-13655	326	25	devices	device	NOUN
aiti-13655	326	26	operating	operate	VERB
aiti-13655	326	27	in	in	ADP
aiti-13655	326	28	sensing	sense	VERB
aiti-13655	326	29	environments	environment	NOUN
aiti-13655	326	30	,	,	PUNCT
aiti-13655	326	31	etc	etc	X
aiti-13655	326	32	.	.	X
aiti-13655	326	33	fig	fig	NOUN
aiti-13655	326	34	.	.	PUNCT
aiti-13655	327	1	10	10	NUM
aiti-13655	327	2	throughput	throughput	NOUN
aiti-13655	327	3	comparison	comparison	NOUN
aiti-13655	327	4	of	of	ADP
aiti-13655	327	5	different	different	ADJ
aiti-13655	327	6	priority	priority	NOUN
aiti-13655	327	7	clients	client	NOUN
aiti-13655	327	8	fig	fig	NOUN
aiti-13655	327	9	.	.	PUNCT
aiti-13655	328	1	11	11	NUM
aiti-13655	328	2	contention	contention	NOUN
aiti-13655	328	3	window	window	NOUN
aiti-13655	328	4	of	of	ADP
aiti-13655	328	5	different	different	ADJ
aiti-13655	328	6	priorities	priority	NOUN
aiti-13655	328	7	clients	client	NOUN
aiti-13655	328	8	270	270	NUM
aiti-13655	328	9	advances	advance	NOUN
aiti-13655	328	10	in	in	ADP
aiti-13655	328	11	technology	technology	NOUN
aiti-13655	328	12	innovation	innovation	NOUN
aiti-13655	328	13	,	,	PUNCT
aiti-13655	328	14	vol	vol	NOUN
aiti-13655	328	15	.	.	PROPN
aiti-13655	329	1	9	9	NUM
aiti-13655	329	2	,	,	PUNCT
aiti-13655	329	3	no	no	INTJ
aiti-13655	329	4	.	.	NOUN
aiti-13655	329	5	4	4	NUM
aiti-13655	329	6	,	,	PUNCT
aiti-13655	329	7	2024	2024	NUM
aiti-13655	329	8	,	,	PUNCT
aiti-13655	329	9	pp	pp	ADV
aiti-13655	329	10	.	.	PUNCT
aiti-13655	330	1	257	257	NUM
aiti-13655	330	2	-	-	SYM
aiti-13655	330	3	272	272	NUM
aiti-13655	330	4	fig	fig	NOUN
aiti-13655	330	5	.	.	PUNCT
aiti-13655	331	1	10	10	NUM
aiti-13655	331	2	and	and	CCONJ
aiti-13655	331	3	fig	fig	NOUN
aiti-13655	331	4	.	.	PUNCT
aiti-13655	332	1	11	11	NUM
aiti-13655	332	2	compare	compare	VERB
aiti-13655	332	3	throughput	throughput	NOUN
aiti-13655	332	4	and	and	CCONJ
aiti-13655	332	5	cw	cw	NOUN
aiti-13655	332	6	between	between	ADP
aiti-13655	332	7	high	high	ADJ
aiti-13655	332	8	-	-	PUNCT
aiti-13655	332	9	priority	priority	NOUN
aiti-13655	332	10	and	and	CCONJ
aiti-13655	332	11	low	low	ADJ
aiti-13655	332	12	-	-	PUNCT
aiti-13655	332	13	priority	priority	NOUN
aiti-13655	332	14	nodes	node	NOUN
aiti-13655	332	15	using	use	VERB
aiti-13655	332	16	eqs	eqs	PROPN
aiti-13655	332	17	.	.	PUNCT
aiti-13655	333	1	(	(	PUNCT
aiti-13655	333	2	11	11	NUM
aiti-13655	333	3	)	)	PUNCT
aiti-13655	333	4	and	and	CCONJ
aiti-13655	333	5	(	(	PUNCT
aiti-13655	333	6	13	13	NUM
aiti-13655	333	7	)	)	PUNCT
aiti-13655	333	8	as	as	ADP
aiti-13655	333	9	reward	reward	NOUN
aiti-13655	333	10	functions	function	NOUN
aiti-13655	333	11	for	for	ADP
aiti-13655	333	12	ddpg	ddpg	ADJ
aiti-13655	333	13	,	,	PUNCT
aiti-13655	333	14	respectively	respectively	ADV
aiti-13655	333	15	,	,	PUNCT
aiti-13655	333	16	with	with	ADP
aiti-13655	333	17	10	10	NUM
aiti-13655	333	18	nodes	node	NOUN
aiti-13655	333	19	,	,	PUNCT
aiti-13655	333	20	alongside	alongside	ADP
aiti-13655	333	21	the	the	DET
aiti-13655	333	22	beb	beb	PROPN
aiti-13655	333	23	algorithm	algorithm	PROPN
aiti-13655	333	24	.	.	PUNCT
aiti-13655	334	1	it	it	PRON
aiti-13655	334	2	is	be	AUX
aiti-13655	334	3	observed	observe	VERB
aiti-13655	334	4	that	that	SCONJ
aiti-13655	334	5	both	both	CCONJ
aiti-13655	334	6	the	the	DET
aiti-13655	334	7	ddpg	ddpg	ADJ
aiti-13655	334	8	based	base	VERB
aiti-13655	334	9	methods	method	NOUN
aiti-13655	334	10	,	,	PUNCT
aiti-13655	334	11	after	after	ADP
aiti-13655	334	12	sufficient	sufficient	ADJ
aiti-13655	334	13	training	training	NOUN
aiti-13655	334	14	,	,	PUNCT
aiti-13655	334	15	can	can	AUX
aiti-13655	334	16	narrow	narrow	VERB
aiti-13655	334	17	the	the	DET
aiti-13655	334	18	throughput	throughput	NOUN
aiti-13655	334	19	gap	gap	NOUN
aiti-13655	334	20	between	between	ADP
aiti-13655	334	21	high	high	ADJ
aiti-13655	334	22	-	-	PUNCT
aiti-13655	334	23	priority	priority	NOUN
aiti-13655	334	24	and	and	CCONJ
aiti-13655	334	25	low	low	ADJ
aiti-13655	334	26	-	-	PUNCT
aiti-13655	334	27	priority	priority	NOUN
aiti-13655	334	28	nodes	node	NOUN
aiti-13655	334	29	to	to	PART
aiti-13655	334	30	match	match	VERB
aiti-13655	334	31	the	the	DET
aiti-13655	334	32	expectations	expectation	NOUN
aiti-13655	334	33	of	of	ADP
aiti-13655	334	34	the	the	DET
aiti-13655	334	35	system	system	NOUN
aiti-13655	334	36	.	.	PUNCT
aiti-13655	335	1	in	in	ADP
aiti-13655	335	2	contrast	contrast	NOUN
aiti-13655	335	3	,	,	PUNCT
aiti-13655	335	4	the	the	DET
aiti-13655	335	5	traditional	traditional	ADJ
aiti-13655	335	6	beb	beb	NOUN
aiti-13655	335	7	algorithm	algorithm	NOUN
aiti-13655	335	8	fails	fail	VERB
aiti-13655	335	9	to	to	PART
aiti-13655	335	10	achieve	achieve	VERB
aiti-13655	335	11	such	such	DET
aiti-13655	335	12	a	a	DET
aiti-13655	335	13	result	result	NOUN
aiti-13655	335	14	.	.	PUNCT
aiti-13655	336	1	the	the	DET
aiti-13655	336	2	experimental	experimental	ADJ
aiti-13655	336	3	results	result	NOUN
aiti-13655	336	4	in	in	ADP
aiti-13655	336	5	fig	fig	NOUN
aiti-13655	336	6	.	.	PUNCT
aiti-13655	337	1	10	10	NUM
aiti-13655	337	2	further	far	ADV
aiti-13655	337	3	confirm	confirm	VERB
aiti-13655	337	4	that	that	SCONJ
aiti-13655	337	5	the	the	DET
aiti-13655	337	6	proposed	propose	VERB
aiti-13655	337	7	method	method	NOUN
aiti-13655	337	8	in	in	ADP
aiti-13655	337	9	this	this	DET
aiti-13655	337	10	study	study	NOUN
aiti-13655	337	11	effectively	effectively	ADV
aiti-13655	337	12	provides	provide	VERB
aiti-13655	337	13	differentiated	differentiated	ADJ
aiti-13655	337	14	transmission	transmission	NOUN
aiti-13655	337	15	services	service	NOUN
aiti-13655	337	16	for	for	ADP
aiti-13655	337	17	different	different	ADJ
aiti-13655	337	18	priority	priority	NOUN
aiti-13655	337	19	levels	level	NOUN
aiti-13655	337	20	of	of	ADP
aiti-13655	337	21	customers	customer	NOUN
aiti-13655	337	22	.	.	PUNCT
aiti-13655	338	1	4.4	4.4	NUM
aiti-13655	338	2	.	.	PUNCT
aiti-13655	339	1	ddpg	ddpg	ADJ
aiti-13655	339	2	experimental	experimental	ADJ
aiti-13655	339	3	performance	performance	NOUN
aiti-13655	339	4	fig	fig	NOUN
aiti-13655	339	5	.	.	PUNCT
aiti-13655	340	1	12	12	NUM
aiti-13655	340	2	actor	actor	NOUN
aiti-13655	340	3	loss	loss	NOUN
aiti-13655	340	4	value	value	NOUN
aiti-13655	340	5	with	with	ADP
aiti-13655	340	6	eq	eq	NOUN
aiti-13655	340	7	.	.	PUNCT
aiti-13655	341	1	(	(	PUNCT
aiti-13655	341	2	11	11	NUM
aiti-13655	341	3	)	)	PUNCT
aiti-13655	341	4	and	and	CCONJ
aiti-13655	341	5	eq	eq	NOUN
aiti-13655	341	6	.	.	PUNCT
aiti-13655	342	1	(	(	PUNCT
aiti-13655	342	2	13	13	NUM
aiti-13655	342	3	)	)	PUNCT
aiti-13655	342	4	fig	fig	NOUN
aiti-13655	342	5	.	.	PUNCT
aiti-13655	343	1	13	13	NUM
aiti-13655	343	2	critic	critic	ADJ
aiti-13655	343	3	loss	loss	NOUN
aiti-13655	343	4	value	value	NOUN
aiti-13655	343	5	with	with	ADP
aiti-13655	343	6	eq	eq	NOUN
aiti-13655	343	7	.	.	PUNCT
aiti-13655	344	1	(	(	PUNCT
aiti-13655	344	2	11	11	NUM
aiti-13655	344	3	)	)	PUNCT
aiti-13655	344	4	and	and	CCONJ
aiti-13655	344	5	eq	eq	NOUN
aiti-13655	344	6	.	.	PUNCT
aiti-13655	345	1	(	(	PUNCT
