id	sid	tid	token	lemma	pos
fcis-11535	1	1	frontiers	frontier	NOUN
fcis-11535	1	2	in	in	ADP
fcis-11535	1	3	computing	computing	NOUN
fcis-11535	1	4	and	and	CCONJ
fcis-11535	1	5	intelligent	intelligent	ADJ
fcis-11535	1	6	systems	system	NOUN
fcis-11535	1	7	issn	issn	VERB
fcis-11535	1	8	:	:	PUNCT
fcis-11535	1	9	2832	2832	NUM
fcis-11535	1	10	-	-	SYM
fcis-11535	1	11	6024	6024	NUM
fcis-11535	1	12	|	|	NOUN
fcis-11535	1	13	vol	vol	NOUN
fcis-11535	1	14	.	.	PROPN
fcis-11535	2	1	5	5	NUM
fcis-11535	2	2	,	,	PUNCT
fcis-11535	2	3	no	no	INTJ
fcis-11535	2	4	.	.	NOUN
fcis-11535	2	5	1	1	NUM
fcis-11535	2	6	,	,	PUNCT
fcis-11535	2	7	2023	2023	NUM
fcis-11535	2	8	10	10	NUM
fcis-11535	2	9	an	an	DET
fcis-11535	2	10	indirect	indirect	ADJ
fcis-11535	2	11	prediction	prediction	NOUN
fcis-11535	2	12	method	method	NOUN
fcis-11535	2	13	based	base	VERB
fcis-11535	2	14	on	on	ADP
fcis-11535	2	15	feature	feature	NOUN
fcis-11535	2	16	extraction	extraction	NOUN
fcis-11535	2	17	of	of	ADP
fcis-11535	2	18	lithium‐ion	lithium‐ion	NOUN
fcis-11535	2	19	batteries	battery	NOUN
fcis-11535	2	20	remaining	remain	VERB
fcis-11535	2	21	useful	useful	ADJ
fcis-11535	2	22	life	life	NOUN
fcis-11535	2	23	zhiqiang	zhiqiang	PROPN
fcis-11535	2	24	deng	deng	PROPN
fcis-11535	3	1	*	*	PROPN
fcis-11535	3	2	,	,	PUNCT
fcis-11535	3	3	dewen	dewen	NOUN
fcis-11535	3	4	wang	wang	PROPN
fcis-11535	3	5	school	school	PROPN
fcis-11535	3	6	of	of	ADP
fcis-11535	3	7	control	control	NOUN
fcis-11535	3	8	and	and	CCONJ
fcis-11535	3	9	computer	computer	NOUN
fcis-11535	3	10	engineering	engineering	NOUN
fcis-11535	3	11	,	,	PUNCT
fcis-11535	3	12	north	north	PROPN
fcis-11535	3	13	china	china	PROPN
fcis-11535	3	14	electric	electric	PROPN
fcis-11535	3	15	power	power	PROPN
fcis-11535	3	16	university	university	PROPN
fcis-11535	3	17	,	,	PUNCT
fcis-11535	3	18	baoding	baoding	PROPN
fcis-11535	3	19	071003	071003	NUM
fcis-11535	3	20	,	,	PUNCT
fcis-11535	3	21	china	china	PROPN
fcis-11535	3	22	*	*	PUNCT
fcis-11535	3	23	corresponding	correspond	VERB
fcis-11535	3	24	author	author	NOUN
fcis-11535	3	25	:	:	PUNCT
fcis-11535	3	26	zhiqiang	zhiqiang	PROPN
fcis-11535	3	27	deng	deng	PROPN
fcis-11535	3	28	(	(	PUNCT
fcis-11535	3	29	email	email	NOUN
fcis-11535	3	30	:	:	PUNCT
fcis-11535	3	31	dengzhiqiang2019@126.com	dengzhiqiang2019@126.com	X
fcis-11535	3	32	)	)	PUNCT
fcis-11535	3	33	abstract	abstract	NOUN
fcis-11535	3	34	:	:	PUNCT
fcis-11535	3	35	predicting	predict	VERB
fcis-11535	3	36	the	the	DET
fcis-11535	3	37	remaining	remain	VERB
fcis-11535	3	38	useful	useful	ADJ
fcis-11535	3	39	life	life	NOUN
fcis-11535	3	40	(	(	PUNCT
fcis-11535	3	41	rul	rul	NOUN
fcis-11535	3	42	)	)	PUNCT
fcis-11535	3	43	of	of	ADP
fcis-11535	3	44	lithium	lithium	NOUN
fcis-11535	3	45	-	-	PUNCT
fcis-11535	3	46	ion	ion	NOUN
fcis-11535	3	47	batteries	battery	NOUN
fcis-11535	3	48	is	be	AUX
fcis-11535	3	49	of	of	ADP
fcis-11535	3	50	paramount	paramount	ADJ
fcis-11535	3	51	significance	significance	NOUN
fcis-11535	3	52	for	for	ADP
fcis-11535	3	53	the	the	DET
fcis-11535	3	54	lifespan	lifespan	ADJ
fcis-11535	3	55	management	management	NOUN
fcis-11535	3	56	of	of	ADP
fcis-11535	3	57	electric	electric	ADJ
fcis-11535	3	58	vehicles	vehicle	NOUN
fcis-11535	3	59	.	.	PUNCT
fcis-11535	4	1	this	this	DET
fcis-11535	4	2	study	study	NOUN
fcis-11535	4	3	delves	delve	VERB
fcis-11535	4	4	into	into	ADP
fcis-11535	4	5	a	a	DET
fcis-11535	4	6	feature	feature	NOUN
fcis-11535	4	7	extraction	extraction	NOUN
fcis-11535	4	8	-	-	PUNCT
fcis-11535	4	9	based	base	VERB
fcis-11535	4	10	approach	approach	NOUN
fcis-11535	4	11	for	for	ADP
fcis-11535	4	12	indirectly	indirectly	ADV
fcis-11535	4	13	predicting	predict	VERB
fcis-11535	4	14	rul	rul	NOUN
fcis-11535	4	15	in	in	ADP
fcis-11535	4	16	lithium	lithium	NOUN
fcis-11535	4	17	-	-	PUNCT
fcis-11535	4	18	ion	ion	NOUN
fcis-11535	4	19	batteries	battery	NOUN
fcis-11535	4	20	,	,	PUNCT
fcis-11535	4	21	circumventing	circumvent	VERB
fcis-11535	4	22	the	the	DET
fcis-11535	4	23	limitations	limitation	NOUN
fcis-11535	4	24	posed	pose	VERB
fcis-11535	4	25	by	by	ADP
fcis-11535	4	26	the	the	DET
fcis-11535	4	27	challenge	challenge	NOUN
fcis-11535	4	28	of	of	ADP
fcis-11535	4	29	measuring	measure	VERB
fcis-11535	4	30	capacity	capacity	NOUN
fcis-11535	4	31	during	during	ADP
fcis-11535	4	32	battery	battery	NOUN
fcis-11535	4	33	operation	operation	NOUN
fcis-11535	4	34	.	.	PUNCT
fcis-11535	5	1	initially	initially	ADV
fcis-11535	5	2	,	,	PUNCT
fcis-11535	5	3	the	the	DET
fcis-11535	5	4	health	health	NOUN
fcis-11535	5	5	feature	feature	NOUN
fcis-11535	5	6	(	(	PUNCT
fcis-11535	5	7	hf	hf	NOUN
fcis-11535	5	8	)	)	PUNCT
fcis-11535	5	9	exhibiting	exhibit	VERB
fcis-11535	5	10	strong	strong	ADJ
fcis-11535	5	11	correlations	correlation	NOUN
fcis-11535	5	12	with	with	ADP
fcis-11535	5	13	capacity	capacity	NOUN
fcis-11535	5	14	is	be	AUX
fcis-11535	5	15	extracted	extract	VERB
fcis-11535	5	16	from	from	ADP
fcis-11535	5	17	localized	localized	ADJ
fcis-11535	5	18	charging	charge	VERB
fcis-11535	5	19	voltage	voltage	NOUN
fcis-11535	5	20	intervals	interval	NOUN
fcis-11535	5	21	,	,	PUNCT
fcis-11535	5	22	and	and	CCONJ
fcis-11535	5	23	capacity	capacity	NOUN
fcis-11535	5	24	estimates	estimate	NOUN
fcis-11535	5	25	are	be	AUX
fcis-11535	5	26	obtained	obtain	VERB
fcis-11535	5	27	through	through	ADP
fcis-11535	5	28	polynomial	polynomial	ADJ
fcis-11535	5	29	fitting	fitting	NOUN
fcis-11535	5	30	.	.	PUNCT
fcis-11535	6	1	subsequently	subsequently	ADV
fcis-11535	6	2	,	,	PUNCT
fcis-11535	6	3	a	a	DET
fcis-11535	6	4	dynamic	dynamic	ADJ
fcis-11535	6	5	long	long	ADJ
fcis-11535	6	6	short	short	ADJ
fcis-11535	6	7	-	-	PUNCT
fcis-11535	6	8	term	term	NOUN
fcis-11535	6	9	memory	memory	NOUN
fcis-11535	6	10	(	(	PUNCT
fcis-11535	6	11	d	d	NOUN
fcis-11535	6	12	-	-	PUNCT
fcis-11535	6	13	lstm	lstm	ADJ
fcis-11535	6	14	)	)	PUNCT
fcis-11535	6	15	neural	neural	ADJ
fcis-11535	6	16	network	network	NOUN
fcis-11535	6	17	is	be	AUX
fcis-11535	6	18	established	establish	VERB
fcis-11535	6	19	,	,	PUNCT
fcis-11535	6	20	iteratively	iteratively	ADV
fcis-11535	6	21	incorporating	incorporate	VERB
fcis-11535	6	22	prediction	prediction	NOUN
fcis-11535	6	23	outcomes	outcome	NOUN
fcis-11535	6	24	into	into	ADP
fcis-11535	6	25	training	training	NOUN
fcis-11535	6	26	data	datum	NOUN
fcis-11535	6	27	to	to	PART
fcis-11535	6	28	continuously	continuously	ADV
fcis-11535	6	29	enhance	enhance	VERB
fcis-11535	6	30	the	the	DET
fcis-11535	6	31	model	model	NOUN
