id	sid	tid	token	lemma	pos
ajst-31993	1	1	27	27	NUM
ajst-31993	1	2	a	a	DET
ajst-31993	1	3	review	review	NOUN
ajst-31993	1	4	on	on	ADP
ajst-31993	1	5	the	the	DET
ajst-31993	1	6	current	current	ADJ
ajst-31993	1	7	research	research	NOUN
ajst-31993	1	8	status	status	NOUN
ajst-31993	1	9	of	of	ADP
ajst-31993	1	10	base	base	NOUN
ajst-31993	1	11	station	station	NOUN
ajst-31993	1	12	sleep	sleep	NOUN
ajst-31993	1	13	strategies	strategy	NOUN
ajst-31993	1	14	using	use	VERB
ajst-31993	1	15	deep	deep	ADJ
ajst-31993	1	16	reinforcement	reinforcement	NOUN
ajst-31993	1	17	learning	learn	VERB
ajst-31993	2	1	pushen	pushen	PROPN
ajst-31993	2	2	chen	chen	PROPN
ajst-31993	2	3	*	*	PUNCT
ajst-31993	2	4	nanjing	nanjing	PROPN
ajst-31993	2	5	university	university	PROPN
ajst-31993	2	6	of	of	ADP
ajst-31993	2	7	posts	post	NOUN
ajst-31993	2	8	and	and	CCONJ
ajst-31993	2	9	telecommunications	telecommunication	NOUN
ajst-31993	2	10	,	,	PUNCT
ajst-31993	2	11	nanjing	nanjing	PROPN
ajst-31993	2	12	,	,	PUNCT
ajst-31993	2	13	210023	210023	NUM
ajst-31993	2	14	,	,	PUNCT
ajst-31993	2	15	jiangsu	jiangsu	PROPN
ajst-31993	2	16	,	,	PUNCT
ajst-31993	2	17	china	china	PROPN
ajst-31993	2	18	*	*	PUNCT
ajst-31993	2	19	corresponding	correspond	VERB
ajst-31993	2	20	author	author	NOUN
ajst-31993	2	21	email	email	NOUN
ajst-31993	2	22	:	:	PUNCT
ajst-31993	2	23	3468088202@qq.com	3468088202@qq.com	NUM
ajst-31993	2	24	abstract	abstract	NOUN
ajst-31993	2	25	.	.	PUNCT
ajst-31993	3	1	this	this	DET
ajst-31993	3	2	paper	paper	NOUN
ajst-31993	3	3	presents	present	VERB
ajst-31993	3	4	a	a	DET
ajst-31993	3	5	comprehensive	comprehensive	ADJ
ajst-31993	3	6	review	review	NOUN
ajst-31993	3	7	of	of	ADP
ajst-31993	3	8	the	the	DET
ajst-31993	3	9	current	current	ADJ
ajst-31993	3	10	research	research	NOUN
ajst-31993	3	11	status	status	NOUN
ajst-31993	3	12	and	and	CCONJ
ajst-31993	3	13	application	application	NOUN
ajst-31993	3	14	advancements	advancement	NOUN
ajst-31993	3	15	of	of	ADP
ajst-31993	3	16	deep	deep	ADJ
ajst-31993	3	17	reinforcement	reinforcement	NOUN
ajst-31993	3	18	learning	learning	NOUN
ajst-31993	3	19	(	(	PUNCT
ajst-31993	3	20	drl	drl	PROPN
ajst-31993	3	21	)	)	PUNCT
ajst-31993	3	22	in	in	ADP
ajst-31993	3	23	base	base	NOUN
ajst-31993	3	24	station	station	NOUN
ajst-31993	3	25	(	(	PUNCT
ajst-31993	3	26	bs	bs	NOUN
ajst-31993	3	27	)	)	PUNCT
ajst-31993	3	28	sleep	sleep	NOUN
ajst-31993	3	29	control	control	NOUN
ajst-31993	3	30	.	.	PUNCT
ajst-31993	4	1	with	with	ADP
ajst-31993	4	2	the	the	DET
ajst-31993	4	3	ultra	ultra	ADJ
ajst-31993	4	4	-	-	ADJ
ajst-31993	4	5	dense	dense	ADJ
ajst-31993	4	6	deployment	deployment	NOUN
ajst-31993	4	7	of	of	ADP
ajst-31993	4	8	5g/6	5g/6	NUM
ajst-31993	4	9	g	g	NOUN
ajst-31993	4	10	networks	network	NOUN
ajst-31993	4	11	,	,	PUNCT
ajst-31993	4	12	the	the	DET
ajst-31993	4	13	energy	energy	NOUN
ajst-31993	4	14	consumption	consumption	NOUN
ajst-31993	4	15	of	of	ADP
ajst-31993	4	16	bss	bss	NOUN
ajst-31993	4	17	has	have	AUX
ajst-31993	4	18	become	become	VERB
ajst-31993	4	19	a	a	DET
ajst-31993	4	20	critical	critical	ADJ
ajst-31993	4	21	issue	issue	NOUN
ajst-31993	4	22	,	,	PUNCT
ajst-31993	4	23	making	make	VERB
ajst-31993	4	24	dynamic	dynamic	ADJ
ajst-31993	4	25	sleep	sleep	NOUN
ajst-31993	4	26	control	control	VERB
ajst-31993	4	27	a	a	DET
ajst-31993	4	28	key	key	ADJ
ajst-31993	4	29	technology	technology	NOUN
ajst-31993	4	30	for	for	ADP
ajst-31993	4	31	improving	improve	VERB
ajst-31993	4	32	energy	energy	NOUN
ajst-31993	4	33	efficiency	efficiency	NOUN
ajst-31993	4	34	(	(	PUNCT
ajst-31993	4	35	ee	ee	PROPN
ajst-31993	4	36	)	)	PUNCT
ajst-31993	4	37	.	.	PUNCT
ajst-31993	5	1	this	this	DET
ajst-31993	5	2	work	work	NOUN
ajst-31993	5	3	systematically	systematically	ADV
ajst-31993	5	4	analyzes	analyze	VERB
ajst-31993	5	5	core	core	NOUN
ajst-31993	5	6	drl	drl	PROPN
ajst-31993	5	7	-	-	PUNCT
ajst-31993	5	8	based	base	VERB
ajst-31993	5	9	approaches	approach	NOUN
ajst-31993	5	10	for	for	ADP
ajst-31993	5	11	bs	b	NOUN
ajst-31993	5	12	sleep	sleep	NOUN
ajst-31993	5	13	strategies	strategy	NOUN
ajst-31993	5	14	,	,	PUNCT
ajst-31993	5	15	including	include	VERB
ajst-31993	5	16	dqn	dqn	PROPN
ajst-31993	5	17	,	,	PUNCT
ajst-31993	5	18	ppo	ppo	PROPN
ajst-31993	5	19	,	,	PUNCT
ajst-31993	5	20	ddpg	ddpg	ADJ
ajst-31993	5	21	,	,	PUNCT
ajst-31993	5	22	and	and	CCONJ
ajst-31993	5	23	others	other	NOUN
ajst-31993	5	24	,	,	PUNCT
ajst-31993	5	25	as	as	ADV
ajst-31993	5	26	well	well	ADV
ajst-31993	5	27	as	as	ADP
ajst-31993	5	28	their	their	PRON
ajst-31993	5	29	trade	trade	NOUN
ajst-31993	5	30	-	-	PUNCT
ajst-31993	5	31	off	off	ADP
ajst-31993	5	32	mechanisms	mechanism	NOUN
ajst-31993	5	33	for	for	ADP
ajst-31993	5	34	multi	multi	ADJ
ajst-31993	5	35	-	-	ADJ
ajst-31993	5	36	objective	objective	ADJ
ajst-31993	5	37	optimization	optimization	NOUN
ajst-31993	5	38	involving	involve	VERB
ajst-31993	5	39	ee	ee	PROPN
ajst-31993	5	40	,	,	PUNCT
ajst-31993	5	41	spectral	spectral	ADJ
ajst-31993	5	42	efficiency	efficiency	NOUN
ajst-31993	5	43	(	(	PUNCT
ajst-31993	5	44	se	se	ADJ
ajst-31993	5	45	)	)	PUNCT
ajst-31993	5	46	,	,	PUNCT
ajst-31993	5	47	and	and	CCONJ
ajst-31993	5	48	quality	quality	NOUN
ajst-31993	5	49	of	of	ADP
ajst-31993	5	50	service	service	NOUN
ajst-31993	5	51	(	(	PUNCT
ajst-31993	5	52	qos	qos	PROPN
ajst-31993	5	53	)	)	PUNCT
ajst-31993	5	54	.	.	PUNCT
ajst-31993	6	1	furthermore	furthermore	ADV
ajst-31993	6	2	,	,	PUNCT
ajst-31993	6	3	it	it	PRON
ajst-31993	6	4	explores	explore	VERB
ajst-31993	6	5	joint	joint	ADJ
ajst-31993	6	6	optimization	optimization	NOUN
ajst-31993	6	7	schemes	scheme	NOUN
ajst-31993	6	8	integrating	integrate	VERB
ajst-31993	6	9	emerging	emerge	VERB
ajst-31993	6	10	technologies	technology	NOUN
ajst-31993	6	11	such	such	ADJ
ajst-31993	6	12	as	as	ADP
ajst-31993	6	13	renewable	renewable	ADJ
ajst-31993	6	14	energy	energy	NOUN
ajst-31993	6	15	,	,	PUNCT
ajst-31993	6	16	cell	cell	NOUN
ajst-31993	6	17	zooming	zooming	NOUN
ajst-31993	6	18	,	,	PUNCT
ajst-31993	6	19	and	and	CCONJ
ajst-31993	6	20	reconfigurable	reconfigurable	ADJ
ajst-31993	6	21	intelligent	intelligent	ADJ
ajst-31993	6	22	surfaces	surface	NOUN
ajst-31993	6	23	(	(	PUNCT
ajst-31993	6	24	ris	ris	PROPN
ajst-31993	6	25	)	)	PUNCT
ajst-31993	6	26	.	.	PUNCT
ajst-31993	7	1	a	a	DET
ajst-31993	7	2	tripartite	tripartite	ADJ
ajst-31993	7	3	taxonomy	taxonomy	NOUN
ajst-31993	7	4	is	be	AUX
ajst-31993	7	5	proposed	propose	VERB
ajst-31993	7	6	,	,	PUNCT
ajst-31993	7	7	categorizing	categorize	VERB
ajst-31993	7	8	existing	exist	VERB
ajst-31993	7	9	methods	method	NOUN
ajst-31993	7	10	into	into	ADP
ajst-31993	7	11	value	value	NOUN
ajst-31993	7	12	-	-	PUNCT
ajst-31993	7	13	based	base	VERB
ajst-31993	7	14	,	,	PUNCT
ajst-31993	7	15	policy	policy	NOUN
ajst-31993	7	16	gradient	gradient	NOUN
ajst-31993	7	17	-	-	PUNCT
ajst-31993	7	18	based	base	VERB
ajst-31993	7	19	,	,	PUNCT
ajst-31993	7	20	and	and	CCONJ
ajst-31993	7	21	hybrid	hybrid	ADJ
ajst-31993	7	22	algorithms	algorithm	NOUN
ajst-31993	7	23	.	.	PUNCT
ajst-31993	8	1	representative	representative	ADJ
ajst-31993	8	2	studies	study	NOUN
ajst-31993	8	3	are	be	AUX
ajst-31993	8	4	summarized	summarize	VERB
ajst-31993	8	5	,	,	PUNCT
ajst-31993	8	6	highlighting	highlight	VERB
ajst-31993	8	7	the	the	DET
ajst-31993	8	8	advantages	advantage	NOUN
ajst-31993	8	9	and	and	CCONJ
ajst-31993	8	10	challenges	challenge	NOUN
ajst-31993	8	11	of	of	ADP
ajst-31993	8	12	current	current	ADJ
ajst-31993	8	13	drl	drl	PROPN
ajst-31993	8	14	techniques	technique	NOUN
ajst-31993	8	15	in	in	ADP
ajst-31993	8	16	bs	bs	PROPN
ajst-31993	8	17	sleep	sleep	NOUN
ajst-31993	8	18	control	control	NOUN
ajst-31993	8	19	.	.	PUNCT
ajst-31993	9	1	keywords	keyword	NOUN
ajst-31993	9	2	:	:	PUNCT
ajst-31993	9	3	deep	deep	ADJ
ajst-31993	9	4	reinforcement	reinforcement	NOUN
ajst-31993	9	5	learning	learning	NOUN
ajst-31993	9	6	;	;	PUNCT
ajst-31993	9	7	base	base	NOUN
ajst-31993	9	8	station	station	NOUN
ajst-31993	9	9	sleep	sleep	NOUN
ajst-31993	9	10	;	;	PUNCT
ajst-31993	9	11	energy	energy	NOUN
ajst-31993	9	12	efficiency	efficiency	NOUN
ajst-31993	9	13	optimization	optimization	NOUN
ajst-31993	9	14	;	;	PUNCT
ajst-31993	9	15	deep	deep	ADJ
ajst-31993	9	16	q	q	NOUN
ajst-31993	9	17	network	network	NOUN
ajst-31993	9	18	;	;	PUNCT
ajst-31993	9	19	ultra	ultra	ADJ
ajst-31993	9	20	-	-	ADJ
ajst-31993	9	21	dense	dense	ADJ
ajst-31993	9	22	network	network	NOUN
ajst-31993	9	23	.	.	PUNCT
ajst-31993	10	1	1	1	X
ajst-31993	10	2	.	.	X
ajst-31993	10	3	introduction	introduction	NOUN
ajst-31993	10	4	in	in	ADP
ajst-31993	10	5	recent	recent	ADJ
ajst-31993	10	6	years	year	NOUN
ajst-31993	10	7	,	,	PUNCT
ajst-31993	10	8	the	the	DET
ajst-31993	10	9	rapid	rapid	ADJ
ajst-31993	10	10	advancement	advancement	NOUN
ajst-31993	10	11	of	of	ADP
ajst-31993	10	12	fifth	fifth	ADJ
ajst-31993	10	13	-	-	PUNCT
ajst-31993	10	14	generation	generation	NOUN
ajst-31993	10	15	(	(	PUNCT
ajst-31993	10	16	5	5	NUM
ajst-31993	10	17	g	g	NOUN
ajst-31993	10	18	)	)	PUNCT
ajst-31993	10	19	mobile	mobile	ADJ
ajst-31993	10	20	communication	communication	NOUN
ajst-31993	10	21	technologies	technology	NOUN
ajst-31993	10	22	and	and	CCONJ
ajst-31993	10	23	the	the	DET
ajst-31993	10	24	widespread	widespread	ADJ
ajst-31993	10	25	adoption	adoption	NOUN
ajst-31993	10	26	of	of	ADP
ajst-31993	10	27	iot	iot	NOUN
ajst-31993	10	28	-	-	PUNCT
ajst-31993	10	29	enabled	enable	VERB
ajst-31993	10	30	smart	smart	ADJ
ajst-31993	10	31	devices	device	NOUN
ajst-31993	10	32	have	have	AUX
ajst-31993	10	33	led	lead	VERB
ajst-31993	10	34	to	to	ADP
ajst-31993	10	35	exponential	exponential	ADJ
ajst-31993	10	36	growth	growth	NOUN
ajst-31993	10	37	in	in	ADP
ajst-31993	10	38	global	global	ADJ
ajst-31993	10	39	wireless	wireless	ADJ
ajst-31993	10	40	communication	communication	NOUN
ajst-31993	10	41	demands	demand	NOUN
ajst-31993	10	42	.	.	PUNCT
ajst-31993	11	1	against	against	ADP
ajst-31993	11	2	this	this	DET
ajst-31993	11	3	backdrop	backdrop	NOUN
ajst-31993	11	4	,	,	PUNCT
ajst-31993	11	5	the	the	DET
ajst-31993	11	6	high	high	ADJ
ajst-31993	11	7	energy	energy	NOUN
ajst-31993	11	8	consumption	consumption	NOUN
ajst-31993	11	9	of	of	ADP
ajst-31993	11	10	5	5	NUM
ajst-31993	11	11	g	g	NOUN
ajst-31993	11	12	networks	network	NOUN
ajst-31993	11	13	has	have	AUX
ajst-31993	11	14	become	become	VERB
ajst-31993	11	15	increasingly	increasingly	ADV
ajst-31993	11	16	prominent	prominent	ADJ
ajst-31993	11	17	.	.	PUNCT
ajst-31993	12	1	as	as	SCONJ
ajst-31993	12	2	the	the	DET
ajst-31993	12	3	core	core	NOUN
ajst-31993	12	4	equipment	equipment	NOUN
ajst-31993	12	5	responsible	responsible	ADJ
ajst-31993	12	6	for	for	ADP
ajst-31993	12	7	the	the	DET
ajst-31993	12	8	conversion	conversion	NOUN
ajst-31993	12	9	between	between	ADP
ajst-31993	12	10	wireless	wireless	ADJ
ajst-31993	12	11	radio	radio	NOUN
ajst-31993	12	12	signals	signal	NOUN
ajst-31993	12	13	and	and	CCONJ
ajst-31993	12	14	optical	optical	ADJ
ajst-31993	12	15	fiber	fiber	NOUN
ajst-31993	12	16	signals	signal	NOUN
ajst-31993	12	17	,	,	PUNCT
ajst-31993	12	18	base	base	NOUN
ajst-31993	12	19	stations	station	NOUN
ajst-31993	12	20	(	(	PUNCT
ajst-31993	12	21	bss	bss	NOUN
ajst-31993	12	22	)	)	PUNCT
ajst-31993	12	23	have	have	AUX
ajst-31993	12	24	emerged	emerge	VERB
ajst-31993	12	25	as	as	ADP
ajst-31993	12	26	a	a	DET
ajst-31993	12	27	critical	critical	ADJ
ajst-31993	12	28	factor	factor	NOUN
ajst-31993	12	29	influencing	influence	VERB
ajst-31993	12	30	the	the	DET
ajst-31993	12	31	overall	overall	ADJ
ajst-31993	12	32	energy	energy	NOUN
ajst-31993	12	33	efficiency	efficiency	NOUN
ajst-31993	12	34	of	of	ADP
ajst-31993	12	35	communication	communication	NOUN
ajst-31993	12	36	systems	system	NOUN
ajst-31993	12	37	.	.	PUNCT
ajst-31993	13	1	functioning	function	VERB
ajst-31993	13	2	as	as	ADP
ajst-31993	13	3	the	the	DET
ajst-31993	13	4	fundamental	fundamental	ADJ
ajst-31993	13	5	unit	unit	NOUN
ajst-31993	13	6	for	for	ADP
ajst-31993	13	7	physical	physical	ADJ
ajst-31993	13	8	coverage	coverage	NOUN
ajst-31993	13	9	in	in	ADP
ajst-31993	13	10	mobile	mobile	ADJ
ajst-31993	13	11	networks	network	NOUN
ajst-31993	13	12	,	,	PUNCT
ajst-31993	13	13	bss	bss	PROPN
ajst-31993	13	14	serve	serve	VERB
ajst-31993	13	15	as	as	ADP
ajst-31993	13	16	physicallayer	physicallayer	NOUN
ajst-31993	13	17	entities	entity	NOUN
ajst-31993	13	18	in	in	ADP
ajst-31993	13	19	the	the	DET
ajst-31993	13	20	radio	radio	NOUN
ajst-31993	13	21	access	access	NOUN
ajst-31993	13	22	network	network	NOUN
ajst-31993	13	23	(	(	PUNCT
ajst-31993	13	24	ran	ran	NOUN
ajst-31993	13	25	)	)	PUNCT
ajst-31993	13	26	,	,	PUNCT
ajst-31993	13	27	where	where	SCONJ
ajst-31993	13	28	their	their	PRON
ajst-31993	13	29	deployment	deployment	NOUN
ajst-31993	13	30	density	density	NOUN
ajst-31993	13	31	and	and	CCONJ
ajst-31993	13	32	topological	topological	ADJ
ajst-31993	13	33	configuration	configuration	NOUN
ajst-31993	13	34	directly	directly	ADV
ajst-31993	13	35	determine	determine	VERB
ajst-31993	13	36	network	network	NOUN
ajst-31993	13	37	coverage	coverage	NOUN
ajst-31993	13	38	performance	performance	NOUN
ajst-31993	13	39	.	.	PUNCT
ajst-31993	14	1	with	with	ADP
ajst-31993	14	2	the	the	DET
ajst-31993	14	3	advent	advent	NOUN
ajst-31993	14	4	of	of	ADP
ajst-31993	14	5	6	6	NUM
ajst-31993	14	6	g	g	NOUN
ajst-31993	14	7	on	on	ADP
ajst-31993	14	8	the	the	DET
ajst-31993	14	9	horizon	horizon	NOUN
ajst-31993	14	10	,	,	PUNCT
ajst-31993	14	11	terahertz	terahertz	NOUN
ajst-31993	14	12	(	(	PUNCT
ajst-31993	14	13	thz	thz	PROPN
ajst-31993	14	14	)	)	PUNCT
ajst-31993	14	15	communications	communication	NOUN
ajst-31993	14	16	will	will	AUX
ajst-31993	14	17	necessitate	necessitate	VERB
ajst-31993	14	18	even	even	ADV
ajst-31993	14	19	denser	dense	ADJ
ajst-31993	14	20	bs	bs	ADJ
ajst-31993	14	21	deployments	deployment	NOUN
ajst-31993	14	22	.	.	PUNCT
ajst-31993	15	1	whether	whether	SCONJ
ajst-31993	15	2	from	from	ADP
ajst-31993	15	3	the	the	DET
ajst-31993	15	4	perspective	perspective	NOUN
ajst-31993	15	5	of	of	ADP
ajst-31993	15	6	current	current	ADJ
ajst-31993	15	7	5	5	NUM
ajst-31993	15	8	g	g	NOUN
ajst-31993	15	9	technology	technology	NOUN
ajst-31993	15	10	or	or	CCONJ
ajst-31993	15	11	future	future	ADJ
ajst-31993	15	12	6	6	NUM
ajst-31993	15	13	g	g	NOUN
ajst-31993	15	14	advancements	advancement	NOUN
ajst-31993	15	15	,	,	PUNCT
ajst-31993	15	16	bss	bss	PROPN
ajst-31993	15	17	retain	retain	VERB
ajst-31993	15	18	irreplaceable	irreplaceable	ADJ
ajst-31993	15	19	significance	significance	NOUN
ajst-31993	15	20	in	in	ADP
ajst-31993	15	21	wireless	wireless	ADJ
ajst-31993	15	22	infrastructure	infrastructure	NOUN
ajst-31993	15	23	.	.	PUNCT
ajst-31993	16	1	compared	compare	VERB
ajst-31993	16	2	with	with	ADP
ajst-31993	16	3	fourth	fourth	ADJ
ajst-31993	16	4	-	-	PUNCT
ajst-31993	16	5	generation	generation	NOUN
ajst-31993	16	6	(	(	PUNCT
ajst-31993	16	7	4	4	NUM
ajst-31993	16	8	g	g	NOUN
ajst-31993	16	9	)	)	PUNCT
ajst-31993	16	10	mobile	mobile	ADJ
ajst-31993	16	11	communication	communication	NOUN
ajst-31993	16	12	systems	system	NOUN
ajst-31993	16	13	that	that	PRON
ajst-31993	16	14	utilize	utilize	VERB
ajst-31993	16	15	low	low	ADJ
ajst-31993	16	16	-	-	PUNCT
ajst-31993	16	17	frequency	frequency	NOUN
ajst-31993	16	18	signals	signal	NOUN
ajst-31993	16	19	,	,	PUNCT
ajst-31993	16	20	fifth	fifth	ADJ
ajst-31993	16	21	-	-	PUNCT
ajst-31993	16	22	generation	generation	NOUN
ajst-31993	16	23	(	(	PUNCT
ajst-31993	16	24	5	5	NUM
ajst-31993	16	25	g	g	NOUN
ajst-31993	16	26	)	)	PUNCT
ajst-31993	16	27	base	base	NOUN
ajst-31993	16	28	stations	station	NOUN
ajst-31993	16	29	(	(	PUNCT
ajst-31993	16	30	bss	bss	NOUN
ajst-31993	16	31	)	)	PUNCT
ajst-31993	16	32	exhibit	exhibit	VERB
ajst-31993	16	33	significantly	significantly	ADV
ajst-31993	16	34	reduced	reduce	VERB
ajst-31993	16	35	coverage	coverage	NOUN
ajst-31993	16	36	ranges	range	NOUN
ajst-31993	16	37	,	,	PUNCT
ajst-31993	16	38	necessitating	necessitate	VERB
ajst-31993	16	39	an	an	DET
ajst-31993	16	40	exponential	exponential	ADJ
ajst-31993	16	41	increase	increase	NOUN
ajst-31993	16	42	in	in	ADP
ajst-31993	16	43	deployment	deployment	ADJ
ajst-31993	16	44	density	density	NOUN
ajst-31993	16	45	to	to	PART
ajst-31993	16	46	achieve	achieve	VERB
ajst-31993	16	47	comparable	comparable	ADJ
ajst-31993	16	48	network	network	NOUN
ajst-31993	16	49	coverage	coverage	NOUN
ajst-31993	16	50	.	.	PUNCT
ajst-31993	17	1	to	to	PART
ajst-31993	17	2	maintain	maintain	VERB
ajst-31993	17	3	equivalent	equivalent	ADJ
ajst-31993	17	4	coverage	coverage	NOUN
ajst-31993	17	5	quality	quality	NOUN
ajst-31993	17	6	to	to	ADP
ajst-31993	17	7	4	4	NUM
ajst-31993	17	8	g	g	NOUN
ajst-31993	17	9	networks	network	NOUN
ajst-31993	17	10	,	,	PUNCT
ajst-31993	17	11	the	the	DET
ajst-31993	17	12	deployment	deployment	ADJ
ajst-31993	17	13	scale	scale	NOUN
ajst-31993	17	14	of	of	ADP
ajst-31993	17	15	5	5	NUM
ajst-31993	17	16	g	g	NOUN
ajst-31993	17	17	bss	bss	NOUN
ajst-31993	17	18	must	must	AUX
ajst-31993	17	19	be	be	AUX
ajst-31993	17	20	at	at	ADV
ajst-31993	17	21	least	least	ADJ
ajst-31993	17	22	twice	twice	DET
ajst-31993	17	23	that	that	DET
ajst-31993	17	24	of	of	ADP
ajst-31993	17	25	4	4	NUM
ajst-31993	17	26	g	g	NOUN
ajst-31993	17	27	bss	bss	NOUN
ajst-31993	17	28	.	.	PUNCT
ajst-31993	18	1	from	from	ADP
ajst-31993	18	2	an	an	DET
ajst-31993	18	3	energy	energy	NOUN
ajst-31993	18	4	consumption	consumption	NOUN
ajst-31993	18	5	perspective	perspective	NOUN
ajst-31993	18	6	,	,	PUNCT
ajst-31993	18	7	this	this	PRON
ajst-31993	18	8	leads	lead	VERB
ajst-31993	18	9	to	to	ADP
ajst-31993	18	10	operational	operational	ADJ
ajst-31993	18	11	power	power	NOUN
ajst-31993	18	12	costs	cost	NOUN
ajst-31993	18	13	several	several	ADJ
ajst-31993	18	14	times	time	NOUN
ajst-31993	18	15	higher	high	ADJ
ajst-31993	18	16	than	than	ADP
ajst-31993	18	17	those	those	PRON
ajst-31993	18	18	of	of	ADP
ajst-31993	18	19	4	4	NUM
ajst-31993	18	20	g	g	NOUN
ajst-31993	18	21	systems	system	NOUN
ajst-31993	18	22	for	for	ADP
ajst-31993	18	23	equivalent	equivalent	ADJ
ajst-31993	18	24	coverage	coverage	NOUN
ajst-31993	18	25	areas	area	NOUN
ajst-31993	18	26	,	,	PUNCT
ajst-31993	18	27	compounded	compound	VERB
ajst-31993	18	28	by	by	ADP
ajst-31993	18	29	frequent	frequent	ADJ
ajst-31993	18	30	underutilization	underutilization	NOUN
ajst-31993	18	31	of	of	ADP
ajst-31993	18	32	bs	bs	ADJ
ajst-31993	18	33	resources	resource	NOUN
ajst-31993	18	34	—	—	PUNCT
ajst-31993	18	35	a	a	DET
ajst-31993	18	36	critical	critical	ADJ
ajst-31993	18	37	challenge	challenge	NOUN
ajst-31993	18	38	that	that	PRON
ajst-31993	18	39	has	have	AUX
ajst-31993	18	40	directly	directly	ADV
ajst-31993	18	41	spurred	spur	VERB
ajst-31993	18	42	the	the	DET
ajst-31993	18	43	development	development	NOUN
ajst-31993	18	44	of	of	ADP
ajst-31993	18	45	deep	deep	ADJ
ajst-31993	18	46	sleep	sleep	NOUN
ajst-31993	18	47	techniques	technique	NOUN
ajst-31993	18	48	for	for	ADP
ajst-31993	18	49	active	active	ADJ
ajst-31993	18	50	antenna	antenna	NOUN
ajst-31993	18	51	units	unit	NOUN
ajst-31993	18	52	(	(	PUNCT
ajst-31993	18	53	aaus).the	aaus).the	DET
ajst-31993	18	54	advancement	advancement	NOUN
ajst-31993	18	55	of	of	ADP
ajst-31993	18	56	bs	bs	PROPN
ajst-31993	18	57	sleep	sleep	NOUN
ajst-31993	18	58	technologies	technology	NOUN
ajst-31993	18	59	has	have	AUX
ajst-31993	18	60	demonstrated	demonstrate	VERB
ajst-31993	18	61	measurable	measurable	ADJ
ajst-31993	18	62	benefits	benefit	NOUN
ajst-31993	18	63	,	,	PUNCT
ajst-31993	18	64	including	include	VERB
ajst-31993	18	65	effective	effective	ADJ
ajst-31993	18	66	carbon	carbon	NOUN
ajst-31993	18	67	emission	emission	NOUN
ajst-31993	18	68	reduction	reduction	NOUN
ajst-31993	18	69	and	and	CCONJ
ajst-31993	18	70	unexpected	unexpected	ADJ
ajst-31993	18	71	operational	operational	ADJ
ajst-31993	18	72	expenditure	expenditure	NOUN
ajst-31993	18	73	(	(	PUNCT
ajst-31993	18	74	opex	opex	NOUN
ajst-31993	18	75	)	)	PUNCT
ajst-31993	18	76	savings	saving	NOUN
ajst-31993	18	77	across	across	ADP
ajst-31993	18	78	entire	entire	ADJ
ajst-31993	18	79	networks	network	NOUN
ajst-31993	18	80	.	.	PUNCT
ajst-31993	19	1	traditional	traditional	ADJ
ajst-31993	19	2	heuristic	heuristic	ADJ
ajst-31993	19	3	algorithms	algorithm	NOUN
ajst-31993	19	4	,	,	PUNCT
ajst-31993	19	5	which	which	PRON
ajst-31993	19	6	represent	represent	VERB
ajst-31993	19	7	a	a	DET
ajst-31993	19	8	class	class	NOUN
ajst-31993	19	9	of	of	ADP
ajst-31993	19	10	approximate	approximate	ADJ
ajst-31993	19	11	optimization	optimization	NOUN
ajst-31993	19	12	methods	method	NOUN
ajst-31993	19	13	relying	rely	VERB
ajst-31993	19	14	on	on	ADP
ajst-31993	19	15	empirical	empirical	ADJ
ajst-31993	19	16	rules	rule	NOUN
ajst-31993	19	17	and	and	CCONJ
ajst-31993	19	18	local	local	ADJ
ajst-31993	19	19	search	search	NOUN
ajst-31993	19	20	mechanisms	mechanism	NOUN
ajst-31993	19	21	,	,	PUNCT
ajst-31993	19	22	provide	provide	VERB
ajst-31993	19	23	suboptimal	suboptimal	ADJ
ajst-31993	19	24	solutions	solution	NOUN
ajst-31993	19	25	for	for	ADP
ajst-31993	19	26	np	np	NOUN
ajst-31993	19	27	-	-	PUNCT
ajst-31993	19	28	hard	hard	ADJ
ajst-31993	19	29	problems	problem	NOUN
ajst-31993	19	30	within	within	ADP
ajst-31993	19	31	polynomial	polynomial	ADJ
ajst-31993	19	32	time	time	NOUN
ajst-31993	19	33	complexity	complexity	NOUN
ajst-31993	19	34	.	.	PUNCT
ajst-31993	20	1	these	these	DET
ajst-31993	20	2	approaches	approach	NOUN
ajst-31993	20	3	can	can	AUX
ajst-31993	20	4	be	be	AUX
ajst-31993	20	5	broadly	broadly	ADV
ajst-31993	20	6	categorized	categorize	VERB
ajst-31993	20	7	into	into	ADP
ajst-31993	20	8	:	:	PUNCT
ajst-31993	20	9	constructive	constructive	ADJ
ajst-31993	20	10	algorithms	algorithm	NOUN
ajst-31993	20	11	based	base	VERB
ajst-31993	20	12	on	on	ADP
ajst-31993	20	13	single	single	ADJ
ajst-31993	20	14	-	-	PUNCT
ajst-31993	20	15	point	point	NOUN
ajst-31993	20	16	search	search	NOUN
ajst-31993	20	17	,	,	PUNCT
ajst-31993	20	18	improvement	improvement	NOUN
ajst-31993	20	19	algorithms	algorithm	NOUN
ajst-31993	20	20	employing	employ	VERB
ajst-31993	20	21	neighborhood	neighborhood	NOUN
ajst-31993	20	22	search	search	NOUN
ajst-31993	20	23	,	,	PUNCT
ajst-31993	20	24	and	and	CCONJ
ajst-31993	20	25	swarm	swarm	NOUN
ajst-31993	20	26	28	28	NUM
ajst-31993	20	27	intelligence	intelligence	NOUN
ajst-31993	20	28	algorithms	algorithm	NOUN
ajst-31993	20	29	inspired	inspire	VERB
ajst-31993	20	30	by	by	ADP
ajst-31993	20	31	natural	natural	ADJ
ajst-31993	20	32	metaphors	metaphor	NOUN
ajst-31993	20	33	.	.	PUNCT
ajst-31993	21	1	however	however	ADV
ajst-31993	21	2	,	,	PUNCT
ajst-31993	21	3	such	such	ADJ
ajst-31993	21	4	heuristic	heuristic	ADJ
ajst-31993	21	5	methods	method	NOUN
ajst-31993	21	6	are	be	AUX
ajst-31993	21	7	inherently	inherently	ADV
ajst-31993	21	8	limited	limit	VERB
ajst-31993	21	9	by	by	ADP
