id	sid	tid	token	lemma	pos
ajst-20778	1	1	academic	academic	ADJ
ajst-20778	1	2	journal	journal	NOUN
ajst-20778	1	3	of	of	ADP
ajst-20778	1	4	science	science	NOUN
ajst-20778	1	5	and	and	CCONJ
ajst-20778	1	6	technology	technology	NOUN
ajst-20778	1	7	issn	issn	NOUN
ajst-20778	1	8	:	:	PUNCT
ajst-20778	1	9	2771	2771	NUM
ajst-20778	1	10	-	-	SYM
ajst-20778	1	11	3032	3032	NUM
ajst-20778	1	12	|	|	NOUN
ajst-20778	1	13	vol	vol	NOUN
ajst-20778	1	14	.	.	PROPN
ajst-20778	2	1	10	10	NUM
ajst-20778	2	2	,	,	PUNCT
ajst-20778	2	3	no	no	INTJ
ajst-20778	2	4	.	.	NOUN
ajst-20778	2	5	3	3	NUM
ajst-20778	2	6	,	,	PUNCT
ajst-20778	2	7	2024	2024	NUM
ajst-20778	2	8	46	46	NUM
ajst-20778	2	9	hierarchical	hierarchical	ADJ
ajst-20778	2	10	energy	energy	NOUN
ajst-20778	2	11	management	management	NOUN
ajst-20778	2	12	strategy	strategy	NOUN
ajst-20778	2	13	based	base	VERB
ajst-20778	2	14	on	on	ADP
ajst-20778	2	15	m‐	m‐	PROPN
ajst-20778	2	16	dqn	dqn	NOUN
ajst-20778	2	17	for	for	ADP
ajst-20778	2	18	fuel	fuel	NOUN
ajst-20778	2	19	cell	cell	NOUN
ajst-20778	2	20	hybrid	hybrid	ADJ
ajst-20778	2	21	electric	electric	ADJ
ajst-20778	2	22	vehicle	vehicle	PROPN
ajst-20778	2	23	pengfei	pengfei	PROPN
ajst-20778	2	24	xu	xu	PROPN
ajst-20778	2	25	,	,	PUNCT
ajst-20778	2	26	zhumu	zhumu	PROPN
ajst-20778	2	27	fu	fu	PROPN
ajst-20778	2	28	college	college	PROPN
ajst-20778	2	29	of	of	ADP
ajst-20778	2	30	information	information	NOUN
ajst-20778	2	31	engineering	engineering	PROPN
ajst-20778	2	32	,	,	PUNCT
ajst-20778	2	33	henan	henan	PROPN
ajst-20778	2	34	university	university	PROPN
ajst-20778	2	35	of	of	ADP
ajst-20778	2	36	science	science	NOUN
ajst-20778	2	37	and	and	CCONJ
ajst-20778	2	38	technology	technology	NOUN
ajst-20778	2	39	,	,	PUNCT
ajst-20778	2	40	luoyang	luoyang	PROPN
ajst-20778	2	41	,	,	PUNCT
ajst-20778	2	42	henan	henan	PROPN
ajst-20778	2	43	,	,	PUNCT
ajst-20778	2	44	china	china	PROPN
ajst-20778	2	45	abstract	abstract	NOUN
ajst-20778	2	46	:	:	PUNCT
ajst-20778	2	47	for	for	ADP
ajst-20778	2	48	fuel	fuel	NOUN
ajst-20778	2	49	cell	cell	NOUN
ajst-20778	2	50	hybrid	hybrid	ADJ
ajst-20778	2	51	electric	electric	ADJ
ajst-20778	2	52	vehicles	vehicle	NOUN
ajst-20778	2	53	equipped	equip	VERB
ajst-20778	2	54	with	with	ADP
ajst-20778	2	55	a	a	DET
ajst-20778	2	56	fuel	fuel	NOUN
ajst-20778	2	57	cell	cell	NOUN
ajst-20778	2	58	(	(	PUNCT
ajst-20778	2	59	fc	fc	INTJ
ajst-20778	2	60	)	)	PUNCT
ajst-20778	2	61	,	,	PUNCT
ajst-20778	2	62	battery	battery	NOUN
ajst-20778	2	63	(	(	PUNCT
ajst-20778	2	64	bat	bat	NOUN
ajst-20778	2	65	)	)	PUNCT
ajst-20778	2	66	,	,	PUNCT
ajst-20778	2	67	and	and	CCONJ
ajst-20778	2	68	supercapacitor	supercapacitor	NOUN
ajst-20778	2	69	(	(	PUNCT
ajst-20778	2	70	uc	uc	PROPN
ajst-20778	2	71	)	)	PUNCT
ajst-20778	2	72	,	,	PUNCT
ajst-20778	2	73	this	this	DET
ajst-20778	2	74	paper	paper	NOUN
ajst-20778	2	75	proposes	propose	VERB
ajst-20778	2	76	a	a	DET
ajst-20778	2	77	hierarchical	hierarchical	ADJ
ajst-20778	2	78	energy	energy	NOUN
ajst-20778	2	79	management	management	NOUN
ajst-20778	2	80	strategy	strategy	NOUN
ajst-20778	2	81	(	(	PUNCT
ajst-20778	2	82	ems	ems	PROPN
ajst-20778	2	83	)	)	PUNCT
ajst-20778	2	84	based	base	VERB
ajst-20778	2	85	on	on	ADP
ajst-20778	2	86	the	the	DET
ajst-20778	2	87	improved	improved	ADJ
ajst-20778	2	88	m	m	PROPN
ajst-20778	2	89	-	-	ADJ
ajst-20778	2	90	dqn	dqn	ADJ
ajst-20778	2	91	algorithm	algorithm	NOUN
ajst-20778	2	92	to	to	PART
ajst-20778	2	93	reduce	reduce	VERB
ajst-20778	2	94	hydrogen	hydrogen	NOUN
ajst-20778	2	95	consumption	consumption	NOUN
ajst-20778	2	96	,	,	PUNCT
ajst-20778	2	97	enhance	enhance	VERB
ajst-20778	2	98	the	the	DET
ajst-20778	2	99	efficiency	efficiency	NOUN
ajst-20778	2	100	of	of	ADP
ajst-20778	2	101	the	the	DET
ajst-20778	2	102	fc	fc	PROPN
ajst-20778	2	103	,	,	PUNCT
ajst-20778	2	104	and	and	CCONJ
ajst-20778	2	105	maintain	maintain	VERB
ajst-20778	2	106	the	the	DET
ajst-20778	2	107	state	state	NOUN
ajst-20778	2	108	of	of	ADP
ajst-20778	2	109	charge	charge	NOUN
ajst-20778	2	110	(	(	PUNCT
ajst-20778	2	111	soc	soc	NOUN
ajst-20778	2	112	)	)	PUNCT
ajst-20778	2	113	of	of	ADP
ajst-20778	2	114	the	the	DET
ajst-20778	2	115	bat	bat	NOUN
ajst-20778	2	116	.	.	PUNCT
ajst-20778	3	1	firstly	firstly	ADV
ajst-20778	3	2	,	,	PUNCT
ajst-20778	3	3	an	an	DET
ajst-20778	3	4	adaptive	adaptive	ADJ
ajst-20778	3	5	fuzzy	fuzzy	ADJ
ajst-20778	3	6	low	low	ADJ
ajst-20778	3	7	-	-	PUNCT
ajst-20778	3	8	pass	pass	NOUN
ajst-20778	3	9	filter	filter	NOUN
ajst-20778	3	10	is	be	AUX
ajst-20778	3	11	employed	employ	VERB
ajst-20778	3	12	to	to	PART
ajst-20778	3	13	achieve	achieve	VERB
ajst-20778	3	14	the	the	DET
ajst-20778	3	15	frequency	frequency	NOUN
ajst-20778	3	16	decoupling	decoupling	NOUN
ajst-20778	3	17	of	of	ADP
ajst-20778	3	18	power	power	NOUN
ajst-20778	3	19	demand	demand	NOUN
ajst-20778	3	20	,	,	PUNCT
ajst-20778	3	21	enabling	enable	VERB
ajst-20778	3	22	the	the	DET
ajst-20778	3	23	uc	uc	NOUN
ajst-20778	3	24	to	to	PART
ajst-20778	3	25	provide	provide	VERB
ajst-20778	3	26	/	/	SYM
ajst-20778	3	27	absorb	absorb	VERB
ajst-20778	3	28	the	the	DET
ajst-20778	3	29	peak	peak	NOUN
ajst-20778	3	30	power	power	NOUN
ajst-20778	3	31	demand	demand	NOUN
ajst-20778	3	32	.	.	PUNCT
ajst-20778	4	1	secondly	secondly	ADV
ajst-20778	4	2	,	,	PUNCT
ajst-20778	4	3	an	an	DET
ajst-20778	4	4	energy	energy	NOUN
ajst-20778	4	5	management	management	NOUN
ajst-20778	4	6	framework	framework	NOUN
ajst-20778	4	7	based	base	VERB
ajst-20778	4	8	on	on	ADP
ajst-20778	4	9	m	m	NOUN
ajst-20778	4	10	-	-	PUNCT
ajst-20778	4	11	dqn	dqn	PROPN
ajst-20778	4	12	is	be	AUX
ajst-20778	4	13	designed	design	VERB
ajst-20778	4	14	,	,	PUNCT
ajst-20778	4	15	and	and	CCONJ
ajst-20778	4	16	the	the	DET
ajst-20778	4	17	concept	concept	NOUN
ajst-20778	4	18	of	of	ADP
ajst-20778	4	19	an	an	DET
ajst-20778	4	20	equivalent	equivalent	ADJ
ajst-20778	4	21	consumption	consumption	NOUN
ajst-20778	4	22	minimization	minimization	NOUN
ajst-20778	4	23	strategy	strategy	NOUN
ajst-20778	4	24	is	be	AUX
ajst-20778	4	25	applied	apply	VERB
ajst-20778	4	26	to	to	PART
ajst-20778	4	27	construct	construct	VERB
ajst-20778	4	28	the	the	DET
ajst-20778	4	29	reward	reward	NOUN
ajst-20778	4	30	function	function	NOUN
ajst-20778	4	31	,	,	PUNCT
ajst-20778	4	32	which	which	PRON
ajst-20778	4	33	includes	include	VERB
ajst-20778	4	34	penalty	penalty	NOUN
ajst-20778	4	35	factors	factor	NOUN
ajst-20778	4	36	related	relate	VERB
ajst-20778	4	37	to	to	ADP
ajst-20778	4	38	the	the	DET
ajst-20778	4	39	efficiency	efficiency	NOUN
ajst-20778	4	40	of	of	ADP
ajst-20778	4	41	the	the	DET
ajst-20778	4	42	fc	fc	PROPN
ajst-20778	4	43	and	and	CCONJ
ajst-20778	4	44	soc	soc	NOUN
ajst-20778	4	45	deviation	deviation	NOUN
ajst-20778	4	46	of	of	ADP
ajst-20778	4	47	the	the	DET
ajst-20778	4	48	bat	bat	NOUN
ajst-20778	4	49	,	,	PUNCT
ajst-20778	4	50	aiming	aim	VERB
ajst-20778	4	51	at	at	ADP
ajst-20778	4	52	optimizing	optimize	VERB
ajst-20778	4	53	the	the	DET
ajst-20778	4	54	power	power	NOUN
ajst-20778	4	55	allocation	allocation	NOUN
ajst-20778	4	56	between	between	ADP
ajst-20778	4	57	the	the	DET
ajst-20778	4	58	fc	fc	PROPN
ajst-20778	4	59	and	and	CCONJ
ajst-20778	4	60	bat	bat	NOUN
ajst-20778	4	61	.	.	PUNCT
ajst-20778	5	1	simulations	simulation	NOUN
ajst-20778	5	2	and	and	CCONJ
ajst-20778	5	3	platform	platform	NOUN
ajst-20778	5	4	tests	test	NOUN
ajst-20778	5	5	were	be	AUX
ajst-20778	5	6	conducted	conduct	VERB
ajst-20778	5	7	under	under	ADP
ajst-20778	5	8	various	various	ADJ
ajst-20778	5	9	typical	typical	ADJ
ajst-20778	5	10	driving	drive	VERB
ajst-20778	5	11	cycles	cycle	NOUN
ajst-20778	5	12	.	.	PUNCT
ajst-20778	6	1	the	the	DET
ajst-20778	6	2	results	result	NOUN
ajst-20778	6	3	indicate	indicate	VERB
ajst-20778	6	4	that	that	SCONJ
ajst-20778	6	5	,	,	PUNCT
ajst-20778	6	6	compared	compare	VERB
ajst-20778	6	7	with	with	ADP
ajst-20778	6	8	the	the	DET
ajst-20778	6	9	traditional	traditional	ADJ
ajst-20778	6	10	m	m	PROPN
ajst-20778	6	11	-	-	PUNCT
ajst-20778	6	12	dqn	dqn	ADV
ajst-20778	6	13	-	-	PUNCT
ajst-20778	6	14	based	base	VERB
ajst-20778	6	15	ems	ems	PROPN
ajst-20778	6	16	,	,	PUNCT
ajst-20778	6	17	the	the	DET
ajst-20778	6	18	proposed	propose	VERB
ajst-20778	6	19	ems	ems	PROPN
ajst-20778	6	20	can	can	AUX
ajst-20778	6	21	significantly	significantly	ADV
ajst-20778	6	22	maintain	maintain	VERB
ajst-20778	6	23	the	the	DET
ajst-20778	6	24	soc	soc	NOUN
ajst-20778	6	25	of	of	ADP
ajst-20778	6	26	the	the	DET
ajst-20778	6	27	bat	bat	NOUN
ajst-20778	6	28	,	,	PUNCT
ajst-20778	6	29	improve	improve	VERB
ajst-20778	6	30	the	the	DET
ajst-20778	6	31	efficiency	efficiency	NOUN
ajst-20778	6	32	of	of	ADP
ajst-20778	6	33	the	the	DET
ajst-20778	6	34	fc	fc	PROPN
ajst-20778	6	35	,	,	PUNCT
ajst-20778	6	36	reduce	reduce	VERB
ajst-20778	6	37	hydrogen	hydrogen	NOUN
ajst-20778	6	38	consumption	consumption	NOUN
ajst-20778	6	39	,	,	PUNCT
ajst-20778	6	40	and	and	CCONJ