fcis-11535	6	32	and	and	CCONJ
fcis-11535	6	33	ultimately	ultimately	ADV
fcis-11535	6	34	accomplish	accomplish	VERB
fcis-11535	6	35	rul	rul	NOUN
fcis-11535	6	36	prediction	prediction	NOUN
fcis-11535	6	37	.	.	PUNCT
fcis-11535	7	1	experimental	experimental	ADJ
fcis-11535	7	2	results	result	NOUN
fcis-11535	7	3	conducted	conduct	VERB
fcis-11535	7	4	on	on	ADP
fcis-11535	7	5	batteries	battery	NOUN
fcis-11535	7	6	with	with	ADP
fcis-11535	7	7	varying	vary	VERB
fcis-11535	7	8	initial	initial	ADJ
fcis-11535	7	9	states	state	NOUN
fcis-11535	7	10	from	from	ADP
fcis-11535	7	11	the	the	DET
fcis-11535	7	12	nasa	nasa	PROPN
fcis-11535	7	13	dataset	dataset	NOUN
fcis-11535	7	14	highlight	highlight	VERB
fcis-11535	7	15	the	the	DET
fcis-11535	7	16	substantial	substantial	ADJ
fcis-11535	7	17	accuracy	accuracy	NOUN
fcis-11535	7	18	and	and	CCONJ
fcis-11535	7	19	robustness	robustness	NOUN
fcis-11535	7	20	of	of	ADP
fcis-11535	7	21	the	the	DET
fcis-11535	7	22	proposed	propose	VERB
fcis-11535	7	23	d	d	NOUN
fcis-11535	7	24	-	-	PUNCT
fcis-11535	7	25	lstm	lstm	ADJ
fcis-11535	7	26	method	method	NOUN
fcis-11535	7	27	.	.	PUNCT
fcis-11535	8	1	it	it	PRON
fcis-11535	8	2	outperforms	outperform	VERB
fcis-11535	8	3	other	other	ADJ
fcis-11535	8	4	commonly	commonly	ADV
fcis-11535	8	5	utilized	utilize	VERB
fcis-11535	8	6	models	model	NOUN
fcis-11535	8	7	,	,	PUNCT
fcis-11535	8	8	offering	offer	VERB
fcis-11535	8	9	the	the	DET
fcis-11535	8	10	capability	capability	NOUN
fcis-11535	8	11	for	for	ADP
fcis-11535	8	12	online	online	ADJ
fcis-11535	8	13	rul	rul	NOUN
fcis-11535	8	14	prediction	prediction	NOUN
fcis-11535	8	15	.	.	PUNCT
fcis-11535	9	1	keywords	keyword	NOUN
fcis-11535	9	2	:	:	PUNCT
fcis-11535	9	3	lithium	lithium	NOUN
fcis-11535	9	4	-	-	PUNCT
fcis-11535	9	5	ion	ion	NOUN
fcis-11535	9	6	battery	battery	NOUN
fcis-11535	9	7	;	;	PUNCT
fcis-11535	9	8	remaining	remain	VERB
fcis-11535	9	9	useful	useful	ADJ
fcis-11535	9	10	life	life	NOUN
fcis-11535	9	11	;	;	PUNCT
fcis-11535	9	12	feature	feature	NOUN
fcis-11535	9	13	extraction	extraction	NOUN
fcis-11535	9	14	;	;	PUNCT
fcis-11535	9	15	long	long	ADJ
fcis-11535	9	16	short	short	ADJ
fcis-11535	9	17	-	-	PUNCT
fcis-11535	9	18	term	term	NOUN
fcis-11535	9	19	memory	memory	NOUN
fcis-11535	9	20	.	.	PUNCT
fcis-11535	10	1	1	1	X
fcis-11535	10	2	.	.	X
fcis-11535	10	3	introduction	introduction	NOUN
fcis-11535	10	4	due	due	ADP
fcis-11535	10	5	to	to	ADP
fcis-11535	10	6	its	its	PRON
fcis-11535	10	7	characteristics	characteristic	NOUN
fcis-11535	10	8	of	of	ADP
fcis-11535	10	9	prolonged	prolonged	ADJ
fcis-11535	10	10	cycle	cycle	NOUN
fcis-11535	10	11	life	life	NOUN
fcis-11535	10	12	,	,	PUNCT
fcis-11535	10	13	low	low	ADJ
fcis-11535	10	14	selfdischarge	selfdischarge	NOUN
fcis-11535	10	15	rates	rate	NOUN
fcis-11535	10	16	,	,	PUNCT
fcis-11535	10	17	and	and	CCONJ
fcis-11535	10	18	exceptional	exceptional	ADJ
fcis-11535	10	19	safety	safety	NOUN
fcis-11535	10	20	performance	performance	NOUN
fcis-11535	10	21	,	,	PUNCT
fcis-11535	10	22	the	the	DET
fcis-11535	10	23	lithium	lithium	NOUN
fcis-11535	10	24	-	-	PUNCT
fcis-11535	10	25	ion	ion	NOUN
fcis-11535	10	26	battery	battery	NOUN
fcis-11535	10	27	has	have	AUX
fcis-11535	10	28	become	become	VERB
fcis-11535	10	29	the	the	DET
fcis-11535	10	30	primary	primary	ADJ
fcis-11535	10	31	power	power	NOUN
fcis-11535	10	32	source	source	NOUN
fcis-11535	10	33	for	for	ADP
fcis-11535	10	34	electric	electric	ADJ
fcis-11535	10	35	vehicles	vehicle	NOUN
fcis-11535	10	36	[	[	X
fcis-11535	10	37	1	1	NUM
fcis-11535	10	38	]	]	PUNCT
fcis-11535	10	39	.	.	PUNCT
fcis-11535	11	1	however	however	ADV
fcis-11535	11	2	,	,	PUNCT
fcis-11535	11	3	failures	failure	NOUN
fcis-11535	11	4	occurring	occur	VERB
fcis-11535	11	5	during	during	ADP
fcis-11535	11	6	the	the	DET
fcis-11535	11	7	degradation	degradation	NOUN
fcis-11535	11	8	of	of	ADP
fcis-11535	11	9	lithium	lithium	NOUN
fcis-11535	11	10	-	-	PUNCT
fcis-11535	11	11	ion	ion	NOUN
fcis-11535	11	12	batteries	battery	NOUN
fcis-11535	11	13	can	can	AUX
fcis-11535	11	14	directly	directly	ADV
fcis-11535	11	15	impact	impact	VERB
fcis-11535	11	16	the	the	DET
fcis-11535	11	17	normal	normal	ADJ
fcis-11535	11	18	operation	operation	NOUN
fcis-11535	11	19	of	of	ADP
fcis-11535	11	20	devices	device	NOUN
fcis-11535	11	21	and	and	CCONJ
fcis-11535	11	22	even	even	ADV
fcis-11535	11	23	lead	lead	VERB
fcis-11535	11	24	to	to	ADP
fcis-11535	11	25	serious	serious	ADJ
fcis-11535	11	26	safety	safety	NOUN
fcis-11535	11	27	incidents	incident	NOUN
fcis-11535	11	28	[	[	X
fcis-11535	11	29	2	2	NUM
fcis-11535	11	30	]	]	PUNCT
fcis-11535	11	31	.	.	PUNCT
fcis-11535	12	1	in	in	ADP
fcis-11535	12	2	order	order	NOUN
fcis-11535	12	3	to	to	PART
fcis-11535	12	4	address	address	VERB
fcis-11535	12	5	this	this	DET
fcis-11535	12	6	issue	issue	NOUN
fcis-11535	12	7	,	,	PUNCT
fcis-11535	12	8	the	the	DET
fcis-11535	12	9	prediction	prediction	NOUN
fcis-11535	12	10	of	of	ADP
fcis-11535	12	11	the	the	DET
fcis-11535	12	12	remaining	remain	VERB
fcis-11535	12	13	useful	useful	ADJ
fcis-11535	12	14	life	life	NOUN
fcis-11535	12	15	(	(	PUNCT
fcis-11535	12	16	rul	rul	NOUN
fcis-11535	12	17	)	)	PUNCT
fcis-11535	12	18	of	of	ADP
fcis-11535	12	19	lithium	lithium	NOUN
fcis-11535	12	20	-	-	PUNCT
fcis-11535	12	21	ion	ion	NOUN
fcis-11535	12	22	batteries	battery	NOUN
fcis-11535	12	23	has	have	AUX
fcis-11535	12	24	become	become	VERB
fcis-11535	12	25	an	an	DET
fcis-11535	12	26	important	important	ADJ
fcis-11535	12	27	task	task	NOUN
fcis-11535	12	28	,	,	PUNCT
fcis-11535	12	29	as	as	SCONJ
fcis-11535	12	30	it	it	PRON
fcis-11535	12	31	can	can	AUX
fcis-11535	12	32	effectively	effectively	ADV
fcis-11535	12	33	estimate	estimate	VERB
fcis-11535	12	34	the	the	DET
fcis-11535	12	35	degree	degree	NOUN
fcis-11535	12	36	of	of	ADP
fcis-11535	12	37	degradation	degradation	NOUN
fcis-11535	12	38	of	of	ADP
fcis-11535	12	39	the	the	DET
fcis-11535	12	40	battery	battery	NOUN
fcis-11535	12	41	at	at	ADP
fcis-11535	12	42	future	future	ADJ
fcis-11535	12	43	moments	moment	NOUN
fcis-11535	12	44	,	,	PUNCT
fcis-11535	12	45	thereby	thereby	ADV
fcis-11535	12	46	providing	provide	VERB
fcis-11535	12	47	a	a	DET
fcis-11535	12	48	crucial	crucial	ADJ
fcis-11535	12	49	guarantee	guarantee	NOUN
fcis-11535	12	50	for	for	ADP
fcis-11535	12	51	the	the	DET
fcis-11535	12	52	safe	safe	ADJ
fcis-11535	12	53	and	and	CCONJ
fcis-11535	12	54	reliable	reliable	ADJ
fcis-11535	12	55	operation	operation	NOUN
fcis-11535	12	56	of	of	ADP