ajst-31993	21	10	their	their	PRON
ajst-31993	21	11	strong	strong	ADJ
ajst-31993	21	12	problem	problem	NOUN
ajst-31993	21	13	-	-	PUNCT
ajst-31993	21	14	specific	specific	ADJ
ajst-31993	21	15	dependency	dependency	NOUN
ajst-31993	21	16	and	and	CCONJ
ajst-31993	21	17	lack	lack	NOUN
ajst-31993	21	18	of	of	ADP
ajst-31993	21	19	convergence	convergence	NOUN
ajst-31993	21	20	guarantees	guarantee	NOUN
ajst-31993	21	21	,	,	PUNCT
ajst-31993	21	22	which	which	PRON
ajst-31993	21	23	significantly	significantly	ADV
ajst-31993	21	24	constrain	constrain	VERB
ajst-31993	21	25	their	their	PRON
ajst-31993	21	26	effectiveness	effectiveness	NOUN
ajst-31993	21	27	in	in	ADP
ajst-31993	21	28	dynamic	dynamic	ADJ
ajst-31993	21	29	network	network	NOUN
ajst-31993	21	30	environments	environment	NOUN
ajst-31993	21	31	.	.	PUNCT
ajst-31993	22	1	in	in	ADP
ajst-31993	22	2	comparison	comparison	NOUN
ajst-31993	22	3	with	with	ADP
ajst-31993	22	4	traditional	traditional	ADJ
ajst-31993	22	5	heuristic	heuristic	ADJ
ajst-31993	22	6	algorithms	algorithm	NOUN
ajst-31993	22	7	,	,	PUNCT
ajst-31993	22	8	deep	deep	ADJ
ajst-31993	22	9	reinforcement	reinforcement	NOUN
ajst-31993	22	10	learning	learning	NOUN
ajst-31993	22	11	(	(	PUNCT
ajst-31993	22	12	drl	drl	PROPN
ajst-31993	22	13	)	)	PUNCT
ajst-31993	22	14	provides	provide	VERB
ajst-31993	22	15	an	an	DET
ajst-31993	22	16	innovative	innovative	ADJ
ajst-31993	22	17	solution	solution	NOUN
ajst-31993	22	18	for	for	ADP
ajst-31993	22	19	achieving	achieve	VERB
ajst-31993	22	20	high	high	ADJ
ajst-31993	22	21	energy	energy	NOUN
ajst-31993	22	22	efficiency	efficiency	NOUN
ajst-31993	22	23	by	by	ADP
ajst-31993	22	24	virtue	virtue	NOUN
ajst-31993	22	25	of	of	ADP
ajst-31993	22	26	its	its	PRON
ajst-31993	22	27	data	data	NOUN
ajst-31993	22	28	-	-	PUNCT
ajst-31993	22	29	driven	drive	VERB
ajst-31993	22	30	characteristics	characteristic	NOUN
ajst-31993	22	31	and	and	CCONJ
ajst-31993	22	32	real	real	ADJ
ajst-31993	22	33	-	-	PUNCT
ajst-31993	22	34	time	time	NOUN
ajst-31993	22	35	decision	decision	NOUN
ajst-31993	22	36	-	-	PUNCT
ajst-31993	22	37	making	make	VERB
ajst-31993	22	38	advantages	advantage	NOUN
ajst-31993	22	39	.	.	PUNCT
ajst-31993	23	1	this	this	DET
ajst-31993	23	2	paper	paper	NOUN
ajst-31993	23	3	systematically	systematically	ADV
ajst-31993	23	4	reviews	review	VERB
ajst-31993	23	5	the	the	DET
ajst-31993	23	6	methodological	methodological	ADJ
ajst-31993	23	7	innovations	innovation	NOUN
ajst-31993	23	8	,	,	PUNCT
ajst-31993	23	9	application	application	NOUN
ajst-31993	23	10	scenarios	scenario	NOUN
ajst-31993	23	11	,	,	PUNCT
ajst-31993	23	12	and	and	CCONJ
ajst-31993	23	13	technical	technical	ADJ
ajst-31993	23	14	challenges	challenge	NOUN
ajst-31993	23	15	of	of	ADP
ajst-31993	23	16	drl	drl	PROPN
ajst-31993	23	17	in	in	ADP
ajst-31993	23	18	base	base	NOUN
ajst-31993	23	19	station	station	NOUN
ajst-31993	23	20	sleep	sleep	NOUN
ajst-31993	23	21	control	control	NOUN
ajst-31993	23	22	.	.	PUNCT
ajst-31993	24	1	the	the	DET
ajst-31993	24	2	research	research	NOUN
ajst-31993	24	3	covers	cover	VERB
ajst-31993	24	4	the	the	DET
ajst-31993	24	5	following	follow	VERB
ajst-31993	24	6	dimensions	dimension	NOUN
ajst-31993	24	7	:	:	PUNCT
ajst-31993	24	8	first	first	ADV
ajst-31993	24	9	constructing	construct	VERB
ajst-31993	24	10	an	an	DET
ajst-31993	24	11	intelligent	intelligent	ADJ
ajst-31993	24	12	sleep	sleep	NOUN
ajst-31993	24	13	architecture	architecture	NOUN
ajst-31993	24	14	,	,	PUNCT
ajst-31993	24	15	then	then	ADV
ajst-31993	24	16	conducting	conduct	VERB
ajst-31993	24	17	in	in	ADP
ajst-31993	24	18	-	-	PUNCT
ajst-31993	24	19	depth	depth	NOUN
ajst-31993	24	20	analysis	analysis	NOUN
ajst-31993	24	21	of	of	ADP
ajst-31993	24	22	drl	drl	PROPN
ajst-31993	24	23	modeling	modeling	NOUN
ajst-31993	24	24	methods	method	NOUN
ajst-31993	24	25	,	,	PUNCT
ajst-31993	24	26	verifying	verify	VERB
ajst-31993	24	27	algorithm	algorithm	NOUN
ajst-31993	24	28	effectiveness	effectiveness	NOUN
ajst-31993	24	29	through	through	ADP
ajst-31993	24	30	typical	typical	ADJ
ajst-31993	24	31	cases	case	NOUN
ajst-31993	24	32	,	,	PUNCT
ajst-31993	24	33	and	and	CCONJ
ajst-31993	24	34	finally	finally	ADV
ajst-31993	24	35	discussing	discuss	VERB
ajst-31993	24	36	current	current	ADJ
ajst-31993	24	37	technical	technical	ADJ
ajst-31993	24	38	difficulties	difficulty	NOUN
ajst-31993	24	39	and	and	CCONJ
ajst-31993	24	40	future	future	ADJ
ajst-31993	24	41	development	development	NOUN
ajst-31993	24	42	directions	direction	NOUN
ajst-31993	24	43	.	.	PUNCT
ajst-31993	25	1	this	this	DET
ajst-31993	25	2	paper	paper	NOUN
ajst-31993	25	3	first	first	ADV
ajst-31993	25	4	briefly	briefly	NOUN
ajst-31993	25	5	introduces	introduce	VERB
ajst-31993	25	6	the	the	DET
ajst-31993	25	7	background	background	NOUN
ajst-31993	25	8	knowledge	knowledge	NOUN
ajst-31993	25	9	of	of	ADP
ajst-31993	25	10	base	base	NOUN
ajst-31993	25	11	station	station	NOUN
ajst-31993	25	12	sleep	sleep	NOUN
ajst-31993	25	13	and	and	CCONJ
ajst-31993	25	14	deep	deep	ADJ
ajst-31993	25	15	reinforcement	reinforcement	NOUN
ajst-31993	25	16	learning	learning	NOUN
ajst-31993	25	17	(	(	PUNCT
ajst-31993	25	18	drl	drl	PROPN
ajst-31993	25	19	)	)	PUNCT
ajst-31993	25	20	.	.	PUNCT
ajst-31993	26	1	subsequently	subsequently	ADV
ajst-31993	26	2	,	,	PUNCT
ajst-31993	26	3	it	it	PRON
ajst-31993	26	4	proposes	propose	VERB
ajst-31993	26	5	a	a	DET
ajst-31993	26	6	three	three	NUM
ajst-31993	26	7	-	-	PUNCT
ajst-31993	26	8	category	category	NOUN
ajst-31993	26	9	classification	classification	NOUN
ajst-31993	26	10	method	method	NOUN
ajst-31993	26	11	to	to	PART
ajst-31993	26	12	systematically	systematically	ADV
ajst-31993	26	13	categorize	categorize	VERB
ajst-31993	26	14	and	and	CCONJ
ajst-31993	26	15	review	review	VERB
ajst-31993	26	16	drl	drl	PROPN
ajst-31993	26	17	-	-	PUNCT
ajst-31993	26	18	based	base	VERB
ajst-31993	26	19	base	base	NOUN
ajst-31993	26	20	station	station	NOUN
ajst-31993	26	21	sleep	sleep	NOUN
ajst-31993	26	22	and	and	CCONJ
ajst-31993	26	23	energy	energy	NOUN
ajst-31993	26	24	conservation	conservation	NOUN
ajst-31993	26	25	.	.	PUNCT
ajst-31993	27	1	the	the	DET
ajst-31993	27	2	logical	logical	ADJ
ajst-31993	27	3	structure	structure	NOUN
ajst-31993	27	4	of	of	ADP
ajst-31993	27	5	this	this	DET
ajst-31993	27	6	paper	paper	NOUN
ajst-31993	27	7	is	be	AUX
ajst-31993	27	8	shown	show	VERB
ajst-31993	27	9	in	in	ADP
ajst-31993	27	10	the	the	DET
ajst-31993	27	11	following	follow	VERB
ajst-31993	27	12	figure	figure	NOUN
ajst-31993	27	13	1	1	NUM
ajst-31993	27	14	.	.	PUNCT
ajst-31993	28	1	then	then	ADV
ajst-31993	28	2	it	it	PRON
ajst-31993	28	3	critically	critically	ADV
ajst-31993	28	4	presents	present	VERB
ajst-31993	28	5	the	the	DET
ajst-31993	28	6	challenges	challenge	NOUN
ajst-31993	28	7	and	and	CCONJ
ajst-31993	28	8	shortcomings	shortcoming	NOUN
ajst-31993	28	9	encountered	encounter	VERB
ajst-31993	28	10	in	in	ADP
ajst-31993	28	11	the	the	DET
ajst-31993	28	12	viewpoints	viewpoint	NOUN
ajst-31993	28	13	within	within	ADP
ajst-31993	28	14	the	the	DET
ajst-31993	28	15	literature	literature	NOUN
ajst-31993	28	16	.	.	PUNCT
ajst-31993	29	1	finally	finally	ADV
ajst-31993	29	2	,	,	PUNCT
ajst-31993	29	3	it	it	PRON
ajst-31993	29	4	points	point	VERB
ajst-31993	29	5	out	out	ADP
ajst-31993	29	6	the	the	DET
ajst-31993	29	7	current	current	ADJ
ajst-31993	29	8	challenges	challenge	NOUN
ajst-31993	29	9	and	and	CCONJ
ajst-31993	29	10	problems	problem	NOUN
ajst-31993	29	11	in	in	ADP
ajst-31993	29	12	the	the	DET
ajst-31993	29	13	field	field	NOUN
ajst-31993	29	14	of	of	ADP
ajst-31993	29	15	drl	drl	PROPN
ajst-31993	29	16	-	-	PUNCT
ajst-31993	29	17	based	base	VERB
ajst-31993	29	18	base	base	NOUN
ajst-31993	29	19	station	station	NOUN
ajst-31993	29	20	sleep	sleep	NOUN
ajst-31993	29	21	control	control	NOUN
ajst-31993	29	22	,	,	PUNCT
ajst-31993	29	23	and	and	CCONJ
ajst-31993	29	24	proposes	propose	VERB
ajst-31993	29	25	suggestions	suggestion	NOUN
ajst-31993	29	26	for	for	ADP
ajst-31993	29	27	future	future	ADJ
ajst-31993	29	28	research	research	NOUN
ajst-31993	29	29	directions.compared	directions.compare	VERB
ajst-31993	29	30	with	with	ADP
ajst-31993	29	31	existing	exist	VERB
ajst-31993	29	32	review	review	NOUN
ajst-31993	29	33	papers	paper	NOUN
ajst-31993	29	34	on	on	ADP
ajst-31993	29	35	base	base	NOUN
ajst-31993	29	36	station	station	NOUN
ajst-31993	29	37	sleep	sleep	NOUN
ajst-31993	29	38	strategies	strategy	NOUN
ajst-31993	29	39	,	,	PUNCT
ajst-31993	29	40	this	this	DET
ajst-31993	29	41	paper	paper	NOUN
ajst-31993	29	42	innovatively	innovatively	ADV
ajst-31993	29	43	and	and	CCONJ
ajst-31993	29	44	comprehensively	comprehensively	ADV
ajst-31993	29	45	summarizes	summarize	VERB
ajst-31993	29	46	drl	drl	PROPN
ajst-31993	29	47	-	-	PUNCT
ajst-31993	29	48	based	base	VERB
ajst-31993	29	49	base	base	NOUN
ajst-31993	29	50	station	station	NOUN
ajst-31993	29	51	sleep	sleep	NOUN
ajst-31993	29	52	algorithms	algorithm	NOUN
ajst-31993	29	53	.	.	PUNCT
ajst-31993	30	1	some	some	DET
ajst-31993	30	2	existing	exist	VERB
ajst-31993	30	3	review	review	NOUN
ajst-31993	30	4	literature	literature	NOUN
ajst-31993	30	5	lacks	lack	VERB
ajst-31993	30	6	descriptions	description	NOUN
ajst-31993	30	7	of	of	ADP
ajst-31993	30	8	practical	practical	ADJ
ajst-31993	30	9	applications	application	NOUN
ajst-31993	30	10	,	,	PUNCT
ajst-31993	30	11	and	and	CCONJ
ajst-31993	30	12	the	the	DET
ajst-31993	30	13	cited	cite	VERB
ajst-31993	30	14	references	reference	NOUN
ajst-31993	30	15	are	be	AUX
ajst-31993	30	16	not	not	PART
ajst-31993	30	17	recently	recently	ADV
ajst-31993	30	18	published	publish	VERB
ajst-31993	30	19	.	.	PUNCT
ajst-31993	31	1	figure	figure	NOUN
ajst-31993	31	2	1	1	NUM
ajst-31993	31	3	.	.	PUNCT
ajst-31993	32	1	the	the	DET
ajst-31993	32	2	logical	logical	ADJ
ajst-31993	32	3	structure	structure	NOUN
ajst-31993	32	4	of	of	ADP
ajst-31993	32	5	this	this	DET
ajst-31993	32	6	paper	paper	NOUN
ajst-31993	32	7	2	2	NUM
ajst-31993	32	8	.	.	PUNCT
ajst-31993	32	9	background	background	NOUN
ajst-31993	32	10	knowledge	knowledge	NOUN
ajst-31993	32	11	2.1	2.1	NUM
ajst-31993	32	12	.	.	PUNCT
ajst-31993	33	1	base	base	NOUN
ajst-31993	33	2	stations	station	NOUN
ajst-31993	33	3	and	and	CCONJ
ajst-31993	33	4	base	base	NOUN
ajst-31993	33	5	station	station	NOUN
ajst-31993	33	6	sleep	sleep	VERB
ajst-31993	33	7	the	the	DET
ajst-31993	33	8	system	system	NOUN
ajst-31993	33	9	architecture	architecture	NOUN
ajst-31993	33	10	of	of	ADP
ajst-31993	33	11	base	base	NOUN
ajst-31993	33	12	stations	station	NOUN
ajst-31993	33	13	mainly	mainly	ADV
ajst-31993	33	14	includes	include	VERB
ajst-31993	33	15	macro	macro	ADJ
ajst-31993	33	16	base	base	NOUN
ajst-31993	33	17	stations	station	NOUN
ajst-31993	33	18	,	,	PUNCT
ajst-31993	33	19	small	small	ADJ
ajst-31993	33	20	cells	cell	NOUN
ajst-31993	33	21	,	,	PUNCT
ajst-31993	33	22	user	user	NOUN
ajst-31993	33	23	equipment	equipment	NOUN
ajst-31993	33	24	,	,	PUNCT
ajst-31993	33	25	and	and	CCONJ
ajst-31993	33	26	reconfigurable	reconfigurable	ADJ
ajst-31993	33	27	intelligent	intelligent	ADJ
ajst-31993	33	28	surfaces	surface	NOUN
ajst-31993	33	29	(	(	PUNCT
ajst-31993	33	30	ris	ris	PROPN
ajst-31993	33	31	)	)	PUNCT
ajst-31993	33	32	.	.	PUNCT
ajst-31993	34	1	these	these	DET
ajst-31993	34	2	components	component	NOUN
ajst-31993	34	3	work	work	VERB
ajst-31993	34	4	together	together	ADV
ajst-31993	34	5	through	through	ADP
ajst-31993	34	6	a	a	DET
ajst-31993	34	7	hierarchical	hierarchical	ADJ
ajst-31993	34	8	heterogeneous	heterogeneous	ADJ
ajst-31993	34	9	network	network	NOUN
ajst-31993	34	10	architecture	architecture	NOUN
ajst-31993	34	11	where	where	SCONJ
ajst-31993	34	12	macro	macro	ADJ
ajst-31993	34	13	base	base	NOUN
ajst-31993	34	14	stations	station	NOUN
ajst-31993	34	15	provide	provide	VERB
ajst-31993	34	16	wide	wide	ADJ
ajst-31993	34	17	-	-	PUNCT
ajst-31993	34	18	area	area	NOUN
ajst-31993	34	19	coverage	coverage	NOUN
ajst-31993	34	20	,	,	PUNCT
ajst-31993	34	21	small	small	ADJ
ajst-31993	34	22	cells	cell	NOUN
ajst-31993	34	23	achieve	achieve	VERB
ajst-31993	34	24	capacity	capacity	NOUN
ajst-31993	34	25	enhancement	enhancement	NOUN
ajst-31993	34	26	and	and	CCONJ
ajst-31993	34	27	flexible	flexible	ADJ
ajst-31993	34	28	deployment	deployment	NOUN
ajst-31993	34	29	functions	function	NOUN
ajst-31993	34	30	,	,	PUNCT
ajst-31993	34	31	and	and	CCONJ
ajst-31993	34	32	ris	ris	PROPN
ajst-31993	34	33	dynamically	dynamically	ADV
ajst-31993	34	34	regulates	regulate	VERB
ajst-31993	34	35	the	the	DET
ajst-31993	34	36	propagation	propagation	NOUN
ajst-31993	34	37	environment	environment	NOUN
ajst-31993	34	38	.	.	PUNCT
ajst-31993	35	1	this	this	DET
ajst-31993	35	2	architecture	architecture	NOUN
ajst-31993	35	3	is	be	AUX
ajst-31993	35	4	particularly	particularly	ADV
ajst-31993	35	5	suitable	suitable	ADJ
ajst-31993	35	6	for	for	ADP
ajst-31993	35	7	high	high	ADJ
ajst-31993	35	8	29	29	NUM
ajst-31993	35	9	frequency	frequency	NOUN
ajst-31993	35	10	band	band	NOUN
ajst-31993	35	11	communications	communication	NOUN
ajst-31993	35	12	,	,	PUNCT
ajst-31993	35	13	where	where	SCONJ
ajst-31993	35	14	ris	ris	PROPN
ajst-31993	35	15	can	can	AUX
ajst-31993	35	16	effectively	effectively	ADV
ajst-31993	35	17	compensate	compensate	VERB
ajst-31993	35	18	for	for	ADP
ajst-31993	35	19	high	high	ADJ
ajst-31993	35	20	-	-	PUNCT
ajst-31993	35	21	frequency	frequency	NOUN
ajst-31993	35	22	propagation	propagation	NOUN
ajst-31993	35	23	losses	loss	NOUN
ajst-31993	35	24	while	while	SCONJ
ajst-31993	35	25	densely	densely	ADV
ajst-31993	35	26	deployed	deploy	VERB
ajst-31993	35	27	small	small	ADJ
ajst-31993	35	28	cells	cell	NOUN
ajst-31993	35	29	can	can	AUX
ajst-31993	35	30	solve	solve	VERB
ajst-31993	35	31	high	high	ADJ
ajst-31993	35	32	-	-	PUNCT
ajst-31993	35	33	frequency	frequency	NOUN
ajst-31993	35	34	signal	signal	NOUN
ajst-31993	35	35	penetration	penetration	NOUN
ajst-31993	35	36	loss	loss	NOUN
ajst-31993	35	37	problems.base	problems.base	PROPN
ajst-31993	35	38	station	station	NOUN
ajst-31993	35	39	sleep	sleep	NOUN
ajst-31993	35	40	is	be	AUX
ajst-31993	35	41	a	a	DET
ajst-31993	35	42	network	network	NOUN
ajst-31993	35	43	energy	energy	NOUN
ajst-31993	35	44	efficiency	efficiency	NOUN
ajst-31993	35	45	optimization	optimization	NOUN
ajst-31993	35	46	paradigm	paradigm	NOUN
ajst-31993	35	47	based	base	VERB
ajst-31993	35	48	on	on	ADP
ajst-31993	35	49	dynamic	dynamic	ADJ
ajst-31993	35	50	resource	resource	NOUN
ajst-31993	35	51	modulation	modulation	NOUN
ajst-31993	35	52	.	.	PUNCT
ajst-31993	36	1	its	its	PRON
ajst-31993	36	2	operational	operational	ADJ
ajst-31993	36	3	logic	logic	NOUN
ajst-31993	36	4	lies	lie	VERB
ajst-31993	36	5	in	in	ADP
ajst-31993	36	6	realizing	realize	VERB
ajst-31993	36	7	the	the	DET
ajst-31993	36	8	switching	switching	NOUN
ajst-31993	36	9	of	of	ADP
ajst-31993	36	10	base	base	NOUN
ajst-31993	36	11	station	station	NOUN
ajst-31993	36	12	functional	functional	ADJ
ajst-31993	36	13	modules	module	NOUN
ajst-31993	36	14	through	through	ADP
ajst-31993	36	15	programmable	programmable	ADJ
ajst-31993	36	16	radio	radio	NOUN
ajst-31993	36	17	frequency	frequency	NOUN
ajst-31993	36	18	unit	unit	NOUN
ajst-31993	36	19	state	state	NOUN
ajst-31993	36	20	transition	transition	NOUN
ajst-31993	36	21	mechanisms	mechanism	NOUN
ajst-31993	36	22	,	,	PUNCT
ajst-31993	36	23	specifically	specifically	ADV
ajst-31993	36	24	manifested	manifest	VERB
ajst-31993	36	25	as	as	ADP
ajst-31993	36	26	intelligent	intelligent	ADJ
ajst-31993	36	27	switching	switching	NOUN
ajst-31993	36	28	of	of	ADP
ajst-31993	36	29	power	power	NOUN
ajst-31993	36	30	amplifier	amplifier	NOUN
ajst-31993	36	31	operating	operating	NOUN
ajst-31993	36	32	modes	mode	NOUN
ajst-31993	36	33	,	,	PUNCT
ajst-31993	36	34	dynamic	dynamic	ADJ
ajst-31993	36	35	offloading	offloading	NOUN
ajst-31993	36	36	of	of	ADP
ajst-31993	36	37	baseband	baseband	NOUN
ajst-31993	36	38	processing	processing	NOUN
ajst-31993	36	39	unit	unit	NOUN
ajst-31993	36	40	computational	computational	ADJ
ajst-31993	36	41	resources	resource	NOUN
ajst-31993	36	42	,	,	PUNCT
ajst-31993	36	43	and	and	CCONJ
ajst-31993	36	44	adaptive	adaptive	ADJ
ajst-31993	36	45	reconstruction	reconstruction	NOUN
ajst-31993	36	46	of	of	ADP
ajst-31993	36	47	antenna	antenna	NOUN
ajst-31993	36	48	array	array	VERB
ajst-31993	36	49	radiation	radiation	NOUN
ajst-31993	36	50	patterns	pattern	NOUN
ajst-31993	36	51	.	.	PUNCT
ajst-31993	37	1	base	base	NOUN
ajst-31993	37	2	station	station	NOUN
ajst-31993	37	3	sleep	sleep	NOUN
ajst-31993	37	4	constitutes	constitute	VERB
ajst-31993	37	5	a	a	DET
ajst-31993	37	6	constrained	constrain	VERB
ajst-31993	37	7	markov	markov	NOUN
ajst-31993	37	8	decision	decision	NOUN
ajst-31993	37	9	process	process	NOUN
ajst-31993	37	10	whose	whose	DET
ajst-31993	37	11	state	state	NOUN
ajst-31993	37	12	space	space	NOUN
ajst-31993	37	13	contains	contain	VERB
ajst-31993	37	14	key	key	ADJ
ajst-31993	37	15	parameters	parameter	NOUN
ajst-31993	37	16	such	such	ADJ
ajst-31993	37	17	as	as	ADP
ajst-31993	37	18	the	the	DET
ajst-31993	37	19	dynamic	dynamic	ADJ
ajst-31993	37	20	equivalent	equivalent	ADJ
ajst-31993	37	21	noise	noise	NOUN
ajst-31993	37	22	coefficient	coefficient	NOUN
ajst-31993	37	23	of	of	ADP
ajst-31993	37	24	rf	rf	ADJ
ajst-31993	37	25	links	link	NOUN
ajst-31993	37	26	,	,	PUNCT
ajst-31993	37	27	the	the	DET
ajst-31993	37	28	buffer	buffer	NOUN
ajst-31993	37	29	state	state	NOUN
ajst-31993	37	30	matrix	matrix	NOUN
ajst-31993	37	31	of	of	ADP
ajst-31993	37	32	baseband	baseband	NOUN
ajst-31993	37	33	processors	processor	NOUN
ajst-31993	37	34	,	,	PUNCT
ajst-31993	37	35	and	and	CCONJ
ajst-31993	37	36	the	the	DET
ajst-31993	37	37	spatiotemporal	spatiotemporal	ADJ
ajst-31993	37	38	distribution	distribution	NOUN
ajst-31993	37	39	characteristics	characteristic	NOUN
ajst-31993	37	40	of	of	ADP
ajst-31993	37	41	network	network	NOUN
ajst-31993	37	42	load	load	NOUN
ajst-31993	37	43	.	.	PUNCT
ajst-31993	38	1	2.2	2.2	NUM
ajst-31993	38	2	.	.	PUNCT
ajst-31993	39	1	deep	deep	ADJ
ajst-31993	39	2	reinforcement	reinforcement	NOUN
ajst-31993	39	3	learning	learning	NOUN
ajst-31993	39	4	model	model	NOUN
ajst-31993	39	5	the	the	DET
ajst-31993	39	6	deep	deep	ADJ
ajst-31993	39	7	reinforcement	reinforcement	NOUN
ajst-31993	39	8	learning	learning	NOUN
ajst-31993	39	9	(	(	PUNCT
ajst-31993	39	10	drl	drl	PROPN
ajst-31993	39	11	)	)	PUNCT
ajst-31993	39	12	model	model	NOUN
ajst-31993	39	13	is	be	AUX
ajst-31993	39	14	a	a	DET
ajst-31993	39	15	trial	trial	NOUN
ajst-31993	39	16	-	-	PUNCT
ajst-31993	39	17	and	and	CCONJ
ajst-31993	39	18	-	-	PUNCT
ajst-31993	39	19	error	error	NOUN
ajst-31993	39	20	learning	learning	NOUN
ajst-31993	39	21	process	process	NOUN
ajst-31993	39	22	that	that	PRON
ajst-31993	39	23	progressively	progressively	ADV
ajst-31993	39	24	achieves	achieve	VERB
ajst-31993	39	25	objectives	objective	NOUN
ajst-31993	39	26	through	through	ADP
ajst-31993	39	27	continuous	continuous	ADJ
ajst-31993	39	28	reward	reward	NOUN
ajst-31993	39	29	feedback	feedback	NOUN
ajst-31993	39	30	,	,	PUNCT
ajst-31993	39	31	focusing	focus	VERB
ajst-31993	39	32	on	on	ADP
ajst-31993	39	33	long	long	ADJ
ajst-31993	39	34	-	-	PUNCT
ajst-31993	39	35	term	term	NOUN
ajst-31993	39	36	cumulative	cumulative	ADJ
ajst-31993	39	37	rewards	reward	NOUN
ajst-31993	39	38	rather	rather	ADV
ajst-31993	39	39	than	than	ADP
ajst-31993	39	40	immediate	immediate	ADJ
ajst-31993	39	41	gains	gain	NOUN
ajst-31993	39	42	[	[	X
ajst-31993	39	43	1	1	NUM
ajst-31993	39	44	]	]	PUNCT
ajst-31993	39	45	.	.	PUNCT
ajst-31993	40	1	by	by	ADP
ajst-31993	40	2	integrating	integrate	VERB
ajst-31993	40	3	deep	deep	ADJ
ajst-31993	40	4	learning	learning	NOUN
ajst-31993	40	5	with	with	ADP
ajst-31993	40	6	reinforcement	reinforcement	NOUN
ajst-31993	40	7	learning	learning	NOUN
ajst-31993	40	8	,	,	PUNCT
ajst-31993	40	9	this	this	DET
ajst-31993	40	10	approach	approach	NOUN
ajst-31993	40	11	enables	enable	VERB
ajst-31993	40	12	decision	decision	NOUN
ajst-31993	40	13	-	-	PUNCT
ajst-31993	40	14	making	making	NOUN
ajst-31993	40	15	in	in	ADP
ajst-31993	40	16	high	high	ADJ
ajst-31993	40	17	-	-	PUNCT
ajst-31993	40	18	dimensional	dimensional	ADJ
ajst-31993	40	19	perceptual	perceptual	ADJ
ajst-31993	40	20	input	input	NOUN
ajst-31993	40	21	spaces	space	NOUN
ajst-31993	40	22	,	,	PUNCT
ajst-31993	40	23	significantly	significantly	ADV
ajst-31993	40	24	expanding	expand	VERB
ajst-31993	40	25	the	the	DET
ajst-31993	40	26	applicability	applicability	NOUN
ajst-31993	40	27	of	of	ADP
ajst-31993	40	28	reinforcement	reinforcement	NOUN
ajst-31993	40	29	learning	learning	NOUN
ajst-31993	40	30	.	.	PUNCT
ajst-31993	41	1	in	in	ADP
ajst-31993	41	2	drl	drl	PROPN
ajst-31993	41	3	implementations	implementation	NOUN
ajst-31993	41	4	,	,	PUNCT
ajst-31993	41	5	environmental	environmental	ADJ
ajst-31993	41	6	dynamics	dynamic	NOUN
ajst-31993	41	7	manifest	manifest	VERB
ajst-31993	41	8	as	as	ADP
ajst-31993	41	9	partially	partially	ADV
ajst-31993	41	10	observable	observable	ADJ
ajst-31993	41	11	complex	complex	ADJ
ajst-31993	41	12	systems	system	NOUN
ajst-31993	41	13	where	where	SCONJ
ajst-31993	41	14	state	state	NOUN
ajst-31993	41	15	transitions	transition	NOUN
ajst-31993	41	16	incorporate	incorporate	VERB
ajst-31993	41	17	time	time	NOUN
ajst-31993	41	18	-	-	PUNCT
ajst-31993	41	19	varying	vary	VERB
ajst-31993	41	20	channel	channel	NOUN
ajst-31993	41	21	characteristics	characteristic	NOUN
ajst-31993	41	22	,	,	PUNCT
ajst-31993	41	23	traffic	traffic	NOUN
ajst-31993	41	24	burst	burst	NOUN
ajst-31993	41	25	patterns	pattern	NOUN
ajst-31993	41	26	,	,	PUNCT
ajst-31993	41	27	and	and	CCONJ
ajst-31993	41	28	user	user	NOUN
ajst-31993	41	29	mobility	mobility	NOUN
ajst-31993	41	30	uncertainties	uncertainty	NOUN
ajst-31993	41	31	.	.	PUNCT
ajst-31993	42	1	the	the	DET
ajst-31993	42	2	policy	policy	NOUN
ajst-31993	42	3	function	function	NOUN
ajst-31993	42	4	adopts	adopt	VERB
ajst-31993	42	5	parametric	parametric	ADJ
ajst-31993	42	6	representations	representation	NOUN
ajst-31993	42	7	,	,	PUNCT
ajst-31993	42	8	with	with	ADP
ajst-31993	42	9	policy	policy	NOUN
ajst-31993	42	10	gradient	gradient	NOUN
ajst-31993	42	11	optimization	optimization	NOUN
ajst-31993	42	12	algorithms	algorithm	NOUN
ajst-31993	42	13	continuously	continuously	ADV
ajst-31993	42	14	adjusting	adjust	VERB
ajst-31993	42	15	decision	decision	NOUN
ajst-31993	42	16	parameters	parameter	NOUN
ajst-31993	42	17	to	to	PART
ajst-31993	42	18	enhance	enhance	VERB
ajst-31993	42	19	energy	energy	NOUN
ajst-31993	42	20	efficiency	efficiency	NOUN
ajst-31993	42	21	while	while	SCONJ
ajst-31993	42	22	maintaining	maintain	VERB
ajst-31993	42	23	qualityof	qualityof	NOUN
ajst-31993	42	24	-	-	PUNCT