ajst-20778	6	41	even	even	ADV
ajst-20778	6	42	achieve	achieve	VERB
ajst-20778	6	43	an	an	DET
ajst-20778	6	44	average	average	ADJ
ajst-20778	6	45	improvement	improvement	NOUN
ajst-20778	6	46	of	of	ADP
ajst-20778	6	47	5.2	5.2	NUM
ajst-20778	6	48	%	%	NOUN
ajst-20778	6	49	in	in	ADP
ajst-20778	6	50	fuel	fuel	NOUN
ajst-20778	6	51	economy	economy	NOUN
ajst-20778	6	52	.	.	PUNCT
ajst-20778	7	1	keywords	keyword	NOUN
ajst-20778	7	2	:	:	PUNCT
ajst-20778	7	3	deep	deep	ADJ
ajst-20778	7	4	reinforcement	reinforcement	NOUN
ajst-20778	7	5	learning	learning	NOUN
ajst-20778	7	6	,	,	PUNCT
ajst-20778	7	7	fchev	fchev	NOUN
ajst-20778	7	8	,	,	PUNCT
ajst-20778	7	9	energy	energy	NOUN
ajst-20778	7	10	management	management	NOUN
ajst-20778	7	11	strategy	strategy	NOUN
ajst-20778	7	12	.	.	PUNCT
ajst-20778	8	1	1	1	X
ajst-20778	8	2	.	.	X
ajst-20778	8	3	introduction	introduction	NOUN
ajst-20778	8	4	relative	relative	ADJ
ajst-20778	8	5	to	to	ADP
ajst-20778	8	6	conventional	conventional	ADJ
ajst-20778	8	7	fuel	fuel	NOUN
ajst-20778	8	8	cell	cell	NOUN
ajst-20778	8	9	vehicles	vehicle	NOUN
ajst-20778	8	10	,	,	PUNCT
ajst-20778	8	11	fuel	fuel	NOUN
ajst-20778	8	12	cell	cell	NOUN
ajst-20778	8	13	hybrid	hybrid	ADJ
ajst-20778	8	14	electric	electric	ADJ
ajst-20778	8	15	vehicles	vehicle	NOUN
ajst-20778	8	16	(	(	PUNCT
ajst-20778	8	17	fchevs	fchevs	NOUN
ajst-20778	8	18	)	)	PUNCT
ajst-20778	8	19	that	that	PRON
ajst-20778	8	20	utilize	utilize	VERB
ajst-20778	8	21	a	a	DET
ajst-20778	8	22	combination	combination	NOUN
ajst-20778	8	23	of	of	ADP
ajst-20778	8	24	batteries	battery	NOUN
ajst-20778	8	25	(	(	PUNCT
ajst-20778	8	26	bat	bat	NOUN
ajst-20778	8	27	)	)	PUNCT
ajst-20778	8	28	and	and	CCONJ
ajst-20778	8	29	ultracapacitors	ultracapacitor	NOUN
ajst-20778	8	30	(	(	PUNCT
ajst-20778	8	31	uc	uc	PROPN
ajst-20778	8	32	)	)	PUNCT
ajst-20778	8	33	have	have	AUX
ajst-20778	8	34	shown	show	VERB
ajst-20778	8	35	enhanced	enhanced	ADJ
ajst-20778	8	36	capabilities	capability	NOUN
ajst-20778	8	37	in	in	ADP
ajst-20778	8	38	terms	term	NOUN
ajst-20778	8	39	of	of	ADP
ajst-20778	8	40	dynamic	dynamic	ADJ
ajst-20778	8	41	performance	performance	NOUN
ajst-20778	8	42	and	and	CCONJ
ajst-20778	8	43	fuel	fuel	NOUN
ajst-20778	8	44	cell	cell	NOUN
ajst-20778	8	45	(	(	PUNCT
ajst-20778	8	46	fc	fc	NOUN
ajst-20778	8	47	)	)	PUNCT
ajst-20778	8	48	efficiency	efficiency	NOUN
ajst-20778	8	49	,	,	PUNCT
ajst-20778	8	50	while	while	SCONJ
ajst-20778	8	51	also	also	ADV
ajst-20778	8	52	compensating	compensate	VERB
ajst-20778	8	53	for	for	ADP
ajst-20778	8	54	the	the	DET
ajst-20778	8	55	deficiencies	deficiency	NOUN
ajst-20778	8	56	in	in	ADP
ajst-20778	8	57	power	power	NOUN
ajst-20778	8	58	and	and	CCONJ
ajst-20778	8	59	fuel	fuel	NOUN
ajst-20778	8	60	economy	economy	NOUN
ajst-20778	8	61	inherent	inherent	ADJ
ajst-20778	8	62	to	to	ADP
ajst-20778	8	63	vehicles	vehicle	NOUN
ajst-20778	8	64	powered	power	VERB
ajst-20778	8	65	by	by	ADP
ajst-20778	8	66	a	a	DET
ajst-20778	8	67	single	single	ADJ
ajst-20778	8	68	energy	energy	NOUN
ajst-20778	8	69	source[1	source[1	NOUN
ajst-20778	8	70	-	-	PUNCT
ajst-20778	8	71	2	2	NUM
ajst-20778	8	72	]	]	PUNCT
ajst-20778	8	73	.	.	PUNCT
ajst-20778	9	1	selecting	select	VERB
ajst-20778	9	2	an	an	DET
ajst-20778	9	3	optimal	optimal	ADJ
ajst-20778	9	4	energy	energy	NOUN
ajst-20778	9	5	management	management	NOUN
ajst-20778	9	6	strategy	strategy	NOUN
ajst-20778	9	7	(	(	PUNCT
ajst-20778	9	8	ems	ems	PROPN
ajst-20778	9	9	)	)	PUNCT
ajst-20778	9	10	is	be	AUX
ajst-20778	9	11	critical	critical	ADJ
ajst-20778	9	12	to	to	PART
ajst-20778	9	13	effectively	effectively	ADV
ajst-20778	9	14	manage	manage	VERB
ajst-20778	9	15	the	the	DET
ajst-20778	9	16	distribution	distribution	NOUN
ajst-20778	9	17	of	of	ADP
ajst-20778	9	18	power	power	NOUN
ajst-20778	9	19	among	among	ADP
ajst-20778	9	20	the	the	DET
ajst-20778	9	21	different	different	ADJ
ajst-20778	9	22	energy	energy	NOUN
ajst-20778	9	23	systems	system	NOUN
ajst-20778	9	24	,	,	PUNCT
ajst-20778	9	25	thereby	thereby	ADV
ajst-20778	9	26	improving	improve	VERB
ajst-20778	9	27	the	the	DET
ajst-20778	9	28	vehicle	vehicle	NOUN
ajst-20778	9	29	's	's	PART
ajst-20778	9	30	fuel	fuel	NOUN
ajst-20778	9	31	efficiency	efficiency	NOUN
ajst-20778	9	32	and	and	CCONJ
ajst-20778	9	33	extending	extend	VERB
ajst-20778	9	34	the	the	DET
ajst-20778	9	35	operational	operational	ADJ
ajst-20778	9	36	life	life	NOUN
ajst-20778	9	37	of	of	ADP
ajst-20778	9	38	the	the	DET
ajst-20778	9	39	energy	energy	NOUN
ajst-20778	9	40	sources[3	sources[3	NOUN
ajst-20778	9	41	-	-	PUNCT
ajst-20778	9	42	4	4	NUM
ajst-20778	9	43	]	]	PUNCT
ajst-20778	9	44	.	.	PUNCT
ajst-20778	10	1	recent	recent	ADJ
ajst-20778	10	2	advancements	advancement	NOUN
ajst-20778	10	3	in	in	ADP
ajst-20778	10	4	reinforcement	reinforcement	NOUN
ajst-20778	10	5	learning	learning	NOUN
ajst-20778	10	6	(	(	PUNCT
ajst-20778	10	7	rl	rl	NOUN
ajst-20778	10	8	)	)	PUNCT
ajst-20778	10	9	are	be	AUX
ajst-20778	10	10	being	be	AUX
ajst-20778	10	11	applied	apply	VERB
ajst-20778	10	12	to	to	ADP
ajst-20778	10	13	ems	ems	PROPN
ajst-20778	10	14	for	for	SCONJ
ajst-20778	10	15	vehicles	vehicle	NOUN
ajst-20778	10	16	to	to	PART
ajst-20778	10	17	improve	improve	VERB
ajst-20778	10	18	fuel	fuel	NOUN
ajst-20778	10	19	efficiency	efficiency	NOUN
ajst-20778	10	20	.	.	PUNCT
ajst-20778	11	1	despite	despite	SCONJ
ajst-20778	11	2	its	its	PRON
ajst-20778	11	3	effectiveness	effectiveness	NOUN
ajst-20778	11	4	,	,	PUNCT
ajst-20778	11	5	the	the	DET
ajst-20778	11	6	conventional	conventional	ADJ
ajst-20778	11	7	q	q	NOUN
ajst-20778	11	8	-	-	PUNCT
ajst-20778	11	9	learning	learn	VERB
ajst-20778	11	10	approach	approach	NOUN
ajst-20778	11	11	faces	face	VERB
ajst-20778	11	12	challenges	challenge	NOUN
ajst-20778	11	13	with	with	ADP
ajst-20778	11	14	high	high	ADV
ajst-20778	11	15	-	-	PUNCT
ajst-20778	11	16	dimensional	dimensional	ADJ
ajst-20778	11	17	,	,	PUNCT
ajst-20778	11	18	continuous	continuous	ADJ
ajst-20778	11	19	state	state	NOUN
ajst-20778	11	20	-	-	PUNCT
ajst-20778	11	21	action	action	NOUN
ajst-20778	11	22	spaces	space	NOUN
ajst-20778	11	23	,	,	PUNCT
ajst-20778	11	24	known	know	VERB
ajst-20778	11	25	as	as	ADP
ajst-20778	11	26	the	the	DET
ajst-20778	11	27	“	"	PUNCT
ajst-20778	11	28	curse	curse	NOUN
ajst-20778	11	29	of	of	ADP
ajst-20778	11	30	dimensionality	dimensionality	NOUN
ajst-20778	11	31	”	"	PUNCT
ajst-20778	12	1	[	[	X
ajst-20778	12	2	59	59	NUM
ajst-20778	12	3	]	]	PUNCT
ajst-20778	12	4	.	.	PUNCT
ajst-20778	13	1	in	in	ADP
ajst-20778	13	2	this	this	DET
ajst-20778	13	3	paper	paper	NOUN
ajst-20778	13	4	,	,	PUNCT
ajst-20778	13	5	we	we	PRON
ajst-20778	13	6	introduce	introduce	VERB
ajst-20778	13	7	the	the	DET
ajst-20778	13	8	munchausen	munchausen	PROPN
ajst-20778	13	9	-	-	PUNCT
ajst-20778	13	10	dqn	dqn	PROPN
ajst-20778	13	11	(	(	PUNCT
ajst-20778	13	12	mdqn	mdqn	NOUN
ajst-20778	13	13	)	)	PUNCT
ajst-20778	13	14	for	for	ADP
ajst-20778	13	15	energy	energy	NOUN
ajst-20778	13	16	management	management	NOUN
ajst-20778	13	17	in	in	ADP
ajst-20778	13	18	fchev	fchev	PROPN
ajst-20778	13	19	,	,	PUNCT
ajst-20778	13	20	aimed	aim	VERB
ajst-20778	13	21	at	at	ADP
ajst-20778	13	22	reducing	reduce	VERB
ajst-20778	13	23	value	value	NOUN
ajst-20778	13	24	function	function	NOUN
ajst-20778	13	25	overestimation	overestimation	NOUN
ajst-20778	13	26	.	.	PUNCT
ajst-20778	14	1	a	a	DET
ajst-20778	14	2	fuzzy	fuzzy	ADV
ajst-20778	14	3	-	-	PUNCT
ajst-20778	14	4	controlled	control	VERB
ajst-20778	14	5	low	low	ADJ
ajst-20778	14	6	-	-	PUNCT
ajst-20778	14	7	pass	pass	NOUN
ajst-20778	14	8	filter	filter	NOUN
ajst-20778	14	9	segregates	segregate	VERB
ajst-20778	14	10	power	power	NOUN
ajst-20778	14	11	demand	demand	NOUN
ajst-20778	14	12	into	into	ADP
ajst-20778	14	13	frequency	frequency	NOUN
ajst-20778	14	14	bands	band	NOUN
ajst-20778	14	15	,	,	PUNCT
ajst-20778	14	16	with	with	ADP
ajst-20778	14	17	ultracapacitors	ultracapacitor	NOUN
ajst-20778	14	18	addressing	address	VERB
ajst-20778	14	19	the	the	DET
ajst-20778	14	20	high	high	ADJ
ajst-20778	14	21	-	-	PUNCT
ajst-20778	14	22	frequency	frequency	NOUN
ajst-20778	14	23	needs	need	NOUN
ajst-20778	14	24	.	.	PUNCT
ajst-20778	15	1	the	the	DET
ajst-20778	15	2	mdqn	mdqn	NOUN
ajst-20778	15	3	reward	reward	NOUN
ajst-20778	15	4	function	function	NOUN
ajst-20778	15	5	,	,	PUNCT
ajst-20778	15	6	inspired	inspire	VERB
ajst-20778	15	7	by	by	ADP
ajst-20778	15	8	the	the	DET
ajst-20778	15	9	equivalent	equivalent	ADJ
ajst-20778	15	10	consumption	consumption	NOUN
ajst-20778	15	11	minimum	minimum	NOUN
ajst-20778	15	12	strategy	strategy	NOUN
ajst-20778	15	13	(	(	PUNCT
ajst-20778	15	14	ecms	ecms	NOUN
ajst-20778	15	15	)	)	PUNCT
ajst-20778	15	16	,	,	PUNCT
ajst-20778	15	17	facilitates	facilitate	VERB
ajst-20778	15	18	effective	effective	ADJ
ajst-20778	15	19	power	power	NOUN
ajst-20778	15	20	distribution	distribution	NOUN