fcis-11535	12	57	energy	energy	NOUN
fcis-11535	12	58	storage	storage	NOUN
fcis-11535	12	59	systems	system	NOUN
fcis-11535	12	60	.	.	PUNCT
fcis-11535	13	1	the	the	DET
fcis-11535	13	2	rul	rul	NOUN
fcis-11535	13	3	of	of	ADP
fcis-11535	13	4	a	a	DET
fcis-11535	13	5	lithium	lithium	NOUN
fcis-11535	13	6	-	-	PUNCT
fcis-11535	13	7	ion	ion	NOUN
fcis-11535	13	8	battery	battery	NOUN
fcis-11535	13	9	refers	refer	VERB
fcis-11535	13	10	to	to	ADP
fcis-11535	13	11	the	the	DET
fcis-11535	13	12	time	time	NOUN
fcis-11535	13	13	or	or	CCONJ
fcis-11535	13	14	number	number	NOUN
fcis-11535	13	15	of	of	ADP
fcis-11535	13	16	cycles	cycle	NOUN
fcis-11535	13	17	over	over	ADP
fcis-11535	13	18	which	which	PRON
fcis-11535	13	19	the	the	DET
fcis-11535	13	20	battery	battery	NOUN
fcis-11535	13	21	is	be	AUX
fcis-11535	13	22	expected	expect	VERB
fcis-11535	13	23	to	to	PART
fcis-11535	13	24	continue	continue	VERB
fcis-11535	13	25	functioning	function	VERB
fcis-11535	13	26	effectively	effectively	ADV
fcis-11535	13	27	under	under	ADP
fcis-11535	13	28	specific	specific	ADJ
fcis-11535	13	29	usage	usage	NOUN
fcis-11535	13	30	conditions	condition	NOUN
fcis-11535	13	31	.	.	PUNCT
fcis-11535	14	1	the	the	DET
fcis-11535	14	2	critical	critical	ADJ
fcis-11535	14	3	threshold	threshold	NOUN
fcis-11535	14	4	for	for	ADP
fcis-11535	14	5	battery	battery	NOUN
fcis-11535	14	6	failure	failure	NOUN
fcis-11535	14	7	is	be	AUX
fcis-11535	14	8	referred	refer	VERB
fcis-11535	14	9	to	to	ADP
fcis-11535	14	10	as	as	ADP
fcis-11535	14	11	end	end	NOUN
fcis-11535	14	12	-	-	PUNCT
fcis-11535	14	13	of	of	ADP
fcis-11535	14	14	-	-	PUNCT
fcis-11535	14	15	life	life	NOUN
fcis-11535	14	16	(	(	PUNCT
fcis-11535	14	17	eol	eol	PROPN
fcis-11535	14	18	)	)	PUNCT
fcis-11535	14	19	,	,	PUNCT
fcis-11535	14	20	typically	typically	ADV
fcis-11535	14	21	defined	define	VERB
fcis-11535	14	22	by	by	ADP
fcis-11535	14	23	80	80	NUM
fcis-11535	14	24	%	%	NOUN
fcis-11535	14	25	of	of	ADP
fcis-11535	14	26	the	the	DET
fcis-11535	14	27	battery	battery	NOUN
fcis-11535	14	28	's	's	PART
fcis-11535	14	29	state	state	NOUN
fcis-11535	14	30	of	of	ADP
fcis-11535	14	31	health	health	NOUN
fcis-11535	14	32	(	(	PUNCT
fcis-11535	14	33	soh	soh	PROPN
fcis-11535	14	34	)	)	PUNCT
fcis-11535	14	35	,	,	PUNCT
fcis-11535	14	36	represented	represent	VERB
fcis-11535	14	37	using	use	VERB
fcis-11535	14	38	the	the	DET
fcis-11535	14	39	capacity	capacity	NOUN
fcis-11535	14	40	definition	definition	NOUN
fcis-11535	14	41	[	[	X
fcis-11535	14	42	3	3	NUM
fcis-11535	14	43	]	]	X
fcis-11535	14	44	:	:	PUNCT
fcis-11535	14	45	n	n	CCONJ
fcis-11535	14	46	nsoh	nsoh	PROPN
fcis-11535	14	47	q	q	PROPN
fcis-11535	14	48	q	q	PROPN
fcis-11535	14	49	(	(	PUNCT
fcis-11535	14	50	1	1	NUM
fcis-11535	14	51	)	)	PUNCT
fcis-11535	14	52	in	in	ADP
fcis-11535	14	53	recent	recent	ADJ
fcis-11535	14	54	years	year	NOUN
fcis-11535	14	55	,	,	PUNCT
fcis-11535	14	56	methods	method	NOUN
fcis-11535	14	57	for	for	ADP
fcis-11535	14	58	predicting	predict	VERB
fcis-11535	14	59	the	the	DET
fcis-11535	14	60	rul	rul	NOUN
fcis-11535	14	61	of	of	ADP
fcis-11535	14	62	lithiumion	lithiumion	NOUN
fcis-11535	14	63	batteries	battery	NOUN
fcis-11535	14	64	have	have	AUX
fcis-11535	14	65	been	be	AUX
fcis-11535	14	66	broadly	broadly	ADV
fcis-11535	14	67	categorized	categorize	VERB
fcis-11535	14	68	into	into	ADP
fcis-11535	14	69	two	two	NUM
fcis-11535	14	70	main	main	ADJ
fcis-11535	14	71	groups	group	NOUN
fcis-11535	14	72	:	:	PUNCT
fcis-11535	14	73	model	model	NOUN
fcis-11535	14	74	-	-	PUNCT
fcis-11535	14	75	based	base	VERB
fcis-11535	14	76	approaches	approach	NOUN
fcis-11535	14	77	and	and	CCONJ
fcis-11535	14	78	data	datum	NOUN
fcis-11535	14	79	-	-	PUNCT
fcis-11535	14	80	driven	drive	VERB
fcis-11535	14	81	approaches	approach	NOUN
fcis-11535	14	82	.	.	PUNCT
fcis-11535	15	1	model	model	NOUN
fcis-11535	15	2	-	-	PUNCT
fcis-11535	15	3	based	base	VERB
fcis-11535	15	4	approaches	approach	NOUN
fcis-11535	15	5	primarily	primarily	ADV
fcis-11535	15	6	encompass	encompass	VERB
fcis-11535	15	7	two	two	NUM
fcis-11535	15	8	types	type	NOUN
fcis-11535	15	9	:	:	PUNCT
fcis-11535	15	10	the	the	DET
fcis-11535	15	11	equivalent	equivalent	ADJ
fcis-11535	15	12	circuit	circuit	NOUN
fcis-11535	15	13	model	model	NOUN
fcis-11535	16	1	[	[	X
fcis-11535	16	2	4–6	4–6	X
fcis-11535	16	3	]	]	X
fcis-11535	16	4	and	and	CCONJ
fcis-11535	16	5	the	the	DET
fcis-11535	16	6	electrochemical	electrochemical	ADJ
fcis-11535	16	7	model	model	NOUN
fcis-11535	17	1	[	[	X
fcis-11535	17	2	7–9	7–9	NOUN
fcis-11535	17	3	]	]	X
fcis-11535	17	4	.	.	PUNCT
fcis-11535	18	1	the	the	DET
fcis-11535	18	2	equivalent	equivalent	ADJ
fcis-11535	18	3	circuit	circuit	NOUN
fcis-11535	18	4	model	model	NOUN
fcis-11535	18	5	is	be	AUX
fcis-11535	18	6	a	a	DET
fcis-11535	18	7	representation	representation	NOUN
fcis-11535	18	8	that	that	PRON
fcis-11535	18	9	does	do	AUX
fcis-11535	18	10	not	not	PART
fcis-11535	18	11	take	take	VERB
fcis-11535	18	12	into	into	ADP
fcis-11535	18	13	account	account	NOUN
fcis-11535	18	14	the	the	DET
fcis-11535	18	15	internal	internal	ADJ
fcis-11535	18	16	chemical	chemical	NOUN
fcis-11535	18	17	composition	composition	NOUN
fcis-11535	18	18	of	of	ADP
fcis-11535	18	19	the	the	DET
fcis-11535	18	20	battery	battery	NOUN
fcis-11535	18	21	or	or	CCONJ
fcis-11535	18	22	the	the	DET
fcis-11535	18	23	corresponding	corresponding	ADJ
fcis-11535	18	24	reactions	reaction	NOUN
fcis-11535	18	25	.	.	PUNCT
fcis-11535	19	1	this	this	DET
fcis-11535	19	2	model	model	NOUN
fcis-11535	19	3	can	can	AUX
fcis-11535	19	4	be	be	AUX
fcis-11535	19	5	constructed	construct	VERB
fcis-11535	19	6	based	base	VERB
fcis-11535	19	7	on	on	ADP
fcis-11535	19	8	the	the	DET
fcis-11535	19	9	battery	battery	NOUN
fcis-11535	19	10	's	's	PART
fcis-11535	19	11	electrical	electrical	ADJ
fcis-11535	19	12	characteristics	characteristic	NOUN
fcis-11535	19	13	using	use	VERB
fcis-11535	19	14	fundamental	fundamental	ADJ
fcis-11535	19	15	electronic	electronic	ADJ
fcis-11535	19	16	components	component	NOUN
fcis-11535	19	17	and	and	CCONJ
fcis-11535	19	18	controllable	controllable	ADJ
fcis-11535	19	19	voltage	voltage	NOUN
fcis-11535	19	20	sources	source	NOUN
fcis-11535	19	21	.	.	PUNCT
fcis-11535	20	1	the	the	DET
fcis-11535	20	2	equivalent	equivalent	ADJ
fcis-11535	20	3	circuit	circuit	NOUN
fcis-11535	20	4	model	model	NOUN
fcis-11535	20	5	demonstrates	demonstrate	VERB
fcis-11535	20	6	high	high	ADJ
fcis-11535	20	7	computational	computational	ADJ