ajst-31993	42	25	service	service	NOUN
ajst-31993	42	26	constraints	constraint	NOUN
ajst-31993	42	27	.	.	PUNCT
ajst-31993	43	1	the	the	DET
ajst-31993	43	2	reward	reward	NOUN
ajst-31993	43	3	mechanism	mechanism	NOUN
ajst-31993	43	4	integrates	integrate	VERB
ajst-31993	43	5	multi	multi	ADJ
ajst-31993	43	6	-	-	ADJ
ajst-31993	43	7	dimensional	dimensional	ADJ
ajst-31993	43	8	optimization	optimization	NOUN
ajst-31993	43	9	objectives	objective	NOUN
ajst-31993	43	10	including	include	VERB
ajst-31993	43	11	power	power	NOUN
ajst-31993	43	12	consumption	consumption	NOUN
ajst-31993	43	13	metrics	metric	NOUN
ajst-31993	43	14	,	,	PUNCT
ajst-31993	43	15	service	service	NOUN
ajst-31993	43	16	quality	quality	NOUN
ajst-31993	43	17	parameters	parameter	NOUN
ajst-31993	43	18	,	,	PUNCT
ajst-31993	43	19	and	and	CCONJ
ajst-31993	43	20	handover	handover	VERB
ajst-31993	43	21	success	success	NOUN
ajst-31993	43	22	rates	rate	NOUN
ajst-31993	43	23	,	,	PUNCT
ajst-31993	43	24	achieving	achieve	VERB
ajst-31993	43	25	pareto	pareto	ADJ
ajst-31993	43	26	optimality	optimality	NOUN
ajst-31993	43	27	through	through	ADP
ajst-31993	43	28	dynamic	dynamic	ADJ
ajst-31993	43	29	weight	weight	NOUN
ajst-31993	43	30	adjustment	adjustment	NOUN
ajst-31993	43	31	.	.	PUNCT
ajst-31993	44	1	state	state	NOUN
ajst-31993	44	2	-	-	PUNCT
ajst-31993	44	3	value	value	NOUN
ajst-31993	44	4	functions	function	NOUN
ajst-31993	44	5	employ	employ	VERB
ajst-31993	44	6	deep	deep	ADJ
ajst-31993	44	7	neural	neural	ADJ
ajst-31993	44	8	networks	network	NOUN
ajst-31993	44	9	for	for	ADP
ajst-31993	44	10	high	high	ADJ
ajst-31993	44	11	-	-	PUNCT
ajst-31993	44	12	dimensional	dimensional	ADJ
ajst-31993	44	13	feature	feature	NOUN
ajst-31993	44	14	extraction	extraction	NOUN
ajst-31993	44	15	and	and	CCONJ
ajst-31993	44	16	function	function	NOUN
ajst-31993	44	17	approximation	approximation	NOUN
ajst-31993	44	18	,	,	PUNCT
ajst-31993	44	19	providing	provide	VERB
ajst-31993	44	20	agents	agent	NOUN
ajst-31993	44	21	with	with	ADP
ajst-31993	44	22	accurate	accurate	ADJ
ajst-31993	44	23	long	long	ADJ
ajst-31993	44	24	-	-	PUNCT
ajst-31993	44	25	term	term	NOUN
ajst-31993	44	26	reward	reward	NOUN
ajst-31993	44	27	predictions	prediction	NOUN
ajst-31993	44	28	.	.	PUNCT
ajst-31993	45	1	however	however	ADV
ajst-31993	45	2	,	,	PUNCT
ajst-31993	45	3	despite	despite	SCONJ
ajst-31993	45	4	significant	significant	ADJ
ajst-31993	45	5	theoretical	theoretical	ADJ
ajst-31993	45	6	and	and	CCONJ
ajst-31993	45	7	practical	practical	ADJ
ajst-31993	45	8	advancements	advancement	NOUN
ajst-31993	45	9	in	in	ADP
ajst-31993	45	10	deep	deep	ADJ
ajst-31993	45	11	reinforcement	reinforcement	NOUN
ajst-31993	45	12	learning	learning	NOUN
ajst-31993	45	13	,	,	PUNCT
ajst-31993	45	14	several	several	ADJ
ajst-31993	45	15	limitations	limitation	NOUN
ajst-31993	45	16	persist	persist	VERB
ajst-31993	45	17	,	,	PUNCT
ajst-31993	45	18	including	include	VERB
ajst-31993	45	19	challenges	challenge	NOUN
ajst-31993	45	20	with	with	ADP
ajst-31993	45	21	stochastic	stochastic	ADJ
ajst-31993	45	22	policy	policy	NOUN
ajst-31993	45	23	formulation	formulation	NOUN
ajst-31993	45	24	,	,	PUNCT
ajst-31993	45	25	continuous	continuous	ADJ
ajst-31993	45	26	action	action	NOUN
ajst-31993	45	27	space	space	NOUN
ajst-31993	45	28	handling	handling	NOUN
ajst-31993	45	29	,	,	PUNCT
ajst-31993	45	30	and	and	CCONJ
ajst-31993	45	31	large	large	ADJ
ajst-31993	45	32	state	state	NOUN
ajst-31993	45	33	space	space	NOUN
ajst-31993	45	34	applications	application	NOUN
ajst-31993	45	35	.	.	PUNCT
ajst-31993	46	1	in	in	ADP
ajst-31993	46	2	the	the	DET
ajst-31993	46	3	specific	specific	ADJ
ajst-31993	46	4	context	context	NOUN
ajst-31993	46	5	of	of	ADP
ajst-31993	46	6	base	base	NOUN
ajst-31993	46	7	station	station	NOUN
ajst-31993	46	8	sleep	sleep	VERB
ajst-31993	46	9	strategy	strategy	NOUN
ajst-31993	46	10	optimization	optimization	NOUN
ajst-31993	46	11	,	,	PUNCT
ajst-31993	46	12	drl	drl	PROPN
ajst-31993	46	13	agents	agent	NOUN
ajst-31993	46	14	utilize	utilize	VERB
ajst-31993	46	15	deep	deep	ADJ
ajst-31993	46	16	neural	neural	ADJ
ajst-31993	46	17	networks	network	NOUN
ajst-31993	46	18	to	to	PART
ajst-31993	46	19	process	process	VERB
ajst-31993	46	20	real	real	ADJ
ajst-31993	46	21	-	-	PUNCT
ajst-31993	46	22	time	time	NOUN
ajst-31993	46	23	network	network	NOUN
ajst-31993	46	24	state	state	NOUN
ajst-31993	46	25	information	information	NOUN
ajst-31993	46	26	while	while	SCONJ
ajst-31993	46	27	strategically	strategically	ADV
ajst-31993	46	28	evaluating	evaluate	VERB
ajst-31993	46	29	long	long	ADJ
ajst-31993	46	30	-	-	PUNCT
ajst-31993	46	31	term	term	NOUN
ajst-31993	46	32	rewards	reward	NOUN
ajst-31993	46	33	.	.	PUNCT
ajst-31993	47	1	when	when	SCONJ
ajst-31993	47	2	multiple	multiple	ADJ
ajst-31993	47	3	agents	agent	NOUN
ajst-31993	47	4	operate	operate	VERB
ajst-31993	47	5	concurrently	concurrently	ADV
ajst-31993	47	6	,	,	PUNCT
ajst-31993	47	7	the	the	DET
ajst-31993	47	8	operational	operational	ADJ
ajst-31993	47	9	efficiency	efficiency	NOUN
ajst-31993	47	10	of	of	ADP
ajst-31993	47	11	base	base	NOUN
ajst-31993	47	12	station	station	NOUN
ajst-31993	47	13	sleep	sleep	NOUN
ajst-31993	47	14	can	can	AUX
ajst-31993	47	15	be	be	AUX
ajst-31993	47	16	precisely	precisely	ADV
ajst-31993	47	17	improved	improve	VERB
ajst-31993	47	18	.	.	PUNCT
ajst-31993	48	1	3	3	X
ajst-31993	48	2	.	.	X
ajst-31993	48	3	drl	drl	PROPN
ajst-31993	48	4	-	-	PUNCT
ajst-31993	48	5	based	base	VERB
ajst-31993	48	6	optimization	optimization	NOUN
ajst-31993	48	7	methods	method	NOUN
ajst-31993	48	8	for	for	ADP
ajst-31993	48	9	base	base	NOUN
ajst-31993	48	10	station	station	NOUN
ajst-31993	48	11	sleep	sleep	NOUN
ajst-31993	48	12	strategies	strategy	NOUN
ajst-31993	48	13	3.1	3.1	NUM
ajst-31993	48	14	classification	classification	NOUN
ajst-31993	48	15	overview	overview	NOUN
ajst-31993	48	16	through	through	ADP
ajst-31993	48	17	comprehensive	comprehensive	ADJ
ajst-31993	48	18	literature	literature	PROPN
ajst-31993	48	19	review	review	NOUN
ajst-31993	48	20	,	,	PUNCT
ajst-31993	48	21	this	this	DET
ajst-31993	48	22	paper	paper	NOUN
ajst-31993	48	23	categorizes	categorize	VERB
ajst-31993	48	24	drl	drl	PROPN
ajst-31993	48	25	-	-	PUNCT
ajst-31993	48	26	based	base	VERB
ajst-31993	48	27	optimization	optimization	NOUN
ajst-31993	48	28	methods	method	NOUN
ajst-31993	48	29	for	for	ADP
ajst-31993	48	30	base	base	NOUN
ajst-31993	48	31	station	station	NOUN
ajst-31993	48	32	sleep	sleep	NOUN
ajst-31993	48	33	strategies	strategy	NOUN
ajst-31993	48	34	into	into	ADP
ajst-31993	48	35	three	three	NUM
ajst-31993	48	36	classes	class	NOUN
ajst-31993	48	37	:	:	PUNCT
ajst-31993	48	38	value	value	NOUN
ajst-31993	48	39	function	function	NOUN
ajst-31993	48	40	-	-	PUNCT
ajst-31993	48	41	based	base	VERB
ajst-31993	48	42	algorithms	algorithm	NOUN
ajst-31993	48	43	,	,	PUNCT
ajst-31993	48	44	policy	policy	NOUN
ajst-31993	48	45	gradientbased	gradientbase	VERB
ajst-31993	48	46	algorithms	algorithm	NOUN
ajst-31993	48	47	,	,	PUNCT
ajst-31993	48	48	and	and	CCONJ
ajst-31993	48	49	hybrid	hybrid	ADJ
ajst-31993	48	50	algorithms	algorithm	NOUN
ajst-31993	48	51	.	.	PUNCT
ajst-31993	49	1	this	this	DET
ajst-31993	49	2	classification	classification	NOUN
ajst-31993	49	3	is	be	AUX
ajst-31993	49	4	established	establish	VERB
ajst-31993	49	5	according	accord	VERB
ajst-31993	49	6	to	to	ADP
ajst-31993	49	7	different	different	ADJ
ajst-31993	49	8	optimization	optimization	NOUN
ajst-31993	49	9	objectives	objective	NOUN
ajst-31993	49	10	and	and	CCONJ
ajst-31993	49	11	technical	technical	ADJ
ajst-31993	49	12	characteristics.value	characteristics.value	NOUN
ajst-31993	49	13	function	function	NOUN
ajst-31993	49	14	-	-	PUNCT
ajst-31993	49	15	based	base	VERB
ajst-31993	49	16	algorithms	algorithm	NOUN
ajst-31993	49	17	achieve	achieve	VERB
ajst-31993	49	18	sleep	sleep	NOUN
ajst-31993	49	19	optimization	optimization	NOUN
ajst-31993	49	20	by	by	ADP
ajst-31993	49	21	constructing	construct	VERB
ajst-31993	49	22	accurate	accurate	ADJ
ajst-31993	49	23	estimations	estimation	NOUN
ajst-31993	49	24	of	of	ADP
ajst-31993	49	25	state	state	NOUN
ajst-31993	49	26	-	-	PUNCT
ajst-31993	49	27	action	action	NOUN
ajst-31993	49	28	value	value	NOUN
ajst-31993	49	29	functions	function	NOUN
ajst-31993	49	30	,	,	PUNCT
ajst-31993	49	31	with	with	ADP
ajst-31993	49	32	their	their	PRON
ajst-31993	49	33	core	core	NOUN
ajst-31993	49	34	lying	lie	VERB
ajst-31993	49	35	in	in	ADP
ajst-31993	49	36	establishing	establish	VERB
ajst-31993	49	37	parametric	parametric	ADJ
ajst-31993	49	38	representations	representation	NOUN
ajst-31993	49	39	of	of	ADP
ajst-31993	49	40	q	q	NOUN
ajst-31993	49	41	-	-	PUNCT
ajst-31993	49	42	functions	function	NOUN
ajst-31993	49	43	.	.	PUNCT
ajst-31993	50	1	policy	policy	NOUN
ajst-31993	50	2	gradient	gradient	NOUN
ajst-31993	50	3	algorithms	algorithm	NOUN
ajst-31993	50	4	directly	directly	ADV
ajst-31993	50	5	optimize	optimize	VERB
ajst-31993	50	6	parameterized	parameterized	ADJ
ajst-31993	50	7	policy	policy	NOUN
ajst-31993	50	8	functions	function	NOUN
ajst-31993	50	9	through	through	ADP
ajst-31993	50	10	gradient	gradient	ADJ
ajst-31993	50	11	ascent	ascent	NOUN
ajst-31993	50	12	methods	method	NOUN
ajst-31993	50	13	to	to	PART
ajst-31993	50	14	realize	realize	VERB
ajst-31993	50	15	timely	timely	ADJ
ajst-31993	50	16	sleep	sleep	NOUN
ajst-31993	50	17	control	control	NOUN
ajst-31993	50	18	,	,	PUNCT
ajst-31993	50	19	with	with	ADP
ajst-31993	50	20	proximal	proximal	ADJ
ajst-31993	50	21	policy	policy	NOUN
ajst-31993	50	22	optimization	optimization	NOUN
ajst-31993	50	23	(	(	PUNCT
ajst-31993	50	24	ppo	ppo	PROPN
ajst-31993	50	25	)	)	PUNCT
ajst-31993	50	26	as	as	ADP
ajst-31993	50	27	a	a	DET
ajst-31993	50	28	typical	typical	ADJ
ajst-31993	50	29	representative	representative	NOUN
ajst-31993	50	30	that	that	PRON
ajst-31993	50	31	employs	employ	VERB
ajst-31993	50	32	importance	importance	NOUN
ajst-31993	50	33	sampling	sampling	NOUN
ajst-31993	50	34	and	and	CCONJ
ajst-31993	50	35	policy	policy	NOUN
ajst-31993	50	36	change	change	NOUN
ajst-31993	50	37	magnitude	magnitude	NOUN
ajst-31993	50	38	constraints	constraint	NOUN
ajst-31993	50	39	.	.	PUNCT
ajst-31993	51	1	hybrid	hybrid	ADJ
ajst-31993	51	2	algorithms	algorithm	NOUN
ajst-31993	51	3	adopting	adopt	VERB
ajst-31993	51	4	the	the	DET
ajst-31993	51	5	actor	actor	NOUN
ajst-31993	51	6	-	-	PUNCT
ajst-31993	51	7	critic	critic	NOUN
ajst-31993	51	8	framework	framework	NOUN
ajst-31993	51	9	attempt	attempt	NOUN
ajst-31993	51	10	to	to	PART
ajst-31993	51	11	integrate	integrate	VERB
ajst-31993	51	12	the	the	DET
ajst-31993	51	13	dual	dual	ADJ
ajst-31993	51	14	advantages	advantage	NOUN
ajst-31993	51	15	of	of	ADP
ajst-31993	51	16	value	value	NOUN
ajst-31993	51	17	function	function	NOUN
ajst-31993	51	18	estimation	estimation	NOUN
ajst-31993	51	19	and	and	CCONJ
ajst-31993	51	20	policy	policy	NOUN
ajst-31993	51	21	optimization	optimization	NOUN
ajst-31993	51	22	.	.	PUNCT
ajst-31993	52	1	in	in	ADP
ajst-31993	52	2	this	this	DET
ajst-31993	52	3	architecture	architecture	NOUN
ajst-31993	52	4	,	,	PUNCT
ajst-31993	52	5	the	the	DET
ajst-31993	52	6	critic	critic	NOUN
ajst-31993	52	7	component	component	NOUN
ajst-31993	52	8	is	be	AUX
ajst-31993	52	9	responsible	responsible	ADJ
ajst-31993	52	10	for	for	ADP
ajst-31993	52	11	accurate	accurate	ADJ
ajst-31993	52	12	state	state	NOUN
ajst-31993	52	13	value	value	NOUN
ajst-31993	52	14	evaluation	evaluation	NOUN
ajst-31993	52	15	,	,	PUNCT
ajst-31993	52	16	while	while	SCONJ
ajst-31993	52	17	the	the	DET
ajst-31993	52	18	actor	actor	NOUN
ajst-31993	52	19	component	component	NOUN
ajst-31993	52	20	focuses	focus	VERB
ajst-31993	52	21	on	on	ADP
ajst-31993	52	22	policy	policy	NOUN
ajst-31993	52	23	improvement.this	improvement.this	PRON
ajst-31993	52	24	section	section	NOUN
ajst-31993	52	25	innovatively	innovatively	ADV
ajst-31993	52	26	provides	provide	VERB
ajst-31993	52	27	a	a	DET
ajst-31993	52	28	detailed	detailed	ADJ
ajst-31993	52	29	summary	summary	NOUN
ajst-31993	52	30	of	of	ADP
ajst-31993	52	31	drl	drl	PROPN
ajst-31993	52	32	-	-	PUNCT
ajst-31993	52	33	based	base	VERB
ajst-31993	52	34	optimization	optimization	NOUN
ajst-31993	52	35	30	30	NUM
ajst-31993	52	36	algorithms	algorithm	NOUN
ajst-31993	52	37	for	for	ADP
ajst-31993	52	38	base	base	NOUN
ajst-31993	52	39	station	station	NOUN
ajst-31993	52	40	sleep	sleep	NOUN
ajst-31993	52	41	strategies	strategy	NOUN
ajst-31993	52	42	through	through	ADP
ajst-31993	52	43	this	this	DET
ajst-31993	52	44	tripartite	tripartite	ADJ
ajst-31993	52	45	classification	classification	NOUN
ajst-31993	52	46	,	,	PUNCT
ajst-31993	52	47	accompanied	accompany	VERB
ajst-31993	52	48	by	by	ADP
ajst-31993	52	49	critical	critical	ADJ
ajst-31993	52	50	commentary	commentary	NOUN
ajst-31993	52	51	.	.	PUNCT
ajst-31993	53	1	3.2	3.2	NUM
ajst-31993	53	2	value	value	NOUN
ajst-31993	53	3	function	function	NOUN
ajst-31993	53	4	-	-	PUNCT
ajst-31993	53	5	based	base	VERB
ajst-31993	53	6	algorithms	algorithm	NOUN
ajst-31993	53	7	value	value	NOUN
ajst-31993	53	8	function	function	NOUN
ajst-31993	53	9	-	-	PUNCT
ajst-31993	53	10	based	base	VERB
ajst-31993	53	11	algorithms	algorithm	NOUN
ajst-31993	53	12	are	be	AUX
ajst-31993	53	13	particularly	particularly	ADV
ajst-31993	53	14	suitable	suitable	ADJ
ajst-31993	53	15	for	for	ADP
ajst-31993	53	16	addressing	address	VERB
ajst-31993	53	17	discrete	discrete	ADJ
ajst-31993	53	18	sleep	sleep	NOUN
ajst-31993	53	19	depth	depth	NOUN
ajst-31993	53	20	selection	selection	NOUN
ajst-31993	53	21	problems	problem	NOUN
ajst-31993	53	22	.	.	PUNCT
ajst-31993	54	1	by	by	ADP
ajst-31993	54	2	incorporating	incorporate	VERB
ajst-31993	54	3	experience	experience	NOUN
ajst-31993	54	4	replay	replay	NOUN
ajst-31993	54	5	mechanisms	mechanism	NOUN
ajst-31993	54	6	and	and	CCONJ
ajst-31993	54	7	fixed	fix	VERB
ajst-31993	54	8	target	target	NOUN
ajst-31993	54	9	networks	network	NOUN
ajst-31993	54	10	,	,	PUNCT
ajst-31993	54	11	deep	deep	ADJ
ajst-31993	54	12	q	q	NOUN
ajst-31993	54	13	-	-	PUNCT
ajst-31993	54	14	networks	network	NOUN
ajst-31993	54	15	(	(	PUNCT
ajst-31993	54	16	dqn	dqn	NOUN
ajst-31993	54	17	)	)	PUNCT
ajst-31993	54	18	can	can	AUX
ajst-31993	54	19	effectively	effectively	ADV
ajst-31993	54	20	mitigate	mitigate	VERB
ajst-31993	54	21	instability	instability	NOUN
ajst-31993	54	22	issues	issue	NOUN
ajst-31993	54	23	in	in	ADP
ajst-31993	54	24	high	high	ADJ
ajst-31993	54	25	-	-	PUNCT
ajst-31993	54	26	dimensional	dimensional	ADJ
ajst-31993	54	27	state	state	NOUN
ajst-31993	54	28	spaces	space	NOUN
ajst-31993	54	29	compared	compare	VERB
ajst-31993	54	30	to	to	ADP
ajst-31993	54	31	traditional	traditional	ADJ
ajst-31993	54	32	q	q	NOUN
ajst-31993	54	33	-	-	PUNCT
ajst-31993	54	34	learning	learning	NOUN
ajst-31993	54	35	.	.	PUNCT
ajst-31993	55	1	the	the	DET
ajst-31993	55	2	derived	derive	VERB
ajst-31993	55	3	double	double	ADJ
ajst-31993	55	4	dqn	dqn	NOUN
ajst-31993	55	5	algorithm	algorithm	NOUN
ajst-31993	55	6	significantly	significantly	ADV
ajst-31993	55	7	reduces	reduce	VERB
ajst-31993	55	8	value	value	NOUN
ajst-31993	55	9	estimation	estimation	NOUN
ajst-31993	55	10	bias	bias	NOUN
ajst-31993	55	11	by	by	ADP
ajst-31993	55	12	decoupling	decouple	VERB
ajst-31993	55	13	action	action	NOUN
ajst-31993	55	14	selection	selection	NOUN
ajst-31993	55	15	from	from	ADP
ajst-31993	55	16	value	value	NOUN
ajst-31993	55	17	evaluation	evaluation	NOUN
ajst-31993	55	18	.	.	PUNCT
ajst-31993	56	1	reference	reference	NOUN
ajst-31993	56	2	[	[	X
ajst-31993	56	3	1	1	X
ajst-31993	56	4	]	]	PUNCT
ajst-31993	56	5	proposed	propose	VERB
ajst-31993	56	6	a	a	DET
ajst-31993	56	7	dual	dual	ADJ
ajst-31993	56	8	deep	deep	ADJ
ajst-31993	56	9	q	q	ADJ
ajst-31993	56	10	-	-	PUNCT
ajst-31993	56	11	network	network	NOUN
ajst-31993	56	12	approach	approach	NOUN
ajst-31993	56	13	for	for	ADP
ajst-31993	56	14	solving	solve	VERB
ajst-31993	56	15	base	base	NOUN
ajst-31993	56	16	station	station	NOUN
ajst-31993	56	17	sleep	sleep	NOUN
ajst-31993	56	18	and	and	CCONJ
ajst-31993	56	19	power	power	NOUN
ajst-31993	56	20	allocation	allocation	NOUN
ajst-31993	56	21	problems	problem	NOUN
ajst-31993	56	22	,	,	PUNCT
ajst-31993	56	23	where	where	SCONJ
ajst-31993	56	24	the	the	DET
ajst-31993	56	25	base	base	NOUN
ajst-31993	56	26	station	station	NOUN
ajst-31993	56	27	sleep	sleep	VERB
ajst-31993	56	28	dqn	dqn	PROPN
ajst-31993	56	29	optimizes	optimize	VERB
ajst-31993	56	30	traditional	traditional	ADJ
ajst-31993	56	31	system	system	NOUN
ajst-31993	56	32	energy	energy	NOUN
ajst-31993	56	33	efficiency	efficiency	NOUN
ajst-31993	56	34	while	while	SCONJ
ajst-31993	56	35	the	the	DET
ajst-31993	56	36	power	power	NOUN
ajst-31993	56	37	allocation	allocation	NOUN
ajst-31993	56	38	dqn	dqn	NOUN
ajst-31993	56	39	jointly	jointly	ADV
ajst-31993	56	40	optimizes	optimize	VERB
ajst-31993	56	41	both	both	PRON
ajst-31993	56	42	ee	ee	NOUN
ajst-31993	56	43	and	and	CCONJ
ajst-31993	56	44	system	system	VERB
ajst-31993	56	45	spectral	spectral	ADJ
ajst-31993	56	46	efficiency	efficiency	NOUN
ajst-31993	56	47	,	,	PUNCT
ajst-31993	56	48	thereby	thereby	ADV
ajst-31993	56	49	avoiding	avoid	VERB
ajst-31993	56	50	the	the	DET
ajst-31993	56	51	limitations	limitation	NOUN
ajst-31993	56	52	of	of	ADP
ajst-31993	56	53	single	single	ADJ
ajst-31993	56	54	-	-	PUNCT
ajst-31993	56	55	objective	objective	ADJ
ajst-31993	56	56	optimization	optimization	NOUN
ajst-31993	56	57	.	.	PUNCT
ajst-31993	57	1	each	each	DET
ajst-31993	57	2	small	small	ADJ
ajst-31993	57	3	base	base	NOUN
ajst-31993	57	4	station	station	NOUN
ajst-31993	57	5	(	(	PUNCT
ajst-31993	57	6	sbs	sbs	NOUN
ajst-31993	57	7	)	)	PUNCT
ajst-31993	57	8	is	be	AUX
ajst-31993	57	9	treated	treat	VERB
ajst-31993	57	10	as	as	ADP
ajst-31993	57	11	an	an	DET
ajst-31993	57	12	intelligent	intelligent	ADJ
ajst-31993	57	13	agent	agent	NOUN
ajst-31993	57	14	that	that	PRON
ajst-31993	57	15	interacts	interact	VERB
ajst-31993	57	16	with	with	ADP
ajst-31993	57	17	the	the	DET
ajst-31993	57	18	environment	environment	NOUN
ajst-31993	57	19	to	to	PART
ajst-31993	57	20	obtain	obtain	VERB
ajst-31993	57	21	reward	reward	NOUN
ajst-31993	57	22	values	value	NOUN
ajst-31993	57	23	.	.	PUNCT
ajst-31993	58	1	according	accord	VERB
ajst-31993	58	2	to	to	ADP
ajst-31993	58	3	the	the	DET
ajst-31993	58	4	requirements	requirement	NOUN
ajst-31993	58	5	of	of	ADP
ajst-31993	58	6	base	base	NOUN
ajst-31993	58	7	station	station	NOUN
ajst-31993	58	8	sleep	sleep	NOUN
ajst-31993	58	9	and	and	CCONJ
ajst-31993	58	10	power	power	NOUN
ajst-31993	58	11	allocation	allocation	NOUN
ajst-31993	58	12	,	,	PUNCT
ajst-31993	58	13	the	the	DET
ajst-31993	58	14	state	state	NOUN
ajst-31993	58	15	,	,	PUNCT
ajst-31993	58	16	action	action	NOUN
ajst-31993	58	17	,	,	PUNCT
ajst-31993	58	18	and	and	CCONJ
ajst-31993	58	19	reward	reward	NOUN
ajst-31993	58	20	functions	function	NOUN
ajst-31993	58	21	are	be	AUX
ajst-31993	58	22	designed	design	VERB
ajst-31993	58	23	as	as	ADP
ajst-31993	58	24	two	two	NUM
ajst-31993	58	25	schemes	scheme	NOUN
ajst-31993	58	26	:	:	PUNCT
ajst-31993	58	27	for	for	SCONJ
ajst-31993	58	28	the	the	DET
ajst-31993	58	29	base	base	NOUN
ajst-31993	58	30	station	station	NOUN
ajst-31993	58	31	sleep	sleep	VERB
ajst-31993	58	32	dqn	dqn	ADV
ajst-31993	58	33	,	,	PUNCT
ajst-31993	58	34	the	the	DET
ajst-31993	58	35	state	state	NOUN
ajst-31993	58	36	includes	include	VERB
ajst-31993	58	37	user	user	NOUN
ajst-31993	58	38	load	load	NOUN
ajst-31993	58	39	,	,	PUNCT
ajst-31993	58	40	base	base	NOUN
ajst-31993	58	41	station	station	NOUN
ajst-31993	58	42	status	status	NOUN
ajst-31993	58	43	,	,	PUNCT
ajst-31993	58	44	total	total	ADJ
ajst-31993	58	45	rate	rate	NOUN
ajst-31993	58	46	,	,	PUNCT
ajst-31993	58	47	and	and	CCONJ
ajst-31993	58	48	total	total	ADJ
ajst-31993	58	49	energy	energy	NOUN
ajst-31993	58	50	consumption	consumption	NOUN
ajst-31993	58	51	,	,	PUNCT
ajst-31993	58	52	with	with	ADP
ajst-31993	58	53	actions	action	NOUN
ajst-31993	58	54	being	be	AUX
ajst-31993	58	55	base	base	NOUN
ajst-31993	58	56	station	station	NOUN
ajst-31993	58	57	on	on	ADP
ajst-31993	58	58	/	/	SYM
ajst-31993	58	59	off	off	NOUN
ajst-31993	58	60	switching	switching	NOUN
ajst-31993	58	61	and	and	CCONJ
ajst-31993	58	62	rewards	reward	NOUN
ajst-31993	58	63	representing	represent	VERB
ajst-31993	58	64	long	long	ADJ
ajst-31993	58	65	-	-	PUNCT
ajst-31993	58	66	term	term	NOUN
ajst-31993	58	67	accumulation	accumulation	NOUN
ajst-31993	58	68	;	;	PUNCT
ajst-31993	58	69	for	for	ADP
ajst-31993	58	70	the	the	DET
ajst-31993	58	71	power	power	NOUN
ajst-31993	58	72	allocation	allocation	NOUN
ajst-31993	58	73	dqn	dqn	PROPN
ajst-31993	58	74	,	,	PUNCT
ajst-31993	58	75	the	the	DET
ajst-31993	58	76	state	state	NOUN
ajst-31993	58	77	includes	include	VERB
ajst-31993	58	78	power	power	NOUN
ajst-31993	58	79	level	level	NOUN
ajst-31993	58	80	,	,	PUNCT
ajst-31993	58	81	channel	channel	NOUN
ajst-31993	58	82	gain	gain	NOUN
ajst-31993	58	83	,	,	PUNCT
ajst-31993	58	84	task	task	NOUN
ajst-31993	58	85	load	load	NOUN
ajst-31993	58	86	,	,	PUNCT
ajst-31993	58	87	and	and	CCONJ
ajst-31993	58	88	remaining	remaining	ADJ
ajst-31993	58	89	time	time	NOUN
ajst-31993	58	90	,	,	PUNCT
ajst-31993	58	91	with	with	ADP
ajst-31993	58	92	actions	action	NOUN
ajst-31993	58	93	being	be	AUX
ajst-31993	58	94	power	power	NOUN
ajst-31993	58	95	level	level	NOUN
ajst-31993	58	96	adjustments	adjustment	NOUN
ajst-31993	58	97	and	and	CCONJ
ajst-31993	58	98	rewards	reward	NOUN
ajst-31993	58	99	representing	represent	VERB
ajst-31993	58	100	immediate	immediate	ADJ
ajst-31993	58	101	reward	reward	NOUN
ajst-31993	58	102	accumulation	accumulation	NOUN
ajst-31993	58	103	.	.	PUNCT
ajst-31993	59	1	reference	reference	NOUN
ajst-31993	59	2	[	[	X
ajst-31993	59	3	2	2	NUM
ajst-31993	59	4	]	]	PUNCT
ajst-31993	59	5	proposed	propose	VERB
ajst-31993	59	6	improved	improve	VERB
ajst-31993	59	7	dqn	dqn	NOUN
ajst-31993	59	8	algorithms	algorithm	NOUN
ajst-31993	59	9	including	include	VERB
ajst-31993	59	10	double	double	ADJ
ajst-31993	59	11	-	-	PUNCT
ajst-31993	59	12	buffered	buffer	VERB
ajst-31993	59	13	dqn	dqn	NOUN
ajst-31993	59	14	and	and	CCONJ
ajst-31993	59	15	t	t	PROPN
ajst-31993	59	16	-	-	PUNCT
ajst-31993	59	17	dqn	dqn	PROPN
ajst-31993	59	18	,	,	PUNCT
ajst-31993	59	19	which	which	PRON
ajst-31993	59	20	classify	classify	VERB
ajst-31993	59	21	user	user	NOUN
ajst-31993	59	22	demand	demand	NOUN
ajst-31993	59	23	according	accord	VERB
ajst-31993	59	24	to	to	ADP
ajst-31993	59	25	base	base	NOUN
ajst-31993	59	26	station	station	NOUN
ajst-31993	59	27	bandwidth	bandwidth	NOUN
ajst-31993	59	28	to	to	PART
ajst-31993	59	29	reduce	reduce	VERB
ajst-31993	59	30	state	state	NOUN
ajst-31993	59	31	dimensionality	dimensionality	NOUN