ajst-20778	15	21	between	between	ADP
ajst-20778	15	22	the	the	DET
ajst-20778	15	23	battery	battery	NOUN
ajst-20778	15	24	and	and	CCONJ
ajst-20778	15	25	fuel	fuel	NOUN
ajst-20778	15	26	cell	cell	NOUN
ajst-20778	15	27	.	.	PUNCT
ajst-20778	16	1	additionally	additionally	ADV
ajst-20778	16	2	,	,	PUNCT
ajst-20778	16	3	dynamic	dynamic	ADJ
ajst-20778	16	4	programming	programming	NOUN
ajst-20778	16	5	enhances	enhance	VERB
ajst-20778	16	6	m	m	NOUN
ajst-20778	16	7	-	-	PUNCT
ajst-20778	16	8	dqn	dqn	PROPN
ajst-20778	16	9	's	's	PART
ajst-20778	16	10	learning	learning	NOUN
ajst-20778	16	11	during	during	ADP
ajst-20778	16	12	offline	offline	ADJ
ajst-20778	16	13	training	training	NOUN
ajst-20778	16	14	.	.	PUNCT
ajst-20778	17	1	this	this	DET
ajst-20778	17	2	approach	approach	NOUN
ajst-20778	17	3	is	be	AUX
ajst-20778	17	4	validated	validate	VERB
ajst-20778	17	5	through	through	ADP
ajst-20778	17	6	simulation	simulation	NOUN
ajst-20778	17	7	and	and	CCONJ
ajst-20778	17	8	practical	practical	ADJ
ajst-20778	17	9	experimentation	experimentation	NOUN
ajst-20778	17	10	.	.	PUNCT
ajst-20778	18	1	2	2	X
ajst-20778	18	2	.	.	X
ajst-20778	18	3	energy	energy	NOUN
ajst-20778	18	4	management	management	NOUN
ajst-20778	18	5	system	system	NOUN
ajst-20778	18	6	figure	figure	NOUN
ajst-20778	18	7	1	1	NUM
ajst-20778	18	8	in	in	ADP
ajst-20778	18	9	this	this	DET
ajst-20778	18	10	paper	paper	NOUN
ajst-20778	18	11	outlines	outline	VERB
ajst-20778	18	12	the	the	DET
ajst-20778	18	13	fchev	fchev	NOUN
ajst-20778	18	14	's	's	PART
ajst-20778	18	15	topology	topology	NOUN
ajst-20778	18	16	,	,	PUNCT
ajst-20778	18	17	where	where	SCONJ
ajst-20778	18	18	the	the	DET
ajst-20778	18	19	fc	fc	PROPN
ajst-20778	18	20	serves	serve	VERB
ajst-20778	18	21	as	as	ADP
ajst-20778	18	22	the	the	DET
ajst-20778	18	23	primary	primary	ADJ
ajst-20778	18	24	power	power	NOUN
ajst-20778	18	25	source	source	NOUN
ajst-20778	18	26	,	,	PUNCT
ajst-20778	18	27	connected	connect	VERB
ajst-20778	18	28	to	to	ADP
ajst-20778	18	29	the	the	DET
ajst-20778	18	30	dc	dc	PROPN
ajst-20778	18	31	bus	bus	NOUN
ajst-20778	18	32	via	via	ADP
ajst-20778	18	33	a	a	DET
ajst-20778	18	34	unidirectional	unidirectional	ADJ
ajst-20778	18	35	dc	dc	PROPN
ajst-20778	18	36	/	/	SYM
ajst-20778	18	37	dc	dc	PROPN
ajst-20778	18	38	converter	converter	NOUN
ajst-20778	18	39	for	for	ADP
ajst-20778	18	40	stable	stable	ADJ
ajst-20778	18	41	power	power	NOUN
ajst-20778	18	42	output	output	NOUN
ajst-20778	18	43	.	.	PUNCT
ajst-20778	19	1	the	the	DET
ajst-20778	19	2	bat	bat	NOUN
ajst-20778	19	3	and	and	CCONJ
ajst-20778	19	4	uc	uc	PROPN
ajst-20778	19	5	,	,	PUNCT
ajst-20778	19	6	as	as	ADP
ajst-20778	19	7	secondary	secondary	ADJ
ajst-20778	19	8	storage	storage	NOUN
ajst-20778	19	9	units	unit	NOUN
ajst-20778	19	10	,	,	PUNCT
ajst-20778	19	11	are	be	AUX
ajst-20778	19	12	linked	link	VERB
ajst-20778	19	13	through	through	ADP
ajst-20778	19	14	bidirectional	bidirectional	ADJ
ajst-20778	19	15	converters	converter	NOUN
ajst-20778	19	16	for	for	ADP
ajst-20778	19	17	fc	fc	PROPN
ajst-20778	19	18	protection	protection	NOUN
ajst-20778	19	19	,	,	PUNCT
ajst-20778	19	20	braking	brake	VERB
ajst-20778	19	21	energy	energy	NOUN
ajst-20778	19	22	recuperation	recuperation	NOUN
ajst-20778	19	23	,	,	PUNCT
ajst-20778	19	24	and	and	CCONJ
ajst-20778	19	25	transient	transient	ADJ
ajst-20778	19	26	power	power	NOUN
ajst-20778	19	27	compensation	compensation	NOUN
ajst-20778	19	28	,	,	PUNCT
ajst-20778	19	29	enhancing	enhance	VERB
ajst-20778	19	30	the	the	DET
ajst-20778	19	31	vehicle	vehicle	NOUN
ajst-20778	19	32	's	's	PART
ajst-20778	19	33	power	power	NOUN
ajst-20778	19	34	efficiency	efficiency	NOUN
ajst-20778	19	35	and	and	CCONJ
ajst-20778	19	36	economy	economy	NOUN
ajst-20778	19	37	.	.	PUNCT
ajst-20778	20	1	figure	figure	NOUN
ajst-20778	20	2	1	1	NUM
ajst-20778	20	3	.	.	PUNCT
ajst-20778	21	1	the	the	DET
ajst-20778	21	2	topology	topology	NOUN
ajst-20778	21	3	of	of	ADP
ajst-20778	21	4	three	three	NUM
ajst-20778	21	5	-	-	PUNCT
ajst-20778	21	6	energy	energy	NOUN
ajst-20778	21	7	-	-	PUNCT
ajst-20778	21	8	source	source	NOUN
ajst-20778	21	9	hybrid	hybrid	ADJ
ajst-20778	21	10	electric	electric	ADJ
ajst-20778	21	11	vehicle	vehicle	NOUN
ajst-20778	21	12	47	47	NUM
ajst-20778	21	13	3	3	NUM
ajst-20778	21	14	.	.	PUNCT
ajst-20778	21	15	hierarchical	hierarchical	ADJ
ajst-20778	21	16	energy	energy	NOUN
ajst-20778	21	17	management	management	NOUN
ajst-20778	21	18	strategy	strategy	NOUN
ajst-20778	21	19	based	base	VERB
ajst-20778	21	20	on	on	ADP
ajst-20778	21	21	m	m	PROPN
ajst-20778	21	22	-	-	ADJ
ajst-20778	21	23	dqn	dqn	ADJ
ajst-20778	21	24	taking	take	VERB
ajst-20778	21	25	into	into	ADP
ajst-20778	21	26	account	account	NOUN
ajst-20778	21	27	the	the	DET
ajst-20778	21	28	distinct	distinct	ADJ
ajst-20778	21	29	characteristics	characteristic	NOUN
ajst-20778	21	30	of	of	ADP
ajst-20778	21	31	each	each	DET
ajst-20778	21	32	energy	energy	NOUN
ajst-20778	21	33	source	source	NOUN
ajst-20778	21	34	,	,	PUNCT
ajst-20778	21	35	a	a	DET
ajst-20778	21	36	hierarchical	hierarchical	ADJ
ajst-20778	21	37	energy	energy	NOUN
ajst-20778	21	38	management	management	NOUN
ajst-20778	21	39	approach	approach	NOUN
ajst-20778	21	40	utilizing	utilize	VERB
ajst-20778	21	41	munchausen	munchausen	PROPN
ajst-20778	21	42	-	-	PUNCT
ajst-20778	21	43	dqn	dqn	PROPN
ajst-20778	21	44	is	be	AUX
ajst-20778	21	45	developed	develop	VERB
ajst-20778	21	46	.	.	PUNCT
ajst-20778	22	1	an	an	DET
ajst-20778	22	2	adaptive	adaptive	ADJ
ajst-20778	22	3	fuzzy	fuzzy	ADJ
ajst-20778	22	4	filter	filter	NOUN
ajst-20778	22	5	first	first	ADV
ajst-20778	22	6	directs	direct	VERB
ajst-20778	22	7	high	high	ADJ
ajst-20778	22	8	-	-	PUNCT
ajst-20778	22	9	frequency	frequency	NOUN
ajst-20778	22	10	power	power	NOUN
ajst-20778	22	11	demands	demand	NOUN
ajst-20778	22	12	to	to	ADP
ajst-20778	22	13	the	the	DET
ajst-20778	22	14	uc	uc	PROPN
ajst-20778	22	15	.	.	PROPN
ajst-20778	22	16	subsequently	subsequently	ADV
ajst-20778	22	17	,	,	PUNCT
ajst-20778	22	18	a	a	DET
ajst-20778	22	19	framework	framework	NOUN
ajst-20778	22	20	for	for	ADP
ajst-20778	22	21	energy	energy	NOUN
ajst-20778	22	22	management	management	NOUN
ajst-20778	22	23	rooted	root	VERB
ajst-20778	22	24	in	in	ADP
ajst-20778	22	25	munchausen	munchausen	PROPN
ajst-20778	22	26	-	-	PUNCT
ajst-20778	22	27	dqn	dqn	PROPN
ajst-20778	22	28	is	be	AUX
ajst-20778	22	29	formulated	formulate	VERB
ajst-20778	22	30	.	.	PUNCT
ajst-20778	23	1	dynamic	dynamic	ADJ
ajst-20778	23	2	programming	programming	NOUN
ajst-20778	23	3	aids	aid	NOUN
ajst-20778	23	4	in	in	ADP
ajst-20778	23	5	offline	offline	ADJ
ajst-20778	23	6	network	network	NOUN
ajst-20778	23	7	training	training	NOUN
ajst-20778	23	8	,	,	PUNCT
ajst-20778	23	9	enabling	enable	VERB
ajst-20778	23	10	the	the	DET
ajst-20778	23	11	acquisition	acquisition	NOUN
ajst-20778	23	12	of	of	ADP
ajst-20778	23	13	an	an	DET
ajst-20778	23	14	ongoing	ongoing	ADJ
ajst-20778	23	15	optimal	optimal	ADJ
ajst-20778	23	16	strategy	strategy	NOUN
ajst-20778	23	17	for	for	ADP
ajst-20778	23	18	power	power	NOUN
ajst-20778	23	19	distribution	distribution	NOUN
ajst-20778	23	20	between	between	ADP
ajst-20778	23	21	the	the	DET
ajst-20778	23	22	fc	fc	PROPN
ajst-20778	23	23	and	and	CCONJ
ajst-20778	23	24	bat	bat	NOUN
ajst-20778	23	25	.	.	PUNCT
ajst-20778	24	1	3.1	3.1	NUM
ajst-20778	24	2	.	.	PUNCT
ajst-20778	24	3	fuzzy	fuzzy	NOUN
ajst-20778	24	4	-	-	PUNCT
ajst-20778	24	5	based	base	VERB
ajst-20778	24	6	adaptive	adaptive	ADJ
ajst-20778	24	7	filter	filter	NOUN
ajst-20778	24	8	the	the	DET
ajst-20778	24	9	peak	peak	NOUN
ajst-20778	24	10	power	power	NOUN
ajst-20778	24	11	demands	demand	NOUN
ajst-20778	24	12	within	within	ADP
ajst-20778	24	13	driving	drive	VERB
ajst-20778	24	14	cycles	cycle	NOUN
ajst-20778	24	15	can	can	AUX
ajst-20778	24	16	lead	lead	VERB
ajst-20778	24	17	to	to	ADP
ajst-20778	24	18	irreversible	irreversible	ADJ
ajst-20778	24	19	harm	harm	NOUN
ajst-20778	24	20	to	to	ADP
ajst-20778	24	21	the	the	DET
ajst-20778	24	22	fc	fc	PROPN
ajst-20778	24	23	and	and	CCONJ
ajst-20778	24	24	bat	bat	VERB
ajst-20778	24	25	.	.	PUNCT
ajst-20778	25	1	to	to	PART
ajst-20778	25	2	safeguard	safeguard	VERB
ajst-20778	25	3	these	these	DET
ajst-20778	25	4	components	component	NOUN
ajst-20778	25	5	from	from	ADP
ajst-20778	25	6	peak	peak	NOUN
ajst-20778	25	7	power	power	NOUN
ajst-20778	25	8	impacts	impact	NOUN
ajst-20778	25	9	,	,	PUNCT
ajst-20778	25	10	an	an	DET
ajst-20778	25	11	adaptive	adaptive	ADJ
ajst-20778	25	12	low	low	ADJ
ajst-20778	25	13	-	-	PUNCT
ajst-20778	25	14	pass	pass	NOUN
ajst-20778	25	15	fuzzy	fuzzy	ADJ
ajst-20778	25	16	filter	filter	NOUN
ajst-20778	25	17	is	be	AUX
ajst-20778	25	18	employed	employ	VERB
ajst-20778	25	19	to	to	PART
ajst-20778	25	20	isolate	isolate	VERB
ajst-20778	25	21	the	the	DET
ajst-20778	25	22	high	high	ADJ
ajst-20778	25	23	-	-	PUNCT