aiti-13655	345	2	13	13	NUM
aiti-13655	345	3	)	)	PUNCT
aiti-13655	345	4	fig	fig	NOUN
aiti-13655	345	5	.	.	PUNCT
aiti-13655	346	1	12	12	NUM
aiti-13655	346	2	and	and	CCONJ
aiti-13655	346	3	fig	fig	NOUN
aiti-13655	346	4	.	.	PUNCT
aiti-13655	347	1	13	13	NUM
aiti-13655	347	2	manifest	manifest	VERB
aiti-13655	347	3	the	the	DET
aiti-13655	347	4	loss	loss	NOUN
aiti-13655	347	5	values	value	NOUN
aiti-13655	347	6	of	of	ADP
aiti-13655	347	7	the	the	DET
aiti-13655	347	8	actor	actor	NOUN
aiti-13655	347	9	and	and	CCONJ
aiti-13655	347	10	critic	critic	NOUN
aiti-13655	347	11	,	,	PUNCT
aiti-13655	347	12	respectively	respectively	ADV
aiti-13655	347	13	,	,	PUNCT
aiti-13655	347	14	when	when	SCONJ
aiti-13655	347	15	using	use	VERB
aiti-13655	347	16	eqs	eqs	PROPN
aiti-13655	347	17	.	.	PUNCT
aiti-13655	348	1	(	(	PUNCT
aiti-13655	348	2	11	11	NUM
aiti-13655	348	3	)	)	PUNCT
aiti-13655	348	4	and	and	CCONJ
aiti-13655	348	5	(	(	PUNCT
aiti-13655	348	6	13	13	NUM
aiti-13655	348	7	)	)	PUNCT
aiti-13655	348	8	as	as	ADP
aiti-13655	348	9	reward	reward	NOUN
aiti-13655	348	10	functions	function	NOUN
aiti-13655	348	11	for	for	ADP
aiti-13655	348	12	ddpg	ddpg	ADJ
aiti-13655	348	13	.	.	PUNCT
aiti-13655	349	1	although	although	SCONJ
aiti-13655	349	2	ddpg	ddpg	ADJ
aiti-13655	349	3	agents	agent	NOUN
aiti-13655	349	4	using	use	VERB
aiti-13655	349	5	eq	eq	ADP
aiti-13655	349	6	.	.	PUNCT
aiti-13655	350	1	(	(	PUNCT
aiti-13655	350	2	11	11	NUM
aiti-13655	350	3	)	)	PUNCT
aiti-13655	350	4	exhibit	exhibit	VERB
aiti-13655	350	5	poor	poor	ADJ
aiti-13655	350	6	throughput	throughput	NOUN
aiti-13655	350	7	performance	performance	NOUN
aiti-13655	350	8	,	,	PUNCT
aiti-13655	350	9	this	this	DET
aiti-13655	350	10	method	method	NOUN
aiti-13655	350	11	enables	enable	VERB
aiti-13655	350	12	the	the	DET
aiti-13655	350	13	actor	actor	NOUN
aiti-13655	350	14	to	to	PART
aiti-13655	350	15	converge	converge	VERB
aiti-13655	350	16	effectively	effectively	ADV
aiti-13655	350	17	.	.	PUNCT
aiti-13655	351	1	on	on	ADP
aiti-13655	351	2	the	the	DET
aiti-13655	351	3	other	other	ADJ
aiti-13655	351	4	hand	hand	NOUN
aiti-13655	351	5	,	,	PUNCT
aiti-13655	351	6	while	while	SCONJ
aiti-13655	351	7	eq	eq	ADJ
aiti-13655	351	8	.	.	PUNCT
aiti-13655	351	9	(	(	PUNCT
aiti-13655	351	10	13	13	NUM
aiti-13655	351	11	)	)	PUNCT
aiti-13655	351	12	can	can	AUX
aiti-13655	351	13	achieve	achieve	VERB
aiti-13655	351	14	high	high	ADJ
aiti-13655	351	15	q	q	NOUN
aiti-13655	351	16	-	-	PUNCT
aiti-13655	351	17	values	value	NOUN
aiti-13655	351	18	and	and	CCONJ
aiti-13655	351	19	improve	improve	VERB
aiti-13655	351	20	overall	overall	ADJ
aiti-13655	351	21	throughput	throughput	NOUN
aiti-13655	351	22	performance	performance	NOUN
aiti-13655	351	23	,	,	PUNCT
aiti-13655	351	24	the	the	DET
aiti-13655	351	25	loss	loss	NOUN
aiti-13655	351	26	function	function	NOUN
aiti-13655	351	27	of	of	ADP
aiti-13655	351	28	the	the	DET
aiti-13655	351	29	actor	actor	NOUN
aiti-13655	351	30	in	in	ADP
aiti-13655	351	31	ddpg	ddpg	ADJ
aiti-13655	351	32	prevents	prevent	VERB
aiti-13655	351	33	the	the	DET
aiti-13655	351	34	neural	neural	ADJ
aiti-13655	351	35	network	network	NOUN
aiti-13655	351	36	of	of	ADP
aiti-13655	351	37	the	the	DET
aiti-13655	351	38	actor	actor	NOUN
aiti-13655	351	39	from	from	ADP
aiti-13655	351	40	convergence	convergence	NOUN
aiti-13655	351	41	throughout	throughout	ADP
aiti-13655	351	42	advances	advance	NOUN
aiti-13655	351	43	in	in	ADP
aiti-13655	351	44	technology	technology	NOUN
aiti-13655	351	45	innovation	innovation	NOUN
aiti-13655	351	46	,	,	PUNCT
aiti-13655	351	47	vol	vol	NOUN
aiti-13655	351	48	.	.	PROPN
aiti-13655	351	49	9	9	NUM
aiti-13655	351	50	,	,	PUNCT
aiti-13655	351	51	no	no	INTJ
aiti-13655	351	52	.	.	NOUN
aiti-13655	351	53	4	4	NUM
aiti-13655	351	54	,	,	PUNCT
aiti-13655	351	55	2024	2024	NUM
aiti-13655	351	56	,	,	PUNCT
aiti-13655	351	57	pp	pp	ADV
aiti-13655	351	58	.	.	PUNCT
aiti-13655	352	1	257	257	NUM
aiti-13655	352	2	-	-	SYM
aiti-13655	352	3	272	272	NUM
aiti-13655	352	4	271	271	NUM
aiti-13655	352	5	the	the	DET
aiti-13655	352	6	training	training	NOUN
aiti-13655	352	7	process	process	NOUN
aiti-13655	352	8	.	.	PUNCT
aiti-13655	353	1	this	this	DET
aiti-13655	353	2	issue	issue	NOUN
aiti-13655	353	3	of	of	ADP
aiti-13655	353	4	actor	actor	NOUN
aiti-13655	353	5	non	non	NOUN
aiti-13655	353	6	-	-	NOUN
aiti-13655	353	7	convergence	convergence	ADJ
aiti-13655	353	8	,	,	PUNCT
aiti-13655	353	9	despite	despite	SCONJ
aiti-13655	353	10	the	the	DET
aiti-13655	353	11	improvements	improvement	NOUN
aiti-13655	353	12	in	in	ADP
aiti-13655	353	13	throughput	throughput	NOUN
aiti-13655	353	14	,	,	PUNCT
aiti-13655	353	15	remains	remain	VERB
aiti-13655	353	16	a	a	DET
aiti-13655	353	17	significant	significant	ADJ
aiti-13655	353	18	challenge	challenge	NOUN
aiti-13655	353	19	.	.	PUNCT
aiti-13655	354	1	therefore	therefore	ADV
aiti-13655	354	2	,	,	PUNCT
aiti-13655	354	3	future	future	ADJ
aiti-13655	354	4	research	research	NOUN
aiti-13655	354	5	will	will	AUX
aiti-13655	354	6	focus	focus	VERB
aiti-13655	354	7	on	on	ADP
aiti-13655	354	8	updating	update	VERB
aiti-13655	354	9	the	the	DET
aiti-13655	354	10	drl	drl	PROPN
aiti-13655	354	11	model	model	NOUN
aiti-13655	354	12	to	to	PART
aiti-13655	354	13	mitigate	mitigate	VERB
aiti-13655	354	14	actor	actor	NOUN
aiti-13655	354	15	interference	interference	NOUN
aiti-13655	354	16	factors	factor	NOUN
aiti-13655	354	17	and	and	CCONJ
aiti-13655	354	18	enhance	enhance	VERB
aiti-13655	354	19	network	network	NOUN
aiti-13655	354	20	performance	performance	NOUN
aiti-13655	354	21	in	in	ADP
aiti-13655	354	22	more	more	ADJ
aiti-13655	354	23	complex	complex	ADJ
aiti-13655	354	24	scenarios	scenario	NOUN
aiti-13655	354	25	.	.	PUNCT
aiti-13655	355	1	the	the	DET
aiti-13655	355	2	experimental	experimental	ADJ
aiti-13655	355	3	results	result	NOUN
aiti-13655	355	4	manifest	manifest	VERB
aiti-13655	355	5	that	that	SCONJ
aiti-13655	355	6	the	the	DET
aiti-13655	355	7	proposed	propose	VERB
aiti-13655	355	8	drl	drl	PROPN
aiti-13655	355	9	approach	approach	NOUN
aiti-13655	355	10	outperforms	outperform	VERB
aiti-13655	355	11	the	the	DET
aiti-13655	355	12	traditional	traditional	ADJ
aiti-13655	355	13	beb	beb	NOUN
aiti-13655	355	14	algorithm	algorithm	NOUN
aiti-13655	355	15	concerning	concern	VERB
aiti-13655	355	16	throughput	throughput	NOUN
aiti-13655	355	17	and	and	CCONJ
aiti-13655	355	18	collision	collision	NOUN
aiti-13655	355	19	rates	rate	NOUN
aiti-13655	355	20	.	.	PUNCT
aiti-13655	356	1	additionally	additionally	ADV
aiti-13655	356	2	,	,	PUNCT
aiti-13655	356	3	it	it	PRON
aiti-13655	356	4	offers	offer	VERB
aiti-13655	356	5	differentiated	differentiated	ADJ
aiti-13655	356	6	transmission	transmission	NOUN
aiti-13655	356	7	quality	quality	NOUN
aiti-13655	356	8	for	for	ADP
aiti-13655	356	9	different	different	ADJ
aiti-13655	356	10	priorities	priority	NOUN
aiti-13655	356	11	.	.	PUNCT
aiti-13655	357	1	5	5	X
aiti-13655	357	2	.	.	X