ajst-31993	59	32	.	.	PUNCT
ajst-31993	60	1	compared	compare	VERB
ajst-31993	60	2	with	with	ADP
ajst-31993	60	3	classical	classical	ADJ
ajst-31993	60	4	dqn	dqn	NOUN
ajst-31993	60	5	,	,	PUNCT
ajst-31993	60	6	these	these	DET
ajst-31993	60	7	improvements	improvement	NOUN
ajst-31993	60	8	achieve	achieve	VERB
ajst-31993	60	9	faster	fast	ADJ
ajst-31993	60	10	processing	processing	NOUN
ajst-31993	60	11	speeds	speed	NOUN
ajst-31993	60	12	and	and	CCONJ
ajst-31993	60	13	more	more	ADV
ajst-31993	60	14	stable	stable	ADJ
ajst-31993	60	15	training	training	NOUN
ajst-31993	60	16	processes	process	NOUN
ajst-31993	60	17	.	.	PUNCT
ajst-31993	61	1	the	the	DET
ajst-31993	61	2	enhanced	enhance	VERB
ajst-31993	61	3	dqn	dqn	NOUN
ajst-31993	61	4	algorithm	algorithm	NOUN
ajst-31993	61	5	designs	design	VERB
ajst-31993	61	6	conventional	conventional	ADJ
ajst-31993	61	7	memory	memory	NOUN
ajst-31993	61	8	banks	bank	NOUN
ajst-31993	61	9	and	and	CCONJ
ajst-31993	61	10	burst	burst	ADJ
ajst-31993	61	11	memory	memory	NOUN
ajst-31993	61	12	banks	bank	NOUN
ajst-31993	61	13	to	to	PART
ajst-31993	61	14	separately	separately	ADV
ajst-31993	61	15	store	store	VERB
ajst-31993	61	16	transition	transition	NOUN
ajst-31993	61	17	samples	sample	NOUN
ajst-31993	61	18	under	under	ADP
ajst-31993	61	19	different	different	ADJ
ajst-31993	61	20	load	load	NOUN
ajst-31993	61	21	states	state	NOUN
ajst-31993	61	22	,	,	PUNCT
ajst-31993	61	23	dynamically	dynamically	ADV
ajst-31993	61	24	adjusting	adjust	VERB
ajst-31993	61	25	the	the	DET
ajst-31993	61	26	memory	memory	NOUN
ajst-31993	61	27	sampling	sample	VERB
ajst-31993	61	28	ratio	ratio	NOUN
ajst-31993	61	29	during	during	ADP
ajst-31993	61	30	training	training	NOUN
ajst-31993	61	31	.	.	PUNCT
ajst-31993	62	1	early	early	ADJ
ajst-31993	62	2	stages	stage	NOUN
ajst-31993	62	3	emphasize	emphasize	VERB
ajst-31993	62	4	burst	burst	ADJ
ajst-31993	62	5	memory	memory	NOUN
ajst-31993	62	6	to	to	PART
ajst-31993	62	7	quickly	quickly	ADV
ajst-31993	62	8	adapt	adapt	VERB
ajst-31993	62	9	to	to	ADP
ajst-31993	62	10	sudden	sudden	ADJ
ajst-31993	62	11	scenarios	scenario	NOUN
ajst-31993	62	12	,	,	PUNCT
ajst-31993	62	13	while	while	SCONJ
ajst-31993	62	14	later	later	ADJ
ajst-31993	62	15	stages	stage	NOUN
ajst-31993	62	16	gradually	gradually	ADV
ajst-31993	62	17	approach	approach	VERB
ajst-31993	62	18	the	the	DET
ajst-31993	62	19	true	true	ADJ
ajst-31993	62	20	distribution	distribution	NOUN
ajst-31993	62	21	to	to	PART
ajst-31993	62	22	improve	improve	VERB
ajst-31993	62	23	stability	stability	NOUN
ajst-31993	62	24	.	.	PUNCT
ajst-31993	63	1	reference	reference	NOUN
ajst-31993	64	1	[	[	X
ajst-31993	64	2	3	3	NUM
ajst-31993	64	3	]	]	PUNCT
ajst-31993	64	4	proposed	propose	VERB
ajst-31993	64	5	the	the	DET
ajst-31993	64	6	twin	twin	NOUN
ajst-31993	64	7	delayed	delay	VERB
ajst-31993	64	8	deep	deep	ADJ
ajst-31993	64	9	deterministic	deterministic	ADJ
ajst-31993	64	10	policy	policy	NOUN
ajst-31993	64	11	gradient	gradient	NOUN
ajst-31993	64	12	(	(	PUNCT
ajst-31993	64	13	td3	td3	NOUN
ajst-31993	64	14	)	)	PUNCT
ajst-31993	64	15	algorithm	algorithm	NOUN
ajst-31993	64	16	,	,	PUNCT
ajst-31993	64	17	which	which	PRON
ajst-31993	64	18	employs	employ	VERB
ajst-31993	64	19	double	double	ADJ
ajst-31993	64	20	dqn	dqn	NOUN
ajst-31993	64	21	to	to	PART
ajst-31993	64	22	suppress	suppress	VERB
ajst-31993	64	23	q	q	ADJ
ajst-31993	64	24	-	-	PUNCT
ajst-31993	64	25	value	value	NOUN
ajst-31993	64	26	overestimation	overestimation	NOUN
ajst-31993	64	27	and	and	CCONJ
ajst-31993	64	28	implements	implement	NOUN
ajst-31993	64	29	delayed	delay	VERB
ajst-31993	64	30	policy	policy	NOUN
ajst-31993	64	31	updates	update	NOUN
ajst-31993	64	32	with	with	ADP
ajst-31993	64	33	action	action	NOUN
ajst-31993	64	34	noise	noise	NOUN
ajst-31993	64	35	regularization	regularization	NOUN
ajst-31993	64	36	to	to	PART
ajst-31993	64	37	enhance	enhance	VERB
ajst-31993	64	38	system	system	NOUN
ajst-31993	64	39	stability	stability	NOUN
ajst-31993	64	40	.	.	PUNCT
ajst-31993	65	1	reference	reference	NOUN
ajst-31993	65	2	[	[	X
ajst-31993	65	3	4	4	X
ajst-31993	65	4	]	]	PUNCT
ajst-31993	65	5	presented	present	VERB
ajst-31993	65	6	deep	deep	ADJ
ajst-31993	65	7	nap	nap	NOUN
ajst-31993	65	8	,	,	PUNCT
ajst-31993	65	9	a	a	DET
ajst-31993	65	10	dynamic	dynamic	ADJ
ajst-31993	65	11	sleep	sleep	NOUN
ajst-31993	65	12	control	control	NOUN
ajst-31993	65	13	algorithm	algorithm	NOUN
ajst-31993	65	14	using	use	VERB
ajst-31993	65	15	deep	deep	ADJ
ajst-31993	65	16	reinforcement	reinforcement	NOUN
ajst-31993	65	17	learning	learning	NOUN
ajst-31993	65	18	,	,	PUNCT
ajst-31993	65	19	where	where	SCONJ
ajst-31993	65	20	deep	deep	ADJ
ajst-31993	65	21	q	q	NOUN
ajst-31993	65	22	-	-	PUNCT
ajst-31993	65	23	networks	network	NOUN
ajst-31993	65	24	learn	learn	VERB
ajst-31993	65	25	energy	energy	NOUN
ajst-31993	65	26	-	-	PUNCT
ajst-31993	65	27	efficient	efficient	ADJ
ajst-31993	65	28	sleep	sleep	NOUN
ajst-31993	65	29	strategies	strategy	NOUN
ajst-31993	65	30	from	from	ADP
ajst-31993	65	31	high	high	ADJ
ajst-31993	65	32	-	-	PUNCT
ajst-31993	65	33	dimensional	dimensional	ADJ
ajst-31993	65	34	observations	observation	NOUN
ajst-31993	65	35	.	.	PUNCT
ajst-31993	66	1	although	although	SCONJ
ajst-31993	66	2	value	value	NOUN
ajst-31993	66	3	function	function	NOUN
ajst-31993	66	4	-	-	PUNCT
ajst-31993	66	5	based	base	VERB
ajst-31993	66	6	algorithms	algorithm	NOUN
ajst-31993	66	7	are	be	AUX
ajst-31993	66	8	effective	effective	ADJ
ajst-31993	66	9	for	for	ADP
ajst-31993	66	10	solving	solve	VERB
ajst-31993	66	11	discrete	discrete	ADJ
ajst-31993	66	12	base	base	NOUN
ajst-31993	66	13	station	station	NOUN
ajst-31993	66	14	sleep	sleep	NOUN
ajst-31993	66	15	problems	problem	NOUN
ajst-31993	66	16	,	,	PUNCT
ajst-31993	66	17	they	they	PRON
ajst-31993	66	18	face	face	VERB
ajst-31993	66	19	inherent	inherent	ADJ
ajst-31993	66	20	limitations	limitation	NOUN
ajst-31993	66	21	in	in	ADP
ajst-31993	66	22	handling	handle	VERB
ajst-31993	66	23	constrained	constrain	VERB
ajst-31993	66	24	action	action	NOUN
ajst-31993	66	25	space	space	NOUN
ajst-31993	66	26	dimensionality	dimensionality	NOUN
ajst-31993	66	27	.	.	PUNCT
ajst-31993	67	1	since	since	SCONJ
ajst-31993	67	2	base	base	NOUN
ajst-31993	67	3	station	station	NOUN
ajst-31993	67	4	sleep	sleep	NOUN
ajst-31993	67	5	fundamentally	fundamentally	ADV
ajst-31993	67	6	constitutes	constitute	VERB
ajst-31993	67	7	a	a	DET
ajst-31993	67	8	continuous	continuous	ADJ
ajst-31993	67	9	control	control	NOUN
ajst-31993	67	10	problem	problem	NOUN
ajst-31993	67	11	involving	involve	VERB
ajst-31993	67	12	precise	precise	ADJ
ajst-31993	67	13	adjustment	adjustment	NOUN
ajst-31993	67	14	of	of	ADP
ajst-31993	67	15	transmission	transmission	NOUN
ajst-31993	67	16	power	power	NOUN
ajst-31993	67	17	,	,	PUNCT
ajst-31993	67	18	the	the	DET
ajst-31993	67	19	forced	force	VERB
ajst-31993	67	20	discretization	discretization	NOUN
ajst-31993	67	21	of	of	ADP
ajst-31993	67	22	continuous	continuous	ADJ
ajst-31993	67	23	action	action	NOUN
ajst-31993	67	24	spaces	space	NOUN
ajst-31993	67	25	in	in	ADP
ajst-31993	67	26	value	value	NOUN
ajst-31993	67	27	function	function	NOUN
ajst-31993	67	28	-	-	PUNCT
ajst-31993	67	29	based	base	VERB
ajst-31993	67	30	methods	method	NOUN
ajst-31993	67	31	inevitably	inevitably	ADV
ajst-31993	67	32	leads	lead	VERB
ajst-31993	67	33	to	to	ADP
ajst-31993	67	34	reduced	reduced	ADJ
ajst-31993	67	35	control	control	NOUN
ajst-31993	67	36	accuracy	accuracy	NOUN
ajst-31993	67	37	.	.	PUNCT
ajst-31993	68	1	3.3	3.3	NUM
ajst-31993	68	2	policy	policy	NOUN
ajst-31993	68	3	gradient	gradient	NOUN
ajst-31993	68	4	-	-	PUNCT
ajst-31993	68	5	based	base	VERB
ajst-31993	68	6	algorithms	algorithms	NOUN
ajst-31993	68	7	policy	policy	NOUN
ajst-31993	68	8	gradient	gradient	NOUN
ajst-31993	68	9	-	-	PUNCT
ajst-31993	68	10	based	base	VERB
ajst-31993	68	11	algorithms	algorithm	NOUN
ajst-31993	68	12	achieve	achieve	VERB
ajst-31993	68	13	base	base	NOUN
ajst-31993	68	14	station	station	NOUN
ajst-31993	68	15	sleep	sleep	NOUN
ajst-31993	68	16	operation	operation	NOUN
ajst-31993	68	17	objectives	objective	NOUN
ajst-31993	68	18	by	by	ADP
ajst-31993	68	19	directly	directly	ADV
ajst-31993	68	20	optimizing	optimize	VERB
ajst-31993	68	21	parameterized	parameterized	ADJ
ajst-31993	68	22	policy	policy	NOUN
ajst-31993	68	23	functions	function	NOUN
ajst-31993	68	24	,	,	PUNCT
ajst-31993	68	25	with	with	ADP
ajst-31993	68	26	parameter	parameter	NOUN
ajst-31993	68	27	updates	update	NOUN
ajst-31993	68	28	following	follow	VERB
ajst-31993	68	29	the	the	DET
ajst-31993	68	30	policy	policy	NOUN
ajst-31993	68	31	gradient	gradient	NOUN
ajst-31993	68	32	theorem	theorem	VERB
ajst-31993	68	33	.	.	PUNCT
ajst-31993	69	1	compared	compare	VERB
ajst-31993	69	2	to	to	ADP
ajst-31993	69	3	value	value	NOUN
ajst-31993	69	4	function	function	NOUN
ajst-31993	69	5	-	-	PUNCT
ajst-31993	69	6	based	base	VERB
ajst-31993	69	7	approaches	approach	NOUN
ajst-31993	69	8	,	,	PUNCT
ajst-31993	69	9	these	these	DET
ajst-31993	69	10	methods	method	NOUN
ajst-31993	69	11	can	can	AUX
ajst-31993	69	12	directly	directly	ADV
ajst-31993	69	13	output	output	VERB
ajst-31993	69	14	continuous	continuous	ADJ
ajst-31993	69	15	sleep	sleep	NOUN
ajst-31993	69	16	depth	depth	NOUN
ajst-31993	69	17	values	value	NOUN
ajst-31993	69	18	,	,	PUNCT
ajst-31993	69	19	enabling	enable	VERB
ajst-31993	69	20	joint	joint	ADJ
ajst-31993	69	21	optimization	optimization	NOUN
ajst-31993	69	22	of	of	ADP
ajst-31993	69	23	beamforming	beamforme	VERB
ajst-31993	69	24	parameters	parameter	NOUN
ajst-31993	69	25	while	while	SCONJ
ajst-31993	69	26	automatically	automatically	ADV
ajst-31993	69	27	learning	learn	VERB
ajst-31993	69	28	trade	trade	NOUN
ajst-31993	69	29	-	-	PUNCT
ajst-31993	69	30	off	off	ADP
ajst-31993	69	31	relationships	relationship	NOUN
ajst-31993	69	32	between	between	ADP
ajst-31993	69	33	objectives	objective	NOUN
ajst-31993	69	34	to	to	PART
ajst-31993	69	35	produce	produce	VERB
ajst-31993	69	36	optimized	optimize	VERB
ajst-31993	69	37	sleep	sleep	NOUN
ajst-31993	69	38	strategies	strategy	NOUN
ajst-31993	69	39	.	.	PUNCT
ajst-31993	70	1	the	the	DET
ajst-31993	70	2	policy	policy	NOUN
ajst-31993	70	3	gradient	gradient	NOUN
ajst-31993	70	4	algorithm	algorithm	NOUN
ajst-31993	70	5	family	family	NOUN
ajst-31993	70	6	includes	include	VERB
ajst-31993	70	7	reinforce	reinforce	NOUN
ajst-31993	70	8	,	,	PUNCT
ajst-31993	70	9	proximal	proximal	ADJ
ajst-31993	70	10	policy	policy	NOUN
ajst-31993	70	11	optimization	optimization	NOUN
ajst-31993	70	12	(	(	PUNCT
ajst-31993	70	13	ppo	ppo	PROPN
ajst-31993	70	14	)	)	PUNCT
ajst-31993	70	15	,	,	PUNCT
ajst-31993	70	16	trust	trust	NOUN
ajst-31993	70	17	region	region	NOUN
ajst-31993	70	18	policy	policy	NOUN
ajst-31993	70	19	optimization	optimization	NOUN
ajst-31993	70	20	(	(	PUNCT
ajst-31993	70	21	trpo	trpo	NOUN
ajst-31993	70	22	)	)	PUNCT
ajst-31993	70	23	,	,	PUNCT
ajst-31993	70	24	and	and	CCONJ
ajst-31993	70	25	other	other	ADJ
ajst-31993	70	26	improved	improved	ADJ
ajst-31993	70	27	variants	variant	NOUN
ajst-31993	70	28	.	.	PUNCT
ajst-31993	71	1	reference	reference	NOUN
ajst-31993	71	2	[	[	X
ajst-31993	71	3	5	5	NUM
ajst-31993	71	4	]	]	PUNCT
ajst-31993	71	5	models	model	NOUN
ajst-31993	71	6	ris	ris	ADJ
ajst-31993	71	7	-	-	PUNCT
ajst-31993	71	8	assisted	assist	VERB
ajst-31993	71	9	multi	multi	ADJ
ajst-31993	71	10	-	-	ADJ
ajst-31993	71	11	cell	cell	ADJ
ajst-31993	71	12	networks	network	NOUN
ajst-31993	71	13	as	as	ADP
ajst-31993	71	14	markov	markov	NOUN
ajst-31993	71	15	decision	decision	NOUN
ajst-31993	71	16	processes	process	NOUN
ajst-31993	71	17	,	,	PUNCT
ajst-31993	71	18	employing	employ	VERB
ajst-31993	71	19	ppo	ppo	PROPN
ajst-31993	71	20	to	to	PART
ajst-31993	71	21	optimize	optimize	VERB
ajst-31993	71	22	sleep	sleep	NOUN
ajst-31993	71	23	modes	mode	NOUN
ajst-31993	71	24	,	,	PUNCT
ajst-31993	71	25	cell	cell	NOUN
ajst-31993	71	26	zooming	zooming	NOUN
ajst-31993	71	27	,	,	PUNCT
ajst-31993	71	28	and	and	CCONJ
ajst-31993	71	29	user	user	NOUN
ajst-31993	71	30	association	association	NOUN
ajst-31993	71	31	while	while	SCONJ
ajst-31993	71	32	utilizing	utilize	VERB
ajst-31993	71	33	dual	dual	ADJ
ajst-31993	71	34	cascaded	cascade	VERB
ajst-31993	71	35	correlation	correlation	NOUN
ajst-31993	71	36	networks	network	NOUN
ajst-31993	71	37	to	to	PART
ajst-31993	71	38	optimize	optimize	VERB
ajst-31993	71	39	ris	ris	PROPN
ajst-31993	71	40	reflection	reflection	NOUN
ajst-31993	71	41	coefficients	coefficient	NOUN
ajst-31993	71	42	.	.	PUNCT
ajst-31993	72	1	compared	compare	VERB
ajst-31993	72	2	to	to	PART
ajst-31993	72	3	baseline	baseline	VERB
ajst-31993	72	4	dqn	dqn	PROPN
ajst-31993	72	5	,	,	PUNCT
ajst-31993	72	6	ppo	ppo	PROPN
ajst-31993	72	7	achieves	achieve	VERB
ajst-31993	72	8	better	well	ADJ
ajst-31993	72	9	energy	energy	NOUN
ajst-31993	72	10	-	-	PUNCT
ajst-31993	72	11	delay	delay	NOUN
ajst-31993	72	12	trade	trade	NOUN
ajst-31993	72	13	-	-	PUNCT
ajst-31993	72	14	offs	off	NOUN
ajst-31993	72	15	,	,	PUNCT
ajst-31993	72	16	resulting	result	VERB
ajst-31993	72	17	in	in	ADP
ajst-31993	72	18	significant	significant	ADJ
ajst-31993	72	19	energy	energy	NOUN
ajst-31993	72	20	reduction	reduction	NOUN
ajst-31993	72	21	.	.	PUNCT
ajst-31993	73	1	reference	reference	NOUN
ajst-31993	73	2	[	[	X
ajst-31993	73	3	6	6	NUM
ajst-31993	73	4	]	]	PUNCT
ajst-31993	73	5	addresses	address	NOUN
ajst-31993	73	6	dynamic	dynamic	ADJ
ajst-31993	73	7	renewable	renewable	ADJ
ajst-31993	73	8	energy	energy	NOUN
ajst-31993	73	9	source	source	NOUN
ajst-31993	73	10	(	(	PUNCT
ajst-31993	73	11	res	res	NOUN
ajst-31993	73	12	)	)	PUNCT
ajst-31993	73	13	harvesting	harvesting	NOUN
ajst-31993	73	14	and	and	CCONJ
ajst-31993	73	15	traffic	traffic	NOUN
ajst-31993	73	16	load	load	NOUN
ajst-31993	73	17	variations	variation	NOUN
ajst-31993	73	18	by	by	ADP
ajst-31993	73	19	designing	design	VERB
ajst-31993	73	20	a	a	DET
ajst-31993	73	21	multi	multi	ADJ
ajst-31993	73	22	-	-	ADJ
ajst-31993	73	23	discrete	discrete	ADJ
ajst-31993	73	24	ppo	ppo	PROPN
ajst-31993	73	25	algorithm	algorithm	NOUN
ajst-31993	73	26	to	to	ADP
ajst-31993	73	27	combat	combat	NOUN
ajst-31993	73	28	action	action	NOUN
ajst-31993	73	29	space	space	NOUN
ajst-31993	73	30	dimensionality	dimensionality	NOUN
ajst-31993	73	31	explosion	explosion	NOUN
ajst-31993	73	32	caused	cause	VERB
ajst-31993	73	33	by	by	ADP
ajst-31993	73	34	increasing	increase	VERB
ajst-31993	73	35	sbs	sbs	ADJ
ajst-31993	73	36	numbers	number	NOUN
ajst-31993	73	37	.	.	PUNCT
ajst-31993	74	1	the	the	DET
ajst-31993	74	2	31	31	NUM
ajst-31993	74	3	authors	author	NOUN
ajst-31993	74	4	demonstrate	demonstrate	VERB
ajst-31993	74	5	that	that	SCONJ
ajst-31993	74	6	ppo	ppo	PROPN
ajst-31993	74	7	maintains	maintain	VERB
ajst-31993	74	8	robust	robust	ADJ
ajst-31993	74	9	performance	performance	NOUN
ajst-31993	74	10	during	during	ADP
ajst-31993	74	11	coordinated	coordinate	VERB
ajst-31993	74	12	multi	multi	ADJ
ajst-31993	74	13	-	-	ADJ
ajst-31993	74	14	sbs	sbs	ADJ
ajst-31993	74	15	operation	operation	NOUN
ajst-31993	74	16	,	,	PUNCT
ajst-31993	74	17	whereas	whereas	SCONJ
ajst-31993	74	18	traditional	traditional	ADJ
ajst-31993	74	19	methods	method	NOUN
ajst-31993	74	20	like	like	ADP
ajst-31993	74	21	dqn	dqn	NOUN
ajst-31993	74	22	and	and	CCONJ
ajst-31993	74	23	deep	deep	ADJ
ajst-31993	74	24	deterministic	deterministic	ADJ
ajst-31993	74	25	policy	policy	NOUN
ajst-31993	74	26	gradient	gradient	NOUN
ajst-31993	74	27	fail	fail	VERB
ajst-31993	74	28	due	due	ADP
ajst-31993	74	29	to	to	ADP
ajst-31993	74	30	dimensionality	dimensionality	NOUN
ajst-31993	74	31	explosion	explosion	NOUN
ajst-31993	74	32	.	.	PUNCT
ajst-31993	75	1	reference	reference	NOUN
ajst-31993	75	2	[	[	X
ajst-31993	75	3	7	7	X
ajst-31993	75	4	]	]	PUNCT
ajst-31993	75	5	proposes	propose	VERB
ajst-31993	75	6	a	a	DET
ajst-31993	75	7	multi	multi	ADJ
ajst-31993	75	8	-	-	ADJ
ajst-31993	75	9	agent	agent	ADJ
ajst-31993	75	10	ppo	ppo	PROPN
ajst-31993	75	11	with	with	ADP
ajst-31993	75	12	drl	drl	PROPN
ajst-31993	75	13	constraints	constraint	NOUN
ajst-31993	75	14	(	(	PUNCT
ajst-31993	75	15	mappodrl	mappodrl	ADJ
ajst-31993	75	16	)	)	PUNCT
ajst-31993	75	17	algorithm	algorithm	NOUN
ajst-31993	75	18	,	,	PUNCT
ajst-31993	75	19	constructing	construct	VERB
ajst-31993	75	20	a	a	DET
ajst-31993	75	21	communication	communication	NOUN
ajst-31993	75	22	network	network	NOUN
ajst-31993	75	23	architecture	architecture	NOUN
ajst-31993	75	24	considering	consider	VERB
ajst-31993	75	25	resource	resource	NOUN
ajst-31993	75	26	constraints	constraint	NOUN
ajst-31993	75	27	and	and	CCONJ
ajst-31993	75	28	optimal	optimal	ADJ
ajst-31993	75	29	trajectory	trajectory	NOUN
ajst-31993	75	30	planning	planning	NOUN
ajst-31993	75	31	.	.	PUNCT
ajst-31993	76	1	through	through	ADP
ajst-31993	76	2	joint	joint	ADJ
ajst-31993	76	3	optimization	optimization	NOUN
ajst-31993	76	4	of	of	ADP
ajst-31993	76	5	user	user	PROPN
ajst-31993	76	6	association	association	PROPN
ajst-31993	76	7	,	,	PUNCT
ajst-31993	76	8	resource	resource	NOUN
ajst-31993	76	9	allocation	allocation	NOUN
ajst-31993	76	10	,	,	PUNCT
ajst-31993	76	11	and	and	CCONJ
ajst-31993	76	12	uav	uav	PROPN
ajst-31993	76	13	-	-	PUNCT
ajst-31993	76	14	bs	bs	PROPN
ajst-31993	76	15	trajectories	trajectory	NOUN
ajst-31993	76	16	using	use	VERB
ajst-31993	76	17	block	block	NOUN
ajst-31993	76	18	coordinate	coordinate	NOUN
ajst-31993	76	19	descent	descent	NOUN
ajst-31993	76	20	balancing	balance	VERB
ajst-31993	76	21	k	k	PROPN
ajst-31993	76	22	-	-	PUNCT
ajst-31993	76	23	means	means	NOUN
ajst-31993	76	24	clustering	cluster	VERB
ajst-31993	76	25	for	for	ADP
ajst-31993	76	26	user	user	NOUN
ajst-31993	76	27	association	association	NOUN
ajst-31993	76	28	subproblems	subproblem	NOUN
ajst-31993	76	29	while	while	SCONJ
ajst-31993	76	30	applying	apply	VERB
ajst-31993	76	31	resource	resource	NOUN
ajst-31993	76	32	-	-	PUNCT
ajst-31993	76	33	constrained	constrain	VERB
ajst-31993	76	34	mappo	mappo	NOUN
ajst-31993	76	35	-	-	PUNCT
ajst-31993	76	36	drl	drl	PROPN
ajst-31993	76	37	for	for	ADP
ajst-31993	76	38	joint	joint	ADJ
ajst-31993	76	39	resourcetrajectory	resourcetrajectory	NOUN
ajst-31993	76	40	optimization	optimization	NOUN
ajst-31993	76	41	the	the	DET
ajst-31993	76	42	approach	approach	NOUN
ajst-31993	76	43	maximizes	maximize	VERB
ajst-31993	76	44	total	total	ADJ
ajst-31993	76	45	system	system	NOUN
ajst-31993	76	46	throughput	throughput	NOUN
ajst-31993	76	47	.	.	PUNCT
ajst-31993	77	1	reference	reference	NOUN
ajst-31993	77	2	[	[	X
ajst-31993	77	3	8	8	NUM
ajst-31993	77	4	]	]	PUNCT
ajst-31993	77	5	develops	develop	VERB
ajst-31993	77	6	a	a	DET
ajst-31993	77	7	ppo	ppo	PROPN
ajst-31993	77	8	-	-	PUNCT
ajst-31993	77	9	based	base	VERB
ajst-31993	77	10	low	low	ADJ
ajst-31993	77	11	-	-	PUNCT
ajst-31993	77	12	altitude	altitude	NOUN
ajst-31993	77	13	network	network	NOUN
ajst-31993	77	14	base	base	NOUN
ajst-31993	77	15	station	station	NOUN
ajst-31993	77	16	planning	planning	NOUN
ajst-31993	77	17	method	method	NOUN
ajst-31993	77	18	,	,	PUNCT
ajst-31993	77	19	where	where	SCONJ
ajst-31993	77	20	the	the	DET
ajst-31993	77	21	ppo	ppo	PROPN
ajst-31993	77	22	reinforcement	reinforcement	NOUN
ajst-31993	77	23	learning	learning	NOUN
ajst-31993	77	24	model	model	NOUN
ajst-31993	77	25	avoids	avoid	VERB
ajst-31993	77	26	unnecessary	unnecessary	ADJ
ajst-31993	77	27	base	base	NOUN
ajst-31993	77	28	station	station	NOUN
ajst-31993	77	29	operation	operation	NOUN
ajst-31993	77	30	computations	computation	NOUN
ajst-31993	77	31	to	to	PART
ajst-31993	77	32	reduce	reduce	VERB
ajst-31993	77	33	computational	computational	ADJ
ajst-31993	77	34	burden	burden	NOUN
ajst-31993	77	35	,	,	PUNCT
ajst-31993	77	36	while	while	SCONJ
ajst-31993	77	37	discretizing	discretize	VERB
ajst-31993	77	38	critical	critical	ADJ
ajst-31993	77	39	base	base	NOUN
ajst-31993	77	40	station	station	NOUN
ajst-31993	77	41	configuration	configuration	NOUN
ajst-31993	77	42	parameters	parameter	NOUN
ajst-31993	77	43	overcomes	overcome	VERB
ajst-31993	77	44	high	high	ADJ
ajst-31993	77	45	-	-	PUNCT
ajst-31993	77	46	dimensional	dimensional	ADJ
ajst-31993	77	47	action	action	NOUN
ajst-31993	77	48	space	space	NOUN
ajst-31993	77	49	challenges	challenge	NOUN
ajst-31993	77	50	.	.	PUNCT
ajst-31993	78	1	in	in	ADP
ajst-31993	78	2	multi	multi	ADJ
ajst-31993	78	3	-	-	ADJ
ajst-31993	78	4	agent	agent	ADJ
ajst-31993	78	5	scenarios	scenario	NOUN
ajst-31993	78	6	,	,	PUNCT
ajst-31993	78	7	the	the	DET
ajst-31993	78	8	exponential	exponential	ADJ
ajst-31993	78	9	growth	growth	NOUN
ajst-31993	78	10	of	of	ADP
ajst-31993	78	11	joint	joint	ADJ
ajst-31993	78	12	action	action	NOUN
ajst-31993	78	13	space	space	NOUN
ajst-31993	78	14	dimensionality	dimensionality	NOUN
ajst-31993	78	15	creates	create	VERB
ajst-31993	78	16	computational	computational	ADJ
ajst-31993	78	17	bottlenecks	bottleneck	NOUN
ajst-31993	78	18	for	for	ADP
ajst-31993	78	19	value	value	NOUN
ajst-31993	78	20	function	function	NOUN
ajst-31993	78	21	estimation	estimation	NOUN
ajst-31993	78	22	methods	method	NOUN
ajst-31993	78	23	.	.	PUNCT
ajst-31993	79	1	in	in	ADP
ajst-31993	79	2	contrast	contrast	NOUN
ajst-31993	79	3	,	,	PUNCT
ajst-31993	79	4	policy	policy	NOUN
ajst-31993	79	5	gradient	gradient	NOUN
ajst-31993	79	6	algorithms	algorithm	NOUN
ajst-31993	79	7	demonstrate	demonstrate	VERB
ajst-31993	79	8	superior	superior	ADJ
ajst-31993	79	9	scalability	scalability	NOUN
ajst-31993	79	10	through	through	ADP
ajst-31993	79	11	their	their	PRON
ajst-31993	79	12	policy	policy	NOUN
ajst-31993	79	13	gradient	gradient	NOUN
ajst-31993	79	14	framework	framework	NOUN
ajst-31993	79	15	combined	combine	VERB
ajst-31993	79	16	with	with	ADP
ajst-31993	79	17	clipped	clip	VERB
ajst-31993	79	18	objective	objective	ADJ
ajst-31993	79	19	functions	function	NOUN
ajst-31993	79	20	,	,	PUNCT
ajst-31993	79	21	enabling	enable	VERB
ajst-31993	79	22	decoupled	decouple	VERB
ajst-31993	79	23	optimization	optimization	NOUN
ajst-31993	79	24	of	of	ADP
ajst-31993	79	25	discrete	discrete	ADJ
ajst-31993	79	26	action	action	NOUN
ajst-31993	79	27	dimensions	dimension	NOUN
ajst-31993	79	28	.	.	PUNCT
ajst-31993	80	1	incorporating	incorporate	VERB
ajst-31993	80	2	offline	offline	ADJ
ajst-31993	80	3	reinforcement	reinforcement	NOUN
ajst-31993	80	4	learning	learning	NOUN
ajst-31993	80	5	with	with	ADP
ajst-31993	80	6	prioritized	prioritize	VERB
ajst-31993	80	7	experience	experience	NOUN
ajst-31993	80	8	replay	replay	NOUN
ajst-31993	80	9	reduces	reduce	VERB
ajst-31993	80	10	environmental	environmental	ADJ
ajst-31993	80	11	interaction	interaction	NOUN
ajst-31993	80	12	samples	sample	NOUN
ajst-31993	80	13	.	.	PUNCT
ajst-31993	81	1	however	however	ADV