ajst-20778	25	24	frequency	frequency	NOUN
ajst-20778	25	25	power	power	NOUN
ajst-20778	25	26	needs	need	NOUN
ajst-20778	25	27	,	,	PUNCT
ajst-20778	25	28	which	which	PRON
ajst-20778	25	29	the	the	DET
ajst-20778	25	30	uc	uc	PROPN
ajst-20778	25	31	is	be	AUX
ajst-20778	25	32	capable	capable	ADJ
ajst-20778	25	33	of	of	ADP
ajst-20778	25	34	managing	manage	VERB
ajst-20778	25	35	.	.	PUNCT
ajst-20778	26	1	this	this	DET
ajst-20778	26	2	approach	approach	NOUN
ajst-20778	26	3	involves	involve	VERB
ajst-20778	26	4	using	use	VERB
ajst-20778	26	5	the	the	DET
ajst-20778	26	6	adaptive	adaptive	ADJ
ajst-20778	26	7	low	low	ADJ
ajst-20778	26	8	-	-	PUNCT
ajst-20778	26	9	pass	pass	NOUN
ajst-20778	26	10	fuzzy	fuzzy	ADJ
ajst-20778	26	11	filter	filter	NOUN
ajst-20778	26	12	to	to	PART
ajst-20778	26	13	effectively	effectively	ADV
ajst-20778	26	14	mitigate	mitigate	VERB
ajst-20778	26	15	high	high	ADJ
ajst-20778	26	16	-	-	PUNCT
ajst-20778	26	17	frequency	frequency	NOUN
ajst-20778	26	18	power	power	NOUN
ajst-20778	26	19	demands	demand	NOUN
ajst-20778	26	20	.	.	PUNCT
ajst-20778	27	1	he	he	PRON
ajst-20778	27	2	adaptive	adaptive	ADJ
ajst-20778	27	3	lowpass	lowpas	VERB
ajst-20778	27	4	fuzzy	fuzzy	ADJ
ajst-20778	27	5	filter	filter	NOUN
ajst-20778	27	6	can	can	AUX
ajst-20778	27	7	be	be	AUX
ajst-20778	27	8	expressed	express	VERB
ajst-20778	27	9	as	as	ADP
ajst-20778	27	10	:	:	PUNCT
ajst-20778	27	11	1	1	NUM
ajst-20778	27	12	g	g	NOUN
ajst-20778	27	13	(	(	PUNCT
ajst-20778	27	14	)	)	PUNCT
ajst-20778	27	15	1	1	NUM
ajst-20778	27	16	1	1	NUM
ajst-20778	27	17	f	f	NOUN
ajst-20778	27	18	s	s	PROPN
ajst-20778	27	19	s	s	X
ajst-20778	27	20			NOUN
ajst-20778	27	21			ADJ
ajst-20778	27	22			NOUN
ajst-20778	27	23	(	(	PUNCT
ajst-20778	27	24	1	1	NUM
ajst-20778	27	25	)	)	PUNCT
ajst-20778	27	26	where	where	SCONJ
ajst-20778	27	27	f	f	NUM
ajst-20778	27	28	means	mean	VERB
ajst-20778	27	29	the	the	DET
ajst-20778	27	30	regulating	regulate	VERB
ajst-20778	27	31	frequency	frequency	NOUN
ajst-20778	27	32	,	,	PUNCT
ajst-20778	27	33	calculated	calculate	VERB
ajst-20778	27	34	by	by	ADP
ajst-20778	27	35	a	a	DET
ajst-20778	27	36	fuzzy	fuzzy	ADJ
ajst-20778	27	37	inference	inference	NOUN
ajst-20778	27	38	system	system	NOUN
ajst-20778	27	39	(	(	PUNCT
ajst-20778	27	40	fis	fis	PROPN
ajst-20778	27	41	)	)	PUNCT
ajst-20778	27	42	according	accord	VERB
ajst-20778	27	43	to	to	ADP
ajst-20778	27	44	demandp	demandp	PROPN
ajst-20778	27	45	,	,	PUNCT
ajst-20778	27	46	ucsoc	ucsoc	NOUN
ajst-20778	27	47	and	and	CCONJ
ajst-20778	27	48	batsoc	batsoc	NOUN
ajst-20778	27	49	.	.	PUNCT
ajst-20778	28	1	3.2	3.2	NUM
ajst-20778	28	2	.	.	PUNCT
ajst-20778	28	3	energy	energy	NOUN
ajst-20778	28	4	management	management	NOUN
ajst-20778	28	5	strategy	strategy	NOUN
ajst-20778	28	6	based	base	VERB
ajst-20778	28	7	on	on	ADP
ajst-20778	28	8	the	the	DET
ajst-20778	28	9	m	m	NOUN
ajst-20778	28	10	-	-	ADJ
ajst-20778	28	11	dqn	dqn	VERB
ajst-20778	28	12	the	the	DET
ajst-20778	28	13	primary	primary	ADJ
ajst-20778	28	14	objective	objective	NOUN
ajst-20778	28	15	of	of	ADP
ajst-20778	28	16	this	this	DET
ajst-20778	28	17	paper	paper	NOUN
ajst-20778	28	18	is	be	AUX
ajst-20778	28	19	to	to	PART
ajst-20778	28	20	identify	identify	VERB
ajst-20778	28	21	an	an	DET
ajst-20778	28	22	optimal	optimal	ADJ
ajst-20778	28	23	energy	energy	NOUN
ajst-20778	28	24	management	management	NOUN
ajst-20778	28	25	strategy	strategy	NOUN
ajst-20778	28	26	that	that	PRON
ajst-20778	28	27	minimizes	minimize	VERB
ajst-20778	28	28	fuel	fuel	NOUN
ajst-20778	28	29	consumption	consumption	NOUN
ajst-20778	28	30	,	,	PUNCT
ajst-20778	28	31	enhances	enhance	VERB
ajst-20778	28	32	the	the	DET
ajst-20778	28	33	efficiency	efficiency	NOUN
ajst-20778	28	34	of	of	ADP
ajst-20778	28	35	fc	fc	PROPN
ajst-20778	28	36	,	,	PUNCT
ajst-20778	28	37	and	and	CCONJ
ajst-20778	28	38	preserves	preserve	VERB
ajst-20778	28	39	the	the	DET
ajst-20778	28	40	soc	soc	NOUN
ajst-20778	28	41	of	of	ADP
ajst-20778	28	42	the	the	DET
ajst-20778	28	43	bat	bat	NOUN
ajst-20778	28	44	,	,	PUNCT
ajst-20778	28	45	framing	frame	VERB
ajst-20778	28	46	vehicle	vehicle	NOUN
ajst-20778	28	47	energy	energy	NOUN
ajst-20778	28	48	management	management	NOUN
ajst-20778	28	49	as	as	ADP
ajst-20778	28	50	a	a	DET
ajst-20778	28	51	multi	multi	ADJ
ajst-20778	28	52	-	-	ADJ
ajst-20778	28	53	objective	objective	ADJ
ajst-20778	28	54	optimization	optimization	NOUN
ajst-20778	28	55	challenge	challenge	NOUN
ajst-20778	28	56	.	.	PUNCT
ajst-20778	29	1	to	to	PART
ajst-20778	29	2	circumvent	circumvent	VERB
ajst-20778	29	3	the	the	DET
ajst-20778	29	4	extensive	extensive	ADJ
ajst-20778	29	5	computational	computational	ADJ
ajst-20778	29	6	demands	demand	NOUN
ajst-20778	29	7	typically	typically	ADV
ajst-20778	29	8	associated	associate	VERB
ajst-20778	29	9	with	with	ADP
ajst-20778	29	10	solving	solve	VERB
ajst-20778	29	11	such	such	ADJ
ajst-20778	29	12	problems	problem	NOUN
ajst-20778	29	13	,	,	PUNCT
ajst-20778	29	14	we	we	PRON
ajst-20778	29	15	employ	employ	VERB
ajst-20778	29	16	the	the	DET
ajst-20778	29	17	concept	concept	NOUN
ajst-20778	29	18	of	of	ADP
ajst-20778	29	19	the	the	DET
ajst-20778	29	20	ecms	ecms	NOUN
ajst-20778	29	21	for	for	ADP
ajst-20778	29	22	the	the	DET
ajst-20778	29	23	formulation	formulation	NOUN
ajst-20778	29	24	of	of	ADP
ajst-20778	29	25	the	the	DET
ajst-20778	29	26	reward	reward	NOUN
ajst-20778	29	27	function	function	NOUN
ajst-20778	29	28	,	,	PUNCT
ajst-20778	29	29	which	which	PRON
ajst-20778	29	30	can	can	AUX
ajst-20778	29	31	be	be	AUX
ajst-20778	29	32	expressed	express	VERB
ajst-20778	29	33	as	as	SCONJ
ajst-20778	29	34	follows	follow	VERB
ajst-20778	29	35	:	:	PUNCT
ajst-20778	29	36	.	.	PUNCT
ajst-20778	29	37	.	.	PUNCT
ajst-20778	29	38	.	.	PUNCT
ajst-20778	30	1	min	min	NOUN
ajst-20778	30	2	(	(	PUNCT
ajst-20778	30	3	)	)	PUNCT
ajst-20778	30	4	(	(	PUNCT
ajst-20778	30	5	)	)	PUNCT
ajst-20778	30	6	(	(	PUNCT
ajst-20778	30	7	)	)	PUNCT
ajst-20778	30	8	(	(	PUNCT
ajst-20778	30	9	)	)	PUNCT
ajst-20778	30	10	(	(	PUNCT
ajst-20778	30	11	)	)	PUNCT
ajst-20778	30	12	(	(	PUNCT
ajst-20778	30	13	)	)	PUNCT
ajst-20778	30	14	min	min	NOUN
ajst-20778	30	15	0	0	PUNCT
ajst-20778	30	16	(	(	PUNCT
ajst-20778	30	17	)	)	PUNCT
ajst-20778	30	18	total	total	ADJ
ajst-20778	30	19	fc	fc	PROPN
ajst-20778	30	20	fc	fc	PROPN
ajst-20778	30	21	bat	bat	NOUN
ajst-20778	30	22	bat	bat	NOUN
ajst-20778	30	23	uc	uc	NOUN
ajst-20778	30	24	uc	uc	INTJ
ajst-20778	30	25	bat	bat	NOUN
ajst-20778	30	26	bat	bat	NOUN
ajst-20778	30	27	ref	ref	NOUN
ajst-20778	30	28	bat	bat	NOUN
ajst-20778	30	29	bat	bat	NOUN
ajst-20778	30	30	ref	ref	NOUN
ajst-20778	30	31	bat	bat	NOUN
ajst-20778	30	32	bat	bat	NOUN
ajst-20778	30	33	bat	bat	NOUN
ajst-20778	30	34	ref	ref	NOUN
ajst-20778	31	1	h	h	PROPN
ajst-20778	31	2	t	t	PROPN
ajst-20778	31	3	h	h	NOUN
ajst-20778	31	4	t	t	PROPN
ajst-20778	31	5	h	h	NOUN
ajst-20778	32	1	t	t	PROPN
ajst-20778	32	2	h	h	PROPN
ajst-20778	32	3	t	t	PROPN
ajst-20778	32	4	soc	soc	PROPN
ajst-20778	32	5	t	t	PROPN
ajst-20778	32	6	soc	soc	PROPN
ajst-20778	32	7	soc	soc	PROPN
ajst-20778	32	8	t	t	PROPN
ajst-20778	32	9	soc	soc	PROPN
ajst-20778	32	10	soc	soc	PROPN
ajst-20778	32	11	soc	soc	PROPN
ajst-20778	32	12	t	t	PROPN
ajst-20778	32	13	soc	soc	PROPN
ajst-20778	32	14			PROPN
ajst-20778	32	15			ADV
ajst-20778	32	16			PUNCT
ajst-20778	32	17			PROPN
ajst-20778	32	18			NOUN
ajst-20778	32	19			X
ajst-20778	32	20			NOUN
ajst-20778	32	21			PROPN
ajst-20778	32	22			PROPN
ajst-20778	32	23			ADJ
ajst-20778	32	24			ADJ
ajst-20778	32	25			X
ajst-20778	32	26	(	(	PUNCT
ajst-20778	32	27	2	2	NUM
ajst-20778	32	28	)	)	PUNCT
ajst-20778	32	29	where	where	SCONJ
ajst-20778	32	30	(	(	PUNCT
ajst-20778	32	31	)	)	PUNCT
ajst-20778	32	32	totalh	totalh	PROPN
ajst-20778	32	33	t	t	PROPN
ajst-20778	32	34	means	mean	VERB
ajst-20778	32	35	the	the	DET
ajst-20778	32	36	total	total	ADJ
ajst-20778	32	37	equivalent	equivalent	ADJ
ajst-20778	32	38	hydrogen	hydrogen	NOUN
ajst-20778	32	39	consumption	consumption	NOUN
ajst-20778	32	40	,	,	PUNCT
ajst-20778	32	41	(	(	PUNCT
ajst-20778	32	42	)	)	PUNCT
ajst-20778	32	43	fch	fch	PROPN
ajst-20778	32	44	t	t	PROPN
ajst-20778	32	45	is	be	AUX
ajst-20778	32	46	the	the	DET
ajst-20778	32	47	hydrogen	hydrogen	NOUN
ajst-20778	32	48	consumption	consumption	NOUN
ajst-20778	32	49	of	of	ADP
ajst-20778	32	50	the	the	DET
ajst-20778	32	51	fc	fc	PROPN
ajst-20778	32	52	,	,	PUNCT
ajst-20778	32	53	and	and	CCONJ
ajst-20778	32	54	(	(	PUNCT
ajst-20778	32	55	)	)	PUNCT
ajst-20778	32	56	bath	bath	NOUN
ajst-20778	32	57	t	t	NOUN
ajst-20778	32	58	and	and	CCONJ
ajst-20778	32	59	(	(	PUNCT
ajst-20778	32	60	)	)	PUNCT
ajst-20778	32	61	uch	uch	NOUN
ajst-20778	32	62	t	t	NOUN
ajst-20778	32	63	mean	mean	VERB
ajst-20778	32	64	the	the	DET
ajst-20778	32	65	equivalent	equivalent	ADJ
ajst-20778	32	66	hydrogen	hydrogen	NOUN
ajst-20778	32	67	consumption	consumption	NOUN