fcis-11535	20	8	efficiency	efficiency	NOUN
fcis-11535	20	9	,	,	PUNCT
fcis-11535	20	10	rendering	render	VERB
fcis-11535	20	11	it	it	PRON
fcis-11535	20	12	suitable	suitable	ADJ
fcis-11535	20	13	for	for	ADP
fcis-11535	20	14	online	online	ADJ
fcis-11535	20	15	battery	battery	NOUN
fcis-11535	20	16	state	state	NOUN
fcis-11535	20	17	prediction	prediction	NOUN
fcis-11535	20	18	.	.	PUNCT
fcis-11535	21	1	however	however	ADV
fcis-11535	21	2	,	,	PUNCT
fcis-11535	21	3	achieving	achieve	VERB
fcis-11535	21	4	a	a	DET
fcis-11535	21	5	high	high	ADJ
fcis-11535	21	6	level	level	NOUN
fcis-11535	21	7	of	of	ADP
fcis-11535	21	8	accuracy	accuracy	NOUN
fcis-11535	21	9	with	with	ADP
fcis-11535	21	10	this	this	DET
fcis-11535	21	11	model	model	NOUN
fcis-11535	21	12	still	still	ADV
fcis-11535	21	13	presents	present	VERB
fcis-11535	21	14	certain	certain	ADJ
fcis-11535	21	15	challenges	challenge	NOUN
fcis-11535	21	16	.	.	PUNCT
fcis-11535	22	1	the	the	DET
fcis-11535	22	2	electrochemical	electrochemical	ADJ
fcis-11535	22	3	model	model	NOUN
fcis-11535	22	4	,	,	PUNCT
fcis-11535	22	5	originating	originate	VERB
fcis-11535	22	6	from	from	ADP
fcis-11535	22	7	a	a	DET
fcis-11535	22	8	spectrum	spectrum	NOUN
fcis-11535	22	9	of	of	ADP
fcis-11535	22	10	aging	age	VERB
fcis-11535	22	11	mechanisms	mechanism	NOUN
fcis-11535	22	12	,	,	PUNCT
fcis-11535	22	13	quantitatively	quantitatively	ADV
fcis-11535	22	14	delineates	delineate	VERB
fcis-11535	22	15	the	the	DET
fcis-11535	22	16	intricate	intricate	ADJ
fcis-11535	22	17	microphysical	microphysical	ADJ
fcis-11535	22	18	and	and	CCONJ
fcis-11535	22	19	chemical	chemical	NOUN
fcis-11535	22	20	processes	process	NOUN
fcis-11535	22	21	transpiring	transpire	VERB
fcis-11535	22	22	within	within	ADP
fcis-11535	22	23	the	the	DET
fcis-11535	22	24	battery	battery	NOUN
fcis-11535	22	25	,	,	PUNCT
fcis-11535	22	26	employing	employ	VERB
fcis-11535	22	27	fundamental	fundamental	ADJ
fcis-11535	22	28	principles	principle	NOUN
fcis-11535	22	29	.	.	PUNCT
fcis-11535	23	1	notably	notably	ADV
fcis-11535	23	2	,	,	PUNCT
fcis-11535	23	3	this	this	PRON
fcis-11535	23	4	encompasses	encompass	VERB
fcis-11535	23	5	the	the	DET
fcis-11535	23	6	p2d	p2d	NUM
fcis-11535	23	7	model	model	NOUN
fcis-11535	23	8	[	[	X
fcis-11535	23	9	7	7	NUM
fcis-11535	23	10	]	]	PUNCT
fcis-11535	23	11	and	and	CCONJ
fcis-11535	23	12	its	its	PRON
fcis-11535	23	13	simplified	simplified	ADJ
fcis-11535	23	14	derivatives	derivative	NOUN
fcis-11535	23	15	[	[	X
fcis-11535	23	16	9	9	NUM
fcis-11535	23	17	]	]	PUNCT
fcis-11535	23	18	.	.	PUNCT
fcis-11535	24	1	however	however	ADV
fcis-11535	24	2	,	,	PUNCT
fcis-11535	24	3	a	a	DET
fcis-11535	24	4	delicate	delicate	ADJ
fcis-11535	24	5	equilibrium	equilibrium	NOUN
fcis-11535	24	6	must	must	AUX
fcis-11535	24	7	be	be	AUX
fcis-11535	24	8	ascertained	ascertain	VERB
fcis-11535	24	9	between	between	ADP
fcis-11535	24	10	the	the	DET
fcis-11535	24	11	domain	domain	NOUN
fcis-11535	24	12	of	of	ADP
fcis-11535	24	13	applicability	applicability	NOUN
fcis-11535	24	14	and	and	CCONJ
fcis-11535	24	15	the	the	DET
fcis-11535	24	16	precision	precision	NOUN
fcis-11535	24	17	of	of	ADP
fcis-11535	24	18	these	these	DET
fcis-11535	24	19	models	model	NOUN
fcis-11535	24	20	.	.	PUNCT
fcis-11535	25	1	the	the	DET
fcis-11535	25	2	data	data	NOUN
fcis-11535	25	3	-	-	PUNCT
fcis-11535	25	4	driven	drive	VERB
fcis-11535	25	5	approach	approach	NOUN
fcis-11535	25	6	can	can	AUX
fcis-11535	25	7	be	be	AUX
fcis-11535	25	8	perceived	perceive	VERB
fcis-11535	25	9	as	as	ADP
fcis-11535	25	10	a	a	DET
fcis-11535	25	11	black	black	ADJ
fcis-11535	25	12	-	-	PUNCT
fcis-11535	25	13	box	box	NOUN
fcis-11535	25	14	methodology	methodology	NOUN
fcis-11535	25	15	capable	capable	ADJ
fcis-11535	25	16	of	of	ADP
fcis-11535	25	17	directly	directly	ADV
fcis-11535	25	18	unearthing	unearth	VERB
fcis-11535	25	19	latent	latent	ADJ
fcis-11535	25	20	information	information	NOUN
fcis-11535	25	21	and	and	CCONJ
fcis-11535	25	22	evolutionary	evolutionary	ADJ
fcis-11535	25	23	patterns	pattern	NOUN
fcis-11535	25	24	concerning	concern	VERB
fcis-11535	25	25	battery	battery	NOUN
fcis-11535	25	26	performance	performance	NOUN
fcis-11535	25	27	alterations	alteration	NOUN
fcis-11535	25	28	from	from	ADP
fcis-11535	25	29	historical	historical	ADJ
fcis-11535	25	30	battery	battery	NOUN
fcis-11535	25	31	data	datum	NOUN
fcis-11535	25	32	.	.	PUNCT
fcis-11535	26	1	this	this	DET
fcis-11535	26	2	approach	approach	NOUN
fcis-11535	26	3	facilitates	facilitate	VERB
fcis-11535	26	4	the	the	DET
fcis-11535	26	5	prediction	prediction	NOUN
fcis-11535	26	6	of	of	ADP
fcis-11535	26	7	rul	rul	NOUN
fcis-11535	26	8	without	without	ADP
fcis-11535	26	9	necessitating	necessitate	VERB
fcis-11535	26	10	an	an	DET
fcis-11535	26	11	intricate	intricate	ADJ
fcis-11535	26	12	comprehension	comprehension	NOUN
fcis-11535	26	13	of	of	ADP
fcis-11535	26	14	precise	precise	ADJ
fcis-11535	26	15	degradation	degradation	NOUN
fcis-11535	26	16	mechanisms	mechanism	NOUN
fcis-11535	26	17	.	.	PUNCT
fcis-11535	27	1	noteworthy	noteworthy	ADJ
fcis-11535	27	2	techniques	technique	NOUN
fcis-11535	27	3	encompass	encompass	VERB
fcis-11535	27	4	artificial	artificial	ADJ
fcis-11535	27	5	neural	neural	ADJ
fcis-11535	27	6	networks	network	NOUN
fcis-11535	27	7	(	(	PUNCT
fcis-11535	27	8	ann	ann	PROPN
fcis-11535	27	9	)	)	PUNCT
fcis-11535	28	1	[	[	X
fcis-11535	28	2	10	10	NUM
fcis-11535	28	3	,	,	PUNCT
fcis-11535	28	4	11	11	NUM
fcis-11535	28	5	]	]	PUNCT
fcis-11535	28	6	,	,	PUNCT
fcis-11535	28	7	convolution	convolution	NOUN
fcis-11535	28	8	neural	neural	ADJ
fcis-11535	28	9	networks	network	NOUN
fcis-11535	28	10	(	(	PUNCT
fcis-11535	28	11	cnn	cnn	PROPN
fcis-11535	28	12	)	)	PUNCT
fcis-11535	29	1	[	[	X
fcis-11535	29	2	12	12	NUM
fcis-11535	29	3	,	,	PUNCT
fcis-11535	29	4	13	13	NUM
fcis-11535	29	5	]	]	PUNCT
fcis-11535	29	6	,	,	PUNCT
fcis-11535	29	7	and	and	CCONJ
fcis-11535	29	8	long	long	ADV
fcis-11535	29	9	-	-	PUNCT
fcis-11535	29	10	short	short	ADJ
fcis-11535	29	11	-	-	PUNCT
fcis-11535	29	12	term	term	NOUN
fcis-11535	29	13	memory	memory	NOUN
fcis-11535	29	14	(	(	PUNCT
fcis-11535	29	15	lstm	lstm	NOUN
fcis-11535	29	16	)	)	PUNCT
fcis-11535	29	17	networks	network	NOUN
fcis-11535	29	18	[	[	X
fcis-11535	29	19	14	14	NUM
fcis-11535	29	20	,	,	PUNCT
fcis-11535	29	21	15	15	NUM
fcis-11535	29	22	]	]	PUNCT
fcis-11535	29	23	.	.	PUNCT
fcis-11535	30	1	in	in	ADP
fcis-11535	30	2	the	the	DET
fcis-11535	30	3	realm	realm	NOUN