ajst-31993	81	2	,	,	PUNCT
ajst-31993	81	3	the	the	DET
ajst-31993	81	4	temporal	temporal	ADJ
ajst-31993	81	5	non	non	ADJ
ajst-31993	81	6	-	-	NOUN
ajst-31993	81	7	stationarity	stationarity	NOUN
ajst-31993	81	8	of	of	ADP
ajst-31993	81	9	base	base	NOUN
ajst-31993	81	10	station	station	NOUN
ajst-31993	81	11	traffic	traffic	NOUN
ajst-31993	81	12	poses	pose	VERB
ajst-31993	81	13	adaptation	adaptation	NOUN
ajst-31993	81	14	challenges	challenge	NOUN
ajst-31993	81	15	for	for	ADP
ajst-31993	81	16	policy	policy	NOUN
ajst-31993	81	17	-	-	PUNCT
ajst-31993	81	18	based	base	VERB
ajst-31993	81	19	methods	method	NOUN
ajst-31993	81	20	,	,	PUNCT
ajst-31993	81	21	suggesting	suggest	VERB
ajst-31993	81	22	future	future	ADJ
ajst-31993	81	23	research	research	NOUN
ajst-31993	81	24	directions	direction	NOUN
ajst-31993	81	25	incorporating	incorporate	VERB
ajst-31993	81	26	meta	meta	ADJ
ajst-31993	81	27	-	-	PUNCT
ajst-31993	81	28	reinforcement	reinforcement	NOUN
ajst-31993	81	29	learning	learning	NOUN
ajst-31993	81	30	for	for	ADP
ajst-31993	81	31	rapid	rapid	ADJ
ajst-31993	81	32	policy	policy	NOUN
ajst-31993	81	33	adaptation	adaptation	NOUN
ajst-31993	81	34	to	to	ADP
ajst-31993	81	35	traffic	traffic	NOUN
ajst-31993	81	36	pattern	pattern	NOUN
ajst-31993	81	37	variations	variation	NOUN
ajst-31993	81	38	.	.	PUNCT
ajst-31993	82	1	3.4	3.4	NUM
ajst-31993	82	2	hybrid	hybrid	ADJ
ajst-31993	82	3	algorithms	algorithm	NOUN
ajst-31993	82	4	hybrid	hybrid	NOUN
ajst-31993	82	5	algorithms	algorithm	NOUN
ajst-31993	82	6	employ	employ	VERB
ajst-31993	82	7	the	the	DET
ajst-31993	82	8	actor	actor	NOUN
ajst-31993	82	9	-	-	PUNCT
ajst-31993	82	10	critic	critic	NOUN
ajst-31993	82	11	dual	dual	ADJ
ajst-31993	82	12	-	-	PUNCT
ajst-31993	82	13	network	network	NOUN
ajst-31993	82	14	architecture	architecture	NOUN
ajst-31993	82	15	to	to	PART
ajst-31993	82	16	achieve	achieve	VERB
ajst-31993	82	17	coordinated	coordinated	ADJ
ajst-31993	82	18	policy	policy	NOUN
ajst-31993	82	19	optimization	optimization	NOUN
ajst-31993	82	20	and	and	CCONJ
ajst-31993	82	21	value	value	NOUN
ajst-31993	82	22	estimation	estimation	NOUN
ajst-31993	82	23	,	,	PUNCT
ajst-31993	82	24	combining	combine	VERB
ajst-31993	82	25	the	the	DET
ajst-31993	82	26	dual	dual	ADJ
ajst-31993	82	27	utilities	utility	NOUN
ajst-31993	82	28	of	of	ADP
ajst-31993	82	29	value	value	NOUN
ajst-31993	82	30	functions	function	NOUN
ajst-31993	82	31	and	and	CCONJ
ajst-31993	82	32	policy	policy	NOUN
ajst-31993	82	33	functions	function	NOUN
ajst-31993	82	34	.	.	PUNCT
ajst-31993	83	1	these	these	DET
ajst-31993	83	2	approaches	approach	NOUN
ajst-31993	83	3	can	can	AUX
ajst-31993	83	4	simultaneously	simultaneously	ADV
ajst-31993	83	5	handle	handle	VERB
ajst-31993	83	6	discrete	discrete	ADJ
ajst-31993	83	7	sleep	sleep	NOUN
ajst-31993	83	8	mode	mode	NOUN
ajst-31993	83	9	selection	selection	NOUN
ajst-31993	83	10	and	and	CCONJ
ajst-31993	83	11	continuous	continuous	ADJ
ajst-31993	83	12	parameter	parameter	NOUN
ajst-31993	83	13	adjustment	adjustment	NOUN
ajst-31993	83	14	while	while	SCONJ
ajst-31993	83	15	reducing	reduce	VERB
ajst-31993	83	16	policy	policy	NOUN
ajst-31993	83	17	gradient	gradient	NOUN
ajst-31993	83	18	variance	variance	NOUN
ajst-31993	83	19	through	through	ADP
ajst-31993	83	20	advantage	advantage	NOUN
ajst-31993	83	21	functions	function	NOUN
ajst-31993	83	22	to	to	PART
ajst-31993	83	23	enable	enable	VERB
ajst-31993	83	24	multi	multi	ADJ
ajst-31993	83	25	-	-	ADJ
ajst-31993	83	26	timescale	timescale	ADJ
ajst-31993	83	27	optimization	optimization	NOUN
ajst-31993	83	28	.	.	PUNCT
ajst-31993	84	1	representative	representative	ADJ
ajst-31993	84	2	algorithms	algorithm	NOUN
ajst-31993	84	3	include	include	VERB
ajst-31993	84	4	advantage	advantage	NOUN
ajst-31993	84	5	actor	actor	NOUN
ajst-31993	84	6	-	-	PUNCT
ajst-31993	84	7	critic	critic	NOUN
ajst-31993	84	8	(	(	PUNCT
ajst-31993	84	9	a2c	a2c	PROPN
ajst-31993	84	10	)	)	PUNCT
ajst-31993	84	11	,	,	PUNCT
ajst-31993	84	12	asynchronous	asynchronous	ADJ
ajst-31993	84	13	advantage	advantage	NOUN
ajst-31993	84	14	actor	actor	NOUN
ajst-31993	84	15	-	-	PUNCT
ajst-31993	84	16	critic	critic	NOUN
ajst-31993	84	17	(	(	PUNCT
ajst-31993	84	18	a3c	a3c	NUM
ajst-31993	84	19	)	)	PUNCT
ajst-31993	84	20	,	,	PUNCT
ajst-31993	84	21	deep	deep	ADJ
ajst-31993	84	22	deterministic	deterministic	ADJ
ajst-31993	84	23	policy	policy	NOUN
ajst-31993	84	24	gradient	gradient	NOUN
ajst-31993	84	25	(	(	PUNCT
ajst-31993	84	26	ddpg	ddpg	ADJ
ajst-31993	84	27	)	)	PUNCT
ajst-31993	84	28	,	,	PUNCT
ajst-31993	84	29	twin	twin	PROPN
ajst-31993	84	30	delayed	delay	VERB
ajst-31993	84	31	ddpg	ddpg	ADJ
ajst-31993	84	32	(	(	PUNCT
ajst-31993	84	33	td3	td3	NOUN
ajst-31993	84	34	)	)	PUNCT
ajst-31993	84	35	,	,	PUNCT
ajst-31993	84	36	and	and	CCONJ
ajst-31993	84	37	other	other	ADJ
ajst-31993	84	38	innovative	innovative	ADJ
ajst-31993	84	39	variants	variant	NOUN
ajst-31993	84	40	.	.	PUNCT
ajst-31993	85	1	reference	reference	NOUN
ajst-31993	85	2	[	[	X
ajst-31993	85	3	9	9	NUM
ajst-31993	85	4	]	]	PUNCT
ajst-31993	85	5	proposes	propose	VERB
ajst-31993	85	6	a	a	DET
ajst-31993	85	7	geo	geo	PROPN
ajst-31993	85	8	-	-	PUNCT
ajst-31993	85	9	semantic	semantic	ADJ
ajst-31993	85	10	spatiotemporal	spatiotemporal	ADJ
ajst-31993	85	11	network	network	NOUN
ajst-31993	85	12	modeling	modeling	NOUN
ajst-31993	85	13	framework	framework	NOUN
ajst-31993	85	14	that	that	PRON
ajst-31993	85	15	concurrently	concurrently	ADV
ajst-31993	85	16	considers	consider	VERB
ajst-31993	85	17	geographical	geographical	ADJ
ajst-31993	85	18	proximity	proximity	NOUN
ajst-31993	85	19	and	and	CCONJ
ajst-31993	85	20	semantic	semantic	ADJ
ajst-31993	85	21	similarity	similarity	NOUN
ajst-31993	85	22	of	of	ADP
ajst-31993	85	23	traffic	traffic	NOUN
ajst-31993	85	24	flows	flow	NOUN
ajst-31993	85	25	,	,	PUNCT
ajst-31993	85	26	utilizing	utilize	VERB
ajst-31993	85	27	ddpg	ddpg	ADJ
ajst-31993	85	28	algorithm	algorithm	NOUN
ajst-31993	85	29	within	within	ADP
ajst-31993	85	30	an	an	DET
ajst-31993	85	31	actor	actor	NOUN
ajst-31993	85	32	-	-	PUNCT
ajst-31993	85	33	critic	critic	NOUN
ajst-31993	85	34	(	(	PUNCT
ajst-31993	85	35	ac	ac	ADJ
ajst-31993	85	36	)	)	PUNCT
ajst-31993	85	37	architecture	architecture	NOUN
ajst-31993	85	38	.	.	PUNCT
ajst-31993	86	1	the	the	DET
ajst-31993	86	2	method	method	NOUN
ajst-31993	86	3	introduces	introduce	VERB
ajst-31993	86	4	baseline	baseline	VERB
ajst-31993	86	5	transformation	transformation	NOUN
ajst-31993	86	6	(	(	PUNCT
ajst-31993	86	7	bt	bt	NOUN
ajst-31993	86	8	)	)	PUNCT
ajst-31993	86	9	to	to	PART
ajst-31993	86	10	reduce	reduce	VERB
ajst-31993	86	11	cost	cost	NOUN
ajst-31993	86	12	estimation	estimation	NOUN
ajst-31993	86	13	variance	variance	NOUN
ajst-31993	86	14	caused	cause	VERB
ajst-31993	86	15	by	by	ADP
ajst-31993	86	16	dynamic	dynamic	ADJ
ajst-31993	86	17	traffic	traffic	NOUN
ajst-31993	86	18	and	and	CCONJ
ajst-31993	86	19	employs	employ	VERB
ajst-31993	86	20	an	an	DET
ajst-31993	86	21	exploration	exploration	NOUN
ajst-31993	86	22	network	network	NOUN
ajst-31993	86	23	(	(	PUNCT
ajst-31993	86	24	en	en	X
ajst-31993	86	25	)	)	PUNCT
ajst-31993	86	26	to	to	PART
ajst-31993	86	27	enhance	enhance	VERB
ajst-31993	86	28	exploration	exploration	NOUN
ajst-31993	86	29	efficiency	efficiency	NOUN
ajst-31993	86	30	in	in	ADP
ajst-31993	86	31	high	high	ADJ
ajst-31993	86	32	-	-	PUNCT
ajst-31993	86	33	dimensional	dimensional	ADJ
ajst-31993	86	34	action	action	NOUN
ajst-31993	86	35	spaces	space	NOUN
ajst-31993	86	36	.	.	PUNCT
ajst-31993	87	1	reference	reference	NOUN
ajst-31993	87	2	[	[	X
ajst-31993	87	3	10	10	NUM
ajst-31993	87	4	]	]	PUNCT
ajst-31993	87	5	presents	present	VERB
ajst-31993	87	6	a	a	DET
ajst-31993	87	7	ddpg	ddpg	ADJ
ajst-31993	87	8	algorithm	algorithm	NOUN
ajst-31993	87	9	that	that	PRON
ajst-31993	87	10	combines	combine	VERB
ajst-31993	87	11	deep	deep	ADJ
ajst-31993	87	12	q	q	NOUN
ajst-31993	87	13	-	-	PUNCT
ajst-31993	87	14	learning	learning	NOUN
ajst-31993	87	15	with	with	ADP
ajst-31993	87	16	ppo	ppo	PROPN
ajst-31993	87	17	,	,	PUNCT
ajst-31993	87	18	where	where	SCONJ
ajst-31993	87	19	dpg	dpg	PROPN
ajst-31993	87	20	extends	extend	VERB
ajst-31993	87	21	dqn	dqn	NOUN
ajst-31993	87	22	to	to	ADP
ajst-31993	87	23	continuous	continuous	ADJ
ajst-31993	87	24	action	action	NOUN
ajst-31993	87	25	spaces	space	NOUN
ajst-31993	87	26	for	for	ADP
ajst-31993	87	27	learning	learn	VERB
ajst-31993	87	28	deterministic	deterministic	ADJ
ajst-31993	87	29	policies	policy	NOUN
ajst-31993	87	30	(	(	PUNCT
ajst-31993	87	31	unlike	unlike	ADP
ajst-31993	87	32	original	original	ADJ
ajst-31993	87	33	dqn	dqn	NOUN
ajst-31993	87	34	limited	limit	VERB
ajst-31993	87	35	to	to	PART
ajst-31993	87	36	discrete	discrete	VERB
ajst-31993	87	37	spaces	space	NOUN
ajst-31993	87	38	)	)	PUNCT
ajst-31993	87	39	through	through	ADP
ajst-31993	87	40	deterministic	deterministic	ADJ
ajst-31993	87	41	decision	decision	NOUN
ajst-31993	87	42	model	model	NOUN
ajst-31993	87	43	design	design	NOUN
ajst-31993	87	44	.	.	PUNCT
ajst-31993	88	1	reference	reference	NOUN
ajst-31993	88	2	[	[	X
ajst-31993	88	3	11	11	NUM
ajst-31993	88	4	]	]	PUNCT
ajst-31993	88	5	develops	develop	VERB
ajst-31993	88	6	a	a	DET
ajst-31993	88	7	ddpg	ddpg	ADJ
ajst-31993	88	8	-	-	PUNCT
ajst-31993	88	9	pso	pso	NOUN
ajst-31993	88	10	algorithm	algorithm	NOUN
ajst-31993	88	11	that	that	PRON
ajst-31993	88	12	improves	improve	VERB
ajst-31993	88	13	particle	particle	NOUN
ajst-31993	88	14	swarm	swarm	NOUN
ajst-31993	88	15	optimization	optimization	NOUN
ajst-31993	88	16	via	via	ADP
ajst-31993	88	17	deep	deep	ADJ
ajst-31993	88	18	reinforcement	reinforcement	NOUN
ajst-31993	88	19	learning	learning	NOUN
ajst-31993	88	20	,	,	PUNCT
ajst-31993	88	21	maintaining	maintain	VERB
ajst-31993	88	22	pso	pso	NOUN
ajst-31993	88	23	's	's	PART
ajst-31993	88	24	convergence	convergence	NOUN
ajst-31993	88	25	speed	speed	NOUN
ajst-31993	88	26	while	while	SCONJ
ajst-31993	88	27	obtaining	obtain	VERB
ajst-31993	88	28	superior	superior	ADJ
ajst-31993	88	29	deployment	deployment	NOUN
ajst-31993	88	30	solutions	solution	NOUN
ajst-31993	88	31	by	by	ADP
ajst-31993	88	32	applying	apply	VERB
ajst-31993	88	33	customized	customize	VERB
ajst-31993	88	34	ddpg	ddpg	ADJ
ajst-31993	88	35	during	during	ADP
ajst-31993	88	36	each	each	DET
ajst-31993	88	37	pso	pso	NOUN
ajst-31993	88	38	iteration	iteration	NOUN
ajst-31993	88	39	to	to	PART
ajst-31993	88	40	determine	determine	VERB
ajst-31993	88	41	optimal	optimal	ADJ
ajst-31993	88	42	particle	particle	NOUN
ajst-31993	88	43	velocities	velocity	NOUN
ajst-31993	88	44	.	.	PUNCT
ajst-31993	89	1	reference	reference	NOUN
ajst-31993	89	2	[	[	X
ajst-31993	89	3	12	12	NUM
ajst-31993	89	4	]	]	PUNCT
ajst-31993	89	5	addresses	address	VERB
ajst-31993	89	6	the	the	DET
ajst-31993	89	7	highly	highly	ADV
ajst-31993	89	8	coupled	couple	VERB
ajst-31993	89	9	nature	nature	NOUN
ajst-31993	89	10	of	of	ADP
ajst-31993	89	11	base	base	NOUN
ajst-31993	89	12	station	station	NOUN
ajst-31993	89	13	beamforming	beamforming	NOUN
ajst-31993	89	14	and	and	CCONJ
ajst-31993	89	15	ris	ris	NOUN
ajst-31993	89	16	phase	phase	NOUN
ajst-31993	89	17	control	control	NOUN
ajst-31993	89	18	by	by	ADP
ajst-31993	89	19	employing	employ	VERB
ajst-31993	89	20	drl	drl	PROPN
ajst-31993	89	21	for	for	ADP
ajst-31993	89	22	joint	joint	ADJ
ajst-31993	89	23	optimization	optimization	NOUN
ajst-31993	89	24	,	,	PUNCT
ajst-31993	89	25	incorporating	incorporate	VERB
ajst-31993	89	26	ris	ris	PROPN
ajst-31993	89	27	element	element	NOUN
ajst-31993	89	28	gains	gain	NOUN
ajst-31993	89	29	and	and	CCONJ
ajst-31993	89	30	antenna	antenna	NOUN
ajst-31993	89	31	radiation	radiation	NOUN
ajst-31993	89	32	patterns	pattern	NOUN
ajst-31993	89	33	into	into	ADP
ajst-31993	89	34	traditional	traditional	ADJ
ajst-31993	89	35	geometric	geometric	ADJ
ajst-31993	89	36	channel	channel	NOUN
ajst-31993	89	37	models	model	NOUN
ajst-31993	89	38	.	.	PUNCT
ajst-31993	90	1	as	as	ADP
ajst-31993	90	2	a	a	DET
ajst-31993	90	3	model	model	NOUN
ajst-31993	90	4	-	-	PUNCT
ajst-31993	90	5	free	free	ADJ
ajst-31993	90	6	off	off	ADP
ajst-31993	90	7	-	-	PUNCT
ajst-31993	90	8	policy	policy	NOUN
ajst-31993	90	9	algorithm	algorithm	NOUN
ajst-31993	90	10	,	,	PUNCT
ajst-31993	90	11	ddpg	ddpg	ADJ
ajst-31993	90	12	integrates	integrate	NOUN
ajst-31993	90	13	dpg	dpg	ADJ
ajst-31993	90	14	and	and	CCONJ
ajst-31993	90	15	dqn	dqn	ADJ
ajst-31993	90	16	principles	principle	NOUN
ajst-31993	90	17	for	for	ADP
ajst-31993	90	18	continuous	continuous	ADJ
ajst-31993	90	19	action	action	NOUN
ajst-31993	90	20	space	space	NOUN
ajst-31993	90	21	learning	learning	NOUN
ajst-31993	90	22	,	,	PUNCT
ajst-31993	90	23	enabling	enable	VERB
ajst-31993	90	24	joint	joint	ADJ
ajst-31993	90	25	optimization	optimization	NOUN
ajst-31993	90	26	of	of	ADP
ajst-31993	90	27	bs	bs	NOUN
ajst-31993	90	28	beamforming	beamforme	VERB
ajst-31993	90	29	matrices	matrix	NOUN
ajst-31993	90	30	and	and	CCONJ
ajst-31993	90	31	ris	ris	PROPN
ajst-31993	90	32	reflection	reflection	NOUN
ajst-31993	90	33	coefficient	coefficient	NOUN
ajst-31993	90	34	matrices	matrix	NOUN
ajst-31993	90	35	to	to	PART
ajst-31993	90	36	maximize	maximize	VERB
ajst-31993	90	37	total	total	ADJ
ajst-31993	90	38	system	system	NOUN
ajst-31993	90	39	rate	rate	NOUN
ajst-31993	90	40	.	.	PUNCT
ajst-31993	91	1	reference	reference	NOUN
ajst-31993	91	2	[	[	X
ajst-31993	91	3	13	13	NUM
ajst-31993	91	4	]	]	PUNCT
ajst-31993	91	5	focuses	focus	VERB
ajst-31993	91	6	on	on	ADP
ajst-31993	91	7	uav	uav	PROPN
ajst-31993	91	8	base	base	PROPN
ajst-31993	91	9	stations	station	NOUN
ajst-31993	91	10	,	,	PUNCT
ajst-31993	91	11	proposing	propose	VERB
ajst-31993	91	12	a	a	DET
ajst-31993	91	13	continuous	continuous	ADJ
ajst-31993	91	14	action	action	NOUN
ajst-31993	91	15	space	space	NOUN
ajst-31993	91	16	actor	actor	NOUN
ajst-31993	91	17	-	-	PUNCT
ajst-31993	91	18	critic	critic	NOUN
ajst-31993	91	19	strategy	strategy	NOUN
ajst-31993	91	20	for	for	ADP
ajst-31993	91	21	uav	uav	PROPN
ajst-31993	91	22	-	-	PUNCT
ajst-31993	91	23	bs	bs	PROPN
ajst-31993	91	24	positioning	positioning	NOUN
ajst-31993	91	25	in	in	ADP
ajst-31993	91	26	mobile	mobile	ADJ
ajst-31993	91	27	terminal	terminal	ADJ
ajst-31993	91	28	environments	environment	NOUN
ajst-31993	91	29	.	.	PUNCT
ajst-31993	92	1	this	this	DET
ajst-31993	92	2	strategy	strategy	NOUN
ajst-31993	92	3	provides	provide	VERB
ajst-31993	92	4	greater	great	ADJ
ajst-31993	92	5	flexibility	flexibility	NOUN
ajst-31993	92	6	than	than	ADP
ajst-31993	92	7	traditional	traditional	ADJ
ajst-31993	92	8	discrete	discrete	ADJ
ajst-31993	92	9	action	action	NOUN
ajst-31993	92	10	spaces	space	NOUN
ajst-31993	92	11	by	by	ADP
ajst-31993	92	12	allowing	allow	VERB
ajst-31993	92	13	agents	agent	NOUN
ajst-31993	92	14	to	to	PART
ajst-31993	92	15	select	select	VERB
ajst-31993	92	16	actions	action	NOUN
ajst-31993	92	17	within	within	ADP
ajst-31993	92	18	continuous	continuous	ADJ
ajst-31993	92	19	ranges	range	NOUN
ajst-31993	92	20	.	.	PUNCT
ajst-31993	93	1	while	while	SCONJ
ajst-31993	93	2	hybrid	hybrid	ADJ
ajst-31993	93	3	algorithms	algorithm	NOUN
ajst-31993	93	4	demonstrate	demonstrate	VERB
ajst-31993	93	5	unique	unique	ADJ
ajst-31993	93	6	advantages	advantage	NOUN
ajst-31993	93	7	in	in	ADP
ajst-31993	93	8	concurrent	concurrent	ADJ
ajst-31993	93	9	discrete	discrete	ADJ
ajst-31993	93	10	-	-	PUNCT
ajst-31993	93	11	continuous	continuous	ADJ
ajst-31993	93	12	optimization	optimization	NOUN
ajst-31993	93	13	and	and	CCONJ
ajst-31993	93	14	multi	multi	ADJ
ajst-31993	93	15	-	-	ADJ
ajst-31993	93	16	dimensional	dimensional	ADJ
ajst-31993	93	17	reward	reward	NOUN
ajst-31993	93	18	fusion	fusion	NOUN
ajst-31993	93	19	through	through	ADP
ajst-31993	93	20	critic	critic	ADJ
ajst-31993	93	21	networks	network	NOUN
ajst-31993	93	22	(	(	PUNCT
ajst-31993	93	23	maintaining	maintain	VERB
ajst-31993	93	24	sleep	sleep	NOUN
ajst-31993	93	25	operation	operation	NOUN
ajst-31993	93	26	stability	stability	NOUN
ajst-31993	93	27	even	even	ADV
ajst-31993	93	28	under	under	ADP
ajst-31993	93	29	burst	burst	ADJ
ajst-31993	93	30	traffic	traffic	NOUN
ajst-31993	93	31	)	)	PUNCT
ajst-31993	93	32	,	,	PUNCT
ajst-31993	93	33	they	they	PRON
ajst-31993	93	34	face	face	VERB
ajst-31993	93	35	critical	critical	ADJ
ajst-31993	93	36	challenges	challenge	NOUN
ajst-31993	93	37	including	include	VERB
ajst-31993	93	38	stringent	stringent	ADJ
ajst-31993	93	39	critic	critic	NOUN
ajst-31993	93	40	network	network	NOUN
ajst-31993	93	41	inference	inference	NOUN
ajst-31993	93	42	latency	latency	NOUN
ajst-31993	93	43	requirements	requirement	NOUN
ajst-31993	93	44	,	,	PUNCT
ajst-31993	93	45	high	high	ADJ
ajst-31993	93	46	training	training	NOUN
ajst-31993	93	47	energy	energy	NOUN
ajst-31993	93	48	consumption	consumption	NOUN
ajst-31993	93	49	,	,	PUNCT
ajst-31993	93	50	potential	potential	ADJ
ajst-31993	93	51	coverage	coverage	NOUN
ajst-31993	93	52	hole	hole	NOUN
ajst-31993	93	53	durations	duration	NOUN
ajst-31993	93	54	exceeding	exceed	VERB
ajst-31993	93	55	2	2	NUM
ajst-31993	93	56	seconds	second	NOUN
ajst-31993	93	57	during	during	ADP
ajst-31993	93	58	32	32	NUM
ajst-31993	93	59	exploration	exploration	NOUN
ajst-31993	93	60	,	,	PUNCT
ajst-31993	93	61	increased	increase	VERB
ajst-31993	93	62	wake	wake	NOUN
ajst-31993	93	63	-	-	PUNCT
ajst-31993	93	64	up	up	ADP
ajst-31993	93	65	failure	failure	NOUN
ajst-31993	93	66	probabilities	probability	NOUN
ajst-31993	93	67	,	,	PUNCT
ajst-31993	93	68	and	and	CCONJ
ajst-31993	93	69	core	core	NOUN
ajst-31993	93	70	network	network	NOUN
ajst-31993	93	71	signaling	signal	VERB
ajst-31993	93	72	overload	overload	NOUN
ajst-31993	93	73	.	.	PUNCT
ajst-31993	94	1	the	the	DET
ajst-31993	94	2	summaries	summary	NOUN
ajst-31993	94	3	of	of	ADP
ajst-31993	94	4	each	each	DET
ajst-31993	94	5	specific	specific	ADJ
ajst-31993	94	6	algorithm	algorithm	NOUN
ajst-31993	94	7	are	be	AUX
ajst-31993	94	8	shown	show	VERB
ajst-31993	94	9	in	in	ADP
ajst-31993	94	10	table	table	NOUN
ajst-31993	94	11	1	1	NUM
ajst-31993	94	12	.	.	PUNCT
ajst-31993	94	13	table	table	NOUN
ajst-31993	94	14	1	1	NUM
ajst-31993	94	15	.	.	PUNCT
ajst-31993	95	1	summary	summary	NOUN
ajst-31993	95	2	of	of	ADP
ajst-31993	95	3	existing	exist	VERB
ajst-31993	95	4	work	work	NOUN
ajst-31993	95	5	references	reference	NOUN
ajst-31993	95	6	category	category	NOUN
ajst-31993	95	7	algorithm	algorithm	NOUN
ajst-31993	95	8	advantage	advantage	NOUN
ajst-31993	96	1	[	[	X
ajst-31993	96	2	1][2][3][4	1][2][3][4	NUM
ajst-31993	96	3	]	]	X
ajst-31993	96	4	value	value	NOUN
ajst-31993	96	5	-	-	PUNCT
ajst-31993	96	6	functionbased	functionbase	VERB
ajst-31993	96	7	algorithm	algorithm	NOUN
ajst-31993	96	8	dqn	dqn	PROPN
ajst-31993	96	9	double	double	ADJ
ajst-31993	96	10	dqn	dqn	NOUN
ajst-31993	96	11	solve	solve	VERB
ajst-31993	96	12	the	the	DET
ajst-31993	96	13	instability	instability	NOUN
ajst-31993	96	14	problem	problem	NOUN
ajst-31993	96	15	in	in	ADP
ajst-31993	96	16	the	the	DET
ajst-31993	96	17	highdimensional	highdimensional	ADJ
ajst-31993	96	18	state	state	NOUN
ajst-31993	96	19	space	space	NOUN
ajst-31993	96	20	.	.	PUNCT
ajst-31993	97	1	[	[	X
ajst-31993	97	2	5][6][7][8	5][6][7][8	NUM
ajst-31993	97	3	]	]	X
ajst-31993	97	4	strategy	strategy	NOUN
ajst-31993	97	5	-	-	PUNCT
ajst-31993	97	6	function	function	NOUN
ajst-31993	97	7	based	base	VERB
ajst-31993	97	8	algorithm	algorithm	PROPN
ajst-31993	97	9	trpo	trpo	NOUN
ajst-31993	97	10	,	,	PUNCT
ajst-31993	97	11	ppo	ppo	PROPN
ajst-31993	97	12	,	,	PUNCT
ajst-31993	97	13	mappo	mappo	AUX
ajst-31993	97	14	directly	directly	ADV
ajst-31993	97	15	output	output	VERB
ajst-31993	97	16	continuous	continuous	ADJ
ajst-31993	97	17	values	value	NOUN
ajst-31993	97	18	of	of	ADP
ajst-31993	97	19	sleep	sleep	NOUN
ajst-31993	97	20	depth	depth	NOUN
ajst-31993	97	21	,	,	PUNCT
ajst-31993	97	22	and	and	CCONJ
ajst-31993	97	23	achieve	achieve	VERB
ajst-31993	97	24	joint	joint	ADJ
ajst-31993	97	25	optimization	optimization	NOUN
ajst-31993	97	26	of	of	ADP
ajst-31993	97	27	beamforming	beamforme	VERB
ajst-31993	97	28	parameters	parameter	NOUN
ajst-31993	97	29	[	[	X
ajst-31993	97	30	9][10][11][12	9][10][11][12	X
ajst-31993	97	31	]	]	X
ajst-31993	98	1	[	[	X
ajst-31993	98	2	13	13	NUM
ajst-31993	98	3	]	]	SYM
ajst-31993	98	4	mixed	mixed	ADJ
ajst-31993	98	5	algorithm	algorithm	NOUN
ajst-31993	98	6	ddpg	ddpg	ADJ
ajst-31993	98	7	-	-	PUNCT
ajst-31993	98	8	pso	pso	NOUN
ajst-31993	98	9	,	,	PUNCT
ajst-31993	98	10	td3	td3	NOUN
ajst-31993	98	11	,	,	PUNCT
ajst-31993	98	12	ac3	ac3	PROPN
ajst-31993	98	13	handle	handle	VERB
ajst-31993	98	14	the	the	DET
ajst-31993	98	15	selection	selection	NOUN
ajst-31993	98	16	of	of	ADP
ajst-31993	98	17	discrete	discrete	ADJ
ajst-31993	98	18	sleep	sleep	NOUN
ajst-31993	98	19	modes	mode	NOUN
ajst-31993	98	20	and	and	CCONJ
ajst-31993	98	21	the	the	DET
ajst-31993	98	22	continuous	continuous	ADJ
ajst-31993	98	23	parameter	parameter	NOUN
ajst-31993	98	24	adjustment	adjustment	NOUN
ajst-31993	98	25	meanwhile	meanwhile	ADV
ajst-31993	98	26	4	4	NUM
ajst-31993	98	27	.	.	PUNCT
ajst-31993	98	28	key	key	ADJ
ajst-31993	98	29	challenges	challenge	NOUN
ajst-31993	98	30	4.1	4.1	NUM
ajst-31993	98	31	cross	cross	ADJ
ajst-31993	98	32	-	-	ADJ
ajst-31993	98	33	domain	domain	ADJ
ajst-31993	98	34	trade	trade	NOUN
ajst-31993	98	35	-	-	PUNCT
ajst-31993	98	36	off	off	ADP
ajst-31993	98	37	optimization	optimization	NOUN
ajst-31993	98	38	between	between	ADP
ajst-31993	98	39	energy	energy	NOUN
ajst-31993	98	40	efficiency	efficiency	NOUN
ajst-31993	98	41	and	and	CCONJ
ajst-31993	98	42	performance	performance	NOUN
ajst-31993	98	43	the	the	DET
ajst-31993	98	44	implementation	implementation	NOUN
ajst-31993	98	45	of	of	ADP
ajst-31993	98	46	base	base	NOUN
ajst-31993	98	47	station	station	NOUN
ajst-31993	98	48	sleep	sleep	NOUN
ajst-31993	98	49	strategies	strategy	NOUN
ajst-31993	98	50	,	,	PUNCT
ajst-31993	98	51	while	while	SCONJ
ajst-31993	98	52	reducing	reduce	VERB
ajst-31993	98	53	energy	energy	NOUN
ajst-31993	98	54	consumption	consumption	NOUN
ajst-31993	98	55	,	,	PUNCT
ajst-31993	98	56	may	may	AUX
ajst-31993	98	57	induce	induce	VERB
ajst-31993	98	58	multi	multi	ADJ
ajst-31993	98	59	-	-	ADJ
ajst-31993	98	60	dimensional	dimensional	ADJ
ajst-31993	98	61	performance	performance	NOUN
ajst-31993	98	62	degradation	degradation	NOUN
ajst-31993	98	63	.	.	PUNCT
ajst-31993	99	1	when	when	SCONJ
ajst-31993	99	2	adopting	adopt	VERB
ajst-31993	99	3	sleep	sleep	NOUN
ajst-31993	99	4	strategies	strategy	NOUN
ajst-31993	99	5	,	,	PUNCT
ajst-31993	99	6	potential	potential	ADJ
ajst-31993	99	7	side	side	NOUN
ajst-31993	99	8	effects	effect	NOUN
ajst-31993	99	9	such	such	ADJ
ajst-31993	99	10	as	as	ADP
ajst-31993	99	11	increased	increase	VERB