ajst-20778	32	68	of	of	ADP
ajst-20778	32	69	bat	bat	NOUN
ajst-20778	32	70	and	and	CCONJ
ajst-20778	32	71	uc	uc	PROPN
ajst-20778	32	72	,	,	PUNCT
ajst-20778	32	73	respectively	respectively	ADV
ajst-20778	32	74	,	,	PUNCT
ajst-20778	32	75	(	(	PUNCT
ajst-20778	32	76	)	)	PUNCT
ajst-20778	32	77	fch	fch	PROPN
ajst-20778	32	78	t	t	PROPN
ajst-20778	32	79	and	and	CCONJ
ajst-20778	32	80	(	(	PUNCT
ajst-20778	32	81	)	)	PUNCT
ajst-20778	32	82	uch	uch	PROPN
ajst-20778	32	83	t	t	PROPN
ajst-20778	32	84	are	be	AUX
ajst-20778	32	85	presented	present	VERB
ajst-20778	32	86	in	in	ADP
ajst-20778	32	87	[	[	X
ajst-20778	32	88	21	21	NUM
ajst-20778	32	89	]	]	PUNCT
ajst-20778	32	90	.	.	PUNCT
ajst-20778	33	1	since	since	SCONJ
ajst-20778	33	2	the	the	DET
ajst-20778	33	3	goal	goal	NOUN
ajst-20778	33	4	of	of	ADP
ajst-20778	33	5	m	m	PROPN
ajst-20778	33	6	-	-	PUNCT
ajst-20778	33	7	dqn	dqn	ADV
ajst-20778	33	8	-	-	PUNCT
ajst-20778	33	9	based	base	VERB
ajst-20778	33	10	drl	drl	PROPN
ajst-20778	33	11	is	be	AUX
ajst-20778	33	12	to	to	PART
ajst-20778	33	13	maximize	maximize	VERB
ajst-20778	33	14	the	the	DET
ajst-20778	33	15	cumulative	cumulative	ADJ
ajst-20778	33	16	reward	reward	NOUN
ajst-20778	33	17	,	,	PUNCT
ajst-20778	33	18	the	the	DET
ajst-20778	33	19	negative	negative	ADJ
ajst-20778	33	20	value	value	NOUN
ajst-20778	33	21	with	with	ADP
ajst-20778	33	22	(	(	PUNCT
ajst-20778	33	23	)	)	PUNCT
ajst-20778	33	24	totalh	totalh	PROPN
ajst-20778	33	25	t	t	PROPN
ajst-20778	33	26	and	and	CCONJ
ajst-20778	33	27	soc	soc	PROPN
ajst-20778	33	28	is	be	AUX
ajst-20778	33	29	taken	take	VERB
ajst-20778	33	30	as	as	ADP
ajst-20778	33	31	the	the	DET
ajst-20778	33	32	reward	reward	NOUN
ajst-20778	33	33	,	,	PUNCT
ajst-20778	33	34	which	which	PRON
ajst-20778	33	35	is	be	AUX
ajst-20778	33	36	expressed	express	VERB
ajst-20778	33	37	as	as	SCONJ
ajst-20778	33	38	follows	follow	VERB
ajst-20778	33	39	:	:	PUNCT
ajst-20778	33	40	2	2	NUM
ajst-20778	33	41	[	[	PUNCT
ajst-20778	33	42	(	(	PUNCT
ajst-20778	33	43	)	)	PUNCT
ajst-20778	33	44	(	(	PUNCT
ajst-20778	33	45	)	)	PUNCT
ajst-20778	33	46	]	]	PUNCT
ajst-20778	33	47	totalr	totalr	PROPN
ajst-20778	33	48	h	h	PROPN
ajst-20778	33	49	t	t	PROPN
ajst-20778	33	50	soc	soc	ADV
ajst-20778	33	51			VERB
ajst-20778	33	52			PUNCT
ajst-20778	33	53			PUNCT
ajst-20778	33	54	(	(	PUNCT
ajst-20778	33	55	3	3	X
ajst-20778	33	56	)	)	PUNCT
ajst-20778	33	57	where	where	SCONJ
ajst-20778	33	58			NOUN
ajst-20778	33	59	is	be	AUX
ajst-20778	33	60	the	the	DET
ajst-20778	33	61	penalty	penalty	NOUN
ajst-20778	33	62	factor	factor	NOUN
ajst-20778	33	63	to	to	PART
ajst-20778	33	64	ensure	ensure	VERB
ajst-20778	33	65	that	that	SCONJ
ajst-20778	33	66	the	the	DET
ajst-20778	33	67	value	value	NOUN
ajst-20778	33	68	of	of	ADP
ajst-20778	33	69	δ	δ	PROPN
ajst-20778	33	70	batsoc	batsoc	NOUN
ajst-20778	33	71	is	be	AUX
ajst-20778	33	72	as	as	ADV
ajst-20778	33	73	small	small	ADJ
ajst-20778	33	74	as	as	ADP
ajst-20778	33	75	possible	possible	ADJ
ajst-20778	33	76	.	.	PUNCT
ajst-20778	34	1	m	m	NOUN
ajst-20778	34	2	-	-	PUNCT
ajst-20778	34	3	dqn	dqn	PROPN
ajst-20778	34	4	is	be	AUX
ajst-20778	34	5	a	a	DET
ajst-20778	34	6	reinforcement	reinforcement	NOUN
ajst-20778	34	7	learning	learning	NOUN
ajst-20778	34	8	algorithm	algorithm	NOUN
ajst-20778	34	9	that	that	PRON
ajst-20778	34	10	improves	improve	VERB
ajst-20778	34	11	upon	upon	SCONJ
ajst-20778	34	12	the	the	DET
ajst-20778	34	13	traditional	traditional	ADJ
ajst-20778	34	14	soft	soft	ADJ
ajst-20778	34	15	deep	deep	ADJ
ajst-20778	34	16	q	q	NOUN
ajst-20778	34	17	-	-	PUNCT
ajst-20778	34	18	network	network	NOUN
ajst-20778	34	19	(	(	PUNCT
ajst-20778	34	20	s	s	NOUN
ajst-20778	34	21	-	-	PUNCT
ajst-20778	34	22	dqn	dqn	NOUN
ajst-20778	34	23	)	)	PUNCT
ajst-20778	34	24	by	by	ADP
ajst-20778	34	25	introducing	introduce	VERB
ajst-20778	34	26	the	the	DET
ajst-20778	34	27	concept	concept	NOUN
ajst-20778	34	28	of	of	ADP
ajst-20778	34	29	self	self	NOUN
ajst-20778	34	30	-	-	PUNCT
ajst-20778	34	31	motivation	motivation	NOUN
ajst-20778	34	32	.	.	PUNCT
ajst-20778	35	1	it	it	PRON
ajst-20778	35	2	incorporates	incorporate	VERB
ajst-20778	35	3	an	an	DET
ajst-20778	35	4	additional	additional	ADJ
ajst-20778	35	5	term	term	NOUN
ajst-20778	35	6	,	,	PUNCT
ajst-20778	35	7	the	the	DET
ajst-20778	35	8	munchausen	munchausen	PROPN
ajst-20778	35	9	term	term	NOUN
ajst-20778	35	10	,	,	PUNCT
ajst-20778	35	11	into	into	ADP
ajst-20778	35	12	the	the	DET
ajst-20778	35	13	calculation	calculation	NOUN
ajst-20778	35	14	of	of	ADP
ajst-20778	35	15	the	the	DET
ajst-20778	35	16	q	q	NOUN
ajst-20778	35	17	-	-	PUNCT
ajst-20778	35	18	value	value	NOUN
ajst-20778	35	19	,	,	PUNCT
ajst-20778	35	20	which	which	PRON
ajst-20778	35	21	is	be	AUX
ajst-20778	35	22	based	base	VERB
ajst-20778	35	23	on	on	ADP
ajst-20778	35	24	the	the	DET
ajst-20778	35	25	logarithm	logarithm	NOUN
ajst-20778	35	26	of	of	ADP
ajst-20778	35	27	the	the	DET
ajst-20778	35	28	probability	probability	NOUN
ajst-20778	35	29	of	of	ADP
ajst-20778	35	30	the	the	DET
ajst-20778	35	31	current	current	ADJ
ajst-20778	35	32	action	action	NOUN
ajst-20778	35	33	.	.	PUNCT
ajst-20778	36	1	this	this	PRON
ajst-20778	36	2	allows	allow	VERB
ajst-20778	36	3	the	the	DET
ajst-20778	36	4	algorithm	algorithm	NOUN
ajst-20778	36	5	to	to	PART
ajst-20778	36	6	consider	consider	VERB
ajst-20778	36	7	its	its	PRON
ajst-20778	36	8	own	own	ADJ
ajst-20778	36	9	choices	choice	NOUN
ajst-20778	36	10	during	during	ADP
ajst-20778	36	11	the	the	DET
ajst-20778	36	12	learning	learning	NOUN
ajst-20778	36	13	process	process	NOUN
ajst-20778	36	14	.	.	PUNCT
ajst-20778	37	1	this	this	DET
ajst-20778	37	2	approach	approach	NOUN
ajst-20778	37	3	effectively	effectively	ADV
ajst-20778	37	4	reduces	reduce	VERB
ajst-20778	37	5	the	the	DET
ajst-20778	37	6	issue	issue	NOUN
ajst-20778	37	7	of	of	ADP
ajst-20778	37	8	overestimation	overestimation	NOUN
ajst-20778	37	9	and	and	CCONJ
ajst-20778	37	10	enhances	enhance	VERB
ajst-20778	37	11	the	the	DET
ajst-20778	37	12	algorithm	algorithm	NOUN
ajst-20778	37	13	's	's	PART
ajst-20778	37	14	stability	stability	NOUN
ajst-20778	37	15	and	and	CCONJ
ajst-20778	37	16	performance	performance	NOUN
ajst-20778	37	17	in	in	ADP
ajst-20778	37	18	complex	complex	ADJ
ajst-20778	37	19	environments	environment	NOUN
ajst-20778	37	20	.	.	PUNCT
ajst-20778	38	1	the	the	DET
ajst-20778	38	2	target	target	NOUN
ajst-20778	38	3	q	q	NOUN
ajst-20778	38	4	-	-	PUNCT
ajst-20778	38	5	value	value	NOUN
ajst-20778	38	6	and	and	CCONJ
ajst-20778	38	7	loss	loss	NOUN
ajst-20778	38	8	function	function	NOUN
ajst-20778	38	9	are	be	AUX
ajst-20778	38	10	expressed	express	VERB
ajst-20778	38	11	as	as	SCONJ
ajst-20778	38	12	follows	follow	VERB
ajst-20778	38	13	:	:	PUNCT
ajst-20778	38	14			NOUN
ajst-20778	39	1			SYM
ajst-20778	39	2			NOUN
ajst-20778	39	3			SYM
ajst-20778	39	4			NOUN
ajst-20778	39	5			PUNCT
ajst-20778	39	6			NOUN
ajst-20778	39	7			NOUN
ajst-20778	39	8	t	t	PROPN
ajst-20778	39	9	t	t	PROPN
ajst-20778	39	10	t	t	PROPN
ajst-20778	39	11	1	1	NUM
ajst-20778	39	12	t	t	PROPN
ajst-20778	39	13	1	1	NUM
ajst-20778	39	14	t	t	NOUN
ajst-20778	39	15	1	1	NUM
ajst-20778	39	16	a	a	PRON
ajst-20778	39	17	a	a	DET
ajst-20778	39	18	r	r	NOUN
ajst-20778	39	19	ln	ln	NOUN
ajst-20778	40	1	a	a	DET
ajst-20778	40	2	s	s	NOUN
ajst-20778	40	3	a	a	DET
ajst-20778	40	4	s	s	NOUN
ajst-20778	40	5	q	q	X
ajst-20778	40	6	s	s	X
ajst-20778	40	7	,	,	PUNCT
ajst-20778	40	8	a	a	DET
ajst-20778	40	9	ln	ln	ADJ
ajst-20778	40	10	a	a	DET
ajst-20778	40	11	s	s	NOUN
ajst-20778	40	12			NOUN
ajst-20778	40	13			VERB
ajst-20778	40	14			PUNCT
ajst-20778	40	15			PUNCT
ajst-20778	40	16			ADV
ajst-20778	40	17			ADV
ajst-20778	40	18			NOUN
ajst-20778	40	19			VERB
ajst-20778	40	20			PROPN
ajst-20778	40	21			PROPN
ajst-20778	40	22			PROPN
ajst-20778	40	23			PROPN
ajst-20778	40	24			NUM
ajst-20778	40	25			PROPN
ajst-20778	40	26			NOUN
ajst-20778	40	27			NOUN
ajst-20778	40	28			PUNCT
ajst-20778	40	29			PUNCT
ajst-20778	40	30			PROPN
ajst-20778	40	31	(	(	PUNCT
ajst-20778	40	32	4	4	NUM
ajst-20778	40	33	)	)	SYM
ajst-20778	40	34	4	4	NUM
ajst-20778	40	35	.	.	X
ajst-20778	40	36	simulation	simulation	NOUN
ajst-20778	40	37	and	and	CCONJ
ajst-20778	40	38	analysis	analysis	NOUN
ajst-20778	40	39	in	in	ADP
ajst-20778	40	40	this	this	DET
ajst-20778	40	41	section	section	NOUN
ajst-20778	40	42	,	,	PUNCT
ajst-20778	40	43	to	to	PART
ajst-20778	40	44	demonstrate	demonstrate	VERB
ajst-20778	40	45	the	the	DET
ajst-20778	40	46	advantages	advantage	NOUN
ajst-20778	40	47	of	of	ADP
ajst-20778	40	48	m	m	NOUN
ajst-20778	40	49	-	-	PUNCT
ajst-20778	40	50	dqn	dqn	NOUN
ajst-20778	40	51	in	in	ADP
ajst-20778	40	52	offline	offline	ADJ
ajst-20778	40	53	learning	learning	NOUN
ajst-20778	40	54	and	and	CCONJ
ajst-20778	40	55	training	training	NOUN
ajst-20778	40	56	,	,	PUNCT
ajst-20778	40	57	we	we	PRON
ajst-20778	40	58	selected	select	VERB