aiti-13655	357	3	conclusions	conclusion	NOUN
aiti-13655	357	4	this	this	DET
aiti-13655	357	5	paper	paper	NOUN
aiti-13655	357	6	proposes	propose	VERB
aiti-13655	357	7	differentiated	differentiated	ADJ
aiti-13655	357	8	transmission	transmission	NOUN
aiti-13655	357	9	services	service	NOUN
aiti-13655	357	10	for	for	ADP
aiti-13655	357	11	nodes	node	NOUN
aiti-13655	357	12	with	with	ADP
aiti-13655	357	13	different	different	ADJ
aiti-13655	357	14	priorities	priority	NOUN
aiti-13655	357	15	in	in	ADP
aiti-13655	357	16	a	a	DET
aiti-13655	357	17	wireless	wireless	ADJ
aiti-13655	357	18	network	network	NOUN
aiti-13655	357	19	scenario	scenario	NOUN
aiti-13655	357	20	.	.	PUNCT
aiti-13655	358	1	given	give	VERB
aiti-13655	358	2	such	such	DET
aiti-13655	358	3	an	an	DET
aiti-13655	358	4	appeal	appeal	NOUN
aiti-13655	358	5	,	,	PUNCT
aiti-13655	358	6	therefore	therefore	ADV
aiti-13655	358	7	,	,	PUNCT
aiti-13655	358	8	the	the	DET
aiti-13655	358	9	paper	paper	NOUN
aiti-13655	358	10	leverages	leverage	VERB
aiti-13655	358	11	drl	drl	PROPN
aiti-13655	358	12	,	,	PUNCT
aiti-13655	358	13	specifically	specifically	ADV
aiti-13655	358	14	the	the	DET
aiti-13655	358	15	ddpg	ddpg	ADJ
aiti-13655	358	16	technique	technique	NOUN
aiti-13655	358	17	,	,	PUNCT
aiti-13655	358	18	integrated	integrate	VERB
aiti-13655	358	19	into	into	ADP
aiti-13655	358	20	the	the	DET
aiti-13655	358	21	ap	ap	PROPN
aiti-13655	358	22	to	to	PART
aiti-13655	358	23	provide	provide	VERB
aiti-13655	358	24	different	different	ADJ
aiti-13655	358	25	qos	qos	NOUN
aiti-13655	358	26	for	for	ADP
aiti-13655	358	27	nodes	node	NOUN
aiti-13655	358	28	with	with	ADP
aiti-13655	358	29	different	different	ADJ
aiti-13655	358	30	priorities	priority	NOUN
aiti-13655	358	31	.	.	PUNCT
aiti-13655	359	1	according	accord	VERB
aiti-13655	359	2	to	to	ADP
aiti-13655	359	3	experimental	experimental	ADJ
aiti-13655	359	4	results	result	NOUN
aiti-13655	359	5	,	,	PUNCT
aiti-13655	359	6	the	the	DET
aiti-13655	359	7	proposed	propose	VERB
aiti-13655	359	8	method	method	NOUN
aiti-13655	359	9	significantly	significantly	ADV
aiti-13655	359	10	outperforms	outperform	VERB
aiti-13655	359	11	the	the	DET
aiti-13655	359	12	traditional	traditional	ADJ
aiti-13655	359	13	beb	beb	PROPN
aiti-13655	359	14	algorithm	algorithm	PROPN
aiti-13655	359	15	apropos	apropo	VERB
aiti-13655	359	16	the	the	DET
aiti-13655	359	17	performance	performance	NOUN
aiti-13655	359	18	.	.	PUNCT
aiti-13655	360	1	moreover	moreover	ADV
aiti-13655	360	2	,	,	PUNCT
aiti-13655	360	3	the	the	DET
aiti-13655	360	4	throughput	throughput	NOUN
aiti-13655	360	5	of	of	ADP
aiti-13655	360	6	nodes	node	NOUN
aiti-13655	360	7	is	be	AUX
aiti-13655	360	8	managed	manage	VERB
aiti-13655	360	9	to	to	PART
aiti-13655	360	10	control	control	VERB
aiti-13655	360	11	with	with	ADP
aiti-13655	360	12	different	different	ADJ
aiti-13655	360	13	priorities	priority	NOUN
aiti-13655	360	14	within	within	ADP
aiti-13655	360	15	the	the	DET
aiti-13655	360	16	expected	expect	VERB
aiti-13655	360	17	error	error	NOUN
aiti-13655	360	18	range	range	NOUN
aiti-13655	360	19	specified	specify	VERB
aiti-13655	360	20	in	in	ADP
aiti-13655	360	21	the	the	DET
aiti-13655	360	22	paper	paper	NOUN
aiti-13655	360	23	.	.	PUNCT
aiti-13655	361	1	the	the	DET
aiti-13655	361	2	proposed	propose	VERB
aiti-13655	361	3	method	method	NOUN
aiti-13655	361	4	addresses	address	VERB
aiti-13655	361	5	the	the	DET
aiti-13655	361	6	common	common	ADJ
aiti-13655	361	7	issue	issue	NOUN
aiti-13655	361	8	in	in	ADP
aiti-13655	361	9	wireless	wireless	ADJ
aiti-13655	361	10	networks	network	NOUN
aiti-13655	361	11	,	,	PUNCT
aiti-13655	361	12	where	where	SCONJ
aiti-13655	361	13	collisions	collision	NOUN
aiti-13655	361	14	hinder	hinder	VERB
aiti-13655	361	15	clients	client	NOUN
aiti-13655	361	16	from	from	ADP
aiti-13655	361	17	achieving	achieve	VERB
aiti-13655	361	18	their	their	PRON
aiti-13655	361	19	respective	respective	ADJ
aiti-13655	361	20	transmission	transmission	NOUN
aiti-13655	361	21	quality	quality	NOUN
aiti-13655	361	22	.	.	PUNCT
aiti-13655	362	1	despite	despite	SCONJ
aiti-13655	362	2	these	these	DET
aiti-13655	362	3	advancements	advancement	NOUN
aiti-13655	362	4	,	,	PUNCT
aiti-13655	362	5	the	the	DET
aiti-13655	362	6	precise	precise	ADJ
aiti-13655	362	7	control	control	NOUN
aiti-13655	362	8	over	over	ADP
aiti-13655	362	9	throughput	throughput	NOUN
aiti-13655	362	10	can	can	AUX
aiti-13655	362	11	yet	yet	ADV
aiti-13655	362	12	be	be	AUX
aiti-13655	362	13	improved	improve	VERB
aiti-13655	362	14	due	due	ADJ
aiti-13655	362	15	to	to	ADP
aiti-13655	362	16	wireless	wireless	ADJ
aiti-13655	362	17	network	network	NOUN
aiti-13655	362	18	interference	interference	NOUN
aiti-13655	362	19	.	.	PUNCT
aiti-13655	363	1	future	future	ADJ
aiti-13655	363	2	work	work	NOUN
aiti-13655	363	3	will	will	AUX
aiti-13655	363	4	involve	involve	VERB
aiti-13655	363	5	considering	consider	VERB
aiti-13655	363	6	more	more	ADJ
aiti-13655	363	7	factors	factor	NOUN
aiti-13655	363	8	related	relate	VERB
aiti-13655	363	9	to	to	ADP
aiti-13655	363	10	network	network	NOUN
aiti-13655	363	11	interference	interference	NOUN
aiti-13655	363	12	to	to	PART
aiti-13655	363	13	improve	improve	VERB
aiti-13655	363	14	throughput	throughput	NOUN
aiti-13655	363	15	control	control	NOUN
aiti-13655	363	16	accuracy	accuracy	NOUN
aiti-13655	363	17	and	and	CCONJ
aiti-13655	363	18	referencing	reference	VERB
aiti-13655	363	19	recent	recent	ADJ
aiti-13655	363	20	methods	method	NOUN
aiti-13655	363	21	to	to	PART
aiti-13655	363	22	validate	validate	VERB
aiti-13655	363	23	the	the	DET
aiti-13655	363	24	performance	performance	NOUN
aiti-13655	363	25	of	of	ADP
aiti-13655	363	26	the	the	DET
aiti-13655	363	27	proposed	propose	VERB
aiti-13655	363	28	approach	approach	NOUN
aiti-13655	363	29	.	.	PUNCT
aiti-13655	364	1	acknowledgments	acknowledgment	NOUN
aiti-13655	364	2	this	this	DET
aiti-13655	364	3	work	work	NOUN
aiti-13655	364	4	was	be	AUX
aiti-13655	364	5	partially	partially	ADV
aiti-13655	364	6	supported	support	VERB
aiti-13655	364	7	by	by	ADP
aiti-13655	364	8	the	the	DET
aiti-13655	364	9	national	national	ADJ
aiti-13655	364	10	science	science	PROPN
aiti-13655	364	11	and	and	CCONJ
aiti-13655	364	12	technology	technology	PROPN
aiti-13655	364	13	council	council	PROPN
aiti-13655	364	14	,	,	PUNCT
aiti-13655	364	15	taiwan	taiwan	PROPN
aiti-13655	364	16	,	,	PUNCT
aiti-13655	364	17	under	under	ADP
aiti-13655	364	18	grant	grant	NOUN
aiti-13655	364	19	no	no	INTJ
aiti-13655	364	20	.	.	PUNCT
aiti-13655	365	1	nstc	nstc	NOUN
aiti-13655	365	2	1122221	1122221	NUM
aiti-13655	365	3	-	-	PUNCT
aiti-13655	365	4	e-507	e-507	NOUN
aiti-13655	365	5	-	-	PUNCT
aiti-13655	365	6	002	002	NUM
aiti-13655	365	7	.	.	PUNCT
aiti-13655	366	1	conflicts	conflict	NOUN
aiti-13655	366	2	of	of	ADP
aiti-13655	366	3	interest	interest	NOUN
aiti-13655	366	4	the	the	DET
aiti-13655	366	5	authors	author	NOUN
aiti-13655	366	6	declare	declare	VERB
aiti-13655	366	7	no	no	DET