ajst-31993	99	12	system	system	NOUN
ajst-31993	99	13	response	response	NOUN
ajst-31993	99	14	latency	latency	NOUN
ajst-31993	99	15	or	or	CCONJ
ajst-31993	99	16	degraded	degraded	ADJ
ajst-31993	99	17	quality	quality	NOUN
ajst-31993	99	18	of	of	ADP
ajst-31993	99	19	service	service	NOUN
ajst-31993	99	20	(	(	PUNCT
ajst-31993	99	21	qos	qos	NOUN
ajst-31993	99	22	)	)	PUNCT
ajst-31993	99	23	necessitate	necessitate	ADJ
ajst-31993	99	24	careful	careful	ADJ
ajst-31993	99	25	balancing	balancing	NOUN
ajst-31993	99	26	between	between	ADP
ajst-31993	99	27	energy	energy	NOUN
ajst-31993	99	28	savings	saving	NOUN
ajst-31993	99	29	and	and	CCONJ
ajst-31993	99	30	performance	performance	NOUN
ajst-31993	99	31	metrics	metric	NOUN
ajst-31993	99	32	.	.	PUNCT
ajst-31993	100	1	significant	significant	ADJ
ajst-31993	100	2	energy	energy	NOUN
ajst-31993	100	3	efficiency	efficiency	NOUN
ajst-31993	100	4	differences	difference	NOUN
ajst-31993	100	5	exist	exist	VERB
ajst-31993	100	6	between	between	ADP
ajst-31993	100	7	deep	deep	ADJ
ajst-31993	100	8	sleep	sleep	NOUN
ajst-31993	100	9	modes	mode	NOUN
ajst-31993	100	10	and	and	CCONJ
ajst-31993	100	11	light	light	ADJ
ajst-31993	100	12	sleep	sleep	NOUN
ajst-31993	100	13	schemes	scheme	NOUN
ajst-31993	100	14	.	.	PUNCT
ajst-31993	101	1	for	for	ADP
ajst-31993	101	2	latency	latency	NOUN
ajst-31993	101	3	-	-	PUNCT
ajst-31993	101	4	sensitive	sensitive	ADJ
ajst-31993	101	5	services	service	NOUN
ajst-31993	101	6	like	like	ADP
ajst-31993	101	7	short	short	ADJ
ajst-31993	101	8	video	video	NOUN
ajst-31993	101	9	streaming	streaming	NOUN
ajst-31993	101	10	,	,	PUNCT
ajst-31993	101	11	base	base	NOUN
ajst-31993	101	12	station	station	NOUN
ajst-31993	101	13	wake	wake	VERB
ajst-31993	101	14	-	-	PUNCT
ajst-31993	101	15	up	up	ADP
ajst-31993	101	16	delays	delay	NOUN
ajst-31993	101	17	may	may	AUX
ajst-31993	101	18	cause	cause	VERB
ajst-31993	101	19	playback	playback	NOUN
ajst-31993	101	20	interruptions	interruption	NOUN
ajst-31993	101	21	,	,	PUNCT
ajst-31993	101	22	requiring	require	VERB
ajst-31993	101	23	predictive	predictive	ADJ
ajst-31993	101	24	wake	wake	VERB
ajst-31993	101	25	-	-	PUNCT
ajst-31993	101	26	up	up	ADP
ajst-31993	101	27	mechanisms	mechanism	NOUN
ajst-31993	101	28	such	such	ADJ
ajst-31993	101	29	as	as	ADP
ajst-31993	101	30	service	service	NOUN
ajst-31993	101	31	forecast	forecast	NOUN
ajst-31993	101	32	-	-	PUNCT
ajst-31993	101	33	based	base	VERB
ajst-31993	101	34	pre	pre	NOUN
ajst-31993	101	35	-	-	NOUN
ajst-31993	101	36	activation	activation	NOUN
ajst-31993	101	37	.	.	PUNCT
ajst-31993	102	1	furthermore	furthermore	ADV
ajst-31993	102	2	,	,	PUNCT
ajst-31993	102	3	deep	deep	ADJ
ajst-31993	102	4	sleep	sleep	NOUN
ajst-31993	102	5	modes	mode	NOUN
ajst-31993	102	6	may	may	AUX
ajst-31993	102	7	lead	lead	VERB
ajst-31993	102	8	to	to	PART
ajst-31993	102	9	handover	handover	VERB
ajst-31993	102	10	failures	failure	NOUN
ajst-31993	102	11	for	for	ADP
ajst-31993	102	12	edge	edge	NOUN
ajst-31993	102	13	users	user	NOUN
ajst-31993	102	14	,	,	PUNCT
ajst-31993	102	15	mandating	mandate	VERB
ajst-31993	102	16	consideration	consideration	NOUN
ajst-31993	102	17	of	of	ADP
ajst-31993	102	18	dynamic	dynamic	ADJ
ajst-31993	102	19	user	user	NOUN
ajst-31993	102	20	distribution	distribution	NOUN
ajst-31993	102	21	patterns	pattern	NOUN
ajst-31993	102	22	.	.	PUNCT
ajst-31993	103	1	4.2	4.2	NUM
ajst-31993	103	2	scalability	scalability	NOUN
ajst-31993	103	3	challenges	challenge	NOUN
ajst-31993	103	4	for	for	ADP
ajst-31993	103	5	distributed	distribute	VERB
ajst-31993	103	6	drl	drl	PROPN
ajst-31993	103	7	cooperative	cooperative	ADJ
ajst-31993	103	8	sleep	sleep	NOUN
ajst-31993	103	9	in	in	ADP
ajst-31993	103	10	ultra	ultra	ADJ
ajst-31993	103	11	-	-	ADJ
ajst-31993	103	12	dense	dense	ADJ
ajst-31993	103	13	heterogeneous	heterogeneous	ADJ
ajst-31993	103	14	networks	network	NOUN
ajst-31993	103	15	ultra	ultra	ADJ
ajst-31993	103	16	-	-	ADJ
ajst-31993	103	17	dense	dense	ADJ
ajst-31993	103	18	network	network	NOUN
ajst-31993	103	19	scenarios	scenario	NOUN
ajst-31993	103	20	present	present	VERB
ajst-31993	103	21	critical	critical	ADJ
ajst-31993	103	22	scalability	scalability	NOUN
ajst-31993	103	23	challenges	challenge	NOUN
ajst-31993	103	24	for	for	ADP
ajst-31993	103	25	drl	drl	PROPN
ajst-31993	103	26	-	-	PUNCT
ajst-31993	103	27	based	base	VERB
ajst-31993	103	28	base	base	NOUN
ajst-31993	103	29	station	station	NOUN
ajst-31993	103	30	sleep	sleep	NOUN
ajst-31993	103	31	strategies	strategy	NOUN
ajst-31993	103	32	.	.	PUNCT
ajst-31993	104	1	as	as	ADP
ajst-31993	104	2	base	base	NOUN
ajst-31993	104	3	station	station	NOUN
ajst-31993	104	4	density	density	NOUN
ajst-31993	104	5	increases	increase	NOUN
ajst-31993	104	6	,	,	PUNCT
ajst-31993	104	7	traditional	traditional	ADJ
ajst-31993	104	8	centralized	centralize	VERB
ajst-31993	104	9	drl	drl	PROPN
ajst-31993	104	10	architectures	architecture	NOUN
ajst-31993	104	11	suffer	suffer	VERB
ajst-31993	104	12	exponential	exponential	ADJ
ajst-31993	104	13	growth	growth	NOUN
ajst-31993	104	14	in	in	ADP
ajst-31993	104	15	state	state	NOUN
ajst-31993	104	16	space	space	NOUN
ajst-31993	104	17	dimensionality	dimensionality	NOUN
ajst-31993	104	18	,	,	PUNCT
ajst-31993	104	19	resulting	result	VERB
ajst-31993	104	20	in	in	ADP
ajst-31993	104	21	expanded	expand	VERB
ajst-31993	104	22	policy	policy	NOUN
ajst-31993	104	23	network	network	NOUN
ajst-31993	104	24	parameters	parameter	NOUN
ajst-31993	104	25	and	and	CCONJ
ajst-31993	104	26	increased	increase	VERB
ajst-31993	104	27	decision	decision	NOUN
ajst-31993	104	28	latency	latency	NOUN
ajst-31993	104	29	that	that	PRON
ajst-31993	104	30	compromises	compromise	VERB
ajst-31993	104	31	real	real	ADJ
ajst-31993	104	32	-	-	PUNCT
ajst-31993	104	33	time	time	NOUN
ajst-31993	104	34	performance	performance	NOUN
ajst-31993	104	35	.	.	PUNCT
ajst-31993	105	1	current	current	ADJ
ajst-31993	105	2	distributed	distribute	VERB
ajst-31993	105	3	architecture	architecture	NOUN
ajst-31993	105	4	research	research	NOUN
ajst-31993	105	5	faces	face	VERB
ajst-31993	105	6	novel	novel	ADJ
ajst-31993	105	7	theoretical	theoretical	ADJ
ajst-31993	105	8	obstacles	obstacle	NOUN
ajst-31993	105	9	:	:	PUNCT
ajst-31993	105	10	in	in	ADP
ajst-31993	105	11	fully	fully	ADV
ajst-31993	105	12	distributed	distribute	VERB
ajst-31993	105	13	decision	decision	NOUN
ajst-31993	105	14	-	-	PUNCT
ajst-31993	105	15	making	making	NOUN
ajst-31993	105	16	,	,	PUNCT
ajst-31993	105	17	individual	individual	ADJ
ajst-31993	105	18	base	base	NOUN
ajst-31993	105	19	station	station	NOUN
ajst-31993	105	20	agents	agent	NOUN
ajst-31993	105	21	relying	rely	VERB
ajst-31993	105	22	solely	solely	ADV
ajst-31993	105	23	on	on	ADP
ajst-31993	105	24	local	local	ADJ
ajst-31993	105	25	observations	observation	NOUN
ajst-31993	105	26	may	may	AUX
ajst-31993	105	27	converge	converge	VERB
ajst-31993	105	28	to	to	ADP
ajst-31993	105	29	suboptimal	suboptimal	ADJ
ajst-31993	105	30	solutions	solution	NOUN
ajst-31993	105	31	,	,	PUNCT
ajst-31993	105	32	while	while	SCONJ
ajst-31993	105	33	inter	inter	ADJ
ajst-31993	105	34	-	-	ADJ
ajst-31993	105	35	agent	agent	ADJ
ajst-31993	105	36	policy	policy	NOUN
ajst-31993	105	37	coordination	coordination	NOUN
ajst-31993	105	38	requiring	require	VERB
ajst-31993	105	39	frequent	frequent	ADJ
ajst-31993	105	40	signaling	signal	VERB
ajst-31993	105	41	exchange	exchange	NOUN
ajst-31993	105	42	could	could	AUX
ajst-31993	105	43	trigger	trigger	VERB
ajst-31993	105	44	network	network	NOUN
ajst-31993	105	45	congestion	congestion	NOUN
ajst-31993	105	46	under	under	ADP
ajst-31993	105	47	constrained	constrain	VERB
ajst-31993	105	48	backhaul	backhaul	NOUN
ajst-31993	105	49	capacity	capacity	NOUN
ajst-31993	105	50	.	.	PUNCT
ajst-31993	106	1	4.3	4.3	NUM
ajst-31993	106	2	distributed	distribute	VERB
ajst-31993	106	3	wake	wake	NOUN
ajst-31993	106	4	-	-	PUNCT
ajst-31993	106	5	up	up	ADP
ajst-31993	106	6	control	control	NOUN
ajst-31993	106	7	plane	plane	NOUN
ajst-31993	106	8	signaling	signal	VERB
ajst-31993	106	9	storm	storm	NOUN
ajst-31993	106	10	mitigation	mitigation	NOUN
ajst-31993	106	11	for	for	ADP
ajst-31993	106	12	sleeping	sleep	VERB
ajst-31993	106	13	base	base	NOUN
ajst-31993	106	14	station	station	NOUN
ajst-31993	106	15	clusters	cluster	VERB
ajst-31993	106	16	the	the	DET
ajst-31993	106	17	concurrent	concurrent	ADJ
ajst-31993	106	18	wake	wake	NOUN
ajst-31993	106	19	-	-	PUNCT
ajst-31993	106	20	up	up	NOUN
ajst-31993	106	21	of	of	ADP
ajst-31993	106	22	large	large	ADJ
ajst-31993	106	23	-	-	PUNCT
ajst-31993	106	24	scale	scale	NOUN
ajst-31993	106	25	nodes	node	NOUN
ajst-31993	106	26	triggers	trigger	VERB
ajst-31993	106	27	random	random	ADJ
ajst-31993	106	28	access	access	NOUN
ajst-31993	106	29	channel	channel	NOUN
ajst-31993	106	30	overload	overload	NOUN
ajst-31993	106	31	effects	effect	NOUN
ajst-31993	106	32	,	,	PUNCT
ajst-31993	106	33	where	where	SCONJ
ajst-31993	106	34	the	the	DET
ajst-31993	106	35	spatiotemporally	spatiotemporally	ADV
ajst-31993	106	36	coupled	couple	VERB
ajst-31993	106	37	preamble	preamble	ADJ
ajst-31993	106	38	allocation	allocation	NOUN
ajst-31993	106	39	mechanism	mechanism	NOUN
ajst-31993	106	40	limitations	limitation	NOUN
ajst-31993	106	41	cause	cause	VERB
ajst-31993	106	42	instantaneous	instantaneous	ADJ
ajst-31993	106	43	wake	wake	VERB
ajst-31993	106	44	-	-	PUNCT
ajst-31993	106	45	up	up	ADP
ajst-31993	106	46	procedures	procedure	NOUN
ajst-31993	106	47	to	to	PART
ajst-31993	106	48	exponentially	exponentially	ADV
ajst-31993	106	49	increase	increase	VERB
ajst-31993	106	50	preamble	preamble	ADJ
ajst-31993	106	51	collision	collision	NOUN
ajst-31993	106	52	probabilities	probability	NOUN
ajst-31993	106	53	,	,	PUNCT
ajst-31993	106	54	driving	drive	VERB
ajst-31993	106	55	contentionbased	contentionbase	VERB
ajst-31993	106	56	channel	channel	NOUN
ajst-31993	106	57	access	access	NOUN
ajst-31993	106	58	mechanisms	mechanism	NOUN
ajst-31993	106	59	into	into	ADP
ajst-31993	106	60	avalanche	avalanche	NOUN
ajst-31993	106	61	-	-	PUNCT
ajst-31993	106	62	like	like	ADJ
ajst-31993	106	63	congestion	congestion	NOUN
ajst-31993	106	64	states	state	NOUN
ajst-31993	106	65	.	.	PUNCT
ajst-31993	107	1	furthermore	furthermore	ADV
ajst-31993	107	2	,	,	PUNCT
ajst-31993	107	3	the	the	DET
ajst-31993	107	4	dynamic	dynamic	ADJ
ajst-31993	107	5	reconfiguration	reconfiguration	NOUN
ajst-31993	107	6	of	of	ADP
ajst-31993	107	7	system	system	NOUN
ajst-31993	107	8	information	information	NOUN
ajst-31993	107	9	generates	generate	VERB
ajst-31993	107	10	broadcast	broadcast	NOUN
ajst-31993	107	11	signaling	signal	VERB
ajst-31993	107	12	storms	storm	NOUN
ajst-31993	107	13	.	.	PUNCT
ajst-31993	108	1	state	state	NOUN
ajst-31993	108	2	transitions	transition	NOUN
ajst-31993	108	3	between	between	ADP
ajst-31993	108	4	sleep	sleep	NOUN
ajst-31993	108	5	modes	mode	NOUN
ajst-31993	108	6	require	require	VERB
ajst-31993	108	7	not	not	PART
ajst-31993	108	8	only	only	ADV
ajst-31993	108	9	updates	update	NOUN
ajst-31993	108	10	to	to	ADP
ajst-31993	108	11	the	the	DET
ajst-31993	108	12	master	master	NOUN
ajst-31993	108	13	information	information	NOUN
ajst-31993	108	14	block	block	NOUN
ajst-31993	108	15	(	(	PUNCT
ajst-31993	108	16	mib	mib	PROPN
ajst-31993	108	17	)	)	PUNCT
ajst-31993	108	18	but	but	CCONJ
ajst-31993	108	19	also	also	ADV
ajst-31993	108	20	cascadetriggered	cascadetriggere	VERB
ajst-31993	108	21	modifications	modification	NOUN
ajst-31993	108	22	of	of	ADP
ajst-31993	108	23	system	system	NOUN
ajst-31993	108	24	information	information	NOUN
ajst-31993	108	25	blocks	block	NOUN
ajst-31993	108	26	(	(	PUNCT
ajst-31993	108	27	sibs	sib	NOUN
ajst-31993	108	28	)	)	PUNCT
ajst-31993	108	29	,	,	PUNCT
ajst-31993	108	30	presenting	present	VERB
ajst-31993	108	31	dual	dual	ADJ
ajst-31993	108	32	challenges	challenge	NOUN
ajst-31993	108	33	of	of	ADP
ajst-31993	108	34	version	version	NOUN
ajst-31993	108	35	control	control	NOUN
ajst-31993	108	36	conflicts	conflict	NOUN
ajst-31993	108	37	and	and	CCONJ
ajst-31993	108	38	consistency	consistency	NOUN
ajst-31993	108	39	maintenance	maintenance	NOUN
ajst-31993	108	40	for	for	ADP
ajst-31993	108	41	these	these	DET
ajst-31993	108	42	globally	globally	ADV
ajst-31993	108	43	synchronized	synchronize	VERB
ajst-31993	108	44	parameters	parameter	NOUN
ajst-31993	108	45	.	.	PUNCT
ajst-31993	109	1	33	33	NUM
ajst-31993	109	2	4.4	4.4	NUM
ajst-31993	109	3	cross	cross	ADJ
ajst-31993	109	4	-	-	ADJ
ajst-31993	109	5	domain	domain	ADJ
ajst-31993	109	6	coordinated	coordinate	VERB
ajst-31993	109	7	dynamic	dynamic	ADJ
ajst-31993	109	8	optimization	optimization	NOUN
ajst-31993	109	9	dilemma	dilemma	NOUN
ajst-31993	109	10	the	the	DET
ajst-31993	109	11	optimization	optimization	NOUN
ajst-31993	109	12	of	of	ADP
ajst-31993	109	13	base	base	NOUN
ajst-31993	109	14	station	station	NOUN
ajst-31993	109	15	sleep	sleep	NOUN
ajst-31993	109	16	strategies	strategy	NOUN
ajst-31993	109	17	fundamentally	fundamentally	ADV
ajst-31993	109	18	constitutes	constitute	VERB
ajst-31993	109	19	a	a	DET
ajst-31993	109	20	cross	cross	ADJ
ajst-31993	109	21	-	-	ADJ
ajst-31993	109	22	domain	domain	ADJ
ajst-31993	109	23	coupled	couple	VERB
ajst-31993	109	24	dynamic	dynamic	ADJ
ajst-31993	109	25	system	system	NOUN
ajst-31993	109	26	control	control	NOUN
ajst-31993	109	27	problem	problem	NOUN
ajst-31993	109	28	,	,	PUNCT
ajst-31993	109	29	with	with	SCONJ
ajst-31993	109	30	its	its	PRON
ajst-31993	109	31	complexity	complexity	NOUN
ajst-31993	109	32	primarily	primarily	ADV
ajst-31993	109	33	manifested	manifest	VERB
ajst-31993	109	34	through	through	ADP
ajst-31993	109	35	spatiotemporal	spatiotemporal	ADJ
ajst-31993	109	36	coupling	coupling	NOUN
ajst-31993	109	37	effects	effect	NOUN
ajst-31993	109	38	of	of	ADP
ajst-31993	109	39	multi	multi	ADJ
ajst-31993	109	40	-	-	ADJ
ajst-31993	109	41	physical	physical	ADJ
ajst-31993	109	42	domain	domain	NOUN
ajst-31993	109	43	parameters	parameter	NOUN
ajst-31993	109	44	.	.	PUNCT
ajst-31993	110	1	the	the	DET
ajst-31993	110	2	multidimensional	multidimensional	ADJ
ajst-31993	110	3	dynamics	dynamic	NOUN
ajst-31993	110	4	confronting	confront	VERB
ajst-31993	110	5	sleep	sleep	NOUN
ajst-31993	110	6	decision	decision	NOUN
ajst-31993	110	7	-	-	PUNCT
ajst-31993	110	8	making	making	NOUN
ajst-31993	110	9	can	can	AUX
ajst-31993	110	10	be	be	AUX
ajst-31993	110	11	categorized	categorize	VERB
ajst-31993	110	12	into	into	ADP
ajst-31993	110	13	temporal	temporal	ADJ
ajst-31993	110	14	and	and	CCONJ
ajst-31993	110	15	spatial	spatial	ADJ
ajst-31993	110	16	dimensional	dimensional	ADJ
ajst-31993	110	17	variations	variation	NOUN
ajst-31993	110	18	.	.	PUNCT
ajst-31993	111	1	in	in	ADP
ajst-31993	111	2	temporal	temporal	ADJ
ajst-31993	111	3	dynamics	dynamic	NOUN
ajst-31993	111	4	,	,	PUNCT
ajst-31993	111	5	fast	fast	ADV
ajst-31993	111	6	-	-	PUNCT
ajst-31993	111	7	fading	fade	VERB
ajst-31993	111	8	channel	channel	NOUN
ajst-31993	111	9	fluctuations	fluctuation	NOUN
ajst-31993	111	10	induce	induce	VERB
ajst-31993	111	11	undesired	undesired	ADJ
ajst-31993	111	12	received	receive	VERB
ajst-31993	111	13	signal	signal	NOUN
ajst-31993	111	14	strength	strength	NOUN
ajst-31993	111	15	deviations	deviation	NOUN
ajst-31993	111	16	while	while	SCONJ
ajst-31993	111	17	service	service	NOUN
ajst-31993	111	18	arrival	arrival	NOUN
ajst-31993	111	19	processes	process	NOUN
ajst-31993	111	20	exhibit	exhibit	VERB
ajst-31993	111	21	non	non	ADJ
ajst-31993	111	22	-	-	ADJ
ajst-31993	111	23	stationary	stationary	ADJ
ajst-31993	111	24	poisson	poisson	NOUN
ajst-31993	111	25	characteristics	characteristic	NOUN
ajst-31993	111	26	.	.	PUNCT
ajst-31993	112	1	regarding	regard	VERB
ajst-31993	112	2	spatial	spatial	ADJ
ajst-31993	112	3	dynamics	dynamic	NOUN
ajst-31993	112	4	,	,	PUNCT
ajst-31993	112	5	the	the	DET
ajst-31993	112	6	narrow	narrow	ADJ
ajst-31993	112	7	-	-	PUNCT
ajst-31993	112	8	beam	beam	NOUN
ajst-31993	112	9	properties	property	NOUN
ajst-31993	112	10	of	of	ADP
ajst-31993	112	11	mimo	mimo	PROPN
ajst-31993	112	12	systems	system	NOUN
ajst-31993	112	13	render	render	VERB
ajst-31993	112	14	coverage	coverage	NOUN
ajst-31993	112	15	patterns	pattern	NOUN
ajst-31993	112	16	highly	highly	ADV
ajst-31993	112	17	sensitive	sensitive	ADJ
ajst-31993	112	18	to	to	ADP
ajst-31993	112	19	action	action	NOUN
ajst-31993	112	20	variations	variation	NOUN
ajst-31993	112	21	,	,	PUNCT
ajst-31993	112	22	and	and	CCONJ
ajst-31993	112	23	urban	urban	ADJ
ajst-31993	112	24	canyon	canyon	NOUN
ajst-31993	112	25	effects	effect	NOUN
ajst-31993	112	26	produce	produce	VERB
ajst-31993	112	27	nonlinear	nonlinear	ADJ
ajst-31993	112	28	signal	signal	NOUN
ajst-31993	112	29	attenuation	attenuation	NOUN
ajst-31993	112	30	characteristics	characteristic	NOUN
ajst-31993	112	31	in	in	ADP
ajst-31993	112	32	the	the	DET
ajst-31993	112	33	vertical	vertical	ADJ
ajst-31993	112	34	dimension	dimension	NOUN
ajst-31993	112	35	.	.	PUNCT
ajst-31993	113	1	5	5	X
ajst-31993	113	2	.	.	X
ajst-31993	113	3	future	future	ADJ
ajst-31993	113	4	research	research	NOUN
ajst-31993	113	5	directions	direction	NOUN
ajst-31993	113	6	although	although	SCONJ
ajst-31993	113	7	extensive	extensive	ADJ
ajst-31993	113	8	literature	literature	NOUN
ajst-31993	113	9	and	and	CCONJ
ajst-31993	113	10	research	research	NOUN
ajst-31993	113	11	exist	exist	VERB
ajst-31993	113	12	in	in	ADP
ajst-31993	113	13	the	the	DET
ajst-31993	113	14	field	field	NOUN
ajst-31993	113	15	of	of	ADP
ajst-31993	113	16	deep	deep	ADJ
ajst-31993	113	17	reinforcement	reinforcement	NOUN
ajst-31993	113	18	learning	learning	NOUN
ajst-31993	113	19	(	(	PUNCT
ajst-31993	113	20	drl)based	drl)based	ADJ
ajst-31993	113	21	base	base	NOUN
ajst-31993	113	22	station	station	NOUN
ajst-31993	113	23	sleep	sleep	NOUN
ajst-31993	113	24	control	control	NOUN
ajst-31993	113	25	,	,	PUNCT
ajst-31993	113	26	significant	significant	ADJ
ajst-31993	113	27	research	research	NOUN
ajst-31993	113	28	opportunities	opportunity	NOUN
ajst-31993	113	29	remain	remain	VERB
ajst-31993	113	30	regarding	regard	VERB
ajst-31993	113	31	the	the	DET
ajst-31993	113	32	integration	integration	NOUN
ajst-31993	113	33	of	of	ADP
ajst-31993	113	34	large	large	ADJ
ajst-31993	113	35	-	-	PUNCT
ajst-31993	113	36	scale	scale	NOUN
ajst-31993	113	37	models	model	NOUN
ajst-31993	113	38	and	and	CCONJ
ajst-31993	113	39	balancing	balance	VERB
ajst-31993	113	40	the	the	DET
ajst-31993	113	41	inherent	inherent	ADJ
ajst-31993	113	42	conflict	conflict	NOUN
ajst-31993	113	43	between	between	ADP
ajst-31993	113	44	energy	energy	NOUN
ajst-31993	113	45	savings	saving	NOUN
ajst-31993	113	46	and	and	CCONJ
ajst-31993	113	47	quality	quality	NOUN
ajst-31993	113	48	of	of	ADP
ajst-31993	113	49	service	service	NOUN
ajst-31993	113	50	(	(	PUNCT
ajst-31993	113	51	qos	qos	PROPN
ajst-31993	113	52	)	)	PUNCT
ajst-31993	113	53	in	in	ADP
ajst-31993	113	54	base	base	NOUN
ajst-31993	113	55	station	station	NOUN
ajst-31993	113	56	sleep	sleep	NOUN
ajst-31993	113	57	operations	operation	NOUN
ajst-31993	113	58	.	.	PUNCT
ajst-31993	114	1	5.1	5.1	NUM
ajst-31993	114	2	adaptive	adaptive	ADJ
ajst-31993	114	3	lightweight	lightweight	NOUN
ajst-31993	114	4	drl	drl	PROPN
ajst-31993	114	5	models	model	NOUN
ajst-31993	114	6	(	(	PUNCT
ajst-31993	114	7	edge	edge	NOUN
ajst-31993	114	8	deployment	deployment	NOUN
ajst-31993	114	9	)	)	PUNCT
ajst-31993	114	10	conventional	conventional	ADJ
ajst-31993	114	11	drl	drl	PROPN
ajst-31993	114	12	models	model	NOUN
ajst-31993	114	13	such	such	ADJ
ajst-31993	114	14	as	as	ADP
ajst-31993	114	15	ppo	ppo	PROPN
ajst-31993	114	16	demand	demand	VERB
ajst-31993	114	17	substantial	substantial	ADJ
ajst-31993	114	18	computational	computational	ADJ
ajst-31993	114	19	resources	resource	NOUN
ajst-31993	114	20	,	,	PUNCT
ajst-31993	114	21	while	while	SCONJ
ajst-31993	114	22	the	the	DET
ajst-31993	114	23	high	high	ADV
ajst-31993	114	24	-	-	PUNCT
ajst-31993	114	25	dimensional	dimensional	ADJ
ajst-31993	114	26	state	state	NOUN
ajst-31993	114	27	-	-	PUNCT
ajst-31993	114	28	action	action	NOUN
ajst-31993	114	29	spaces	space	NOUN
ajst-31993	114	30	in	in	ADP
ajst-31993	114	31	multi	multi	ADJ
ajst-31993	114	32	-	-	ADJ
ajst-31993	114	33	cell	cell	ADJ
ajst-31993	114	34	networks	network	NOUN
ajst-31993	114	35	significantly	significantly	ADV
ajst-31993	114	36	impede	impede	VERB
ajst-31993	114	37	convergence	convergence	NOUN
ajst-31993	114	38	speeds	speed	NOUN
ajst-31993	114	39	.	.	PUNCT
ajst-31993	115	1	future	future	ADJ
ajst-31993	115	2	research	research	NOUN
ajst-31993	115	3	could	could	AUX
ajst-31993	115	4	explore	explore	VERB
ajst-31993	115	5	the	the	DET
ajst-31993	115	6	elimination	elimination	NOUN
ajst-31993	115	7	of	of	ADP
ajst-31993	115	8	redundant	redundant	ADJ
ajst-31993	115	9	neurons	neuron	NOUN
ajst-31993	115	10	or	or	CCONJ
ajst-31993	115	11	connections	connection	NOUN
ajst-31993	115	12	within	within	ADP
ajst-31993	115	13	drl	drl	PROPN
ajst-31993	115	14	networks	network	NOUN
ajst-31993	115	15	to	to	PART
ajst-31993	115	16	reduce	reduce	VERB
ajst-31993	115	17	computational	computational	ADJ
ajst-31993	115	18	overhead	overhead	NOUN
ajst-31993	115	19	,	,	PUNCT
ajst-31993	115	20	alongside	alongside	ADP
ajst-31993	115	21	investigating	investigate	VERB
ajst-31993	115	22	hierarchical	hierarchical	ADJ
ajst-31993	115	23	reinforcement	reinforcement	NOUN
ajst-31993	115	24	learning	learning	NOUN
ajst-31993	115	25	approaches	approach	NOUN
ajst-31993	115	26	that	that	PRON
ajst-31993	115	27	decompose	decompose	VERB
ajst-31993	115	28	multidimensional	multidimensional	ADJ
ajst-31993	115	29	tasks	task	NOUN
ajst-31993	115	30	into	into	ADP
ajst-31993	115	31	subtasks	subtask	NOUN
ajst-31993	115	32	to	to	PART
ajst-31993	115	33	minimize	minimize	VERB
ajst-31993	115	34	per	per	ADP
ajst-31993	115	35	-	-	PUNCT
ajst-31993	115	36	decision	decision	NOUN
ajst-31993	115	37	computation	computation	NOUN
ajst-31993	115	38	.	.	PUNCT
ajst-31993	116	1	at	at	ADP
ajst-31993	116	2	the	the	DET
ajst-31993	116	3	network	network	NOUN
ajst-31993	116	4	architecture	architecture	NOUN
ajst-31993	116	5	level	level	NOUN
ajst-31993	116	6	,	,	PUNCT
ajst-31993	116	7	structured	structure	VERB
ajst-31993	116	8	pruning	pruning	NOUN
ajst-31993	116	9	techniques	technique	NOUN
ajst-31993	116	10	based	base	VERB
ajst-31993	116	11	on	on	ADP
ajst-31993	116	12	sensitivity	sensitivity	NOUN
ajst-31993	116	13	analysis	analysis	NOUN
ajst-31993	116	14	could	could	AUX
ajst-31993	116	15	identify	identify	VERB
ajst-31993	116	16	and	and	CCONJ
ajst-31993	116	17	remove	remove	VERB
ajst-31993	116	18	redundant	redundant	ADJ
ajst-31993	116	19	neuronal	neuronal	ADJ
ajst-31993	116	20	connections	connection	NOUN
ajst-31993	116	21	,	,	PUNCT
ajst-31993	116	22	while	while	SCONJ