ajst-20778	40	59	the	the	DET
ajst-20778	40	60	conventional	conventional	ADJ
ajst-20778	40	61	s	s	NOUN
ajst-20778	40	62	-	-	PUNCT
ajst-20778	40	63	dqn	dqn	NOUN
ajst-20778	40	64	as	as	ADP
ajst-20778	40	65	a	a	DET
ajst-20778	40	66	competitor	competitor	NOUN
ajst-20778	40	67	.	.	PUNCT
ajst-20778	41	1	we	we	PRON
ajst-20778	41	2	compared	compare	VERB
ajst-20778	41	3	the	the	DET
ajst-20778	41	4	changes	change	NOUN
ajst-20778	41	5	in	in	ADP
ajst-20778	41	6	average	average	ADJ
ajst-20778	41	7	losses	loss	NOUN
ajst-20778	41	8	during	during	ADP
ajst-20778	41	9	the	the	DET
ajst-20778	41	10	offline	offline	ADJ
ajst-20778	41	11	network	network	NOUN
ajst-20778	41	12	training	training	NOUN
ajst-20778	41	13	,	,	PUNCT
ajst-20778	41	14	as	as	SCONJ
ajst-20778	41	15	shown	show	VERB
ajst-20778	41	16	in	in	ADP
ajst-20778	41	17	figure	figure	NOUN
ajst-20778	41	18	2	2	NUM
ajst-20778	41	19	.	.	PUNCT
ajst-20778	42	1	the	the	DET
ajst-20778	42	2	figure	figure	NOUN
ajst-20778	42	3	reveals	reveal	VERB
ajst-20778	42	4	that	that	SCONJ
ajst-20778	42	5	,	,	PUNCT
ajst-20778	42	6	compared	compare	VERB
ajst-20778	42	7	to	to	ADP
ajst-20778	42	8	the	the	DET
ajst-20778	42	9	traditional	traditional	ADJ
ajst-20778	42	10	s	s	NOUN
ajst-20778	42	11	-	-	PUNCT
ajst-20778	42	12	dqn	dqn	ADJ
ajst-20778	42	13	algorithm	algorithm	NOUN
ajst-20778	42	14	,	,	PUNCT
ajst-20778	42	15	the	the	DET
ajst-20778	42	16	m	m	PROPN
ajst-20778	42	17	-	-	ADJ
ajst-20778	42	18	dqn	dqn	ADJ
ajst-20778	42	19	algorithm	algorithm	NOUN
ajst-20778	42	20	has	have	VERB
ajst-20778	42	21	a	a	DET
ajst-20778	42	22	faster	fast	ADJ
ajst-20778	42	23	convergence	convergence	NOUN
ajst-20778	42	24	rate	rate	NOUN
ajst-20778	42	25	in	in	ADP
ajst-20778	42	26	its	its	PRON
ajst-20778	42	27	loss	loss	NOUN
ajst-20778	42	28	curve	curve	NOUN
ajst-20778	42	29	and	and	CCONJ
ajst-20778	42	30	exhibits	exhibit	VERB
ajst-20778	42	31	better	well	ADJ
ajst-20778	42	32	convergence	convergence	NOUN
ajst-20778	42	33	performance	performance	NOUN
ajst-20778	42	34	.	.	PUNCT
ajst-20778	43	1	figure	figure	NOUN
ajst-20778	43	2	2	2	NUM
ajst-20778	43	3	.	.	PUNCT
ajst-20778	44	1	the	the	DET
ajst-20778	44	2	loss	loss	NOUN
ajst-20778	44	3	curve	curve	NOUN
ajst-20778	44	4	of	of	ADP
ajst-20778	44	5	the	the	DET
ajst-20778	44	6	m	m	PROPN
ajst-20778	44	7	-	-	ADJ
ajst-20778	44	8	dqn	dqn	ADJ
ajst-20778	44	9	algorithm	algorithm	NOUN
ajst-20778	44	10	48	48	NUM
ajst-20778	44	11	figure	figure	NOUN
ajst-20778	44	12	3	3	NUM
ajst-20778	44	13	.	.	PUNCT
ajst-20778	45	1	the	the	DET
ajst-20778	45	2	simulation	simulation	NOUN
ajst-20778	45	3	results	result	NOUN
ajst-20778	45	4	of	of	ADP
ajst-20778	45	5	udds	udd	NOUN
ajst-20778	45	6	.	.	PUNCT
ajst-20778	46	1	figure	figure	VERB
ajst-20778	46	2	3	3	NUM
ajst-20778	46	3	presents	present	VERB
ajst-20778	46	4	the	the	DET
ajst-20778	46	5	simulation	simulation	NOUN
ajst-20778	46	6	results	result	NOUN
ajst-20778	46	7	of	of	ADP
ajst-20778	46	8	the	the	DET
ajst-20778	46	9	proposed	propose	VERB
ajst-20778	46	10	strategy	strategy	NOUN
ajst-20778	46	11	under	under	ADP
ajst-20778	46	12	a	a	DET
ajst-20778	46	13	test	test	NOUN
ajst-20778	46	14	driving	drive	VERB
ajst-20778	46	15	cycle	cycle	NOUN
ajst-20778	46	16	,	,	PUNCT
ajst-20778	46	17	where	where	SCONJ
ajst-20778	46	18	figure	figure	NOUN
ajst-20778	46	19	3	3	NUM
ajst-20778	46	20	depicts	depict	VERB
ajst-20778	46	21	the	the	DET
ajst-20778	46	22	speed	speed	NOUN
ajst-20778	46	23	variation	variation	NOUN
ajst-20778	46	24	graph	graph	NOUN
ajst-20778	46	25	lasting	last	VERB
ajst-20778	46	26	approximately	approximately	ADV
ajst-20778	46	27	1400	1400	NUM
ajst-20778	46	28	seconds	second	NOUN
ajst-20778	46	29	during	during	ADP
ajst-20778	46	30	the	the	DET
ajst-20778	46	31	test	test	NOUN
ajst-20778	46	32	driving	drive	VERB
ajst-20778	46	33	cycle	cycle	NOUN
ajst-20778	46	34	.	.	PUNCT
ajst-20778	47	1	it	it	PRON
ajst-20778	47	2	also	also	ADV
ajst-20778	47	3	shows	show	VERB
ajst-20778	47	4	the	the	DET
ajst-20778	47	5	power	power	NOUN
ajst-20778	47	6	distribution	distribution	NOUN
ajst-20778	47	7	of	of	ADP
ajst-20778	47	8	each	each	DET
ajst-20778	47	9	energy	energy	NOUN
ajst-20778	47	10	source	source	NOUN
ajst-20778	47	11	and	and	CCONJ
ajst-20778	47	12	the	the	DET
ajst-20778	47	13	changes	change	NOUN
ajst-20778	47	14	in	in	ADP
ajst-20778	47	15	the	the	DET
ajst-20778	47	16	soc	soc	NOUN
ajst-20778	47	17	of	of	ADP
ajst-20778	47	18	the	the	DET
ajst-20778	47	19	lithium	lithium	NOUN
ajst-20778	47	20	battery	battery	NOUN
ajst-20778	47	21	and	and	CCONJ
ajst-20778	47	22	supercapacitor	supercapacitor	NOUN
ajst-20778	47	23	under	under	ADP
ajst-20778	47	24	the	the	DET
ajst-20778	47	25	proposed	propose	VERB
ajst-20778	47	26	strategy	strategy	NOUN
ajst-20778	47	27	.	.	PUNCT
ajst-20778	48	1	from	from	ADP
ajst-20778	48	2	the	the	DET
ajst-20778	48	3	figure	figure	NOUN
ajst-20778	48	4	,	,	PUNCT
ajst-20778	48	5	it	it	PRON
ajst-20778	48	6	can	can	AUX
ajst-20778	48	7	be	be	AUX
ajst-20778	48	8	observed	observe	VERB
ajst-20778	48	9	that	that	SCONJ
ajst-20778	48	10	the	the	DET
ajst-20778	48	11	power	power	NOUN
ajst-20778	48	12	provided	provide	VERB
ajst-20778	48	13	by	by	ADP
ajst-20778	48	14	the	the	DET
ajst-20778	48	15	fuel	fuel	NOUN
ajst-20778	48	16	cell	cell	NOUN
ajst-20778	48	17	is	be	AUX
ajst-20778	48	18	relatively	relatively	ADV
ajst-20778	48	19	low	low	ADJ
ajst-20778	48	20	and	and	CCONJ
ajst-20778	48	21	stable	stable	ADJ
ajst-20778	48	22	,	,	PUNCT
ajst-20778	48	23	which	which	PRON
ajst-20778	48	24	better	well	ADV
ajst-20778	48	25	protects	protect	VERB
ajst-20778	48	26	its	its	PRON
ajst-20778	48	27	lifespan	lifespan	NOUN
ajst-20778	48	28	;	;	PUNCT
ajst-20778	48	29	the	the	DET
ajst-20778	48	30	supercapacitor	supercapacitor	NOUN
ajst-20778	48	31	handles	handle	NOUN
ajst-20778	48	32	/	/	SYM
ajst-20778	48	33	absorbs	absorb	VERB
ajst-20778	48	34	most	most	ADJ
ajst-20778	48	35	of	of	ADP
ajst-20778	48	36	the	the	DET
ajst-20778	48	37	peak	peak	NOUN
ajst-20778	48	38	power	power	NOUN
ajst-20778	48	39	,	,	PUNCT
ajst-20778	48	40	resulting	result	VERB
ajst-20778	48	41	in	in	ADP
ajst-20778	48	42	significant	significant	ADJ
ajst-20778	48	43	changes	change	NOUN
ajst-20778	48	44	in	in	ADP
ajst-20778	48	45	its	its	PRON
ajst-20778	48	46	soc	soc	NOUN
ajst-20778	48	47	,	,	PUNCT
ajst-20778	48	48	with	with	ADP
ajst-20778	48	49	the	the	DET
ajst-20778	48	50	supercapacitor	supercapacitor	NOUN
ajst-20778	48	51	absorbing	absorb	VERB
ajst-20778	48	52	a	a	DET
ajst-20778	48	53	considerable	considerable	ADJ
ajst-20778	48	54	amount	amount	NOUN
ajst-20778	48	55	of	of	ADP
ajst-20778	48	56	peak	peak	NOUN
ajst-20778	48	57	power	power	NOUN
ajst-20778	48	58	,	,	PUNCT
ajst-20778	48	59	causing	cause	VERB
ajst-20778	48	60	a	a	DET
ajst-20778	48	61	sudden	sudden	ADJ
ajst-20778	48	62	increase	increase	NOUN
ajst-20778	48	63	in	in	ADP
ajst-20778	48	64	the	the	DET
ajst-20778	48	65	system	system	NOUN
ajst-20778	48	66	's	's	PART
ajst-20778	48	67	chip	chip	NOUN
ajst-20778	48	68	in	in	ADP
ajst-20778	48	69	a	a	DET
ajst-20778	48	70	short	short	ADJ
ajst-20778	48	71	period	period	NOUN
ajst-20778	48	72	.	.	PUNCT
ajst-20778	49	1	the	the	DET
ajst-20778	49	2	lithium	lithium	NOUN
ajst-20778	49	3	battery	battery	NOUN
ajst-20778	49	4	mainly	mainly	ADV
ajst-20778	49	5	compensates	compensate	VERB
ajst-20778	49	6	for	for	ADP
ajst-20778	49	7	the	the	DET
ajst-20778	49	8	remaining	remain	VERB
ajst-20778	49	9	power	power	NOUN
ajst-20778	49	10	demand	demand	NOUN
ajst-20778	49	11	,	,	PUNCT
ajst-20778	49	12	with	with	ADP
ajst-20778	49	13	power	power	NOUN
ajst-20778	49	14	fluctuations	fluctuation	NOUN
ajst-20778	49	15	within	within	ADP
ajst-20778	49	16	an	an	DET
ajst-20778	49	17	acceptable	acceptable	ADJ
ajst-20778	49	18	range	range	NOUN
ajst-20778	49	19	.	.	PUNCT
ajst-20778	50	1	compared	compare	VERB
ajst-20778	50	2	to	to	ADP
ajst-20778	50	3	the	the	DET
ajst-20778	50	4	traditional	traditional	ADJ
ajst-20778	50	5	s	s	NOUN
ajst-20778	50	6	-	-	PUNCT
ajst-20778	50	7	dqn	dqn	NOUN
ajst-20778	50	8	strategy	strategy	NOUN
ajst-20778	50	9	,	,	PUNCT
ajst-20778	50	10	under	under	ADP
ajst-20778	50	11	this	this	DET
ajst-20778	50	12	strategy	strategy	NOUN
ajst-20778	50	13	,	,	PUNCT
ajst-20778	50	14	the	the	DET
ajst-20778	50	15	soc	soc	NOUN
ajst-20778	50	16	of	of	ADP
ajst-20778	50	17	the	the	DET
ajst-20778	50	18	lithium	lithium	NOUN
ajst-20778	50	19	battery	battery	NOUN
ajst-20778	50	20	declines	decline	NOUN
ajst-20778	50	21	faster	fast	ADV
ajst-20778	50	22	,	,	PUNCT
ajst-20778	50	23	and	and	CCONJ
ajst-20778	50	24	the	the	DET
ajst-20778	50	25	average	average	ADJ
ajst-20778	50	26	efficiency	efficiency	NOUN
ajst-20778	50	27	of	of	ADP
ajst-20778	50	28	the	the	DET
ajst-20778	50	29	fuel	fuel	NOUN
ajst-20778	50	30	cell	cell	NOUN
ajst-20778	50	31	is	be	AUX
ajst-20778	50	32	higher	high	ADJ
ajst-20778	50	33	,	,	PUNCT