aiti-13655	366	8	conflict	conflict	NOUN
aiti-13655	366	9	of	of	ADP
aiti-13655	366	10	interest	interest	NOUN
aiti-13655	366	11	.	.	PUNCT
aiti-13655	367	1	references	reference	NOUN
aiti-13655	367	2	[	[	X
aiti-13655	367	3	1	1	X
aiti-13655	367	4	]	]	PUNCT
aiti-13655	367	5	t.	t.	PROPN
aiti-13655	367	6	p.	p.	PROPN
aiti-13655	367	7	lillicrap	lillicrap	PROPN
aiti-13655	367	8	,	,	PUNCT
aiti-13655	367	9	j.	j.	PROPN
aiti-13655	367	10	j.	j.	PROPN
aiti-13655	367	11	hunt	hunt	PROPN
aiti-13655	367	12	,	,	PUNCT
aiti-13655	367	13	a.	a.	NOUN
aiti-13655	367	14	pritzel	pritzel	NOUN
aiti-13655	367	15	,	,	PUNCT
aiti-13655	367	16	n.	n.	PROPN
aiti-13655	367	17	heess	heess	PROPN
aiti-13655	367	18	,	,	PUNCT
aiti-13655	367	19	t.	t.	PROPN
aiti-13655	367	20	erez	erez	PROPN
aiti-13655	367	21	,	,	PUNCT
aiti-13655	367	22	y.	y.	PROPN
aiti-13655	367	23	tassa	tassa	PROPN
aiti-13655	367	24	,	,	PUNCT
aiti-13655	367	25	et	et	PROPN
aiti-13655	367	26	al	al	PROPN
aiti-13655	367	27	.	.	PROPN
aiti-13655	367	28	,	,	PUNCT
aiti-13655	367	29	“	"	PUNCT
aiti-13655	367	30	continuous	continuous	ADJ
aiti-13655	367	31	control	control	NOUN
aiti-13655	367	32	with	with	ADP
aiti-13655	367	33	deep	deep	ADJ
aiti-13655	367	34	reinforcement	reinforcement	NOUN
aiti-13655	367	35	learning	learning	NOUN
aiti-13655	367	36	,	,	PUNCT
aiti-13655	367	37	”	"	PUNCT
aiti-13655	367	38	https://doi.org/10.48550/arxiv.1509.02971	https://doi.org/10.48550/arxiv.1509.02971	PROPN
aiti-13655	367	39	,	,	PUNCT
aiti-13655	367	40	september	september	PROPN
aiti-13655	367	41	09	09	NUM
aiti-13655	367	42	,	,	PUNCT
aiti-13655	367	43	2015	2015	NUM
aiti-13655	367	44	.	.	PUNCT
aiti-13655	368	1	[	[	X
aiti-13655	368	2	2	2	NUM
aiti-13655	368	3	]	]	PUNCT
aiti-13655	368	4	l.	l.	PROPN
aiti-13655	368	5	li	li	PROPN
aiti-13655	368	6	,	,	PUNCT
aiti-13655	368	7	m.	m.	NOUN
aiti-13655	368	8	rong	rong	PROPN
aiti-13655	368	9	,	,	PUNCT
aiti-13655	368	10	and	and	CCONJ
aiti-13655	368	11	g.	g.	PROPN
aiti-13655	368	12	zhang	zhang	PROPN
aiti-13655	368	13	,	,	PUNCT
aiti-13655	368	14	“	"	PUNCT
aiti-13655	368	15	an	an	DET
aiti-13655	368	16	internet	internet	NOUN
aiti-13655	368	17	of	of	ADP
aiti-13655	368	18	things	thing	NOUN
aiti-13655	368	19	qos	qos	X
aiti-13655	368	20	estimate	estimate	NOUN
aiti-13655	368	21	approach	approach	NOUN
aiti-13655	368	22	based	base	VERB
aiti-13655	368	23	on	on	ADP
aiti-13655	368	24	multi	multi	ADJ
aiti-13655	368	25	-	-	ADJ
aiti-13655	368	26	dimension	dimension	ADJ
aiti-13655	368	27	qos	qos	NOUN
aiti-13655	368	28	,	,	PUNCT
aiti-13655	368	29	”	"	PUNCT
aiti-13655	368	30	9th	9th	ADJ
aiti-13655	368	31	international	international	ADJ
aiti-13655	368	32	conference	conference	NOUN
aiti-13655	368	33	on	on	ADP
aiti-13655	368	34	computer	computer	NOUN
aiti-13655	368	35	science	science	PROPN
aiti-13655	368	36	&	&	CCONJ
aiti-13655	368	37	education	education	PROPN
aiti-13655	368	38	,	,	PUNCT
aiti-13655	368	39	pp	pp	ADP
aiti-13655	368	40	.	.	PUNCT
aiti-13655	369	1	998	998	NUM
aiti-13655	369	2	-	-	PUNCT
aiti-13655	369	3	1002	1002	NUM
aiti-13655	369	4	,	,	PUNCT
aiti-13655	369	5	august	august	PROPN
aiti-13655	369	6	2014	2014	NUM
aiti-13655	369	7	.	.	PUNCT
aiti-13655	370	1	[	[	X
aiti-13655	370	2	3	3	X
aiti-13655	370	3	]	]	X
aiti-13655	370	4	g.	g.	PROPN
aiti-13655	370	5	kang	kang	PROPN
aiti-13655	370	6	,	,	PUNCT
aiti-13655	370	7	j.	j.	PROPN
aiti-13655	370	8	liu	liu	PROPN
aiti-13655	370	9	,	,	PUNCT
aiti-13655	370	10	b.	b.	PROPN
aiti-13655	370	11	cao	cao	PROPN
aiti-13655	370	12	,	,	PUNCT
aiti-13655	370	13	and	and	CCONJ
aiti-13655	370	14	y.	y.	PROPN
aiti-13655	370	15	xiao	xiao	PROPN
aiti-13655	370	16	,	,	PUNCT
aiti-13655	370	17	“	"	PUNCT
aiti-13655	370	18	diversified	diversified	ADJ
aiti-13655	370	19	qos	qos	NOUN
aiti-13655	370	20	-	-	PUNCT
aiti-13655	370	21	centric	centric	ADJ
aiti-13655	370	22	service	service	NOUN
aiti-13655	370	23	recommendation	recommendation	NOUN
aiti-13655	370	24	for	for	ADP
aiti-13655	370	25	uncertain	uncertain	ADJ
aiti-13655	370	26	qos	qos	NOUN
aiti-13655	370	27	preferences	preference	NOUN
aiti-13655	370	28	,	,	PUNCT
aiti-13655	370	29	”	"	PUNCT
aiti-13655	370	30	ieee	ieee	NOUN
aiti-13655	370	31	international	international	ADJ
aiti-13655	370	32	conference	conference	NOUN
aiti-13655	370	33	on	on	ADP
aiti-13655	370	34	services	service	NOUN
aiti-13655	370	35	computing	computing	NOUN
aiti-13655	370	36	,	,	PUNCT
aiti-13655	370	37	pp	pp	ADJ
aiti-13655	370	38	.	.	PUNCT
aiti-13655	371	1	288	288	NUM
aiti-13655	371	2	-	-	SYM
aiti-13655	371	3	295	295	NUM
aiti-13655	371	4	,	,	PUNCT
aiti-13655	371	5	november	november	PROPN
aiti-13655	371	6	2020	2020	NUM
aiti-13655	371	7	.	.	PUNCT
aiti-13655	372	1	[	[	X
aiti-13655	372	2	4	4	X
aiti-13655	372	3	]	]	PUNCT
aiti-13655	372	4	s.	s.	PROPN
aiti-13655	372	5	wang	wang	PROPN
aiti-13655	372	6	,	,	PUNCT
aiti-13655	372	7	y.	y.	PROPN
aiti-13655	372	8	zhao	zhao	PROPN
aiti-13655	372	9	,	,	PUNCT
aiti-13655	372	10	l.	l.	PROPN
aiti-13655	372	11	huang	huang	PROPN
aiti-13655	372	12	,	,	PUNCT
aiti-13655	372	13	j.	j.	PROPN
aiti-13655	372	14	xu	xu	PROPN
aiti-13655	372	15	,	,	PUNCT
aiti-13655	372	16	and	and	CCONJ
aiti-13655	372	17	c.	c.	PROPN
aiti-13655	372	18	h.	h.	PROPN
aiti-13655	372	19	hsu	hsu	PROPN
aiti-13655	372	20	,	,	PUNCT
aiti-13655	372	21	“	"	PUNCT
aiti-13655	372	22	qos	qos	NOUN
aiti-13655	372	23	prediction	prediction	NOUN
aiti-13655	372	24	for	for	ADP
aiti-13655	372	25	service	service	NOUN
aiti-13655	372	26	recommendations	recommendation	NOUN
aiti-13655	372	27	in	in	ADP
aiti-13655	372	28	mobile	mobile	ADJ
aiti-13655	372	29	edge	edge	NOUN
aiti-13655	372	30	computing	computing	NOUN
aiti-13655	372	31	,	,	PUNCT
aiti-13655	372	32	”	"	PUNCT
aiti-13655	372	33	journal	journal	NOUN
aiti-13655	372	34	of	of	ADP
aiti-13655	372	35	parallel	parallel	ADJ
aiti-13655	372	36	and	and	CCONJ
aiti-13655	372	37	distributed	distributed	ADJ
aiti-13655	372	38	computing	computing	NOUN
aiti-13655	372	39	,	,	PUNCT
aiti-13655	372	40	vol	vol	NOUN
aiti-13655	372	41	.	.	PUNCT
aiti-13655	373	1	127	127	NUM
aiti-13655	373	2	,	,	PUNCT
aiti-13655	373	3	pp	pp	ADJ
aiti-13655	373	4	.	.	PUNCT
aiti-13655	374	1	134	134	NUM
aiti-13655	374	2	-	-	SYM
aiti-13655	374	3	144	144	NUM
aiti-13655	374	4	,	,	PUNCT
aiti-13655	374	5	may	may	PROPN
aiti-13655	374	6	2019	2019	NUM
aiti-13655	374	7	.	.	PUNCT
aiti-13655	375	1	[	[	X
aiti-13655	375	2	5	5	X
aiti-13655	375	3	]	]	PUNCT
aiti-13655	375	4	c.	c.	PROPN
aiti-13655	375	5	yan	yan	PROPN
aiti-13655	375	6	,	,	PUNCT
aiti-13655	375	7	y.	y.	PROPN
aiti-13655	375	8	zhang	zhang	PROPN
aiti-13655	375	9	,	,	PUNCT
aiti-13655	375	10	w.	w.	PROPN
aiti-13655	375	11	zhong	zhong	PROPN
aiti-13655	375	12	,	,	PUNCT
aiti-13655	375	13	c.	c.	PROPN
aiti-13655	375	14	zhang	zhang	PROPN
aiti-13655	375	15	,	,	PUNCT
aiti-13655	375	16	and	and	CCONJ
aiti-13655	375	17	b.	b.	PROPN
aiti-13655	375	18	xin	xin	PROPN
aiti-13655	375	19	,	,	PUNCT
aiti-13655	375	20	“	"	PUNCT
aiti-13655	375	21	a	a	DET
aiti-13655	375	22	truncated	truncate	VERB