fcis-11535	30	4	of	of	ADP
fcis-11535	30	5	data	data	NOUN
fcis-11535	30	6	-	-	PUNCT
fcis-11535	30	7	driven	drive	VERB
fcis-11535	30	8	methodologies	methodology	NOUN
fcis-11535	30	9	,	,	PUNCT
fcis-11535	30	10	aside	aside	ADV
fcis-11535	30	11	from	from	ADP
fcis-11535	30	12	the	the	DET
fcis-11535	30	13	judicious	judicious	ADJ
fcis-11535	30	14	selection	selection	NOUN
fcis-11535	30	15	of	of	ADP
fcis-11535	30	16	adept	adept	ADJ
fcis-11535	30	17	models	model	NOUN
fcis-11535	30	18	,	,	PUNCT
fcis-11535	30	19	efficacy	efficacy	NOUN
fcis-11535	30	20	is	be	AUX
fcis-11535	30	21	intrinsically	intrinsically	ADV
fcis-11535	30	22	tied	tie	VERB
fcis-11535	30	23	to	to	ADP
fcis-11535	30	24	the	the	DET
fcis-11535	30	25	aptness	aptness	NOUN
fcis-11535	30	26	of	of	ADP
fcis-11535	30	27	the	the	DET
fcis-11535	30	28	chosen	choose	VERB
fcis-11535	30	29	health	health	NOUN
fcis-11535	30	30	features	feature	NOUN
fcis-11535	30	31	in	in	ADP
fcis-11535	30	32	encapsulating	encapsulate	VERB
fcis-11535	30	33	the	the	DET
fcis-11535	30	34	battery	battery	NOUN
fcis-11535	30	35	's	's	PART
fcis-11535	30	36	degradation	degradation	NOUN
fcis-11535	30	37	trajectory	trajectory	NOUN
fcis-11535	30	38	.	.	PUNCT
fcis-11535	31	1	given	give	VERB
fcis-11535	31	2	the	the	DET
fcis-11535	31	3	practical	practical	ADJ
fcis-11535	31	4	challenges	challenge	NOUN
fcis-11535	31	5	associated	associate	VERB
fcis-11535	31	6	with	with	ADP
fcis-11535	31	7	directly	directly	ADV
fcis-11535	31	8	measuring	measure	VERB
fcis-11535	31	9	attributes	attribute	NOUN
fcis-11535	31	10	like	like	ADP
fcis-11535	31	11	capacity	capacity	NOUN
fcis-11535	31	12	and	and	CCONJ
fcis-11535	31	13	impedance	impedance	NOUN
fcis-11535	31	14	in	in	ADP
fcis-11535	31	15	real	real	ADJ
fcis-11535	31	16	-	-	PUNCT
fcis-11535	31	17	world	world	NOUN
fcis-11535	31	18	scenarios	scenario	NOUN
fcis-11535	31	19	,	,	PUNCT
fcis-11535	31	20	the	the	DET
fcis-11535	31	21	extraction	extraction	NOUN
fcis-11535	31	22	of	of	ADP
fcis-11535	31	23	alternative	alternative	ADJ
fcis-11535	31	24	perspectives	perspective	NOUN
fcis-11535	31	25	for	for	ADP
fcis-11535	31	26	health	health	NOUN
fcis-11535	31	27	features	feature	NOUN
fcis-11535	31	28	assumes	assume	VERB
fcis-11535	31	29	heightened	heighten	VERB
fcis-11535	31	30	practical	practical	ADJ
fcis-11535	31	31	significance	significance	NOUN
fcis-11535	31	32	.	.	PUNCT
fcis-11535	32	1	hence	hence	ADV
fcis-11535	32	2	,	,	PUNCT
fcis-11535	32	3	in	in	ADP
fcis-11535	32	4	response	response	NOUN
fcis-11535	32	5	to	to	ADP
fcis-11535	32	6	the	the	DET
fcis-11535	32	7	aforementioned	aforementioned	ADJ
fcis-11535	32	8	research	research	NOUN
fcis-11535	32	9	gaps	gap	NOUN
fcis-11535	32	10	,	,	PUNCT
fcis-11535	32	11	this	this	DET
fcis-11535	32	12	paper	paper	NOUN
fcis-11535	32	13	introduces	introduce	VERB
fcis-11535	32	14	a	a	DET
fcis-11535	32	15	feature	feature	NOUN
fcis-11535	32	16	extraction	extraction	NOUN
fcis-11535	32	17	-	-	PUNCT
fcis-11535	32	18	based	base	VERB
fcis-11535	32	19	approach	approach	NOUN
fcis-11535	32	20	for	for	ADP
fcis-11535	32	21	the	the	DET
fcis-11535	32	22	indirect	indirect	ADJ
fcis-11535	32	23	prediction	prediction	NOUN
fcis-11535	32	24	of	of	ADP
fcis-11535	32	25	rul	rul	NOUN
fcis-11535	32	26	.	.	PUNCT
fcis-11535	33	1	to	to	PART
fcis-11535	33	2	substantiate	substantiate	VERB
fcis-11535	33	3	the	the	DET
fcis-11535	33	4	model	model	NOUN
fcis-11535	33	5	's	's	PART
fcis-11535	33	6	effectiveness	effectiveness	NOUN
fcis-11535	33	7	,	,	PUNCT
fcis-11535	33	8	experiments	experiment	NOUN
fcis-11535	33	9	were	be	AUX
fcis-11535	33	10	conducted	conduct	VERB
fcis-11535	33	11	on	on	ADP
fcis-11535	33	12	batteries	battery	NOUN
fcis-11535	33	13	with	with	ADP
fcis-11535	33	14	various	various	ADJ
fcis-11535	33	15	distinct	distinct	ADJ
fcis-11535	33	16	initial	initial	ADJ
fcis-11535	33	17	states	state	NOUN
fcis-11535	33	18	.	.	PUNCT
fcis-11535	34	1	the	the	DET
fcis-11535	34	2	results	result	NOUN
fcis-11535	34	3	attest	attest	VERB
fcis-11535	34	4	to	to	ADP
fcis-11535	34	5	the	the	DET
fcis-11535	34	6	proposed	propose	VERB
fcis-11535	34	7	method	method	NOUN
fcis-11535	34	8	's	's	PART
fcis-11535	34	9	superior	superior	ADJ
fcis-11535	34	10	precision	precision	NOUN
fcis-11535	34	11	compared	compare	VERB
fcis-11535	34	12	to	to	ADP
fcis-11535	34	13	alternative	alternative	ADJ
fcis-11535	34	14	approaches	approach	NOUN
fcis-11535	34	15	.	.	PUNCT
fcis-11535	35	1	the	the	DET
fcis-11535	35	2	primary	primary	ADJ
fcis-11535	35	3	contributions	contribution	NOUN
fcis-11535	35	4	of	of	ADP
fcis-11535	35	5	this	this	DET
fcis-11535	35	6	paper	paper	NOUN
fcis-11535	35	7	are	be	AUX
fcis-11535	35	8	as	as	SCONJ
fcis-11535	35	9	follows	follow	VERB
fcis-11535	35	10	:	:	PUNCT
fcis-11535	36	1	1	1	X
fcis-11535	36	2	.	.	X
fcis-11535	36	3	this	this	DET
fcis-11535	36	4	paper	paper	NOUN
fcis-11535	36	5	introduces	introduce	VERB
fcis-11535	36	6	a	a	DET
fcis-11535	36	7	method	method	NOUN
fcis-11535	36	8	that	that	PRON
fcis-11535	36	9	extracts	extract	VERB
fcis-11535	36	10	the	the	DET
fcis-11535	36	11	health	health	NOUN
fcis-11535	36	12	feature	feature	NOUN
fcis-11535	36	13	(	(	PUNCT
fcis-11535	36	14	hf	hf	NOUN
fcis-11535	36	15	)	)	PUNCT
fcis-11535	36	16	from	from	ADP
fcis-11535	36	17	specific	specific	ADJ
fcis-11535	36	18	charging	charging	NOUN
fcis-11535	36	19	stages	stage	NOUN
fcis-11535	36	20	,	,	PUNCT
fcis-11535	36	21	imparting	impart	VERB
fcis-11535	36	22	practical	practical	ADJ
fcis-11535	36	23	significance	significance	NOUN
fcis-11535	36	24	.	.	PUNCT
fcis-11535	37	1	furthermore	furthermore	ADV
fcis-11535	37	2	,	,	PUNCT
fcis-11535	37	3	this	this	DET
fcis-11535	37	4	approach	approach	NOUN
fcis-11535	37	5	11	11	NUM
fcis-11535	37	6	establishes	establish	VERB
fcis-11535	37	7	a	a	DET
fcis-11535	37	8	robust	robust	ADJ
fcis-11535	37	9	correlation	correlation	NOUN
fcis-11535	37	10	between	between	ADP
fcis-11535	37	11	hi	hi	NOUN
fcis-11535	37	12	and	and	CCONJ
fcis-11535	37	13	battery	battery	NOUN
fcis-11535	37	14	capacity	capacity	NOUN
fcis-11535	37	15	through	through	ADP
fcis-11535	37	16	pearson	pearson	PROPN
fcis-11535	37	17	correlation	correlation	NOUN
fcis-11535	37	18	coefficients	coefficient	NOUN
fcis-11535	37	19	.	.	PUNCT
fcis-11535	38	1	2	2	X
fcis-11535	38	2	.	.	X
fcis-11535	38	3	this	this	DET
fcis-11535	38	4	paper	paper	NOUN
fcis-11535	38	5	addresses	address	VERB
fcis-11535	38	6	the	the	DET
fcis-11535	38	7	challenge	challenge	NOUN