ajst-20778	50	34	fully	fully	ADV
ajst-20778	50	35	demonstrating	demonstrate	VERB
ajst-20778	50	36	that	that	SCONJ
ajst-20778	50	37	the	the	DET
ajst-20778	50	38	m	m	ADJ
ajst-20778	50	39	-	-	ADJ
ajst-20778	50	40	dqn	dqn	ADJ
ajst-20778	50	41	strategy	strategy	NOUN
ajst-20778	50	42	can	can	AUX
ajst-20778	50	43	maintain	maintain	VERB
ajst-20778	50	44	the	the	DET
ajst-20778	50	45	soc	soc	NOUN
ajst-20778	50	46	of	of	ADP
ajst-20778	50	47	the	the	DET
ajst-20778	50	48	lithium	lithium	NOUN
ajst-20778	50	49	battery	battery	NOUN
ajst-20778	50	50	,	,	PUNCT
ajst-20778	50	51	enhance	enhance	VERB
ajst-20778	50	52	the	the	DET
ajst-20778	50	53	efficiency	efficiency	NOUN
ajst-20778	50	54	of	of	ADP
ajst-20778	50	55	the	the	DET
ajst-20778	50	56	fuel	fuel	NOUN
ajst-20778	50	57	cell	cell	NOUN
ajst-20778	50	58	,	,	PUNCT
ajst-20778	50	59	and	and	CCONJ
ajst-20778	50	60	improve	improve	VERB
ajst-20778	50	61	the	the	DET
ajst-20778	50	62	fuel	fuel	NOUN
ajst-20778	50	63	economy	economy	NOUN
ajst-20778	50	64	of	of	ADP
ajst-20778	50	65	the	the	DET
ajst-20778	50	66	fuel	fuel	NOUN
ajst-20778	50	67	cell	cell	NOUN
ajst-20778	50	68	.	.	PUNCT
ajst-20778	51	1	5	5	X
ajst-20778	51	2	.	.	X
ajst-20778	51	3	conclusion	conclusion	NOUN
ajst-20778	51	4	this	this	DET
ajst-20778	51	5	paper	paper	NOUN
ajst-20778	51	6	designs	design	VERB
ajst-20778	51	7	a	a	DET
ajst-20778	51	8	power	power	NOUN
ajst-20778	51	9	-	-	PUNCT
ajst-20778	51	10	layered	layer	VERB
ajst-20778	51	11	continuous	continuous	ADJ
ajst-20778	51	12	control	control	NOUN
ajst-20778	51	13	ems	ems	PROPN
ajst-20778	51	14	system	system	NOUN
ajst-20778	51	15	for	for	ADP
ajst-20778	51	16	fchev	fchev	NOUN
ajst-20778	51	17	,	,	PUNCT
ajst-20778	51	18	addressing	address	VERB
ajst-20778	51	19	the	the	DET
ajst-20778	51	20	distinct	distinct	ADJ
ajst-20778	51	21	physical	physical	ADJ
ajst-20778	51	22	characteristics	characteristic	NOUN
ajst-20778	51	23	of	of	ADP
ajst-20778	51	24	its	its	PRON
ajst-20778	51	25	three	three	NUM
ajst-20778	51	26	energy	energy	NOUN
ajst-20778	51	27	sources	source	NOUN
ajst-20778	51	28	,	,	PUNCT
ajst-20778	51	29	based	base	VERB
ajst-20778	51	30	on	on	ADP
ajst-20778	51	31	the	the	DET
ajst-20778	51	32	mdqn	mdqn	ADJ
ajst-20778	51	33	algorithm	algorithm	NOUN
ajst-20778	51	34	.	.	PUNCT
ajst-20778	52	1	by	by	ADP
ajst-20778	52	2	embracing	embrace	VERB
ajst-20778	52	3	the	the	DET
ajst-20778	52	4	concept	concept	NOUN
ajst-20778	52	5	of	of	ADP
ajst-20778	52	6	the	the	DET
ajst-20778	52	7	ecms	ecms	NOUN
ajst-20778	52	8	,	,	PUNCT
ajst-20778	52	9	a	a	DET
ajst-20778	52	10	multi	multi	ADJ
ajst-20778	52	11	-	-	ADJ
ajst-20778	52	12	objective	objective	ADJ
ajst-20778	52	13	optimization	optimization	NOUN
ajst-20778	52	14	function	function	NOUN
ajst-20778	52	15	is	be	AUX
ajst-20778	52	16	formulated	formulate	VERB
ajst-20778	52	17	.	.	PUNCT
ajst-20778	53	1	in	in	ADP
ajst-20778	53	2	comparison	comparison	NOUN
ajst-20778	53	3	to	to	ADP
ajst-20778	53	4	the	the	DET
ajst-20778	53	5	traditional	traditional	ADJ
ajst-20778	53	6	s	s	NOUN
ajst-20778	53	7	-	-	PUNCT
ajst-20778	53	8	dqn	dqn	ADJ
ajst-20778	53	9	energy	energy	NOUN
ajst-20778	53	10	management	management	NOUN
ajst-20778	53	11	strategy	strategy	NOUN
ajst-20778	53	12	,	,	PUNCT
ajst-20778	53	13	the	the	DET
ajst-20778	53	14	m	m	ADJ
ajst-20778	53	15	-	-	ADJ
ajst-20778	53	16	dqn	dqn	ADJ
ajst-20778	53	17	algorithm	algorithm	NOUN
ajst-20778	53	18	more	more	ADV
ajst-20778	53	19	effectively	effectively	ADV
ajst-20778	53	20	maintains	maintain	VERB
ajst-20778	53	21	the	the	DET
ajst-20778	53	22	soc	soc	NOUN
ajst-20778	53	23	of	of	ADP
ajst-20778	53	24	the	the	DET
ajst-20778	53	25	lithium	lithium	NOUN
ajst-20778	53	26	battery	battery	NOUN
ajst-20778	53	27	,	,	PUNCT
ajst-20778	53	28	enhances	enhance	VERB
ajst-20778	53	29	the	the	DET
ajst-20778	53	30	efficiency	efficiency	NOUN
ajst-20778	53	31	of	of	ADP
ajst-20778	53	32	the	the	DET
ajst-20778	53	33	fuel	fuel	NOUN
ajst-20778	53	34	cell	cell	NOUN
ajst-20778	53	35	,	,	PUNCT
ajst-20778	53	36	significantly	significantly	ADV
ajst-20778	53	37	reduces	reduce	VERB
ajst-20778	53	38	the	the	DET
ajst-20778	53	39	consumption	consumption	NOUN
ajst-20778	53	40	of	of	ADP
ajst-20778	53	41	equivalent	equivalent	ADJ
ajst-20778	53	42	hydrogen	hydrogen	NOUN
ajst-20778	53	43	fuel	fuel	NOUN
ajst-20778	53	44	,	,	PUNCT
ajst-20778	53	45	and	and	CCONJ
ajst-20778	53	46	improves	improve	VERB
ajst-20778	53	47	fuel	fuel	NOUN
ajst-20778	53	48	economy	economy	NOUN
ajst-20778	53	49	by	by	ADP
ajst-20778	53	50	5.2	5.2	NUM
ajst-20778	53	51	%	%	NOUN
ajst-20778	53	52	.	.	PUNCT
ajst-20778	54	1	references	reference	NOUN
ajst-20778	54	2	[	[	X
ajst-20778	54	3	1	1	NUM
ajst-20778	54	4	]	]	PUNCT
ajst-20778	54	5	ferrara	ferrara	NOUN
ajst-20778	54	6	a	a	PROPN
ajst-20778	54	7	,	,	PUNCT
ajst-20778	54	8	jakubek	jakubek	PROPN
ajst-20778	54	9	s	s	PROPN
ajst-20778	54	10	,	,	PUNCT
ajst-20778	54	11	hametner	hametner	PROPN
ajst-20778	54	12	c.	c.	PROPN
ajst-20778	54	13	energy	energy	NOUN
ajst-20778	54	14	management	management	NOUN
ajst-20778	54	15	of	of	ADP
ajst-20778	54	16	heavy	heavy	ADJ
ajst-20778	54	17	-	-	PUNCT
ajst-20778	54	18	duty	duty	NOUN
ajst-20778	54	19	fuel	fuel	NOUN
ajst-20778	54	20	cell	cell	NOUN
ajst-20778	54	21	vehicles	vehicle	NOUN
ajst-20778	54	22	in	in	ADP
ajst-20778	54	23	real	real	ADJ
ajst-20778	54	24	-	-	PUNCT
ajst-20778	54	25	world	world	NOUN
ajst-20778	54	26	driving	drive	VERB
ajst-20778	54	27	scenarios	scenario	NOUN
ajst-20778	54	28	:	:	PUNCT
ajst-20778	54	29	robust	robust	ADJ
ajst-20778	54	30	design	design	NOUN
ajst-20778	54	31	of	of	ADP
ajst-20778	54	32	strategies	strategy	NOUN
ajst-20778	54	33	to	to	PART
ajst-20778	54	34	maximize	maximize	VERB
ajst-20778	54	35	the	the	DET
ajst-20778	54	36	hydrogen	hydrogen	NOUN
ajst-20778	54	37	economy	economy	NOUN
ajst-20778	54	38	and	and	CCONJ
ajst-20778	54	39	system	system	NOUN
ajst-20778	54	40	lifetime[j	lifetime[j	PROPN
ajst-20778	54	41	]	]	PUNCT
ajst-20778	54	42	.	.	PUNCT
ajst-20778	55	1	energy	energy	NOUN
ajst-20778	55	2	conversion	conversion	NOUN
ajst-20778	55	3	and	and	CCONJ
ajst-20778	55	4	management	management	NOUN
ajst-20778	55	5	,	,	PUNCT
ajst-20778	55	6	2021	2021	NUM
ajst-20778	55	7	,	,	PUNCT
ajst-20778	55	8	232	232	NUM
ajst-20778	55	9	:	:	SYM
ajst-20778	55	10	113795	113795	NUM
ajst-20778	55	11	.	.	PUNCT
ajst-20778	56	1	[	[	X
ajst-20778	56	2	2	2	NUM
ajst-20778	56	3	]	]	SYM
ajst-20778	56	4	kasimalla	kasimalla	NOUN
ajst-20778	56	5	v	v	NOUN
ajst-20778	56	6	k	k	PROPN
ajst-20778	56	7	r	r	PROPN
ajst-20778	56	8	,	,	PUNCT
ajst-20778	56	9	velisala	velisala	NOUN
ajst-20778	56	10	v.	v.	ADP
ajst-20778	56	11	a	a	DET
ajst-20778	56	12	review	review	NOUN
ajst-20778	56	13	on	on	ADP
ajst-20778	56	14	energy	energy	NOUN
ajst-20778	56	15	allocation	allocation	NOUN
ajst-20778	56	16	of	of	ADP
ajst-20778	56	17	fuel	fuel	NOUN
ajst-20778	56	18	cell	cell	NOUN
ajst-20778	56	19	/	/	SYM
ajst-20778	56	20	battery	battery	NOUN
ajst-20778	56	21	/	/	SYM
ajst-20778	56	22	ultracapacitor	ultracapacitor	NOUN
ajst-20778	56	23	for	for	ADP
ajst-20778	56	24	hybrid	hybrid	ADJ
ajst-20778	56	25	electric	electric	ADJ
ajst-20778	56	26	vehicles[j	vehicles[j	NOUN
ajst-20778	56	27	]	]	PUNCT
ajst-20778	56	28	.	.	PUNCT
ajst-20778	57	1	international	international	ADJ
ajst-20778	57	2	journal	journal	PROPN
ajst-20778	57	3	of	of	ADP
ajst-20778	57	4	energy	energy	NOUN
ajst-20778	57	5	research	research	NOUN
ajst-20778	57	6	,	,	PUNCT
ajst-20778	57	7	2018	2018	NUM
ajst-20778	57	8	,	,	PUNCT
ajst-20778	57	9	42(14	42(14	NOUN
ajst-20778	57	10	):	):	PUNCT
ajst-20778	57	11	42634283	42634283	NUM
ajst-20778	57	12	.	.	PUNCT
ajst-20778	58	1	[	[	X
ajst-20778	58	2	3	3	X
ajst-20778	58	3	]	]	X
ajst-20778	58	4	y.	y.	PROPN
ajst-20778	58	5	hames	hames	PROPN
ajst-20778	58	6	,	,	PUNCT
ajst-20778	58	7	k.	k.	PROPN
ajst-20778	58	8	kaya	kaya	PROPN
ajst-20778	58	9	,	,	PUNCT
ajst-20778	58	10	e.	e.	PROPN
ajst-20778	58	11	baltacioglu	baltacioglu	PROPN
ajst-20778	58	12	,	,	PUNCT
ajst-20778	58	13	a.	a.	NOUN
ajst-20778	58	14	turksoy	turksoy	NOUN
ajst-20778	58	15	,	,	PUNCT
ajst-20778	58	16	analysis	analysis	NOUN
ajst-20778	58	17	of	of	ADP
ajst-20778	58	18	the	the	DET
ajst-20778	58	19	control	control	NOUN
ajst-20778	58	20	strategies	strategy	NOUN
ajst-20778	58	21	for	for	ADP
ajst-20778	58	22	fuel	fuel	NOUN
ajst-20778	58	23	saving	saving	NOUN
ajst-20778	58	24	in	in	ADP
ajst-20778	58	25	the	the	DET
ajst-20778	58	26	hydrogen	hydrogen	NOUN
ajst-20778	58	27	fuel	fuel	NOUN
ajst-20778	58	28	cell	cell	NOUN
ajst-20778	58	29	vehicles[j	vehicles[j	NOUN
ajst-20778	58	30	]	]	PUNCT
ajst-20778	58	31	.	.	PUNCT
ajst-20778	59	1	international	international	ADJ
ajst-20778	59	2	journal	journal	PROPN
ajst-20778	59	3	of	of	ADP
ajst-20778	59	4	hydrogen	hydrogen	NOUN
ajst-20778	59	5	energy	energy	NOUN
ajst-20778	59	6	,	,	PUNCT