aiti-13655	375	23	svd	svd	PROPN
aiti-13655	375	24	-	-	PUNCT
aiti-13655	375	25	based	base	VERB
aiti-13655	375	26	arima	arima	NOUN
aiti-13655	375	27	model	model	NOUN
aiti-13655	375	28	for	for	ADP
aiti-13655	375	29	multiple	multiple	ADJ
aiti-13655	375	30	qos	qos	NOUN
aiti-13655	375	31	prediction	prediction	NOUN
aiti-13655	375	32	in	in	ADP
aiti-13655	375	33	mobile	mobile	ADJ
aiti-13655	375	34	edge	edge	NOUN
aiti-13655	375	35	computing	computing	NOUN
aiti-13655	375	36	,	,	PUNCT
aiti-13655	375	37	”	"	PUNCT
aiti-13655	375	38	tsinghua	tsinghua	PROPN
aiti-13655	375	39	science	science	PROPN
aiti-13655	375	40	and	and	CCONJ
aiti-13655	375	41	technology	technology	NOUN
aiti-13655	375	42	,	,	PUNCT
aiti-13655	375	43	vol	vol	NOUN
aiti-13655	375	44	.	.	PROPN
aiti-13655	375	45	27	27	NUM
aiti-13655	375	46	,	,	PUNCT
aiti-13655	375	47	no	no	INTJ
aiti-13655	375	48	.	.	NOUN
aiti-13655	375	49	2	2	NUM
aiti-13655	375	50	,	,	PUNCT
aiti-13655	375	51	pp	pp	ADJ
aiti-13655	375	52	.	.	PUNCT
aiti-13655	376	1	315	315	NUM
aiti-13655	376	2	-	-	SYM
aiti-13655	376	3	324	324	NUM
aiti-13655	376	4	,	,	PUNCT
aiti-13655	376	5	april	april	PROPN
aiti-13655	376	6	2022	2022	NUM
aiti-13655	376	7	.	.	PUNCT
aiti-13655	377	1	[	[	X
aiti-13655	377	2	6	6	NUM
aiti-13655	377	3	]	]	PUNCT
aiti-13655	377	4	x.	x.	PROPN
aiti-13655	377	5	luo	luo	PROPN
aiti-13655	377	6	,	,	PUNCT
aiti-13655	377	7	j.	j.	PROPN
aiti-13655	377	8	xie	xie	PROPN
aiti-13655	377	9	,	,	PUNCT
aiti-13655	377	10	l.	l.	PROPN
aiti-13655	377	11	xiong	xiong	PROPN
aiti-13655	377	12	,	,	PUNCT
aiti-13655	377	13	z.	z.	PROPN
aiti-13655	377	14	wang	wang	PROPN
aiti-13655	377	15	,	,	PUNCT
aiti-13655	377	16	and	and	CCONJ
aiti-13655	377	17	c.	c.	PROPN
aiti-13655	377	18	tian	tian	PROPN
aiti-13655	377	19	,	,	PUNCT
aiti-13655	377	20	“	"	PUNCT
aiti-13655	377	21	3	3	NUM
aiti-13655	377	22	-	-	SYM
aiti-13655	377	23	d	d	NOUN
aiti-13655	377	24	deployment	deployment	NOUN
aiti-13655	377	25	of	of	ADP
aiti-13655	377	26	multiple	multiple	ADJ
aiti-13655	377	27	uav	uav	PROPN
aiti-13655	377	28	-	-	PUNCT
aiti-13655	377	29	mounted	mount	VERB
aiti-13655	377	30	mobile	mobile	ADJ
aiti-13655	377	31	base	base	NOUN
aiti-13655	377	32	stations	station	NOUN
aiti-13655	377	33	for	for	ADP
aiti-13655	377	34	full	full	ADJ
aiti-13655	377	35	coverage	coverage	NOUN
aiti-13655	377	36	of	of	ADP
aiti-13655	377	37	iot	iot	ADJ
aiti-13655	377	38	ground	ground	NOUN
aiti-13655	377	39	users	user	NOUN
aiti-13655	377	40	with	with	ADP
aiti-13655	377	41	different	different	ADJ
aiti-13655	377	42	qos	qos	PROPN
aiti-13655	377	43	requirements	requirement	NOUN
aiti-13655	377	44	,	,	PUNCT
aiti-13655	377	45	”	"	PUNCT
aiti-13655	377	46	ieee	ieee	NOUN
aiti-13655	377	47	communications	communication	NOUN
aiti-13655	377	48	letters	letter	NOUN
aiti-13655	377	49	,	,	PUNCT
aiti-13655	377	50	vol	vol	NOUN
aiti-13655	377	51	.	.	PROPN
aiti-13655	377	52	26	26	NUM
aiti-13655	377	53	,	,	PUNCT
aiti-13655	377	54	no	no	INTJ
aiti-13655	377	55	.	.	NOUN
aiti-13655	377	56	12	12	NUM
aiti-13655	377	57	,	,	PUNCT
aiti-13655	377	58	pp	pp	ADJ
aiti-13655	377	59	.	.	PUNCT
aiti-13655	377	60	3009	3009	NUM
aiti-13655	377	61	-	-	SYM
aiti-13655	377	62	3013	3013	NUM
aiti-13655	377	63	,	,	PUNCT
aiti-13655	377	64	december	december	PROPN
aiti-13655	377	65	2022	2022	NUM
aiti-13655	377	66	.	.	PUNCT
aiti-13655	378	1	[	[	X
aiti-13655	378	2	7	7	X
aiti-13655	378	3	]	]	PUNCT
aiti-13655	378	4	t.	t.	PROPN
aiti-13655	378	5	zhang	zhang	PROPN
aiti-13655	378	6	,	,	PUNCT
aiti-13655	378	7	s.	s.	PROPN
aiti-13655	378	8	wang	wang	PROPN
aiti-13655	378	9	,	,	PUNCT
aiti-13655	378	10	m.	m.	NOUN
aiti-13655	378	11	tang	tang	PROPN
aiti-13655	378	12	,	,	PUNCT
aiti-13655	378	13	and	and	CCONJ
aiti-13655	378	14	j.	j.	PROPN
aiti-13655	378	15	nie	nie	PROPN
aiti-13655	378	16	,	,	PUNCT
aiti-13655	378	17	“	"	PUNCT
aiti-13655	378	18	a	a	DET
aiti-13655	378	19	novel	novel	ADJ
aiti-13655	378	20	qos	qos	NOUN
aiti-13655	378	21	interval	interval	NOUN
aiti-13655	378	22	prediction	prediction	NOUN
aiti-13655	378	23	method	method	NOUN
aiti-13655	378	24	for	for	ADP
aiti-13655	378	25	web	web	NOUN
aiti-13655	378	26	services	service	NOUN
aiti-13655	378	27	based	base	VERB
aiti-13655	378	28	on	on	ADP
aiti-13655	378	29	random	random	ADJ
aiti-13655	378	30	walk	walk	NOUN
aiti-13655	378	31	,	,	PUNCT
aiti-13655	378	32	”	"	PUNCT
aiti-13655	378	33	4th	4th	ADJ
aiti-13655	378	34	international	international	ADJ
aiti-13655	378	35	conference	conference	NOUN
aiti-13655	378	36	on	on	ADP
aiti-13655	378	37	computers	computer	NOUN
aiti-13655	378	38	and	and	CCONJ
aiti-13655	378	39	artificial	artificial	ADJ
aiti-13655	378	40	intelligence	intelligence	NOUN
aiti-13655	378	41	technology	technology	NOUN
aiti-13655	378	42	,	,	PUNCT
aiti-13655	378	43	pp	pp	PROPN
aiti-13655	378	44	.	.	PUNCT
aiti-13655	378	45	316	316	NUM
aiti-13655	378	46	-	-	SYM
aiti-13655	378	47	321	321	NUM
aiti-13655	378	48	,	,	PUNCT
aiti-13655	378	49	december	december	PROPN
aiti-13655	378	50	2023	2023	NUM
aiti-13655	378	51	.	.	PUNCT
aiti-13655	379	1	[	[	X
aiti-13655	379	2	8	8	NUM
aiti-13655	379	3	]	]	PUNCT
aiti-13655	379	4	s.	s.	PROPN
aiti-13655	379	5	lu	lu	PROPN
aiti-13655	379	6	,	,	PUNCT
aiti-13655	379	7	s.	s.	PROPN
aiti-13655	379	8	hu	hu	PROPN
aiti-13655	379	9	,	,	PUNCT
aiti-13655	379	10	y.	y.	PROPN
aiti-13655	379	11	duan	duan	PROPN
aiti-13655	379	12	,	,	PUNCT
aiti-13655	379	13	j.	j.	PROPN
aiti-13655	379	14	gao	gao	PROPN
aiti-13655	379	15	,	,	PUNCT
aiti-13655	379	16	and	and	CCONJ
aiti-13655	379	17	f.	f.	PROPN
aiti-13655	379	18	liu	liu	PROPN
aiti-13655	379	19	,	,	PUNCT
aiti-13655	379	20	“	"	PUNCT
aiti-13655	379	21	contention	contention	NOUN
aiti-13655	379	22	window	window	NOUN
aiti-13655	379	23	adaptive	adaptive	ADJ
aiti-13655	379	24	adjustment	adjustment	NOUN
aiti-13655	379	25	strategy	strategy	NOUN
aiti-13655	379	26	for	for	ADP
aiti-13655	379	27	fairness	fairness	NOUN
aiti-13655	379	28	in	in	ADP
aiti-13655	379	29	multi	multi	ADJ
aiti-13655	379	30	-	-	ADJ
aiti-13655	379	31	rate	rate	ADJ
aiti-13655	379	32	ieee	ieee	NOUN
aiti-13655	379	33	802.11	802.11	NUM
aiti-13655	379	34	network	network	NOUN
aiti-13655	379	35	,	,	PUNCT
aiti-13655	379	36	”	"	PUNCT
aiti-13655	379	37	6th	6th	ADJ
aiti-13655	379	38	international	international	ADJ
aiti-13655	379	39	conference	conference	NOUN
aiti-13655	379	40	on	on	ADP
aiti-13655	379	41	communication	communication	NOUN
aiti-13655	379	42	and	and	CCONJ
aiti-13655	379	43	information	information	NOUN
aiti-13655	379	44	systems	system	NOUN
aiti-13655	379	45	,	,	PUNCT
aiti-13655	379	46	pp	pp	ADP
aiti-13655	379	47	.	.	PUNCT
aiti-13655	379	48	82	82	NUM
aiti-13655	379	49	-	-	SYM
aiti-13655	379	50	86	86	NUM
aiti-13655	379	51	,	,	PUNCT
aiti-13655	379	52	october	october	PROPN
aiti-13655	379	53	2022	2022	NUM
aiti-13655	379	54	.	.	PUNCT
aiti-13655	380	1	[	[	X
aiti-13655	380	2	9	9	NUM
aiti-13655	380	3	]	]	PUNCT
aiti-13655	380	4	h.	h.	PROPN
aiti-13655	380	5	yang	yang	PROPN
aiti-13655	380	6	,	,	PUNCT