fcis-11535	38	8	of	of	ADP
fcis-11535	38	9	measuring	measure	VERB
fcis-11535	38	10	battery	battery	NOUN
fcis-11535	38	11	capacity	capacity	NOUN
fcis-11535	38	12	directly	directly	ADV
fcis-11535	38	13	in	in	ADP
fcis-11535	38	14	real	real	ADJ
fcis-11535	38	15	-	-	PUNCT
fcis-11535	38	16	world	world	NOUN
fcis-11535	38	17	scenarios	scenario	NOUN
fcis-11535	38	18	by	by	ADP
fcis-11535	38	19	employing	employ	VERB
fcis-11535	38	20	polynomial	polynomial	ADJ
fcis-11535	38	21	fitting	fitting	ADJ
fcis-11535	38	22	to	to	PART
fcis-11535	38	23	establish	establish	VERB
fcis-11535	38	24	a	a	DET
fcis-11535	38	25	mapping	mapping	NOUN
fcis-11535	38	26	between	between	ADP
fcis-11535	38	27	the	the	DET
fcis-11535	38	28	extracted	extract	VERB
fcis-11535	38	29	hf	hf	NOUN
fcis-11535	38	30	and	and	CCONJ
fcis-11535	38	31	battery	battery	NOUN
fcis-11535	38	32	capacity	capacity	NOUN
fcis-11535	38	33	.	.	PUNCT
fcis-11535	39	1	3	3	X
fcis-11535	39	2	.	.	X
fcis-11535	39	3	this	this	DET
fcis-11535	39	4	paper	paper	NOUN
fcis-11535	39	5	adopts	adopt	VERB
fcis-11535	39	6	an	an	DET
fcis-11535	39	7	incremental	incremental	ADJ
fcis-11535	39	8	learning	learning	NOUN
fcis-11535	39	9	perspective	perspective	NOUN
fcis-11535	39	10	,	,	PUNCT
fcis-11535	39	11	progressively	progressively	ADV
fcis-11535	39	12	predicting	predict	VERB
fcis-11535	39	13	forthcoming	forthcoming	ADJ
fcis-11535	39	14	cycle	cycle	NOUN
fcis-11535	39	15	capacities	capacity	NOUN
fcis-11535	39	16	.	.	PUNCT
fcis-11535	40	1	by	by	ADP
fcis-11535	40	2	utilizing	utilize	VERB
fcis-11535	40	3	a	a	DET
fcis-11535	40	4	dynamic	dynamic	ADJ
fcis-11535	40	5	lstm	lstm	NOUN
fcis-11535	40	6	model	model	NOUN
fcis-11535	40	7	that	that	PRON
fcis-11535	40	8	iteratively	iteratively	ADV
fcis-11535	40	9	refines	refine	VERB
fcis-11535	40	10	its	its	PRON
fcis-11535	40	11	predictions	prediction	NOUN
fcis-11535	40	12	,	,	PUNCT
fcis-11535	40	13	the	the	DET
fcis-11535	40	14	accuracy	accuracy	NOUN
fcis-11535	40	15	of	of	ADP
fcis-11535	40	16	rul	rul	NOUN
fcis-11535	40	17	estimation	estimation	NOUN
fcis-11535	40	18	is	be	AUX
fcis-11535	40	19	substantially	substantially	ADV
fcis-11535	40	20	improved	improve	VERB
fcis-11535	40	21	.	.	PUNCT
fcis-11535	41	1	the	the	DET
fcis-11535	41	2	remainder	remainder	NOUN
fcis-11535	41	3	of	of	ADP
fcis-11535	41	4	this	this	DET
fcis-11535	41	5	article	article	NOUN
fcis-11535	41	6	is	be	AUX
fcis-11535	41	7	organized	organize	VERB
fcis-11535	41	8	as	as	SCONJ
fcis-11535	41	9	follows	follow	VERB
fcis-11535	41	10	:	:	PUNCT
fcis-11535	41	11	section	section	NOUN
fcis-11535	41	12	2	2	NUM
fcis-11535	41	13	predominantly	predominantly	ADV
fcis-11535	41	14	engages	engage	VERB
fcis-11535	41	15	in	in	ADP
fcis-11535	41	16	methodological	methodological	ADJ
fcis-11535	41	17	discourse	discourse	NOUN
fcis-11535	41	18	,	,	PUNCT
fcis-11535	41	19	encompassing	encompass	VERB
fcis-11535	41	20	the	the	DET
fcis-11535	41	21	extraction	extraction	NOUN
fcis-11535	41	22	of	of	ADP
fcis-11535	41	23	hf	hf	NOUN
fcis-11535	41	24	and	and	CCONJ
fcis-11535	41	25	delineating	delineate	VERB
fcis-11535	41	26	the	the	DET
fcis-11535	41	27	structure	structure	NOUN
fcis-11535	41	28	and	and	CCONJ
fcis-11535	41	29	establishment	establishment	NOUN
fcis-11535	41	30	process	process	NOUN
fcis-11535	41	31	of	of	ADP
fcis-11535	41	32	d	d	NOUN
fcis-11535	41	33	-	-	PUNCT
fcis-11535	41	34	lstm	lstm	ADJ
fcis-11535	41	35	.	.	PUNCT
fcis-11535	42	1	in	in	ADP
fcis-11535	42	2	section	section	NOUN
fcis-11535	42	3	3	3	NUM
fcis-11535	42	4	,	,	PUNCT
fcis-11535	42	5	the	the	DET
fcis-11535	42	6	robustness	robustness	NOUN
fcis-11535	42	7	and	and	CCONJ
fcis-11535	42	8	efficacy	efficacy	NOUN
fcis-11535	42	9	of	of	ADP
fcis-11535	42	10	d	d	PROPN
fcis-11535	42	11	-	-	PUNCT
fcis-11535	42	12	lstm	lstm	ADJ
fcis-11535	42	13	are	be	AUX
fcis-11535	42	14	substantiated	substantiate	VERB
fcis-11535	42	15	through	through	ADP
fcis-11535	42	16	battery	battery	NOUN
fcis-11535	42	17	validation	validation	NOUN
fcis-11535	42	18	employing	employ	VERB
fcis-11535	42	19	diverse	diverse	ADJ
fcis-11535	42	20	initial	initial	ADJ
fcis-11535	42	21	states	state	NOUN
fcis-11535	42	22	alongside	alongside	ADP
fcis-11535	42	23	comparative	comparative	ADJ
fcis-11535	42	24	analyses	analysis	NOUN
fcis-11535	42	25	against	against	ADP
fcis-11535	42	26	alternative	alternative	ADJ
fcis-11535	42	27	methodologies	methodology	NOUN
fcis-11535	42	28	.	.	PUNCT
fcis-11535	43	1	finally	finally	ADV
fcis-11535	43	2	,	,	PUNCT
fcis-11535	43	3	section	section	NOUN
fcis-11535	43	4	4	4	NUM
fcis-11535	43	5	concludes	conclude	VERB
fcis-11535	43	6	the	the	DET
fcis-11535	43	7	paper	paper	NOUN
fcis-11535	43	8	.	.	PUNCT
fcis-11535	44	1	2	2	X
fcis-11535	44	2	.	.	X
fcis-11535	44	3	methodology	methodology	NOUN
fcis-11535	44	4	2.1	2.1	NUM
fcis-11535	44	5	.	.	PUNCT
fcis-11535	45	1	health	health	NOUN
fcis-11535	45	2	feature	feature	NOUN
fcis-11535	45	3	extraction	extraction	NOUN
fcis-11535	45	4	figure	figure	NOUN
fcis-11535	45	5	1	1	NUM
fcis-11535	45	6	illustrates	illustrate	VERB
fcis-11535	45	7	the	the	DET
fcis-11535	45	8	charge	charge	NOUN
fcis-11535	45	9	and	and	CCONJ
fcis-11535	45	10	discharge	discharge	VERB
fcis-11535	45	11	voltage	voltage	NOUN
fcis-11535	45	12	profiles	profile	NOUN
fcis-11535	45	13	of	of	ADP
fcis-11535	45	14	the	the	DET
fcis-11535	45	15	b5	b5	PROPN
fcis-11535	45	16	battery	battery	NOUN
fcis-11535	45	17	,	,	PUNCT
fcis-11535	45	18	where	where	SCONJ
fcis-11535	45	19	darker	dark	ADJ
fcis-11535	45	20	colors	color	NOUN
fcis-11535	45	21	represent	represent	VERB
fcis-11535	45	22	more	more	ADJ
fcis-11535	45	23	pronounced	pronounced	ADJ
fcis-11535	45	24	degradation	degradation	NOUN
fcis-11535	45	25	.	.	PUNCT
fcis-11535	46	1	it	it	PRON
fcis-11535	46	2	is	be	AUX
fcis-11535	46	3	discernible	discernible	ADJ
fcis-11535	46	4	that	that	SCONJ
fcis-11535	46	5	,	,	PUNCT
fcis-11535	46	6	with	with	ADP
fcis-11535	46	7	the	the	DET
fcis-11535	46	8	progression	progression	NOUN
fcis-11535	46	9	of	of	ADP
fcis-11535	46	10	degradation	degradation	NOUN
fcis-11535	46	11	,	,	PUNCT
fcis-11535	46	12	alterations	alteration	NOUN
fcis-11535	46	13	in	in	ADP
fcis-11535	46	14	the	the	DET
fcis-11535	46	15	curve	curve	NOUN
fcis-11535	46	16	shapes	shape	NOUN
fcis-11535	46	17	become	become	VERB
fcis-11535	46	18	apparent	apparent	ADJ
fcis-11535	46	19	,	,	PUNCT
fcis-11535	46	20	manifesting	manifest	VERB
fcis-11535	46	21	as	as	ADP
fcis-11535	46	22	shifts	shift	NOUN