ajst-31993	116	23	incorporating	incorporate	VERB
ajst-31993	116	24	the	the	DET
ajst-31993	116	25	lottery	lottery	NOUN
ajst-31993	116	26	ticket	ticket	NOUN
ajst-31993	116	27	hypothesis	hypothesis	NOUN
ajst-31993	116	28	to	to	PART
ajst-31993	116	29	discover	discover	VERB
ajst-31993	116	30	optimal	optimal	ADJ
ajst-31993	116	31	subnetwork	subnetwork	NOUN
ajst-31993	116	32	architectures	architecture	NOUN
ajst-31993	116	33	.	.	PUNCT
ajst-31993	117	1	for	for	ADP
ajst-31993	117	2	system	system	NOUN
ajst-31993	117	3	implementation	implementation	NOUN
ajst-31993	117	4	,	,	PUNCT
ajst-31993	117	5	global	global	ADJ
ajst-31993	117	6	policy	policy	NOUN
ajst-31993	117	7	updates	update	NOUN
ajst-31993	117	8	could	could	AUX
ajst-31993	117	9	be	be	AUX
ajst-31993	117	10	performed	perform	VERB
ajst-31993	117	11	in	in	ADP
ajst-31993	117	12	the	the	DET
ajst-31993	117	13	cloud	cloud	NOUN
ajst-31993	117	14	while	while	SCONJ
ajst-31993	117	15	edge	edge	NOUN
ajst-31993	117	16	nodes	node	NOUN
ajst-31993	117	17	deploy	deploy	VERB
ajst-31993	117	18	compressed	compress	VERB
ajst-31993	117	19	lightweight	lightweight	ADJ
ajst-31993	117	20	models	model	NOUN
ajst-31993	117	21	,	,	PUNCT
ajst-31993	117	22	maintaining	maintain	VERB
ajst-31993	117	23	policy	policy	NOUN
ajst-31993	117	24	consistency	consistency	NOUN
ajst-31993	117	25	through	through	ADP
ajst-31993	117	26	periodic	periodic	ADJ
ajst-31993	117	27	model	model	NOUN
ajst-31993	117	28	aggregation	aggregation	NOUN
ajst-31993	117	29	.	.	PUNCT
ajst-31993	118	1	5.2	5.2	NUM
ajst-31993	118	2	6	6	NUM
ajst-31993	118	3	g	g	NOUN
ajst-31993	118	4	terahertz	terahertz	NOUN
ajst-31993	118	5	communication	communication	NOUN
ajst-31993	118	6	and	and	CCONJ
ajst-31993	118	7	drl	drl	PROPN
ajst-31993	118	8	cross	cross	ADJ
ajst-31993	118	9	-	-	ADJ
ajst-31993	118	10	technology	technology	ADJ
ajst-31993	118	11	integration	integration	NOUN
ajst-31993	118	12	the	the	DET
ajst-31993	118	13	evolution	evolution	NOUN
ajst-31993	118	14	toward	toward	ADP
ajst-31993	118	15	6	6	NUM
ajst-31993	118	16	g	g	NOUN
ajst-31993	118	17	networks	network	NOUN
ajst-31993	118	18	presents	present	VERB
ajst-31993	118	19	opportunities	opportunity	NOUN
ajst-31993	118	20	to	to	PART
ajst-31993	118	21	integrate	integrate	VERB
ajst-31993	118	22	terahertz	terahertz	NOUN
ajst-31993	118	23	communications	communication	NOUN
ajst-31993	118	24	with	with	ADP
ajst-31993	118	25	drl	drl	PROPN
ajst-31993	118	26	for	for	ADP
ajst-31993	118	27	advanced	advanced	ADJ
ajst-31993	118	28	sleep	sleep	NOUN
ajst-31993	118	29	control	control	NOUN
ajst-31993	118	30	.	.	PUNCT
ajst-31993	119	1	terahertz	terahertz	NOUN
ajst-31993	119	2	channel	channel	NOUN
ajst-31993	119	3	characterization	characterization	NOUN
ajst-31993	119	4	faces	face	VERB
ajst-31993	119	5	high	high	ADJ
ajst-31993	119	6	measurement	measurement	NOUN
ajst-31993	119	7	costs	cost	NOUN
ajst-31993	119	8	,	,	PUNCT
ajst-31993	119	9	while	while	SCONJ
ajst-31993	119	10	the	the	DET
ajst-31993	119	11	ultra	ultra	ADJ
ajst-31993	119	12	-	-	ADJ
ajst-31993	119	13	dense	dense	ADJ
ajst-31993	119	14	network	network	NOUN
ajst-31993	119	15	deployment	deployment	NOUN
ajst-31993	119	16	and	and	CCONJ
ajst-31993	119	17	dynamic	dynamic	ADJ
ajst-31993	119	18	channel	channel	NOUN
ajst-31993	119	19	conditions	condition	NOUN
ajst-31993	119	20	at	at	ADP
ajst-31993	119	21	these	these	DET
ajst-31993	119	22	frequencies	frequency	NOUN
ajst-31993	119	23	complicate	complicate	VERB
ajst-31993	119	24	sleep	sleep	NOUN
ajst-31993	119	25	decision	decision	NOUN
ajst-31993	119	26	-	-	PUNCT
ajst-31993	119	27	making	making	NOUN
ajst-31993	119	28	.	.	PUNCT
ajst-31993	120	1	future	future	ADJ
ajst-31993	120	2	solutions	solution	NOUN
ajst-31993	120	3	may	may	AUX
ajst-31993	120	4	employ	employ	VERB
ajst-31993	120	5	dual	dual	ADJ
ajst-31993	120	6	-	-	PUNCT
ajst-31993	120	7	stream	stream	NOUN
ajst-31993	120	8	neural	neural	ADJ
ajst-31993	120	9	network	network	NOUN
ajst-31993	120	10	architectures	architecture	NOUN
ajst-31993	120	11	to	to	ADP
ajst-31993	120	12	separately	separately	ADV
ajst-31993	120	13	process	process	NOUN
ajst-31993	120	14	sub-6ghz	sub-6ghz	NOUN
ajst-31993	120	15	and	and	CCONJ
ajst-31993	120	16	terahertz	terahertz	NOUN
ajst-31993	120	17	channel	channel	NOUN
ajst-31993	120	18	characteristics	characteristic	NOUN
ajst-31993	120	19	,	,	PUNCT
ajst-31993	120	20	utilizing	utilize	VERB
ajst-31993	120	21	maximum	maximum	ADJ
ajst-31993	120	22	mean	mean	NOUN
ajst-31993	120	23	discrepancy	discrepancy	NOUN
ajst-31993	120	24	minimization	minimization	NOUN
ajst-31993	120	25	for	for	ADP
ajst-31993	120	26	parameter	parameter	NOUN
ajst-31993	120	27	sharing	sharing	NOUN
ajst-31993	120	28	.	.	PUNCT
ajst-31993	121	1	the	the	DET
ajst-31993	121	2	drl	drl	PROPN
ajst-31993	121	3	design	design	NOUN
ajst-31993	121	4	could	could	AUX
ajst-31993	121	5	incorporate	incorporate	VERB
ajst-31993	121	6	multi	multi	ADJ
ajst-31993	121	7	-	-	ADJ
ajst-31993	121	8	scale	scale	ADJ
ajst-31993	121	9	feature	feature	NOUN
ajst-31993	121	10	extraction	extraction	NOUN
ajst-31993	121	11	networks	network	NOUN
ajst-31993	121	12	,	,	PUNCT
ajst-31993	121	13	combining	combine	VERB
ajst-31993	121	14	3d	3d	NUM
ajst-31993	121	15	sparse	sparse	ADJ
ajst-31993	121	16	convolutions	convolution	NOUN
ajst-31993	121	17	for	for	ADP
ajst-31993	121	18	millimeter	millimeter	NOUN
ajst-31993	121	19	-	-	PUNCT
ajst-31993	121	20	wave	wave	NOUN
ajst-31993	121	21	frequencies	frequency	NOUN
ajst-31993	121	22	with	with	ADP
ajst-31993	121	23	wavenet	wavenet	ADJ
ajst-31993	121	24	architectures	architecture	NOUN
ajst-31993	121	25	for	for	ADP
ajst-31993	121	26	irregularly	irregularly	ADV
ajst-31993	121	27	sampled	sample	VERB
ajst-31993	121	28	terahertz	terahertz	NOUN
ajst-31993	121	29	data	datum	NOUN
ajst-31993	121	30	.	.	PUNCT
ajst-31993	122	1	for	for	ADP
ajst-31993	122	2	channel	channel	NOUN
ajst-31993	122	3	modeling	modeling	NOUN
ajst-31993	122	4	,	,	PUNCT
ajst-31993	122	5	innovative	innovative	ADJ
ajst-31993	122	6	hybrid	hybrid	ADJ
ajst-31993	122	7	approaches	approach	NOUN
ajst-31993	122	8	merging	merge	VERB
ajst-31993	122	9	deterministic	deterministic	ADJ
ajst-31993	122	10	ray	ray	NOUN
ajst-31993	122	11	tracing	trace	VERB
ajst-31993	122	12	with	with	ADP
ajst-31993	122	13	3d	3d	PROPN
ajst-31993	122	14	stochastic	stochastic	NOUN
ajst-31993	122	15	geometry	geometry	NOUN
ajst-31993	122	16	could	could	AUX
ajst-31993	122	17	be	be	AUX
ajst-31993	122	18	developed	develop	VERB
ajst-31993	122	19	,	,	PUNCT
ajst-31993	122	20	calibrated	calibrate	VERB
ajst-31993	122	21	through	through	ADP
ajst-31993	122	22	sparse	sparse	ADJ
ajst-31993	122	23	real	real	ADJ
ajst-31993	122	24	-	-	PUNCT
ajst-31993	122	25	world	world	NOUN
ajst-31993	122	26	measurements	measurement	NOUN
ajst-31993	122	27	to	to	PART
ajst-31993	122	28	establish	establish	VERB
ajst-31993	122	29	composite	composite	ADJ
ajst-31993	122	30	channel	channel	NOUN
ajst-31993	122	31	models	model	NOUN
ajst-31993	122	32	.	.	PUNCT
ajst-31993	123	1	5.3	5.3	NUM
ajst-31993	123	2	distributed	distribute	VERB
ajst-31993	123	3	decision	decision	NOUN
ajst-31993	123	4	optimization	optimization	NOUN
ajst-31993	123	5	under	under	ADP
ajst-31993	123	6	multi	multi	ADJ
ajst-31993	123	7	-	-	ADJ
ajst-31993	123	8	dimensional	dimensional	ADJ
ajst-31993	123	9	constraint	constraint	NOUN
ajst-31993	123	10	coupling	couple	VERB
ajst-31993	123	11	future	future	ADJ
ajst-31993	123	12	research	research	NOUN
ajst-31993	123	13	should	should	AUX
ajst-31993	123	14	focus	focus	VERB
ajst-31993	123	15	on	on	ADP
ajst-31993	123	16	constrained	constrain	VERB
ajst-31993	123	17	reinforcement	reinforcement	NOUN
ajst-31993	123	18	learning	learning	NOUN
ajst-31993	123	19	frameworks	framework	NOUN
ajst-31993	123	20	for	for	ADP
ajst-31993	123	21	generating	generate	VERB
ajst-31993	123	22	safe	safe	ADJ
ajst-31993	123	23	sleep	sleep	NOUN
ajst-31993	123	24	policies	policy	NOUN
ajst-31993	123	25	that	that	PRON
ajst-31993	123	26	simultaneously	simultaneously	ADV
ajst-31993	123	27	satisfy	satisfy	VERB
ajst-31993	123	28	coverage	coverage	NOUN
ajst-31993	123	29	continuity	continuity	NOUN
ajst-31993	123	30	,	,	PUNCT
ajst-31993	123	31	handover	handover	VERB
ajst-31993	123	32	success	success	NOUN
ajst-31993	123	33	rates	rate	NOUN
ajst-31993	123	34	,	,	PUNCT
ajst-31993	123	35	and	and	CCONJ
ajst-31993	123	36	wakeup	wakeup	VERB
ajst-31993	123	37	latency	latency	NOUN
ajst-31993	123	38	requirements	requirement	NOUN
ajst-31993	123	39	.	.	PUNCT
ajst-31993	124	1	this	this	PRON
ajst-31993	124	2	demands	demand	VERB
ajst-31993	124	3	novel	novel	ADJ
ajst-31993	124	4	constraint	constraint	NOUN
ajst-31993	124	5	-	-	PUNCT
ajst-31993	124	6	handling	handle	VERB
ajst-31993	124	7	mechanisms	mechanism	NOUN
ajst-31993	124	8	based	base	VERB
ajst-31993	124	9	on	on	ADP
ajst-31993	124	10	dual	dual	ADJ
ajst-31993	124	11	theorybased	theorybase	VERB
ajst-31993	124	12	constraint	constraint	NOUN
ajst-31993	124	13	embedding	embed	VERB
ajst-31993	124	14	methods	method	NOUN
ajst-31993	124	15	.	.	PUNCT
ajst-31993	125	1	at	at	ADP
ajst-31993	125	2	the	the	DET
ajst-31993	125	3	network	network	NOUN
ajst-31993	125	4	coordination	coordination	NOUN
ajst-31993	125	5	level	level	NOUN
ajst-31993	125	6	,	,	PUNCT
ajst-31993	125	7	investigations	investigation	NOUN
ajst-31993	125	8	should	should	AUX
ajst-31993	125	9	prioritize	prioritize	VERB
ajst-31993	125	10	distributed	distribute	VERB
ajst-31993	125	11	optimization	optimization	NOUN
ajst-31993	125	12	architectures	architecture	NOUN
ajst-31993	125	13	for	for	ADP
ajst-31993	125	14	large	large	ADJ
ajst-31993	125	15	-	-	PUNCT
ajst-31993	125	16	scale	scale	NOUN
ajst-31993	125	17	base	base	NOUN
ajst-31993	125	18	station	station	NOUN
ajst-31993	125	19	clusters	cluster	NOUN
ajst-31993	125	20	,	,	PUNCT
ajst-31993	125	21	developing	develop	VERB
ajst-31993	125	22	privacy	privacy	NOUN
ajst-31993	125	23	-	-	PUNCT
ajst-31993	125	24	preserving	preserve	VERB
ajst-31993	125	25	training	training	NOUN
ajst-31993	125	26	frameworks	framework	NOUN
ajst-31993	125	27	via	via	ADP
ajst-31993	125	28	federated	federated	ADJ
ajst-31993	125	29	learning	learning	NOUN
ajst-31993	125	30	.	.	PUNCT
ajst-31993	126	1	hierarchical	hierarchical	ADJ
ajst-31993	126	2	aggregation	aggregation	NOUN
ajst-31993	126	3	mechanisms	mechanism	NOUN
ajst-31993	126	4	could	could	AUX
ajst-31993	126	5	be	be	AUX
ajst-31993	126	6	designed	design	VERB
ajst-31993	126	7	within	within	ADP
ajst-31993	126	8	this	this	DET
ajst-31993	126	9	framework	framework	NOUN
ajst-31993	126	10	:	:	PUNCT
ajst-31993	126	11	dynamic	dynamic	ADJ
ajst-31993	126	12	clustering	clustering	NOUN
ajst-31993	126	13	at	at	ADP
ajst-31993	126	14	the	the	DET
ajst-31993	126	15	base	base	NOUN
ajst-31993	126	16	station	station	NOUN
ajst-31993	126	17	layer	layer	NOUN
ajst-31993	126	18	,	,	PUNCT
ajst-31993	126	19	differentially	differentially	ADV
ajst-31993	126	20	34	34	NUM
ajst-31993	126	21	private	private	ADJ
ajst-31993	126	22	aggregation	aggregation	NOUN
ajst-31993	126	23	at	at	ADP
ajst-31993	126	24	intermediate	intermediate	ADJ
ajst-31993	126	25	layers	layer	NOUN
ajst-31993	126	26	,	,	PUNCT
ajst-31993	126	27	and	and	CCONJ
ajst-31993	126	28	global	global	ADJ
ajst-31993	126	29	model	model	NOUN
ajst-31993	126	30	distillation	distillation	NOUN
ajst-31993	126	31	at	at	ADP
ajst-31993	126	32	the	the	DET
ajst-31993	126	33	top	top	ADJ
ajst-31993	126	34	layer	layer	NOUN
ajst-31993	126	35	.	.	PUNCT
ajst-31993	127	1	such	such	ADJ
ajst-31993	127	2	approaches	approach	NOUN
ajst-31993	127	3	would	would	AUX
ajst-31993	127	4	address	address	VERB
ajst-31993	127	5	inter	inter	ADJ
ajst-31993	127	6	-	-	NOUN
ajst-31993	127	7	operator	operator	NOUN
ajst-31993	127	8	data	datum	NOUN
ajst-31993	127	9	isolation	isolation	NOUN
ajst-31993	127	10	while	while	SCONJ
ajst-31993	127	11	establishing	establish	VERB
ajst-31993	127	12	hierarchical	hierarchical	ADJ
ajst-31993	127	13	optimization	optimization	NOUN
ajst-31993	127	14	models	model	NOUN
ajst-31993	127	15	accounting	account	VERB
ajst-31993	127	16	for	for	ADP
ajst-31993	127	17	base	base	NOUN
ajst-31993	127	18	station	station	NOUN
ajst-31993	127	19	heterogeneity	heterogeneity	NOUN
ajst-31993	127	20	.	.	PUNCT
ajst-31993	128	1	5.4	5.4	NUM
ajst-31993	128	2	intelligent	intelligent	ADJ
ajst-31993	128	3	enhancement	enhancement	NOUN
ajst-31993	128	4	for	for	ADP
ajst-31993	128	5	6	6	NUM
ajst-31993	128	6	g	g	NOUN
ajst-31993	128	7	integrated	integrate	VERB
ajst-31993	128	8	sensing	sensing	NOUN
ajst-31993	128	9	and	and	CCONJ
ajst-31993	128	10	communication	communication	NOUN
ajst-31993	128	11	the	the	DET
ajst-31993	128	12	drl	drl	PROPN
ajst-31993	128	13	co	co	NOUN
ajst-31993	128	14	-	-	ADJ
ajst-31993	128	15	optimization	optimization	ADJ
ajst-31993	128	16	framework	framework	NOUN
ajst-31993	128	17	still	still	ADV
ajst-31993	128	18	faces	face	VERB
ajst-31993	128	19	multiple	multiple	ADJ
ajst-31993	128	20	challenges	challenge	NOUN
ajst-31993	128	21	.	.	PUNCT
ajst-31993	129	1	theoretically	theoretically	ADV
ajst-31993	129	2	,	,	PUNCT
ajst-31993	129	3	deeper	deep	ADJ
ajst-31993	129	4	mathematical	mathematical	ADJ
ajst-31993	129	5	analysis	analysis	NOUN
ajst-31993	129	6	is	be	AUX
ajst-31993	129	7	required	require	VERB
ajst-31993	129	8	for	for	ADP
ajst-31993	129	9	joint	joint	ADJ
ajst-31993	129	10	communication	communication	NOUN
ajst-31993	129	11	-	-	PUNCT
ajst-31993	129	12	sensing	sense	VERB
ajst-31993	129	13	optimization	optimization	NOUN
ajst-31993	129	14	problems	problem	NOUN
ajst-31993	129	15	,	,	PUNCT
ajst-31993	129	16	including	include	VERB
ajst-31993	129	17	developing	develop	VERB
ajst-31993	129	18	accurate	accurate	ADJ
ajst-31993	129	19	pareto	pareto	ADJ
ajst-31993	129	20	frontier	frontier	NOUN
ajst-31993	129	21	analysis	analysis	NOUN
ajst-31993	129	22	models	model	NOUN
ajst-31993	129	23	and	and	CCONJ
ajst-31993	129	24	guaranteeing	guarantee	VERB
ajst-31993	129	25	global	global	ADJ
ajst-31993	129	26	convergence	convergence	NOUN
ajst-31993	129	27	for	for	ADP
ajst-31993	129	28	nonconvex	nonconvex	NOUN
ajst-31993	129	29	multi	multi	ADJ
ajst-31993	129	30	-	-	ADJ
ajst-31993	129	31	objective	objective	ADJ
ajst-31993	129	32	optimization	optimization	NOUN
ajst-31993	129	33	.	.	PUNCT
ajst-31993	130	1	architecturally	architecturally	ADV
ajst-31993	130	2	,	,	PUNCT
ajst-31993	130	3	breakthroughs	breakthrough	NOUN
ajst-31993	130	4	are	be	AUX
ajst-31993	130	5	needed	need	VERB
ajst-31993	130	6	in	in	ADP
ajst-31993	130	7	distributed	distribute	VERB
ajst-31993	130	8	agent	agent	NOUN
ajst-31993	130	9	coordination	coordination	NOUN
ajst-31993	130	10	mechanisms	mechanism	NOUN
ajst-31993	130	11	,	,	PUNCT
ajst-31993	130	12	potentially	potentially	ADV
ajst-31993	130	13	through	through	ADP
ajst-31993	130	14	game	game	NOUN
ajst-31993	130	15	-	-	PUNCT
ajst-31993	130	16	theoretic	theoretic	NOUN
ajst-31993	130	17	nash	nash	PROPN
ajst-31993	130	18	equilibrium	equilibrium	NOUN
ajst-31993	130	19	solutions	solution	NOUN
ajst-31993	130	20	to	to	PART
ajst-31993	130	21	achieve	achieve	VERB
ajst-31993	130	22	policy	policy	NOUN
ajst-31993	130	23	consistency	consistency	NOUN
ajst-31993	130	24	under	under	ADP
ajst-31993	130	25	partial	partial	ADJ
ajst-31993	130	26	observability	observability	NOUN
ajst-31993	130	27	.	.	PUNCT
ajst-31993	131	1	quantum	quantum	ADJ
ajst-31993	131	2	machine	machine	NOUN
ajst-31993	131	3	learning	learning	NOUN
ajst-31993	131	4	could	could	AUX
ajst-31993	131	5	revolutionize	revolutionize	VERB
ajst-31993	131	6	this	this	DET
ajst-31993	131	7	domain	domain	NOUN
ajst-31993	131	8	via	via	ADP
ajst-31993	131	9	quantum	quantum	ADJ
ajst-31993	131	10	neural	neural	ADJ
ajst-31993	131	11	networks	network	NOUN
ajst-31993	131	12	for	for	ADP
ajst-31993	131	13	high	high	ADJ
ajst-31993	131	14	-	-	PUNCT
ajst-31993	131	15	dimensional	dimensional	ADJ
ajst-31993	131	16	channel	channel	NOUN
ajst-31993	131	17	state	state	NOUN
ajst-31993	131	18	processing	processing	NOUN
ajst-31993	131	19	,	,	PUNCT
ajst-31993	131	20	quantumaccelerated	quantumaccelerate	VERB
ajst-31993	131	21	policy	policy	NOUN
ajst-31993	131	22	search	search	NOUN
ajst-31993	131	23	algorithms	algorithm	NOUN
ajst-31993	131	24	,	,	PUNCT
ajst-31993	131	25	and	and	CCONJ
ajst-31993	131	26	entanglement	entanglement	NOUN
ajst-31993	131	27	-	-	PUNCT
ajst-31993	131	28	enhanced	enhance	VERB
ajst-31993	131	29	sensing	sense	VERB
ajst-31993	131	30	signal	signal	NOUN
ajst-31993	131	31	processing	processing	NOUN
ajst-31993	131	32	frameworks	framework	NOUN
ajst-31993	131	33	.	.	PUNCT
ajst-31993	132	1	for	for	ADP
ajst-31993	132	2	sensing	sense	VERB
ajst-31993	132	3	applications	application	NOUN
ajst-31993	132	4	,	,	PUNCT
ajst-31993	132	5	quantum	quantum	X
ajst-31993	132	6	compressed	compress	VERB
ajst-31993	132	7	sensing	sense	VERB
ajst-31993	132	8	frameworks	framework	NOUN
ajst-31993	132	9	may	may	AUX
ajst-31993	132	10	be	be	AUX
ajst-31993	132	11	developed	develop	VERB
ajst-31993	132	12	,	,	PUNCT
ajst-31993	132	13	employing	employ	VERB
ajst-31993	132	14	quantum	quantum	ADJ
ajst-31993	132	15	fourier	fourier	NOUN
ajst-31993	132	16	transforms	transform	VERB
ajst-31993	132	17	for	for	ADP
ajst-31993	132	18	sparse	sparse	ADJ
ajst-31993	132	19	signal	signal	NOUN
ajst-31993	132	20	representation	representation	NOUN
ajst-31993	132	21	and	and	CCONJ
ajst-31993	132	22	quantum	quantum	NOUN
ajst-31993	132	23	phase	phase	NOUN
ajst-31993	132	24	estimation	estimation	NOUN
ajst-31993	132	25	for	for	ADP
ajst-31993	132	26	parameter	parameter	NOUN
ajst-31993	132	27	extraction	extraction	NOUN
ajst-31993	132	28	.	.	PUNCT
ajst-31993	133	1	6	6	NUM
ajst-31993	133	2	.	.	X
ajst-31993	133	3	conclusion	conclusion	NOUN
ajst-31993	133	4	this	this	DET
ajst-31993	133	5	paper	paper	NOUN
ajst-31993	133	6	first	first	ADV
ajst-31993	133	7	provides	provide	VERB
ajst-31993	133	8	a	a	DET
ajst-31993	133	9	systematic	systematic	ADJ
ajst-31993	133	10	overview	overview	NOUN
ajst-31993	133	11	of	of	ADP
ajst-31993	133	12	base	base	NOUN
ajst-31993	133	13	station	station	NOUN
ajst-31993	133	14	sleep	sleep	NOUN
ajst-31993	133	15	mechanisms	mechanism	NOUN
ajst-31993	133	16	and	and	CCONJ
ajst-31993	133	17	deep	deep	ADJ
ajst-31993	133	18	reinforcement	reinforcement	NOUN
ajst-31993	133	19	learning	learning	NOUN
ajst-31993	133	20	(	(	PUNCT
ajst-31993	133	21	drl	drl	PROPN
ajst-31993	133	22	)	)	PUNCT
ajst-31993	133	23	respectively	respectively	ADV
ajst-31993	133	24	,	,	PUNCT
ajst-31993	133	25	followed	follow	VERB
ajst-31993	133	26	by	by	ADP
ajst-31993	133	27	the	the	DET
ajst-31993	133	28	proposal	proposal	NOUN
ajst-31993	133	29	of	of	ADP
ajst-31993	133	30	a	a	DET
ajst-31993	133	31	tripartite	tripartite	ADJ
ajst-31993	133	32	classification	classification	NOUN
ajst-31993	133	33	framework	framework	NOUN
ajst-31993	133	34	to	to	PART
ajst-31993	133	35	comprehensively	comprehensively	ADV
ajst-31993	133	36	categorize	categorize	VERB
ajst-31993	133	37	and	and	CCONJ
ajst-31993	133	38	review	review	VERB
ajst-31993	133	39	drl	drl	PROPN
ajst-31993	133	40	-	-	PUNCT
ajst-31993	133	41	based	base	VERB
ajst-31993	133	42	base	base	NOUN
ajst-31993	133	43	station	station	NOUN
ajst-31993	133	44	sleep	sleep	NOUN
ajst-31993	133	45	strategies	strategy	NOUN
ajst-31993	133	46	.	.	PUNCT
ajst-31993	134	1	graphical	graphical	ADJ
ajst-31993	134	2	representations	representation	NOUN
ajst-31993	134	3	are	be	AUX
ajst-31993	134	4	employed	employ	VERB
ajst-31993	134	5	to	to	PART
ajst-31993	134	6	deliver	deliver	VERB
ajst-31993	134	7	more	more	ADV
ajst-31993	134	8	concise	concise	ADJ
ajst-31993	134	9	and	and	CCONJ
ajst-31993	134	10	intuitive	intuitive	ADJ
ajst-31993	134	11	descriptions	description	NOUN
ajst-31993	134	12	and	and	CCONJ
ajst-31993	134	13	summaries	summary	NOUN
ajst-31993	134	14	.	.	PUNCT
ajst-31993	135	1	a	a	DET
ajst-31993	135	2	critical	critical	ADJ
ajst-31993	135	3	analysis	analysis	NOUN
ajst-31993	135	4	is	be	AUX
ajst-31993	135	5	presented	present	VERB
ajst-31993	135	6	regarding	regard	VERB
ajst-31993	135	7	the	the	DET
ajst-31993	135	8	challenges	challenge	NOUN
ajst-31993	135	9	and	and	CCONJ
ajst-31993	135	10	limitations	limitation	NOUN
ajst-31993	135	11	encountered	encounter	VERB
ajst-31993	135	12	in	in	ADP
ajst-31993	135	13	existing	exist	VERB
ajst-31993	135	14	literature	literature	NOUN
ajst-31993	135	15	.	.	PUNCT
ajst-31993	136	1	the	the	DET
ajst-31993	136	2	study	study	NOUN
ajst-31993	136	3	concludes	conclude	VERB
ajst-31993	136	4	by	by	ADP
ajst-31993	136	5	identifying	identify	VERB
ajst-31993	136	6	current	current	ADJ
ajst-31993	136	7	challenges	challenge	NOUN
ajst-31993	136	8	and	and	CCONJ
ajst-31993	136	9	open	open	ADJ
ajst-31993	136	10	problems	problem	NOUN
ajst-31993	136	11	in	in	ADP
ajst-31993	136	12	the	the	DET
ajst-31993	136	13	field	field	NOUN
ajst-31993	136	14	of	of	ADP
ajst-31993	136	15	base	base	NOUN
ajst-31993	136	16	station	station	NOUN
ajst-31993	136	17	sleep	sleep	NOUN
ajst-31993	136	18	control	control	NOUN
ajst-31993	136	19	,	,	PUNCT
ajst-31993	136	20	while	while	SCONJ
ajst-31993	136	21	proposing	propose	VERB
ajst-31993	136	22	concrete	concrete	ADJ
ajst-31993	136	23	suggestions	suggestion	NOUN
ajst-31993	136	24	for	for	ADP
ajst-31993	136	25	future	future	ADJ
ajst-31993	136	26	research	research	NOUN
ajst-31993	136	27	directions	direction	NOUN
ajst-31993	136	28	.	.	PUNCT
ajst-31993	137	1	compared	compare	VERB
ajst-31993	137	2	to	to	ADP
ajst-31993	137	3	existing	exist	VERB
ajst-31993	137	4	survey	survey	NOUN
ajst-31993	137	5	papers	paper	NOUN
ajst-31993	137	6	on	on	ADP
ajst-31993	137	7	drl	drl	PROPN
ajst-31993	137	8	-	-	PUNCT
ajst-31993	137	9	based	base	VERB
ajst-31993	137	10	base	base	NOUN
ajst-31993	137	11	station	station	NOUN
ajst-31993	137	12	sleep	sleep	NOUN
ajst-31993	137	13	strategies	strategy	NOUN
ajst-31993	137	14	,	,	PUNCT
ajst-31993	137	15	this	this	DET
ajst-31993	137	16	work	work	NOUN
ajst-31993	137	17	distinguishes	distinguish	VERB
ajst-31993	137	18	itself	itself	PRON
ajst-31993	137	19	through	through	ADP
ajst-31993	137	20	the	the	DET
ajst-31993	137	21	inclusion	inclusion	NOUN
ajst-31993	137	22	of	of	ADP
ajst-31993	137	23	more	more	ADV
ajst-31993	137	24	recent	recent	ADJ
ajst-31993	137	25	references	reference	NOUN
ajst-31993	137	26	and	and	CCONJ
ajst-31993	137	27	an	an	DET
ajst-31993	137	28	innovative	innovative	ADJ
ajst-31993	137	29	,	,	PUNCT
ajst-31993	137	30	critical	critical	ADJ
ajst-31993	137	31	synthesis	synthesis	NOUN
ajst-31993	137	32	of	of	ADP
ajst-31993	137	33	various	various	ADJ
ajst-31993	137	34	drl	drl	PROPN
ajst-31993	137	35	-	-	PUNCT
ajst-31993	137	36	based	base	VERB
ajst-31993	137	37	optimization	optimization	NOUN