aiti-13655	380	7	f.	f.	PROPN
aiti-13655	380	8	jin	jin	PROPN
aiti-13655	380	9	,	,	PUNCT
aiti-13655	380	10	z.	z.	PROPN
aiti-13655	380	11	li	li	PROPN
aiti-13655	380	12	,	,	PUNCT
aiti-13655	380	13	and	and	CCONJ
aiti-13655	380	14	p.	p.	PROPN
aiti-13655	380	15	wen	wen	PROPN
aiti-13655	380	16	,	,	PUNCT
aiti-13655	380	17	“	"	PUNCT
aiti-13655	380	18	clustering	cluster	VERB
aiti-13655	380	19	routing	route	VERB
aiti-13655	380	20	optimization	optimization	NOUN
aiti-13655	380	21	for	for	ADP
aiti-13655	380	22	ant	ant	ADJ
aiti-13655	380	23	colony	colony	NOUN
aiti-13655	380	24	mobile	mobile	ADJ
aiti-13655	380	25	sensor	sensor	NOUN
aiti-13655	380	26	networks	network	NOUN
aiti-13655	380	27	based	base	VERB
aiti-13655	380	28	on	on	ADP
aiti-13655	380	29	contention	contention	NOUN
aiti-13655	380	30	window	window	NOUN
aiti-13655	380	31	of	of	ADP
aiti-13655	380	32	mac	mac	PROPN
aiti-13655	380	33	layer	layer	NOUN
aiti-13655	380	34	,	,	PUNCT
aiti-13655	380	35	”	"	PUNCT
aiti-13655	380	36	8th	8th	ADJ
aiti-13655	380	37	international	international	ADJ
aiti-13655	380	38	conference	conference	NOUN
aiti-13655	380	39	on	on	ADP
aiti-13655	380	40	computer	computer	NOUN
aiti-13655	380	41	and	and	CCONJ
aiti-13655	380	42	communication	communication	NOUN
aiti-13655	380	43	systems	system	NOUN
aiti-13655	380	44	,	,	PUNCT
aiti-13655	380	45	pp	pp	ADV
aiti-13655	380	46	.	.	PUNCT
aiti-13655	380	47	304	304	NUM
aiti-13655	380	48	-	-	SYM
aiti-13655	380	49	309	309	NUM
aiti-13655	380	50	,	,	PUNCT
aiti-13655	380	51	april	april	PROPN
aiti-13655	380	52	2023	2023	NUM
aiti-13655	380	53	.	.	PUNCT
aiti-13655	381	1	272	272	NUM
aiti-13655	381	2	advances	advance	NOUN
aiti-13655	381	3	in	in	ADP
aiti-13655	381	4	technology	technology	NOUN
aiti-13655	381	5	innovation	innovation	NOUN
aiti-13655	381	6	,	,	PUNCT
aiti-13655	381	7	vol	vol	NOUN
aiti-13655	381	8	.	.	PROPN
aiti-13655	381	9	9	9	NUM
aiti-13655	381	10	,	,	PUNCT
aiti-13655	381	11	no	no	INTJ
aiti-13655	381	12	.	.	NOUN
aiti-13655	381	13	4	4	NUM
aiti-13655	381	14	,	,	PUNCT
aiti-13655	381	15	2024	2024	NUM
aiti-13655	381	16	,	,	PUNCT
aiti-13655	381	17	pp	pp	ADV
aiti-13655	381	18	.	.	PUNCT
aiti-13655	382	1	257	257	NUM
aiti-13655	382	2	-	-	SYM
aiti-13655	382	3	272	272	NUM
aiti-13655	382	4	[	[	X
aiti-13655	382	5	10	10	NUM
aiti-13655	382	6	]	]	PUNCT
aiti-13655	382	7	j.	j.	PROPN
aiti-13655	382	8	li	li	PROPN
aiti-13655	382	9	and	and	CCONJ
aiti-13655	382	10	f.	f.	PROPN
aiti-13655	382	11	jian	jian	PROPN
aiti-13655	382	12	,	,	PUNCT
aiti-13655	382	13	“	"	PUNCT
aiti-13655	382	14	learning	learn	VERB
aiti-13655	382	15	contention	contention	NOUN
aiti-13655	382	16	window	window	NOUN
aiti-13655	382	17	selection	selection	NOUN
aiti-13655	382	18	in	in	ADP
aiti-13655	382	19	age	age	NOUN
aiti-13655	382	20	of	of	ADP
aiti-13655	382	21	information	information	NOUN
aiti-13655	382	22	-	-	PUNCT
aiti-13655	382	23	oriented	orient	VERB
aiti-13655	382	24	ieee	ieee	NOUN
aiti-13655	382	25	802.11	802.11	NUM
aiti-13655	382	26	networks	network	NOUN
aiti-13655	382	27	,	,	PUNCT
aiti-13655	382	28	”	"	PUNCT
aiti-13655	382	29	ieee	ieee	NOUN
aiti-13655	382	30	11th	11th	ADJ
aiti-13655	382	31	international	international	ADJ
aiti-13655	382	32	conference	conference	NOUN
aiti-13655	382	33	on	on	ADP
aiti-13655	382	34	information	information	NOUN
aiti-13655	382	35	,	,	PUNCT
aiti-13655	382	36	communication	communication	NOUN
aiti-13655	382	37	and	and	CCONJ
aiti-13655	382	38	networks	network	NOUN
aiti-13655	382	39	,	,	PUNCT
aiti-13655	382	40	pp	pp	ADP
aiti-13655	382	41	.	.	PUNCT
aiti-13655	383	1	903	903	NUM
aiti-13655	383	2	-	-	SYM
aiti-13655	383	3	907	907	NUM
aiti-13655	383	4	,	,	PUNCT
aiti-13655	383	5	august	august	PROPN
aiti-13655	383	6	2023	2023	NUM
aiti-13655	384	1	[	[	X
aiti-13655	384	2	11	11	NUM
aiti-13655	384	3	]	]	PUNCT
aiti-13655	384	4	s.	s.	PROPN
aiti-13655	384	5	jiang	jiang	PROPN
aiti-13655	384	6	and	and	CCONJ
aiti-13655	384	7	j.	j.	PROPN
aiti-13655	384	8	zheng	zheng	PROPN
aiti-13655	384	9	,	,	PUNCT
aiti-13655	384	10	“	"	PUNCT
aiti-13655	384	11	a	a	DET
aiti-13655	384	12	drqn	drqn	NOUN
aiti-13655	384	13	-	-	PUNCT
aiti-13655	384	14	based	base	VERB
aiti-13655	384	15	initial	initial	ADJ
aiti-13655	384	16	contention	contention	NOUN
aiti-13655	384	17	window	window	NOUN
aiti-13655	384	18	optimization	optimization	NOUN
aiti-13655	384	19	algorithm	algorithm	NOUN
aiti-13655	384	20	for	for	ADP
aiti-13655	384	21	nr	nr	NOUN
aiti-13655	384	22	-	-	NOUN
aiti-13655	384	23	u	u	NOUN
aiti-13655	384	24	and	and	CCONJ
aiti-13655	384	25	wifi	wifi	NOUN
aiti-13655	384	26	coexistence	coexistence	NOUN
aiti-13655	384	27	networks	network	NOUN
aiti-13655	384	28	,	,	PUNCT
aiti-13655	384	29	”	"	PUNCT
aiti-13655	384	30	globecom	globecom	X
aiti-13655	384	31	2022	2022	NUM
aiti-13655	384	32	2022	2022	NUM
aiti-13655	384	33	ieee	ieee	PROPN
aiti-13655	384	34	global	global	PROPN
aiti-13655	384	35	communications	communications	PROPN
aiti-13655	384	36	conference	conference	NOUN
aiti-13655	384	37	,	,	PUNCT
aiti-13655	384	38	pp	pp	X
aiti-13655	384	39	.	.	PUNCT
aiti-13655	385	1	6019	6019	NUM
aiti-13655	385	2	-	-	SYM
aiti-13655	385	3	6024	6024	NUM
aiti-13655	385	4	,	,	PUNCT
aiti-13655	385	5	december	december	PROPN
aiti-13655	385	6	2022	2022	NUM
aiti-13655	385	7	.	.	PUNCT
aiti-13655	386	1	[	[	X
aiti-13655	386	2	12	12	NUM
aiti-13655	386	3	]	]	PUNCT
aiti-13655	386	4	b.	b.	PROPN
aiti-13655	386	5	suvarna	suvarna	PROPN
aiti-13655	386	6	,	,	PUNCT
aiti-13655	386	7	b.	b.	PROPN
aiti-13655	386	8	lalunaick	lalunaick	PROPN
aiti-13655	386	9	,	,	PUNCT
aiti-13655	386	10	o.	o.	PROPN
aiti-13655	386	11	gandhi	gandhi	PROPN
aiti-13655	386	12	,	,	PUNCT
aiti-13655	386	13	and	and	CCONJ
aiti-13655	386	14	g.	g.	PROPN
aiti-13655	386	15	vijaykumar	vijaykumar	PROPN
aiti-13655	386	16	,	,	PUNCT
aiti-13655	386	17	“	"	PUNCT
aiti-13655	386	18	a	a	DET
aiti-13655	386	19	divide	divide	NOUN
aiti-13655	386	20	and	and	CCONJ
aiti-13655	386	21	conquer	conquer	VERB
aiti-13655	386	22	technique	technique	NOUN
aiti-13655	386	23	for	for	ADP
aiti-13655	386	24	the	the	DET
aiti-13655	386	25	contention	contention	NOUN
aiti-13655	386	26	window	window	NOUN
aiti-13655	386	27	to	to	PART
aiti-13655	386	28	improve	improve	VERB
aiti-13655	386	29	the	the	DET
aiti-13655	386	30	qos	qos	NOUN
aiti-13655	386	31	of	of	ADP
aiti-13655	386	32	mac	mac	PROPN
aiti-13655	386	33	,	,	PUNCT
aiti-13655	386	34	”	"	PUNCT
aiti-13655	386	35	international	international	ADJ
aiti-13655	386	36	conference	conference	NOUN
aiti-13655	386	37	on	on	ADP
aiti-13655	386	38	green	green	ADJ
aiti-13655	386	39	computing	compute	VERB
aiti-13655	386	40	communication	communication	NOUN
aiti-13655	386	41	and	and	CCONJ
aiti-13655	386	42	electrical	electrical	ADJ
aiti-13655	386	43	engineering	engineering	NOUN
aiti-13655	386	44	,	,	PUNCT
aiti-13655	386	45	pp	pp	ADJ
aiti-13655	386	46	.	.	PUNCT
aiti-13655	387	1	1	1	NUM
aiti-13655	387	2	-	-	SYM
aiti-13655	387	3	6	6	NUM
aiti-13655	387	4	,	,	PUNCT