fcis-11535	46	23	in	in	ADP
fcis-11535	46	24	time	time	NOUN
fcis-11535	46	25	intervals	interval	NOUN
fcis-11535	46	26	within	within	ADP
fcis-11535	46	27	equivalent	equivalent	ADJ
fcis-11535	46	28	voltage	voltage	NOUN
fcis-11535	46	29	spans	span	NOUN
fcis-11535	46	30	.	.	PUNCT
fcis-11535	47	1	consequently	consequently	ADV
fcis-11535	47	2	,	,	PUNCT
fcis-11535	47	3	it	it	PRON
fcis-11535	47	4	becomes	become	VERB
fcis-11535	47	5	plausible	plausible	ADJ
fcis-11535	47	6	to	to	PART
fcis-11535	47	7	extract	extract	VERB
fcis-11535	47	8	time	time	NOUN
fcis-11535	47	9	intervals	interval	NOUN
fcis-11535	47	10	from	from	ADP
fcis-11535	47	11	the	the	DET
fcis-11535	47	12	charge	charge	NOUN
fcis-11535	47	13	and	and	CCONJ
fcis-11535	47	14	discharge	discharge	VERB
fcis-11535	47	15	curves	curve	NOUN
fcis-11535	47	16	,	,	PUNCT
fcis-11535	47	17	as	as	SCONJ
fcis-11535	47	18	hf	hf	PROPN
fcis-11535	47	19	is	be	AUX
fcis-11535	47	20	closely	closely	ADV
fcis-11535	47	21	linked	link	VERB
fcis-11535	47	22	to	to	ADP
fcis-11535	47	23	capacity	capacity	NOUN
fcis-11535	47	24	.	.	PUNCT
fcis-11535	48	1	the	the	DET
fcis-11535	48	2	computation	computation	NOUN
fcis-11535	48	3	formula	formula	NOUN
fcis-11535	48	4	is	be	AUX
fcis-11535	48	5	presented	present	VERB
fcis-11535	48	6	below	below	ADP
fcis-11535	48	7	:	:	PUNCT
fcis-11535	48	8			NOUN
fcis-11535	48	9			SYM
fcis-11535	48	10			PROPN
fcis-11535	48	11	start	start	PROPN
fcis-11535	48	12	endhf	endhf	PROPN
fcis-11535	48	13	t	t	PROPN
fcis-11535	48	14	v	v	ADP
fcis-11535	48	15	t	t	PROPN
fcis-11535	48	16	v	v	ADV
fcis-11535	48	17			X
fcis-11535	48	18	(	(	PUNCT
fcis-11535	48	19	2	2	NUM
fcis-11535	48	20	)	)	PUNCT
fcis-11535	48	21	where	where	SCONJ
fcis-11535	48	22	startv	startv	NOUN
fcis-11535	48	23	and	and	CCONJ
fcis-11535	48	24	endv	endv	PROPN
fcis-11535	48	25	is	be	AUX
fcis-11535	48	26	the	the	DET
fcis-11535	48	27	start	start	NOUN
fcis-11535	48	28	voltage	voltage	NOUN
fcis-11535	48	29	and	and	CCONJ
fcis-11535	48	30	end	end	VERB
fcis-11535	48	31	voltage	voltage	NOUN
fcis-11535	48	32	of	of	ADP
fcis-11535	48	33	the	the	DET
fcis-11535	48	34	voltage	voltage	NOUN
fcis-11535	48	35	interval	interval	NOUN
fcis-11535	48	36	.	.	PUNCT
fcis-11535	49	1	(	(	PUNCT
fcis-11535	49	2	a	a	X
fcis-11535	49	3	)	)	PUNCT
fcis-11535	49	4	(	(	PUNCT
fcis-11535	49	5	b	b	X
fcis-11535	49	6	)	)	PUNCT
fcis-11535	49	7	figure	figure	NOUN
fcis-11535	49	8	1	1	NUM
fcis-11535	49	9	.	.	PUNCT
fcis-11535	50	1	charge	charge	NOUN
fcis-11535	50	2	and	and	CCONJ
fcis-11535	50	3	discharge	discharge	VERB
fcis-11535	50	4	voltage	voltage	NOUN
fcis-11535	50	5	curves	curve	NOUN
fcis-11535	50	6	of	of	ADP
fcis-11535	50	7	the	the	DET
fcis-11535	50	8	b5	b5	PROPN
fcis-11535	50	9	battery	battery	NOUN
fcis-11535	50	10	however	however	ADV
fcis-11535	50	11	,	,	PUNCT
fcis-11535	50	12	in	in	ADP
fcis-11535	50	13	the	the	DET
fcis-11535	50	14	practical	practical	ADJ
fcis-11535	50	15	utilization	utilization	NOUN
fcis-11535	50	16	of	of	ADP
fcis-11535	50	17	lithium	lithium	NOUN
fcis-11535	50	18	-	-	PUNCT
fcis-11535	50	19	ion	ion	NOUN
fcis-11535	50	20	batteries	battery	NOUN
fcis-11535	50	21	,	,	PUNCT
fcis-11535	50	22	the	the	DET
fcis-11535	50	23	discharge	discharge	NOUN
fcis-11535	50	24	process	process	NOUN
fcis-11535	50	25	is	be	AUX
fcis-11535	50	26	often	often	ADV
fcis-11535	50	27	non	non	ADJ
fcis-11535	50	28	-	-	ADJ
fcis-11535	50	29	continuous	continuous	ADJ
fcis-11535	50	30	,	,	PUNCT
fcis-11535	50	31	and	and	CCONJ
fcis-11535	50	32	operational	operational	ADJ
fcis-11535	50	33	conditions	condition	NOUN
fcis-11535	50	34	exhibit	exhibit	VERB
fcis-11535	50	35	considerable	considerable	ADJ
fcis-11535	50	36	variability	variability	NOUN
fcis-11535	50	37	.	.	PUNCT
fcis-11535	51	1	consequently	consequently	ADV
fcis-11535	51	2	,	,	PUNCT
fcis-11535	51	3	acquiring	acquire	VERB
fcis-11535	51	4	data	datum	NOUN
fcis-11535	51	5	resembling	resemble	VERB
fcis-11535	51	6	the	the	DET
fcis-11535	51	7	stable	stable	ADJ
fcis-11535	51	8	curves	curve	NOUN
fcis-11535	51	9	depicted	depict	VERB
fcis-11535	51	10	in	in	ADP
fcis-11535	51	11	figure	figure	NOUN
fcis-11535	51	12	1(a	1(a	NUM
fcis-11535	51	13	)	)	PUNCT
fcis-11535	51	14	presents	present	VERB
fcis-11535	51	15	certain	certain	ADJ
fcis-11535	51	16	challenges	challenge	NOUN
fcis-11535	51	17	.	.	PUNCT
fcis-11535	52	1	moreover	moreover	ADV
fcis-11535	52	2	,	,	PUNCT
fcis-11535	52	3	due	due	ADP
fcis-11535	52	4	to	to	ADP
fcis-11535	52	5	the	the	DET
fcis-11535	52	6	infrequent	infrequent	ADJ
fcis-11535	52	7	occurrence	occurrence	NOUN
fcis-11535	52	8	of	of	ADP
fcis-11535	52	9	extreme	extreme	ADJ
fcis-11535	52	10	charge	charge	NOUN
fcis-11535	52	11	and	and	CCONJ
fcis-11535	52	12	discharge	discharge	VERB
fcis-11535	52	13	cycles	cycle	NOUN
fcis-11535	52	14	,	,	PUNCT
fcis-11535	52	15	obtaining	obtain	VERB
fcis-11535	52	16	complete	complete	ADJ
fcis-11535	52	17	cycle	cycle	NOUN
fcis-11535	52	18	curves	curve	NOUN
fcis-11535	52	19	is	be	AUX
fcis-11535	52	20	unrealistic	unrealistic	ADJ
fcis-11535	52	21	.	.	PUNCT
fcis-11535	53	1	thus	thus	ADV
fcis-11535	53	2	,	,	PUNCT
fcis-11535	53	3	to	to	PART
fcis-11535	53	4	enhance	enhance	VERB
fcis-11535	53	5	the	the	DET
fcis-11535	53	6	feasibility	feasibility	NOUN
fcis-11535	53	7	of	of	ADP
fcis-11535	53	8	extracting	extract	VERB
fcis-11535	53	9	hf	hf	NOUN
fcis-11535	53	10	from	from	ADP
fcis-11535	53	11	real	real	ADJ
fcis-11535	53	12	-	-	PUNCT
fcis-11535	53	13	world	world	NOUN
fcis-11535	53	14	applications	application	NOUN
fcis-11535	53	15	,	,	PUNCT
fcis-11535	53	16	this	this	DET
fcis-11535	53	17	paper	paper	NOUN
fcis-11535	53	18	opts	opt	VERB
fcis-11535	53	19	to	to	PART
fcis-11535	53	20	solely	solely	ADV
fcis-11535	53	21	consider	consider	VERB
fcis-11535	53	22	information	information	NOUN
fcis-11535	53	23	from	from	ADP
fcis-11535	53	24	select	select	ADJ
fcis-11535	53	25	charging	charging	NOUN
fcis-11535	53	26	stages	stage	NOUN
fcis-11535	53	27	.	.	PUNCT
fcis-11535	54	1	by	by	ADP
fcis-11535	54	2	employing	employ	VERB
fcis-11535	54	3	an	an	DET
fcis-11535	54	4	iterative	iterative	NOUN
fcis-11535	54	5	approach	approach	NOUN
fcis-11535	54	6	,	,	PUNCT
fcis-11535	54	7	the	the	DET
fcis-11535	54	8	optimal	optimal	ADJ
fcis-11535	54	9	voltage	voltage	NOUN
fcis-11535	54	10	interval	interval	NOUN
fcis-11535	54	11	of	of	ADP
fcis-11535	54	12	[	[	X
fcis-11535	54	13	3.7	3.7	NUM
fcis-11535	54	14	,	,	PUNCT
fcis-11535	54	15	4.1	4.1	NUM
fcis-11535	54	16	]	]	SYM