ajst-20778	59	7	2018	2018	NUM
ajst-20778	59	8	,	,	PUNCT
ajst-20778	59	9	43	43	NUM
ajst-20778	59	10	:	:	SYM
ajst-20778	59	11	10810–10821	10810–10821	NUM
ajst-20778	59	12	.	.	PUNCT
ajst-20778	60	1	[	[	X
ajst-20778	60	2	4	4	X
ajst-20778	60	3	]	]	X
ajst-20778	60	4	tran	tran	PROPN
ajst-20778	61	1	d	d	PROPN
ajst-20778	61	2	d	d	PROPN
ajst-20778	61	3	,	,	PUNCT
ajst-20778	61	4	vafaeipour	vafaeipour	NOUN
ajst-20778	61	5	m	m	PROPN
ajst-20778	61	6	,	,	PUNCT
ajst-20778	61	7	el	el	PROPN
ajst-20778	61	8	baghdadi	baghdadi	PROPN
ajst-20778	61	9	m	m	PROPN
ajst-20778	61	10	,	,	PUNCT
ajst-20778	61	11	et	et	PROPN
ajst-20778	61	12	al	al	PROPN
ajst-20778	61	13	.	.	PROPN
ajst-20778	61	14	thorough	thorough	PROPN
ajst-20778	61	15	stateof	stateof	ADJ
ajst-20778	61	16	-	-	PUNCT
ajst-20778	61	17	the	the	DET
ajst-20778	61	18	-	-	PUNCT
ajst-20778	61	19	art	art	NOUN
ajst-20778	61	20	analysis	analysis	NOUN
ajst-20778	61	21	of	of	ADP
ajst-20778	61	22	electric	electric	ADJ
ajst-20778	61	23	and	and	CCONJ
ajst-20778	61	24	hybrid	hybrid	ADJ
ajst-20778	61	25	vehicle	vehicle	NOUN
ajst-20778	61	26	powertrains	powertrain	NOUN
ajst-20778	61	27	:	:	PUNCT
ajst-20778	61	28	topologies	topology	NOUN
ajst-20778	61	29	and	and	CCONJ
ajst-20778	61	30	integrated	integrate	VERB
ajst-20778	61	31	energy	energy	NOUN
ajst-20778	61	32	management	management	NOUN
ajst-20778	61	33	strategies[j	strategies[j	NOUN
ajst-20778	61	34	]	]	PUNCT
ajst-20778	61	35	.	.	PUNCT
ajst-20778	62	1	renewable	renewable	ADJ
ajst-20778	62	2	and	and	CCONJ
ajst-20778	62	3	sustainable	sustainable	ADJ
ajst-20778	62	4	energy	energy	NOUN
ajst-20778	62	5	reviews	review	NOUN
ajst-20778	62	6	,	,	PUNCT
ajst-20778	62	7	2020	2020	NUM
ajst-20778	62	8	,	,	PUNCT
ajst-20778	62	9	119	119	NUM
ajst-20778	62	10	:	:	SYM
ajst-20778	62	11	109596	109596	NUM
ajst-20778	62	12	.	.	PUNCT
ajst-20778	63	1	[	[	X
ajst-20778	63	2	5	5	NUM
ajst-20778	63	3	]	]	PUNCT
ajst-20778	63	4	zou	zou	PROPN
ajst-20778	63	5	y	y	PROPN
ajst-20778	63	6	,	,	PUNCT
ajst-20778	63	7	liu	liu	PROPN
ajst-20778	63	8	t	t	PROPN
ajst-20778	63	9	,	,	PUNCT
ajst-20778	63	10	liu	liu	PROPN
ajst-20778	63	11	d	d	PROPN
ajst-20778	63	12	,	,	PUNCT
ajst-20778	63	13	et	et	PROPN
ajst-20778	63	14	al	al	PROPN
ajst-20778	63	15	.	.	PROPN
ajst-20778	63	16	reinforcement	reinforcement	NOUN
ajst-20778	63	17	learning	learning	NOUN
ajst-20778	63	18	-	-	PUNCT
ajst-20778	63	19	based	base	VERB
ajst-20778	63	20	realtime	realtime	NOUN
ajst-20778	63	21	energy	energy	NOUN
ajst-20778	63	22	management	management	NOUN
ajst-20778	63	23	for	for	ADP
ajst-20778	63	24	a	a	DET
ajst-20778	63	25	hybrid	hybrid	NOUN
ajst-20778	63	26	tracked	track	VERB
ajst-20778	63	27	vehicle[j	vehicle[j	NOUN
ajst-20778	63	28	]	]	PUNCT
ajst-20778	63	29	.	.	PUNCT
ajst-20778	64	1	applied	apply	VERB
ajst-20778	64	2	energy	energy	NOUN
ajst-20778	64	3	,	,	PUNCT
ajst-20778	64	4	2016	2016	NUM
ajst-20778	64	5	,	,	PUNCT
ajst-20778	64	6	171	171	NUM
ajst-20778	64	7	:	:	PUNCT
ajst-20778	64	8	372	372	NUM
ajst-20778	64	9	-	-	SYM
ajst-20778	64	10	382	382	NUM
ajst-20778	64	11	.	.	PUNCT
ajst-20778	65	1	[	[	X
ajst-20778	65	2	6	6	NUM
ajst-20778	65	3	]	]	X
ajst-20778	65	4	sun	sun	NOUN
ajst-20778	65	5	h	h	PROPN
ajst-20778	65	6	,	,	PUNCT
ajst-20778	65	7	fu	fu	PROPN
ajst-20778	65	8	z	z	PROPN
ajst-20778	65	9	,	,	PUNCT
ajst-20778	65	10	tao	tao	PROPN
ajst-20778	65	11	f	f	PROPN
ajst-20778	65	12	,	,	PUNCT
ajst-20778	65	13	et	et	PROPN
ajst-20778	65	14	al	al	PROPN
ajst-20778	65	15	.	.	PROPN
ajst-20778	65	16	data	data	NOUN
ajst-20778	65	17	-	-	PUNCT
ajst-20778	65	18	driven	drive	VERB
ajst-20778	65	19	reinforcement	reinforcement	NOUN
ajst-20778	65	20	-	-	PUNCT
ajst-20778	65	21	learningbased	learningbase	VERB
ajst-20778	65	22	hierarchical	hierarchical	ADJ
ajst-20778	65	23	energy	energy	NOUN
ajst-20778	65	24	management	management	NOUN
ajst-20778	65	25	strategy	strategy	NOUN
ajst-20778	65	26	for	for	ADP
ajst-20778	65	27	fuel	fuel	NOUN
ajst-20778	65	28	cell	cell	NOUN
ajst-20778	65	29	/	/	SYM
ajst-20778	65	30	battery	battery	NOUN
ajst-20778	65	31	/	/	SYM
ajst-20778	65	32	ultracapacitor	ultracapacitor	NOUN
ajst-20778	65	33	hybrid	hybrid	NOUN
ajst-20778	65	34	electric	electric	ADJ
ajst-20778	65	35	vehicles[j	vehicles[j	NOUN
ajst-20778	65	36	]	]	PUNCT
ajst-20778	65	37	.	.	PUNCT
ajst-20778	66	1	journal	journal	PROPN
ajst-20778	66	2	of	of	ADP
ajst-20778	66	3	power	power	NOUN
ajst-20778	66	4	sources	source	NOUN
ajst-20778	66	5	,	,	PUNCT
ajst-20778	66	6	2020	2020	NUM
ajst-20778	66	7	,	,	PUNCT
ajst-20778	66	8	455	455	NUM
ajst-20778	66	9	:	:	PUNCT
ajst-20778	66	10	227964	227964	NUM
ajst-20778	66	11	.	.	PUNCT
ajst-20778	67	1	[	[	X
ajst-20778	67	2	7	7	NUM
ajst-20778	67	3	]	]	X
ajst-20778	67	4	ganesh	ganesh	NOUN
ajst-20778	67	5	a	a	DET
ajst-20778	67	6	h	h	NOUN
ajst-20778	67	7	,	,	PUNCT
ajst-20778	67	8	xu	xu	PROPN
ajst-20778	67	9	b.	b.	PROPN
ajst-20778	68	1	a	a	DET
ajst-20778	68	2	review	review	NOUN
ajst-20778	68	3	of	of	ADP
ajst-20778	68	4	reinforcement	reinforcement	NOUN
ajst-20778	68	5	learning	learning	NOUN
ajst-20778	68	6	based	base	VERB
ajst-20778	68	7	energy	energy	NOUN
ajst-20778	68	8	management	management	NOUN
ajst-20778	68	9	systems	system	NOUN
ajst-20778	68	10	for	for	ADP
ajst-20778	68	11	electrified	electrify	VERB
ajst-20778	68	12	powertrains	powertrain	NOUN
ajst-20778	68	13	:	:	PUNCT
ajst-20778	68	14	progress	progress	NOUN
ajst-20778	68	15	,	,	PUNCT
ajst-20778	68	16	challenge	challenge	NOUN
ajst-20778	68	17	,	,	PUNCT
ajst-20778	68	18	and	and	CCONJ
ajst-20778	68	19	potential	potential	ADJ
ajst-20778	68	20	solution[j	solution[j	ADV
ajst-20778	68	21	]	]	PUNCT
ajst-20778	68	22	.	.	PUNCT
ajst-20778	69	1	renewable	renewable	ADJ
ajst-20778	69	2	and	and	CCONJ
ajst-20778	69	3	sustainable	sustainable	ADJ
ajst-20778	69	4	energy	energy	NOUN
ajst-20778	69	5	reviews	review	NOUN
ajst-20778	69	6	,	,	PUNCT
ajst-20778	69	7	2022	2022	NUM
ajst-20778	69	8	,	,	PUNCT
ajst-20778	69	9	154	154	NUM
ajst-20778	69	10	.	.	PUNCT
ajst-20778	70	1	[	[	X
ajst-20778	70	2	8	8	NUM
ajst-20778	70	3	]	]	X
ajst-20778	70	4	liu	liu	PROPN
ajst-20778	70	5	t	t	PROPN
ajst-20778	70	6	,	,	PUNCT
ajst-20778	70	7	zou	zou	PROPN
ajst-20778	70	8	y	y	PROPN
ajst-20778	70	9	,	,	PUNCT
ajst-20778	70	10	liu	liu	PROPN
ajst-20778	70	11	d	d	PROPN
ajst-20778	70	12	,	,	PUNCT
ajst-20778	70	13	et	et	PROPN
ajst-20778	70	14	al	al	PROPN
ajst-20778	70	15	.	.	PUNCT
ajst-20778	70	16	reinforcement	reinforcement	NOUN
ajst-20778	70	17	learning	learning	NOUN
ajst-20778	70	18	of	of	ADP
ajst-20778	70	19	adaptive	adaptive	ADJ
ajst-20778	70	20	energy	energy	NOUN
ajst-20778	70	21	management	management	NOUN
ajst-20778	70	22	with	with	ADP
ajst-20778	70	23	transition	transition	NOUN
ajst-20778	70	24	probability	probability	NOUN
ajst-20778	70	25	for	for	ADP
ajst-20778	70	26	a	a	DET
ajst-20778	70	27	hybrid	hybrid	ADJ
ajst-20778	70	28	electric	electric	NOUN
ajst-20778	70	29	tracked	track	VERB
ajst-20778	70	30	vehicle[j	vehicle[j	NOUN
ajst-20778	70	31	]	]	PUNCT
ajst-20778	70	32	.	.	PUNCT
ajst-20778	71	1	ieee	ieee	NOUN
ajst-20778	71	2	transactions	transaction	NOUN
ajst-20778	71	3	on	on	ADP
ajst-20778	71	4	industrial	industrial	ADJ
ajst-20778	71	5	electronics	electronic	NOUN
ajst-20778	71	6	,	,	PUNCT
ajst-20778	71	7	2015	2015	NUM
ajst-20778	71	8	,	,	PUNCT
ajst-20778	71	9	62(12	62(12	PROPN
ajst-20778	71	10	):	):	PUNCT
ajst-20778	71	11	7837	7837	NUM
ajst-20778	71	12	-	-	SYM
ajst-20778	71	13	7846	7846	NUM
ajst-20778	71	14	.	.	PUNCT
ajst-20778	72	1	[	[	X
ajst-20778	72	2	9	9	NUM
ajst-20778	72	3	]	]	X
ajst-20778	72	4	ganesh	ganesh	NOUN
ajst-20778	72	5	a	a	DET
ajst-20778	72	6	h	h	NOUN
ajst-20778	72	7	,	,	PUNCT
ajst-20778	72	8	xu	xu	PROPN
ajst-20778	72	9	b.	b.	PROPN
ajst-20778	73	1	a	a	DET
ajst-20778	73	2	review	review	NOUN
ajst-20778	73	3	of	of	ADP
ajst-20778	73	4	reinforcement	reinforcement	NOUN
ajst-20778	73	5	learning	learning	NOUN
ajst-20778	73	6	based	base	VERB
ajst-20778	73	7	energy	energy	NOUN
ajst-20778	73	8	management	management	NOUN
ajst-20778	73	9	systems	system	NOUN
ajst-20778	73	10	for	for	ADP
ajst-20778	73	11	electrified	electrify	VERB
ajst-20778	73	12	powertrains	powertrain	NOUN
ajst-20778	73	13	:	:	PUNCT
ajst-20778	73	14	progress	progress	NOUN
ajst-20778	73	15	,	,	PUNCT
ajst-20778	73	16	challenge	challenge	NOUN
ajst-20778	73	17	,	,	PUNCT
ajst-20778	73	18	and	and	CCONJ
ajst-20778	73	19	potential	potential	ADJ
ajst-20778	73	20	solution[j	solution[j	ADV
ajst-20778	73	21	]	]	PUNCT
ajst-20778	73	22	.	.	PUNCT
ajst-20778	74	1	renewable	renewable	ADJ
ajst-20778	74	2	and	and	CCONJ
ajst-20778	74	3	sustainable	sustainable	ADJ
ajst-20778	74	4	energy	energy	NOUN
ajst-20778	74	5	reviews	review	NOUN
ajst-20778	74	6	,	,	PUNCT
ajst-20778	74	7	2022	2022	NUM
ajst-20778	74	8	,	,	PUNCT
ajst-20778	74	9	154	154	NUM
ajst-20778	74	10	:	:	SYM
ajst-20778	74	11	111833	111833	NUM
ajst-20778	74	12	.	.	PUNCT