aiti-13655	387	5	march	march	PROPN
aiti-13655	387	6	2014	2014	NUM
aiti-13655	387	7	.	.	PUNCT
aiti-13655	388	1	[	[	X
aiti-13655	388	2	13	13	NUM
aiti-13655	388	3	]	]	X
aiti-13655	388	4	h.	h.	PROPN
aiti-13655	388	5	toral	toral	PROPN
aiti-13655	388	6	-	-	PUNCT
aiti-13655	388	7	cruz	cruz	PROPN
aiti-13655	388	8	,	,	PUNCT
aiti-13655	388	9	j.	j.	PROPN
aiti-13655	388	10	ramirez	ramirez	PROPN
aiti-13655	388	11	-	-	PUNCT
aiti-13655	388	12	pacheco	pacheco	PROPN
aiti-13655	388	13	,	,	PUNCT
aiti-13655	388	14	p.	p.	PROPN
aiti-13655	388	15	velarde	velarde	PROPN
aiti-13655	388	16	-	-	PUNCT
aiti-13655	388	17	alvarado	alvarado	PROPN
aiti-13655	388	18	,	,	PUNCT
aiti-13655	388	19	and	and	CCONJ
aiti-13655	388	20	a.	a.	PROPN
aiti-13655	388	21	k.	k.	PROPN
aiti-13655	388	22	pathan	pathan	PROPN
aiti-13655	388	23	,	,	PUNCT
aiti-13655	388	24	“	"	PUNCT
aiti-13655	388	25	voip	voip	NOUN
aiti-13655	388	26	in	in	ADP
aiti-13655	388	27	next	next	ADJ
aiti-13655	388	28	-	-	PUNCT
aiti-13655	388	29	generation	generation	NOUN
aiti-13655	388	30	converged	converge	VERB
aiti-13655	388	31	networks	network	NOUN
aiti-13655	388	32	.	.	PUNCT
aiti-13655	388	33	”	"	PUNCT
aiti-13655	389	1	building	build	VERB
aiti-13655	389	2	next	next	ADJ
aiti-13655	389	3	-	-	PUNCT
aiti-13655	389	4	generation	generation	NOUN
aiti-13655	389	5	converged	converge	VERB
aiti-13655	389	6	networks	network	NOUN
aiti-13655	389	7	:	:	PUNCT
aiti-13655	389	8	theory	theory	NOUN
aiti-13655	389	9	and	and	CCONJ
aiti-13655	389	10	practice	practice	NOUN
aiti-13655	389	11	,	,	PUNCT
aiti-13655	389	12	boca	boca	PROPN
aiti-13655	389	13	raton	raton	PROPN
aiti-13655	389	14	,	,	PUNCT
aiti-13655	389	15	fl	fl	PROPN
aiti-13655	389	16	:	:	PUNCT
aiti-13655	389	17	crc	crc	NOUN
aiti-13655	389	18	press	press	NOUN
aiti-13655	389	19	,	,	PUNCT
aiti-13655	389	20	pp	pp	ADP
aiti-13655	389	21	.	.	PUNCT
aiti-13655	389	22	357380	357380	NUM
aiti-13655	389	23	,	,	PUNCT
aiti-13655	389	24	2013	2013	NUM
aiti-13655	389	25	.	.	PUNCT
aiti-13655	390	1	[	[	X
aiti-13655	390	2	14	14	NUM
aiti-13655	390	3	]	]	X
aiti-13655	390	4	o.	o.	PROPN
aiti-13655	390	5	o.	o.	PROPN
aiti-13655	390	6	aldawibi	aldawibi	PROPN
aiti-13655	390	7	,	,	PUNCT
aiti-13655	390	8	s.	s.	PROPN
aiti-13655	390	9	f.	f.	PROPN
aiti-13655	390	10	alahmar	alahmar	PROPN
aiti-13655	390	11	,	,	PUNCT
aiti-13655	390	12	and	and	CCONJ
aiti-13655	390	13	a.	a.	PROPN
aiti-13655	390	14	s.	s.	PROPN
aiti-13655	390	15	khrwat	khrwat	PROPN
aiti-13655	390	16	,	,	PUNCT
aiti-13655	390	17	“	"	PUNCT
aiti-13655	390	18	performance	performance	NOUN
aiti-13655	390	19	assessment	assessment	NOUN
aiti-13655	390	20	on	on	ADP
aiti-13655	390	21	backoff	backoff	NOUN
aiti-13655	390	22	contention	contention	NOUN
aiti-13655	390	23	window	window	NOUN
aiti-13655	390	24	for	for	ADP
aiti-13655	390	25	manets	manet	NOUN
aiti-13655	390	26	in	in	ADP
aiti-13655	390	27	congested	congested	ADJ
aiti-13655	390	28	area	area	NOUN
aiti-13655	390	29	and	and	CCONJ
aiti-13655	390	30	random	random	ADJ
aiti-13655	390	31	movement	movement	NOUN
aiti-13655	390	32	,	,	PUNCT
aiti-13655	390	33	”	"	PUNCT
aiti-13655	390	34	ieee	ieee	NOUN
aiti-13655	390	35	1st	1st	PROPN
aiti-13655	390	36	international	international	PROPN
aiti-13655	390	37	maghreb	maghreb	PROPN
aiti-13655	390	38	meeting	meeting	NOUN
aiti-13655	390	39	of	of	ADP
aiti-13655	390	40	the	the	DET
aiti-13655	390	41	conference	conference	NOUN
aiti-13655	390	42	on	on	ADP
aiti-13655	390	43	sciences	science	NOUN
aiti-13655	390	44	and	and	CCONJ
aiti-13655	390	45	techniques	technique	NOUN
aiti-13655	390	46	of	of	ADP
aiti-13655	390	47	automatic	automatic	ADJ
aiti-13655	390	48	control	control	NOUN
aiti-13655	390	49	and	and	CCONJ
aiti-13655	390	50	computer	computer	NOUN
aiti-13655	390	51	engineering	engineering	PROPN
aiti-13655	390	52	mi	mi	PROPN
aiti-13655	390	53	-	-	NOUN
aiti-13655	390	54	sta	sta	NOUN
aiti-13655	390	55	,	,	PUNCT
aiti-13655	390	56	pp	pp	ADJ
aiti-13655	390	57	.	.	PUNCT
aiti-13655	391	1	762	762	NUM
aiti-13655	391	2	-	-	SYM
aiti-13655	391	3	766	766	NUM
aiti-13655	391	4	,	,	PUNCT
aiti-13655	391	5	may	may	AUX
aiti-13655	391	6	2021	2021	NUM
aiti-13655	391	7	.	.	PUNCT
aiti-13655	392	1	[	[	X
aiti-13655	392	2	15	15	NUM
aiti-13655	392	3	]	]	X
aiti-13655	392	4	rasna	rasna	NOUN
aiti-13655	392	5	,	,	PUNCT
aiti-13655	392	6	indrabayu	indrabayu	PROPN
aiti-13655	392	7	,	,	PUNCT
aiti-13655	392	8	dewiani	dewiani	NOUN
aiti-13655	392	9	,	,	PUNCT
aiti-13655	392	10	and	and	CCONJ
aiti-13655	392	11	a.	a.	NOUN
aiti-13655	392	12	achmad	achmad	PROPN
aiti-13655	392	13	,	,	PUNCT
aiti-13655	392	14	“	"	PUNCT
aiti-13655	392	15	evaluation	evaluation	NOUN
aiti-13655	392	16	performance	performance	NOUN
aiti-13655	392	17	of	of	ADP
aiti-13655	392	18	contention	contention	NOUN
aiti-13655	392	19	window	window	NOUN
aiti-13655	392	20	on	on	ADP
aiti-13655	392	21	the	the	DET
aiti-13655	392	22	impact	impact	NOUN
aiti-13655	392	23	hidden	hide	VERB
aiti-13655	392	24	node	node	NOUN
aiti-13655	392	25	vehicle	vehicle	NOUN
aiti-13655	392	26	to	to	ADP
aiti-13655	392	27	vehicle	vehicle	NOUN
aiti-13655	392	28	,	,	PUNCT
aiti-13655	392	29	”	"	PUNCT
aiti-13655	392	30	international	international	ADJ
aiti-13655	392	31	seminar	seminar	NOUN
aiti-13655	392	32	on	on	ADP
aiti-13655	392	33	intelligent	intelligent	ADJ
aiti-13655	392	34	technology	technology	NOUN
aiti-13655	392	35	and	and	CCONJ
aiti-13655	392	36	its	its	PRON
aiti-13655	392	37	applications	application	NOUN
aiti-13655	392	38	,	,	PUNCT
aiti-13655	392	39	pp	pp	ADJ
aiti-13655	392	40	.	.	PUNCT
aiti-13655	393	1	505	505	NUM
aiti-13655	393	2	-	-	SYM
aiti-13655	393	3	510	510	NUM
aiti-13655	393	4	,	,	PUNCT
aiti-13655	393	5	july	july	PROPN
aiti-13655	393	6	2023	2023	NUM
aiti-13655	393	7	.	.	PUNCT
aiti-13655	394	1	[	[	X
aiti-13655	394	2	16	16	NUM
aiti-13655	394	3	]	]	PUNCT
aiti-13655	394	4	j.	j.	PROPN
aiti-13655	394	5	h.	h.	PROPN
aiti-13655	394	6	kwon	kwon	PROPN
aiti-13655	394	7	,	,	PUNCT
aiti-13655	394	8	d.	d.	PROPN
aiti-13655	394	9	kim	kim	PROPN
aiti-13655	394	10	,	,	PUNCT
aiti-13655	394	11	and	and	CCONJ
aiti-13655	394	12	e.	e.	PROPN
aiti-13655	394	13	j.	j.	PROPN
aiti-13655	394	14	kim	kim	PROPN
aiti-13655	394	15	,	,	PUNCT
aiti-13655	394	16	“	"	PUNCT
aiti-13655	394	17	reinforcement	reinforcement	NOUN
aiti-13655	394	18	learning	learning	NOUN
aiti-13655	394	19	-	-	PUNCT
aiti-13655	394	20	based	base	VERB
aiti-13655	394	21	contention	contention	NOUN
aiti-13655	394	22	window	window	NOUN
aiti-13655	394	23	adjustment	adjustment	NOUN
aiti-13655	394	24	for	for	ADP
aiti-13655	394	25	wireless	wireless	ADJ
aiti-13655	394	26	body	body	NOUN
aiti-13655	394	27	area	area	NOUN
aiti-13655	394	28	networks	network	NOUN
aiti-13655	394	29	,	,	PUNCT
aiti-13655	394	30	”	"	PUNCT
aiti-13655	394	31	4th	4th	ADJ
aiti-13655	394	32	international	international	ADJ
aiti-13655	394	33	conference	conference	NOUN
aiti-13655	394	34	on	on	ADP
aiti-13655	394	35	big	big	ADJ
aiti-13655	394	36	data	datum	NOUN
aiti-13655	394	37	analytics	analytic	NOUN