ajst-31993	137	38	algorithms	algorithm	NOUN
ajst-31993	137	39	,	,	PUNCT
ajst-31993	137	40	offering	offer	VERB
ajst-31993	137	41	substantive	substantive	ADJ
ajst-31993	137	42	evaluative	evaluative	ADJ
ajst-31993	137	43	commentary	commentary	NOUN
ajst-31993	137	44	on	on	ADP
ajst-31993	137	45	their	their	PRON
ajst-31993	137	46	respective	respective	ADJ
ajst-31993	137	47	merits	merit	NOUN
ajst-31993	137	48	and	and	CCONJ
ajst-31993	137	49	shortcomings	shortcoming	NOUN
ajst-31993	137	50	.	.	PUNCT
ajst-31993	138	1	references	reference	NOUN
ajst-31993	138	2	[	[	X
ajst-31993	138	3	1	1	NUM
ajst-31993	138	4	]	]	PUNCT
ajst-31993	138	5	q.	q.	PROPN
ajst-31993	138	6	chen	chen	PROPN
ajst-31993	138	7	,	,	PUNCT
ajst-31993	138	8	x.	x.	PROPN
ajst-31993	138	9	bao	bao	PROPN
ajst-31993	138	10	,	,	PUNCT
ajst-31993	138	11	s.	s.	PROPN
ajst-31993	138	12	chen	chen	PROPN
ajst-31993	138	13	and	and	CCONJ
ajst-31993	138	14	j.	j.	PROPN
ajst-31993	138	15	zhao	zhao	PROPN
ajst-31993	138	16	,	,	PUNCT
ajst-31993	138	17	base	base	NOUN
ajst-31993	138	18	station	station	NOUN
ajst-31993	138	19	power	power	NOUN
ajst-31993	138	20	control	control	NOUN
ajst-31993	138	21	strategy	strategy	NOUN
ajst-31993	138	22	in	in	ADP
ajst-31993	138	23	ultra	ultra	ADJ
ajst-31993	138	24	-	-	ADJ
ajst-31993	138	25	dense	dense	ADJ
ajst-31993	138	26	networks	network	NOUN
ajst-31993	138	27	via	via	ADP
ajst-31993	138	28	deep	deep	ADJ
ajst-31993	138	29	reinforcement	reinforcement	NOUN
ajst-31993	138	30	learning	learning	NOUN
ajst-31993	138	31	,	,	PUNCT
ajst-31993	138	32	physical	physical	ADJ
ajst-31993	138	33	communication	communication	NOUN
ajst-31993	138	34	,	,	PUNCT
ajst-31993	138	35	volume	volume	NOUN
ajst-31993	138	36	71	71	NUM
ajst-31993	138	37	,	,	PUNCT
ajst-31993	138	38	page	page	NOUN
ajst-31993	138	39	10265	10265	NUM
ajst-31993	138	40	,	,	PUNCT
ajst-31993	138	41	august	august	PROPN
ajst-31993	138	42	2025	2025	NUM
ajst-31993	138	43	[	[	X
ajst-31993	138	44	2	2	NUM
ajst-31993	138	45	]	]	PUNCT
ajst-31993	138	46	zeng	zeng	PROPN
ajst-31993	138	47	dezhe	dezhe	PROPN
ajst-31993	138	48	,	,	PUNCT
ajst-31993	138	49	li	li	PROPN
ajst-31993	138	50	yuopeng	yuopeng	PROPN
ajst-31993	138	51	,	,	PUNCT
ajst-31993	138	52	zhao	zhao	PROPN
ajst-31993	138	53	yuyang	yuyang	PROPN
ajst-31993	138	54	,	,	PUNCT
ajst-31993	138	55	et	et	PROPN
ajst-31993	138	56	al	al	PROPN
ajst-31993	138	57	.	.	PUNCT
ajst-31993	139	1	a	a	DET
ajst-31993	139	2	high	high	ADJ
ajst-31993	139	3	-	-	PUNCT
ajst-31993	139	4	efficiency	efficiency	NOUN
ajst-31993	139	5	base	base	NOUN
ajst-31993	139	6	station	station	NOUN
ajst-31993	139	7	dynamic	dynamic	ADJ
ajst-31993	139	8	scheduling	scheduling	NOUN
ajst-31993	139	9	method	method	NOUN
ajst-31993	139	10	based	base	VERB
ajst-31993	139	11	on	on	ADP
ajst-31993	139	12	reinforcement	reinforcement	NOUN
ajst-31993	139	13	learning	learning	NOUN
ajst-31993	140	1	[	[	X
ajst-31993	140	2	j	j	X
ajst-31993	140	3	]	]	X
ajst-31993	140	4	.	.	PUNCT
ajst-31993	141	1	computer	computer	NOUN
ajst-31993	141	2	science,2021,48(11):363	science,2021,48(11):363	PROPN
ajst-31993	141	3	-	-	PUNCT
ajst-31993	141	4	371	371	NUM
ajst-31993	141	5	.	.	PUNCT
ajst-31993	142	1	[	[	X
ajst-31993	142	2	3	3	X
ajst-31993	142	3	]	]	X
ajst-31993	142	4	yang	yang	PROPN
ajst-31993	142	5	fuyu	fuyu	PROPN
ajst-31993	142	6	,	,	PUNCT
ajst-31993	142	7	zhao	zhao	PROPN
ajst-31993	142	8	dong	dong	PROPN
ajst-31993	142	9	.	.	PUNCT
ajst-31993	143	1	base	base	PROPN
ajst-31993	143	2	station	station	NOUN
ajst-31993	143	3	sleep	sleep	VERB
ajst-31993	143	4	control	control	NOUN
ajst-31993	143	5	algorithm	algorithm	NOUN
ajst-31993	143	6	based	base	VERB
ajst-31993	143	7	on	on	ADP
ajst-31993	143	8	deep	deep	ADJ
ajst-31993	143	9	reinforcement	reinforcement	NOUN
ajst-31993	143	10	learning	learning	NOUN
ajst-31993	143	11	[	[	X
ajst-31993	143	12	j	j	X
ajst-31993	143	13	]	]	X
ajst-31993	143	14	.	.	PUNCT
ajst-31993	144	1	high	high	ADJ
ajst-31993	144	2	-	-	PUNCT
ajst-31993	144	3	quality	quality	NOUN
ajst-31993	144	4	papers	paper	NOUN
ajst-31993	144	5	from	from	ADP
ajst-31993	144	6	china	china	PROPN
ajst-31993	144	7	science	science	PROPN
ajst-31993	144	8	and	and	CCONJ
ajst-31993	144	9	technology	technology	NOUN
ajst-31993	144	10	paper	paper	NOUN
ajst-31993	144	11	online,2023,16(02):170	online,2023,16(02):170	NOUN
ajst-31993	144	12	-	-	PUNCT
ajst-31993	144	13	178	178	NUM
ajst-31993	144	14	.	.	PUNCT
ajst-31993	145	1	[	[	X
ajst-31993	145	2	4	4	X
ajst-31993	145	3	]	]	PUNCT
ajst-31993	145	4	j.	j.	PROPN
ajst-31993	145	5	liu	liu	PROPN
ajst-31993	145	6	,	,	PUNCT
ajst-31993	145	7	b.	b.	PROPN
ajst-31993	145	8	krishnamachari	krishnamachari	PROPN
ajst-31993	145	9	,	,	PUNCT
ajst-31993	145	10	s.	s.	PROPN
ajst-31993	145	11	zhou	zhou	PROPN
ajst-31993	145	12	and	and	CCONJ
ajst-31993	145	13	z.	z.	PROPN
ajst-31993	145	14	niu	niu	PROPN
ajst-31993	145	15	,	,	PUNCT
ajst-31993	145	16	deepnap	deepnap	NOUN
ajst-31993	145	17	:	:	PUNCT
ajst-31993	145	18	data	data	NOUN
ajst-31993	145	19	-	-	PUNCT
ajst-31993	145	20	driven	drive	VERB
ajst-31993	145	21	base	base	NOUN
ajst-31993	145	22	station	station	NOUN
ajst-31993	145	23	sleeping	sleep	VERB
ajst-31993	145	24	operations	operation	NOUN
ajst-31993	145	25	through	through	ADP
ajst-31993	145	26	deep	deep	ADJ
ajst-31993	145	27	reinforcement	reinforcement	NOUN
ajst-31993	145	28	learning	learning	NOUN
ajst-31993	145	29	,	,	PUNCT
ajst-31993	145	30	ieee	ieee	NOUN
ajst-31993	145	31	internet	internet	NOUN
ajst-31993	145	32	things	thing	NOUN
ajst-31993	145	33	j.	j.	PROPN
ajst-31993	145	34	,	,	PUNCT
ajst-31993	145	35	volume	volume	NOUN
ajst-31993	145	36	5	5	NUM
ajst-31993	145	37	,	,	PUNCT
ajst-31993	145	38	issue	issue	NOUN
ajst-31993	145	39	6	6	NUM
ajst-31993	145	40	,	,	PUNCT
ajst-31993	145	41	page	page	NOUN
ajst-31993	145	42	4273	4273	NUM
ajst-31993	145	43	-	-	SYM
ajst-31993	145	44	4282	4282	NUM
ajst-31993	145	45	,	,	PUNCT
ajst-31993	145	46	december	december	PROPN
ajst-31993	145	47	2018	2018	NUM
ajst-31993	146	1	[	[	X
ajst-31993	146	2	5	5	X
ajst-31993	146	3	]	]	PUNCT
ajst-31993	146	4	s.	s.	PROPN
ajst-31993	146	5	sun	sun	PROPN
ajst-31993	146	6	,	,	PUNCT
ajst-31993	146	7	c.	c.	PROPN
ajst-31993	146	8	huang	huang	PROPN
ajst-31993	146	9	,	,	PUNCT
ajst-31993	146	10	g.	g.	PROPN
ajst-31993	146	11	chen	chen	PROPN
ajst-31993	146	12	,	,	PUNCT
ajst-31993	147	1	p.	p.	PROPN
ajst-31993	147	2	xiaoand	xiaoand	PROPN
ajst-31993	148	1	r.	r.	PROPN
ajst-31993	148	2	tafazolli	tafazolli	PROPN
ajst-31993	148	3	,	,	PUNCT
ajst-31993	148	4	deep	deep	ADJ
ajst-31993	148	5	learning	learning	NOUN
ajst-31993	148	6	-	-	PUNCT
ajst-31993	148	7	based	base	VERB
ajst-31993	148	8	traffic	traffic	NOUN
ajst-31993	148	9	-	-	PUNCT
ajst-31993	148	10	aware	aware	ADJ
ajst-31993	148	11	base	base	NOUN
ajst-31993	148	12	station	station	NOUN
ajst-31993	148	13	sleep	sleep	NOUN
ajst-31993	148	14	mode	mode	NOUN
ajst-31993	148	15	and	and	CCONJ
ajst-31993	148	16	cell	cell	NOUN
ajst-31993	148	17	zooming	zooming	NOUN
ajst-31993	148	18	strategy	strategy	NOUN
ajst-31993	148	19	in	in	ADP
ajst-31993	148	20	ris	ris	PROPN
ajst-31993	148	21	-	-	PUNCT
ajst-31993	148	22	aided	aid	VERB
ajst-31993	148	23	multi	multi	ADJ
ajst-31993	148	24	-	-	ADJ
ajst-31993	148	25	cell	cell	ADJ
ajst-31993	148	26	networks	network	NOUN
ajst-31993	148	27	,	,	PUNCT
ajst-31993	148	28	ieee	ieee	NOUN
ajst-31993	148	29	trans	trans	PROPN
ajst-31993	148	30	.	.	PROPN
ajst-31993	148	31	cogn	cogn	PROPN
ajst-31993	148	32	.	.	PUNCT
ajst-31993	149	1	commun	commun	PROPN
ajst-31993	149	2	.	.	PUNCT
ajst-31993	150	1	netw	netw	PROPN
ajst-31993	150	2	.	.	PUNCT
ajst-31993	150	3	,	,	PUNCT
ajst-31993	150	4	page1	page1	PROPN
ajst-31993	150	5	-	-	PUNCT
ajst-31993	150	6	1	1	NUM
ajst-31993	150	7	,	,	PUNCT
ajst-31993	150	8	2024	2024	NUM
ajst-31993	150	9	[	[	X
ajst-31993	150	10	6	6	NUM
ajst-31993	150	11	]	]	PUNCT
ajst-31993	150	12	j.	j.	PROPN
ajst-31993	150	13	gan	gan	PROPN
ajst-31993	150	14	,	,	PUNCT
ajst-31993	150	15	h.	h.	PROPN
ajst-31993	150	16	kou	kou	PROPN
ajst-31993	150	17	,	,	PUNCT
ajst-31993	150	18	g.	g.	PROPN
ajst-31993	150	19	yang	yang	PROPN
ajst-31993	150	20	,	,	PUNCT
ajst-31993	150	21	h.	h.	PROPN
ajst-31993	150	22	zhang	zhang	PROPN
ajst-31993	150	23	,	,	PUNCT
ajst-31993	150	24	z.	z.	PROPN
ajst-31993	150	25	cao	cao	PROPN
ajst-31993	150	26	andw	andw	PROPN
ajst-31993	150	27	.	.	PUNCT
ajst-31993	151	1	xu	xu	PROPN
ajst-31993	151	2	,	,	PUNCT
ajst-31993	151	3	joint	joint	ADJ
ajst-31993	151	4	sleep	sleep	NOUN
ajst-31993	151	5	control	control	NOUN
ajst-31993	151	6	and	and	CCONJ
ajst-31993	151	7	energy	energy	NOUN
ajst-31993	151	8	sharing	sharing	NOUN
ajst-31993	151	9	strategy	strategy	NOUN
ajst-31993	151	10	with	with	ADP
ajst-31993	151	11	deep	deep	ADJ
ajst-31993	151	12	reinforcement	reinforcement	NOUN
ajst-31993	151	13	learning	learning	NOUN
ajst-31993	151	14	in	in	ADP
ajst-31993	151	15	green	green	ADJ
ajst-31993	151	16	ultra	ultra	ADJ
ajst-31993	151	17	-	-	ADJ
ajst-31993	151	18	dense	dense	ADJ
ajst-31993	151	19	networks	network	NOUN
ajst-31993	151	20	,	,	PUNCT
ajst-31993	151	21	ieee	ieee	NOUN
ajst-31993	151	22	trans	tran	NOUN
ajst-31993	151	23	.	.	PUNCT
ajst-31993	152	1	on	on	ADP
ajst-31993	152	2	green	green	PROPN
ajst-31993	152	3	commun	commun	PROPN
ajst-31993	152	4	.	.	PUNCT
ajst-31993	153	1	netw	netw	PROPN
ajst-31993	153	2	.	.	PUNCT
ajst-31993	153	3	,	,	PUNCT
ajst-31993	153	4	page	page	NOUN
ajst-31993	153	5	1	1	NUM
ajst-31993	153	6	-	-	SYM
ajst-31993	153	7	1	1	NUM
ajst-31993	153	8	,	,	PUNCT
ajst-31993	153	9	2025	2025	NUM
ajst-31993	153	10	[	[	X
ajst-31993	153	11	7	7	X
ajst-31993	153	12	]	]	X
ajst-31993	153	13	y.	y.	PROPN
ajst-31993	153	14	m.	m.	PROPN
ajst-31993	153	15	park	park	PROPN
ajst-31993	153	16	,	,	PUNCT
ajst-31993	153	17	s.	s.	PROPN
ajst-31993	153	18	s.	s.	PROPN
ajst-31993	153	19	hassan	hassan	PROPN
ajst-31993	153	20	and	and	CCONJ
ajst-31993	153	21	c.	c.	PROPN
ajst-31993	153	22	s.	s.	PROPN
ajst-31993	153	23	hong	hong	PROPN
ajst-31993	153	24	,	,	PUNCT
ajst-31993	153	25	"	"	PUNCT
ajst-31993	153	26	maximizing	maximize	VERB
ajst-31993	153	27	throughput	throughput	NOUN
ajst-31993	153	28	of	of	ADP
ajst-31993	153	29	aerial	aerial	ADJ
ajst-31993	153	30	base	base	NOUN
ajst-31993	153	31	stations	station	NOUN
ajst-31993	153	32	via	via	ADP
ajst-31993	153	33	resourcesbased	resourcesbase	VERB
ajst-31993	153	34	multi	multi	ADJ
ajst-31993	153	35	-	-	ADJ
ajst-31993	153	36	agent	agent	ADJ
ajst-31993	153	37	proximal	proximal	ADJ
ajst-31993	153	38	policy	policy	NOUN
ajst-31993	153	39	optimization	optimization	NOUN
ajst-31993	153	40	:	:	PUNCT
ajst-31993	153	41	a	a	DET
ajst-31993	153	42	deep	deep	ADJ
ajst-31993	153	43	reinforcement	reinforcement	NOUN
ajst-31993	153	44	learning	learning	NOUN
ajst-31993	153	45	approach	approach	NOUN
ajst-31993	153	46	,	,	PUNCT
ajst-31993	153	47	"	"	PUNCT
ajst-31993	153	48	2022	2022	NUM
ajst-31993	153	49	23rd	23rd	ADJ
ajst-31993	153	50	asia	asia	PROPN
ajst-31993	153	51	-	-	PUNCT
ajst-31993	153	52	pacific	pacific	ADJ
ajst-31993	153	53	network	network	NOUN
ajst-31993	153	54	operations	operation	NOUN
ajst-31993	153	55	and	and	CCONJ
ajst-31993	153	56	management	management	NOUN
ajst-31993	153	57	symposium	symposium	NOUN
ajst-31993	153	58	(	(	PUNCT
ajst-31993	153	59	apnoms	apnom	NOUN
ajst-31993	153	60	)	)	PUNCT
ajst-31993	153	61	,	,	PUNCT
ajst-31993	153	62	takamatsu	takamatsu	NOUN
ajst-31993	153	63	,	,	PUNCT
ajst-31993	153	64	japan	japan	PROPN
ajst-31993	153	65	,	,	PUNCT
ajst-31993	153	66	2022	2022	NUM
ajst-31993	153	67	,	,	PUNCT
ajst-31993	153	68	pp	pp	ADJ
ajst-31993	153	69	.	.	PUNCT
ajst-31993	154	1	1	1	NUM
ajst-31993	154	2	-	-	SYM
ajst-31993	154	3	4	4	NUM
ajst-31993	154	4	35	35	NUM
ajst-31993	154	5	[	[	NOUN
ajst-31993	154	6	8	8	NUM
ajst-31993	154	7	]	]	X
ajst-31993	154	8	y.	y.	PROPN
ajst-31993	154	9	bo	bo	PROPN
ajst-31993	154	10	,	,	PUNCT
ajst-31993	154	11	k.	k.	PROPN
ajst-31993	154	12	kang	kang	PROPN
ajst-31993	154	13	,	,	PUNCT
ajst-31993	154	14	w.	w.	PROPN
ajst-31993	154	15	li	li	PROPN
ajst-31993	154	16	,	,	PUNCT
ajst-31993	154	17	g.	g.	PROPN
ajst-31993	154	18	pan	pan	PROPN
ajst-31993	154	19	and	and	CCONJ
ajst-31993	154	20	m.	m.	PROPN
ajst-31993	154	21	wang	wang	PROPN
ajst-31993	154	22	,	,	PUNCT
ajst-31993	154	23	"	"	PUNCT
ajst-31993	154	24	a	a	DET
ajst-31993	154	25	low	low	ADJ
ajst-31993	154	26	-	-	PUNCT
ajst-31993	154	27	altitude	altitude	NOUN
ajst-31993	154	28	network	network	NOUN
ajst-31993	154	29	base	base	NOUN
ajst-31993	154	30	station	station	NOUN
ajst-31993	154	31	planning	planning	NOUN
ajst-31993	154	32	model	model	NOUN
ajst-31993	154	33	based	base	VERB
ajst-31993	154	34	on	on	ADP
ajst-31993	154	35	ppo	ppo	PROPN
ajst-31993	154	36	algorithm	algorithm	NOUN
ajst-31993	154	37	,	,	PUNCT
ajst-31993	154	38	"	"	PUNCT
ajst-31993	154	39	2024	2024	NUM
ajst-31993	154	40	ieee	ieee	NOUN
ajst-31993	154	41	10th	10th	ADJ
ajst-31993	154	42	international	international	ADJ
ajst-31993	154	43	symposium	symposium	NOUN
ajst-31993	154	44	on	on	ADP
ajst-31993	154	45	microwave	microwave	NOUN
ajst-31993	154	46	,	,	PUNCT
ajst-31993	154	47	antenna	antenna	NOUN
ajst-31993	154	48	,	,	PUNCT
ajst-31993	154	49	propagation	propagation	NOUN
ajst-31993	154	50	and	and	CCONJ
ajst-31993	154	51	emc	emc	PROPN
ajst-31993	154	52	technologies	technology	NOUN
ajst-31993	154	53	for	for	ADP
ajst-31993	154	54	wireless	wireless	ADJ
ajst-31993	154	55	communications	communication	NOUN
ajst-31993	154	56	(	(	PUNCT
ajst-31993	154	57	mape	mape	NOUN
ajst-31993	154	58	)	)	PUNCT
ajst-31993	154	59	,	,	PUNCT
ajst-31993	154	60	guangzhou	guangzhou	PROPN
ajst-31993	154	61	,	,	PUNCT
ajst-31993	154	62	china	china	PROPN
ajst-31993	154	63	,	,	PUNCT
ajst-31993	154	64	2024	2024	NUM
ajst-31993	154	65	,	,	PUNCT
ajst-31993	154	66	pp	pp	ADJ
ajst-31993	154	67	.	.	PUNCT
ajst-31993	155	1	1	1	NUM
ajst-31993	155	2	-	-	SYM
ajst-31993	155	3	4	4	NUM
ajst-31993	155	4	[	[	SYM
ajst-31993	155	5	9	9	NUM
ajst-31993	155	6	]	]	PUNCT
ajst-31993	155	7	q.	q.	PROPN
ajst-31993	155	8	wu	wu	PROPN
ajst-31993	155	9	,	,	PUNCT
ajst-31993	155	10	x.	x.	PROPN
ajst-31993	155	11	chen	chen	PROPN
ajst-31993	155	12	,	,	PUNCT
ajst-31993	155	13	z.	z.	PROPN
ajst-31993	155	14	zhou	zhou	PROPN
ajst-31993	155	15	,	,	PUNCT
ajst-31993	155	16	l.	l.	PROPN
ajst-31993	155	17	chen	chen	PROPN
ajst-31993	155	18	and	and	CCONJ
ajst-31993	155	19	j.	j.	PROPN
ajst-31993	155	20	zhang	zhang	PROPN
ajst-31993	155	21	,	,	PUNCT
ajst-31993	155	22	deep	deep	ADJ
ajst-31993	155	23	reinforcement	reinforcement	NOUN
ajst-31993	155	24	learning	learning	NOUN
ajst-31993	155	25	with	with	ADP
ajst-31993	155	26	spatio	spatio	PROPN
ajst-31993	155	27	-	-	PUNCT
ajst-31993	155	28	temporal	temporal	ADJ
ajst-31993	155	29	traffic	traffic	NOUN
ajst-31993	155	30	forecasting	forecasting	NOUN
ajst-31993	155	31	for	for	ADP
ajst-31993	155	32	data	data	NOUN
ajst-31993	155	33	-	-	PUNCT
ajst-31993	155	34	driven	drive	VERB
ajst-31993	155	35	base	base	NOUN
ajst-31993	155	36	station	station	NOUN
ajst-31993	155	37	sleep	sleep	NOUN
ajst-31993	155	38	control	control	NOUN
ajst-31993	155	39	,	,	PUNCT
ajst-31993	155	40	ieee	ieee	PROPN
ajst-31993	155	41	/	/	SYM
ajst-31993	155	42	acm	acm	PROPN
ajst-31993	155	43	trans	tran	NOUN
ajst-31993	155	44	.	.	PUNCT
ajst-31993	156	1	networking	networking	NOUN
ajst-31993	156	2	,	,	PUNCT
ajst-31993	156	3	volume29	volume29	NOUN
ajst-31993	156	4	,	,	PUNCT
ajst-31993	156	5	issue	issue	NOUN
ajst-31993	156	6	2	2	NUM
ajst-31993	156	7	,	,	PUNCT
ajst-31993	156	8	page	page	NOUN
ajst-31993	156	9	935	935	NUM
ajst-31993	156	10	-	-	SYM
ajst-31993	156	11	948	948	NUM
ajst-31993	156	12	,	,	PUNCT
ajst-31993	156	13	april	april	PROPN
ajst-31993	156	14	2021	2021	NUM
ajst-31993	157	1	[	[	X
ajst-31993	157	2	10	10	NUM
ajst-31993	157	3	]	]	X
ajst-31993	157	4	g.	g.	PROPN
ajst-31993	157	5	saranya	saranya	PROPN
ajst-31993	157	6	and	and	CCONJ
ajst-31993	157	7	e.	e.	PROPN
ajst-31993	157	8	sasikala	sasikala	PROPN
ajst-31993	157	9	,	,	PUNCT
ajst-31993	157	10	"	"	PUNCT
ajst-31993	157	11	a	a	DET
ajst-31993	157	12	deep	deep	ADJ
ajst-31993	157	13	reinforcement	reinforcement	NOUN
ajst-31993	157	14	learning	learning	NOUN
ajst-31993	157	15	based	base	VERB
ajst-31993	157	16	policy	policy	NOUN
ajst-31993	157	17	gradient	gradient	NOUN
ajst-31993	157	18	for	for	ADP
ajst-31993	157	19	energy	energy	NOUN
ajst-31993	157	20	consumption	consumption	NOUN
ajst-31993	157	21	in	in	ADP
ajst-31993	157	22	edge	edge	NOUN
ajst-31993	157	23	computing	computing	NOUN
ajst-31993	157	24	,	,	PUNCT
ajst-31993	157	25	"	"	PUNCT
ajst-31993	157	26	2022	2022	NUM
ajst-31993	157	27	international	international	ADJ
ajst-31993	157	28	conference	conference	NOUN
ajst-31993	157	29	on	on	ADP
ajst-31993	157	30	computer	computer	NOUN
ajst-31993	157	31	,	,	PUNCT
ajst-31993	157	32	power	power	NOUN
ajst-31993	157	33	and	and	CCONJ
ajst-31993	157	34	communications	communication	NOUN
ajst-31993	157	35	(	(	PUNCT
ajst-31993	157	36	iccpc	iccpc	NOUN
ajst-31993	157	37	)	)	PUNCT
ajst-31993	157	38	,	,	PUNCT
ajst-31993	157	39	chennai	chennai	PROPN
ajst-31993	157	40	,	,	PUNCT
ajst-31993	157	41	india	india	PROPN
ajst-31993	157	42	,	,	PUNCT
ajst-31993	157	43	2022	2022	NUM
ajst-31993	157	44	,	,	PUNCT
ajst-31993	157	45	pp	pp	ADJ
ajst-31993	157	46	.	.	PUNCT
ajst-31993	158	1	71	71	NUM
ajst-31993	158	2	-	-	SYM
ajst-31993	158	3	76	76	NUM
ajst-31993	159	1	[	[	X
ajst-31993	159	2	11	11	NUM
ajst-31993	159	3	]	]	PUNCT
ajst-31993	159	4	j.	j.	PROPN
ajst-31993	159	5	song	song	PROPN
ajst-31993	159	6	,	,	PUNCT
ajst-31993	159	7	b.	b.	PROPN
ajst-31993	159	8	zhang	zhang	PROPN
ajst-31993	159	9	and	and	CCONJ
ajst-31993	159	10	j.	j.	PROPN
ajst-31993	159	11	lia	lia	PROPN
ajst-31993	159	12	,	,	PUNCT
ajst-31993	159	13	"	"	PUNCT
ajst-31993	159	14	deep	deep	ADJ
ajst-31993	159	15	reinforcement	reinforcement	NOUN
ajst-31993	159	16	learning	learning	NOUN
ajst-31993	159	17	empowered	empower	VERB
ajst-31993	159	18	particle	particle	NOUN
ajst-31993	159	19	swarm	swarm	NOUN
ajst-31993	159	20	optimization	optimization	NOUN
ajst-31993	159	21	for	for	ADP
ajst-31993	159	22	aerial	aerial	ADJ
ajst-31993	159	23	base	base	NOUN
ajst-31993	159	24	station	station	NOUN
ajst-31993	159	25	deployment	deployment	NOUN
ajst-31993	159	26	,	,	PUNCT
ajst-31993	159	27	"	"	PUNCT
ajst-31993	159	28	2023	2023	NUM
ajst-31993	159	29	ieee	ieee	NOUN
ajst-31993	159	30	applied	apply	VERB
ajst-31993	159	31	sensing	sense	VERB
ajst-31993	159	32	conference	conference	NOUN
ajst-31993	159	33	(	(	PUNCT
ajst-31993	159	34	apscon	apscon	NOUN
ajst-31993	159	35	)	)	PUNCT
ajst-31993	159	36	,	,	PUNCT
ajst-31993	159	37	bengaluru	bengaluru	PROPN
ajst-31993	159	38	,	,	PUNCT
ajst-31993	159	39	india	india	PROPN
ajst-31993	159	40	,	,	PUNCT
ajst-31993	159	41	2023	2023	NUM
ajst-31993	159	42	,	,	PUNCT
ajst-31993	159	43	pp	pp	ADJ
ajst-31993	159	44	.	.	PUNCT
ajst-31993	160	1	1	1	NUM
ajst-31993	160	2	-	-	SYM
ajst-31993	160	3	3	3	NUM
ajst-31993	160	4	[	[	X
ajst-31993	160	5	12	12	NUM
ajst-31993	160	6	]	]	PUNCT
ajst-31993	160	7	l.	l.	PROPN
ajst-31993	160	8	ma	ma	PROPN
ajst-31993	160	9	,	,	PUNCT
ajst-31993	160	10	x.	x.	PROPN
ajst-31993	160	11	zhang	zhang	PROPN
ajst-31993	160	12	,	,	PUNCT
ajst-31993	160	13	j.	j.	PROPN
ajst-31993	160	14	sun	sun	PROPN
ajst-31993	160	15	,	,	PUNCT
ajst-31993	160	16	w.	w.	PROPN
ajst-31993	160	17	zhang	zhang	PROPN
ajst-31993	160	18	and	and	CCONJ
ajst-31993	160	19	c.	c.	PROPN
ajst-31993	160	20	-x	-x	PROPN
ajst-31993	160	21	.	.	PUNCT
ajst-31993	160	22	wang	wang	PROPN
ajst-31993	160	23	,	,	PUNCT
ajst-31993	160	24	"	"	PUNCT
ajst-31993	160	25	joint	joint	ADJ
ajst-31993	160	26	optimization	optimization	NOUN
ajst-31993	160	27	of	of	ADP
ajst-31993	160	28	reconfigurable	reconfigurable	ADJ
ajst-31993	160	29	intelligent	intelligent	ADJ
ajst-31993	160	30	surfaces	surface	NOUN
ajst-31993	160	31	and	and	CCONJ
ajst-31993	160	32	base	base	NOUN
ajst-31993	160	33	station	station	NOUN
ajst-31993	160	34	beamforming	beamforme	VERB
ajst-31993	160	35	in	in	ADP
ajst-31993	160	36	miso	miso	NOUN
ajst-31993	160	37	system	system	NOUN
ajst-31993	160	38	based	base	VERB
ajst-31993	160	39	on	on	ADP
ajst-31993	160	40	deep	deep	ADJ
ajst-31993	160	41	reinforcement	reinforcement	NOUN
ajst-31993	160	42	learning	learning	NOUN
ajst-31993	160	43	,	,	PUNCT
ajst-31993	160	44	"	"	PUNCT
ajst-31993	160	45	2023	2023	NUM
ajst-31993	160	46	ieee	ieee	NOUN
ajst-31993	160	47	97th	97th	VERB
ajst-31993	160	48	vehicular	vehicular	ADJ
ajst-31993	160	49	technology	technology	NOUN
ajst-31993	160	50	conference	conference	NOUN
ajst-31993	160	51	(	(	PUNCT
ajst-31993	160	52	vtc2023	vtc2023	NOUN
ajst-31993	160	53	-	-	PUNCT
ajst-31993	160	54	spring	spring	NOUN
ajst-31993	160	55	)	)	PUNCT
ajst-31993	160	56	,	,	PUNCT
ajst-31993	160	57	florence	florence	NOUN
ajst-31993	160	58	,	,	PUNCT
ajst-31993	160	59	italy	italy	PROPN
ajst-31993	160	60	,	,	PUNCT
ajst-31993	160	61	2023	2023	NUM
ajst-31993	160	62	,	,	PUNCT
ajst-31993	160	63	pp	pp	ADJ
ajst-31993	160	64	.	.	PUNCT
ajst-31993	161	1	1	1	NUM
ajst-31993	161	2	-	-	SYM
ajst-31993	161	3	5	5	NUM
ajst-31993	161	4	[	[	SYM
ajst-31993	161	5	13	13	NUM
ajst-31993	161	6	]	]	SYM
ajst-31993	161	7	lee	lee	PROPN
ajst-31993	161	8	,	,	PUNCT
ajst-31993	161	9	h.	h.	PROPN
ajst-31993	161	10	,	,	PUNCT
ajst-31993	161	11	eom	eom	PROPN
ajst-31993	161	12	,	,	PUNCT
ajst-31993	161	13	c.	c.	PROPN
ajst-31993	161	14	,	,	PUNCT
ajst-31993	161	15	&	&	CCONJ
ajst-31993	161	16	lee	lee	PROPN
ajst-31993	161	17	,	,	PUNCT
ajst-31993	161	18	c.	c.	PROPN
ajst-31993	161	19	(	(	PUNCT
ajst-31993	161	20	2023	2023	NUM
ajst-31993	161	21	)	)	PUNCT
ajst-31993	161	22	.	.	PUNCT
ajst-31993	162	1	qos	qos	NOUN
ajst-31993	162	2	-	-	PUNCT
ajst-31993	162	3	aware	aware	ADJ
ajst-31993	162	4	uav	uav	PROPN
ajst-31993	162	5	-	-	PUNCT
ajst-31993	162	6	bs	bs	PROPN
ajst-31993	162	7	deployment	deployment	NOUN
ajst-31993	162	8	optimization	optimization	NOUN
ajst-31993	162	9	based	base	VERB
ajst-31993	162	10	on	on	ADP
ajst-31993	162	11	reinforcement	reinforcement	NOUN
ajst-31993	162	12	learning	learning	NOUN
ajst-31993	162	13	.	.	PUNCT
ajst-31993	163	1	2023	2023	NUM
ajst-31993	163	2	international	international	ADJ
ajst-31993	163	3	conference	conference	NOUN
ajst-31993	163	4	on	on	ADP
ajst-31993	163	5	electronics	electronic	NOUN
ajst-31993	163	6	,	,	PUNCT
ajst-31993	163	7	information	information	NOUN
ajst-31993	163	8	,	,	PUNCT
ajst-31993	163	9	and	and	CCONJ
ajst-31993	163	10	communication	communication	NOUN
ajst-31993	163	11	(	(	PUNCT
ajst-31993	163	12	iceic	iceic	NOUN
ajst-31993	163	13	)	)	PUNCT
ajst-31993	163	14	(	(	PUNCT
ajst-31993	163	15	pp	pp	X
ajst-31993	163	16	.	.	PUNCT
ajst-31993	164	1	1	1	NUM
ajst-31993	164	2	-	-	SYM
ajst-31993	164	3	4	4	NUM
ajst-31993	164	4	)	)	PUNCT
ajst-31993	164	5	.	.	PUNCT
ajst-31993	165	1	ieee	ieee	PROPN
ajst-31993	165	2	.	.	PUNCT