aiti-13655	394	38	and	and	CCONJ
aiti-13655	394	39	practices	practice	NOUN
aiti-13655	394	40	,	,	PUNCT
aiti-13655	394	41	pp	pp	ADJ
aiti-13655	394	42	.	.	PUNCT
aiti-13655	395	1	1	1	NUM
aiti-13655	395	2	-	-	SYM
aiti-13655	395	3	4	4	NUM
aiti-13655	395	4	,	,	PUNCT
aiti-13655	395	5	august	august	PROPN
aiti-13655	395	6	2023	2023	NUM
aiti-13655	395	7	.	.	PUNCT
aiti-13655	396	1	[	[	X
aiti-13655	396	2	17	17	NUM
aiti-13655	396	3	]	]	PUNCT
aiti-13655	396	4	s.	s.	PROPN
aiti-13655	396	5	ergun	ergun	PROPN
aiti-13655	396	6	,	,	PUNCT
aiti-13655	396	7	i.	i.	NOUN
aiti-13655	396	8	sammour	sammour	PROPN
aiti-13655	396	9	,	,	PUNCT
aiti-13655	396	10	and	and	CCONJ
aiti-13655	396	11	g.	g.	PROPN
aiti-13655	396	12	chalhoub	chalhoub	PROPN
aiti-13655	396	13	,	,	PUNCT
aiti-13655	396	14	“	"	PUNCT
aiti-13655	396	15	a	a	DET
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aiti-13655	396	17	on	on	ADP
aiti-13655	396	18	how	how	SCONJ
aiti-13655	396	19	network	network	NOUN
aiti-13655	396	20	simulators	simulator	NOUN
aiti-13655	396	21	serve	serve	VERB
aiti-13655	396	22	reinforcement	reinforcement	NOUN
aiti-13655	396	23	learning	learning	NOUN
aiti-13655	396	24	in	in	ADP
aiti-13655	396	25	wireless	wireless	ADJ
aiti-13655	396	26	networks	network	NOUN
aiti-13655	396	27	,	,	PUNCT
aiti-13655	396	28	”	"	PUNCT
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aiti-13655	396	31	,	,	PUNCT
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aiti-13655	396	35	,	,	PUNCT
aiti-13655	396	36	article	article	NOUN
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aiti-13655	396	38	.	.	PROPN
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aiti-13655	396	40	,	,	PUNCT
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aiti-13655	396	43	.	.	PUNCT
aiti-13655	397	1	[	[	X
aiti-13655	397	2	18	18	NUM
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aiti-13655	397	4	w.	w.	PROPN
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aiti-13655	397	9	,	,	PUNCT
aiti-13655	397	10	“	"	PUNCT
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aiti-13655	397	18	with	with	ADP
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aiti-13655	397	20	reinforcement	reinforcement	NOUN
aiti-13655	397	21	learning	learning	NOUN
aiti-13655	397	22	,	,	PUNCT
aiti-13655	397	23	”	"	PUNCT
aiti-13655	397	24	ieee	ieee	NOUN
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aiti-13655	397	28	networking	network	VERB
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aiti-13655	397	30	,	,	PUNCT
aiti-13655	397	31	pp	pp	ADJ
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aiti-13655	398	1	1	1	NUM
aiti-13655	398	2	-	-	SYM
aiti-13655	398	3	6	6	NUM
aiti-13655	398	4	,	,	PUNCT
aiti-13655	398	5	march	march	PROPN
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aiti-13655	398	7	april	april	PROPN
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aiti-13655	398	9	.	.	PUNCT
aiti-13655	399	1	[	[	X
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aiti-13655	399	5	mnih	mnih	PROPN
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aiti-13655	399	16	i.	i.	PROPN
aiti-13655	399	17	antonoglou	antonoglou	PROPN
aiti-13655	399	18	,	,	PUNCT
aiti-13655	399	19	d.	d.	PROPN
aiti-13655	399	20	wierstra	wierstra	PROPN
aiti-13655	399	21	,	,	PUNCT
aiti-13655	399	22	et	et	PROPN
aiti-13655	399	23	al	al	PROPN
aiti-13655	399	24	.	.	PROPN
aiti-13655	399	25	,	,	PUNCT
aiti-13655	399	26	“	"	PUNCT
aiti-13655	399	27	playing	play	VERB
aiti-13655	399	28	atari	atari	NOUN
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aiti-13655	399	30	deep	deep	ADJ
aiti-13655	399	31	reinforcement	reinforcement	NOUN
aiti-13655	399	32	learning	learning	NOUN
aiti-13655	399	33	,	,	PUNCT
aiti-13655	399	34	”	"	PUNCT
aiti-13655	399	35	https://doi.org/10.48550/arxiv.1312.5602	https://doi.org/10.48550/arxiv.1312.5602	PROPN
aiti-13655	399	36	,	,	PUNCT
aiti-13655	399	37	december	december	PROPN
aiti-13655	399	38	19	19	NUM
aiti-13655	399	39	,	,	PUNCT
aiti-13655	399	40	2013	2013	NUM
aiti-13655	399	41	.	.	PUNCT
aiti-13655	400	1	[	[	X
aiti-13655	400	2	20	20	NUM
aiti-13655	400	3	]	]	PUNCT
aiti-13655	400	4	c.	c.	PROPN
aiti-13655	400	5	h.	h.	PROPN
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aiti-13655	400	11	“	"	PUNCT
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aiti-13655	400	14	-	-	ADJ
aiti-13655	400	15	agent	agent	ADJ
aiti-13655	400	16	deep	deep	ADJ
aiti-13655	400	17	reinforcement	reinforcement	NOUN
aiti-13655	400	18	learning	learning	NOUN
aiti-13655	400	19	for	for	ADP
aiti-13655	400	20	contention	contention	NOUN
aiti-13655	400	21	window	window	NOUN
aiti-13655	400	22	optimization	optimization	NOUN
aiti-13655	400	23	to	to	PART
aiti-13655	400	24	enhance	enhance	VERB
aiti-13655	400	25	wireless	wireless	ADJ
aiti-13655	400	26	network	network	NOUN
aiti-13655	400	27	performance	performance	NOUN
aiti-13655	400	28	,	,	PUNCT
aiti-13655	400	29	”	"	PUNCT
aiti-13655	400	30	ict	ict	PROPN
aiti-13655	400	31	express	express	NOUN
aiti-13655	400	32	,	,	PUNCT
aiti-13655	400	33	vol	vol	NOUN
aiti-13655	400	34	.	.	NOUN
aiti-13655	400	35	9	9	NUM
aiti-13655	400	36	,	,	PUNCT
aiti-13655	400	37	no	no	INTJ
aiti-13655	400	38	.	.	NOUN
aiti-13655	400	39	5	5	NUM
aiti-13655	400	40	,	,	PUNCT
aiti-13655	400	41	pp	pp	ADJ
aiti-13655	400	42	.	.	PUNCT
aiti-13655	401	1	776	776	NUM
aiti-13655	401	2	-	-	SYM
aiti-13655	401	3	782	782	NUM
aiti-13655	401	4	,	,	PUNCT
aiti-13655	401	5	october	october	PROPN
aiti-13655	401	6	2023	2023	NUM
aiti-13655	401	7	.	.	PUNCT
aiti-13655	402	1	copyright	copyright	NOUN
aiti-13655	402	2	©	©	PROPN
aiti-13655	402	3	by	by	ADP
aiti-13655	402	4	the	the	DET
aiti-13655	402	5	authors	author	NOUN
aiti-13655	402	6	.	.	PUNCT
aiti-13655	403	1	licensee	licensee	PROPN
aiti-13655	403	2	taeti	taeti	PROPN
aiti-13655	403	3	,	,	PUNCT
aiti-13655	403	4	taiwan	taiwan	PROPN
aiti-13655	403	5	.	.	PUNCT
aiti-13655	404	1	this	this	DET
aiti-13655	404	2	article	article	NOUN
aiti-13655	404	3	is	be	AUX
aiti-13655	404	4	an	an	DET
aiti-13655	404	5	open	open	ADJ
aiti-13655	404	6	-	-	PUNCT
aiti-13655	404	7	access	access	NOUN
aiti-13655	404	8	article	article	NOUN
aiti-13655	404	9	distributed	distribute	VERB
aiti-13655	404	10	under	under	ADP
aiti-13655	404	11	the	the	DET
aiti-13655	404	12	terms	term	NOUN
aiti-13655	404	13	and	and	CCONJ
aiti-13655	404	14	conditions	condition	NOUN
aiti-13655	404	15	of	of	ADP
aiti-13655	404	16	the	the	DET
aiti-13655	404	17	creative	creative	ADJ
aiti-13655	404	18	commons	common	NOUN
aiti-13655	404	19	attribution	attribution	NOUN
aiti-13655	404	20	(	(	PUNCT
aiti-13655	404	21	cc	cc	NOUN
aiti-13655	404	22	by	by	ADP
aiti-13655	404	23	-	-	PUNCT
aiti-13655	404	24	nc	nc	NOUN
aiti-13655	404	25	)	)	PUNCT
aiti-13655	404	26	license	license	NOUN
aiti-13655	404	27	(	(	PUNCT
aiti-13655	404	28	https://creativecommons.org/licenses/by-nc/4.0/	https://creativecommons.org/licenses/by-nc/4.0/	NOUN
aiti-13655	404	29	)	)	PUNCT
aiti-13655	404	30	.	.	PUNCT