fcis-11535	54	17	v	v	NOUN
fcis-11535	54	18	was	be	AUX
fcis-11535	54	19	determined	determine	VERB
fcis-11535	54	20	.	.	PUNCT
fcis-11535	55	1	to	to	PART
fcis-11535	55	2	quantitatively	quantitatively	ADV
fcis-11535	55	3	analyze	analyze	VERB
fcis-11535	55	4	the	the	DET
fcis-11535	55	5	relationship	relationship	NOUN
fcis-11535	55	6	between	between	ADP
fcis-11535	55	7	the	the	DET
fcis-11535	55	8	extracted	extract	VERB
fcis-11535	55	9	hf	hf	NOUN
fcis-11535	55	10	and	and	CCONJ
fcis-11535	55	11	capacity	capacity	NOUN
fcis-11535	55	12	,	,	PUNCT
fcis-11535	55	13	this	this	DET
fcis-11535	55	14	paper	paper	NOUN
fcis-11535	55	15	employs	employ	VERB
fcis-11535	55	16	the	the	DET
fcis-11535	55	17	pearson	pearson	PROPN
fcis-11535	55	18	coefficient	coefficient	NOUN
fcis-11535	55	19	.	.	PUNCT
fcis-11535	56	1	the	the	DET
fcis-11535	56	2	pearson	pearson	PROPN
fcis-11535	56	3	coefficient	coefficient	NOUN
fcis-11535	56	4	serves	serve	VERB
fcis-11535	56	5	as	as	ADP
fcis-11535	56	6	a	a	DET
fcis-11535	56	7	metric	metric	NOUN
fcis-11535	56	8	for	for	ADP
fcis-11535	56	9	assessing	assess	VERB
fcis-11535	56	10	linear	linear	ADJ
fcis-11535	56	11	correlation	correlation	NOUN
fcis-11535	56	12	and	and	CCONJ
fcis-11535	56	13	yields	yield	NOUN
fcis-11535	56	14	values	value	NOUN
fcis-11535	56	15	between	between	ADP
fcis-11535	56	16	-1	-1	PUNCT
fcis-11535	56	17	and	and	CCONJ
fcis-11535	56	18	1	1	X
fcis-11535	56	19	.	.	PUNCT
fcis-11535	57	1	here	here	ADV
fcis-11535	57	2	is	be	AUX
fcis-11535	57	3	the	the	DET
fcis-11535	57	4	presented	present	VERB
fcis-11535	57	5	calculation	calculation	NOUN
fcis-11535	57	6	formula	formula	NOUN
fcis-11535	57	7	:	:	PUNCT
fcis-11535	57	8			PROPN
fcis-11535	57	9			NOUN
fcis-11535	58	1			PROPN
fcis-11535	58	2			NOUN
fcis-11535	58	3			PUNCT
fcis-11535	58	4			NOUN
fcis-11535	58	5			NOUN
fcis-11535	58	6	1	1	NUM
fcis-11535	58	7	1	1	NUM
fcis-11535	58	8	2	2	NUM
fcis-11535	58	9	1	1	NUM
fcis-11535	58	10	2	2	NUM
fcis-11535	58	11	n	n	NOUN
fcis-11535	58	12	x	x	SYM
fcis-11535	58	13	y	y	NOUN
fcis-11535	59	1	yi	yi	INTJ
fcis-11535	60	1	i	i	PRON
fcis-11535	60	2	ipearson	ipearson	NOUN
fcis-11535	61	1	x	x	INTJ
fcis-11535	61	2	y	y	NOUN
fcis-11535	61	3	yi	yi	INTJ
fcis-11535	62	1	i	i	NOUN
fcis-11535	62	2	x	x	PROPN
fcis-11535	62	3	n	n	CCONJ
fcis-11535	62	4	nxi	nxi	ADJ
fcis-11535	62	5	i	i	PROPN
fcis-11535	63	1			NOUN
fcis-11535	63	2			VERB
fcis-11535	63	3			PROPN
fcis-11535	63	4			PROPN
fcis-11535	63	5			ADP
fcis-11535	63	6			ADP
fcis-11535	63	7			PROPN
fcis-11535	63	8	(	(	PUNCT
fcis-11535	63	9	3	3	NUM
fcis-11535	63	10	)	)	PUNCT
fcis-11535	63	11	where	where	SCONJ
fcis-11535	63	12	ix	ix	PROPN
fcis-11535	63	13	and	and	CCONJ
fcis-11535	63	14	iy	iy	PROPN
fcis-11535	63	15	represent	represent	VERB
fcis-11535	63	16	the	the	DET
fcis-11535	63	17	hf	hf	NOUN
fcis-11535	63	18	and	and	CCONJ
fcis-11535	63	19	soh	soh	NOUN
fcis-11535	63	20	for	for	ADP
fcis-11535	63	21	the	the	DET
fcis-11535	63	22	i	i	PROPN
fcis-11535	63	23	th	th	X
fcis-11535	63	24	cycle	cycle	NOUN
fcis-11535	63	25	,	,	PUNCT
fcis-11535	63	26	while	while	SCONJ
fcis-11535	63	27	x	x	PRON
fcis-11535	63	28	and	and	CCONJ
fcis-11535	63	29	y	y	PROPN
fcis-11535	63	30	represent	represent	VERB
fcis-11535	63	31	the	the	DET
fcis-11535	63	32	average	average	ADJ
fcis-11535	63	33	values	value	NOUN
fcis-11535	63	34	of	of	ADP
fcis-11535	63	35	the	the	DET
fcis-11535	63	36	samples	sample	NOUN
fcis-11535	63	37	.	.	PUNCT
fcis-11535	64	1	the	the	DET
fcis-11535	64	2	computed	compute	VERB
fcis-11535	64	3	results	result	NOUN
fcis-11535	64	4	of	of	ADP
fcis-11535	64	5	the	the	DET
fcis-11535	64	6	pearson	pearson	PROPN
fcis-11535	64	7	coefficient	coefficient	NOUN
fcis-11535	64	8	have	have	AUX
fcis-11535	64	9	been	be	AUX
fcis-11535	64	10	summarized	summarize	VERB
fcis-11535	64	11	in	in	ADP
fcis-11535	64	12	table	table	NOUN
fcis-11535	64	13	1	1	NUM
fcis-11535	64	14	.	.	PUNCT
fcis-11535	64	15	observing	observe	VERB
fcis-11535	64	16	the	the	DET
fcis-11535	64	17	table	table	NOUN
fcis-11535	64	18	,	,	PUNCT
fcis-11535	64	19	it	it	PRON
fcis-11535	64	20	is	be	AUX
fcis-11535	64	21	evident	evident	ADJ
fcis-11535	64	22	that	that	SCONJ
fcis-11535	64	23	the	the	DET
fcis-11535	64	24	coefficient	coefficient	NOUN
fcis-11535	64	25	values	value	NOUN
fcis-11535	64	26	between	between	ADP
fcis-11535	64	27	all	all	DET
fcis-11535	64	28	batteries	battery	NOUN
fcis-11535	64	29	and	and	CCONJ
fcis-11535	64	30	features	feature	VERB
fcis-11535	64	31	surpass	surpass	VERB
fcis-11535	64	32	0.9	0.9	NUM
fcis-11535	64	33	.	.	PUNCT
fcis-11535	65	1	this	this	DET
fcis-11535	65	2	observation	observation	NOUN
fcis-11535	65	3	underscores	underscore	VERB
fcis-11535	65	4	the	the	DET
fcis-11535	65	5	presence	presence	NOUN
fcis-11535	65	6	of	of	ADP
fcis-11535	65	7	an	an	DET
fcis-11535	65	8	exceedingly	exceedingly	ADV
fcis-11535	65	9	strong	strong	ADJ
fcis-11535	65	10	linear	linear	ADJ
fcis-11535	65	11	correlation	correlation	NOUN
fcis-11535	65	12	between	between	ADP
fcis-11535	65	13	the	the	DET
fcis-11535	65	14	extracted	extract	VERB
fcis-11535	65	15	hf	hf	NOUN
fcis-11535	65	16	and	and	CCONJ
fcis-11535	65	17	capacity	capacity	NOUN
fcis-11535	65	18	across	across	ADP
fcis-11535	65	19	all	all	DET
fcis-11535	65	20	batteries	battery	NOUN
fcis-11535	65	21	.	.	PUNCT
fcis-11535	66	1	such	such	DET
fcis-11535	66	2	a	a	DET
fcis-11535	66	3	relationship	relationship	NOUN
fcis-11535	66	4	indirectly	indirectly	ADV
fcis-11535	66	5	reflects	reflect	VERB
fcis-11535	66	6	the	the	DET
fcis-11535	66	7	extent	extent	NOUN
fcis-11535	66	8	of	of	ADP
fcis-11535	66	9	battery	battery	NOUN
fcis-11535	66	10	degradation	degradation	NOUN
fcis-11535	66	11	.	.	PUNCT
fcis-11535	67	1	table	table	NOUN
fcis-11535	67	2	1	1	NUM
fcis-11535	67	3	.	.	PUNCT
fcis-11535	68	1	correlation	correlation	NOUN
fcis-11535	68	2	coefficient	coefficient	NOUN
fcis-11535	68	3	between	between	ADP
fcis-11535	68	4	the	the	DET
fcis-11535	68	5	capacity	capacity	NOUN
fcis-11535	68	6	and	and	CCONJ
fcis-11535	68	7	hf	hf	NOUN
fcis-11535	68	8	.	.	PUNCT
fcis-11535	68	9	battery	battery	NOUN
fcis-11535	68	10	correlation	correlation	NOUN
fcis-11535	68	11	coefficient	coefficient	NOUN
fcis-11535	68	12	b5	b5	PROPN
fcis-11535	68	13	0.9974	0.9974	NUM
fcis-11535	68	14	b6	b6	NOUN
fcis-11535	68	15	0.9917	0.9917	NUM
fcis-11535	68	16	b7	b7	PROPN
fcis-11535	68	17	0.9906	0.9906	NUM
fcis-11535	68	18	therefore	therefore	ADV
fcis-11535	68	19	,	,	PUNCT
fcis-11535	68	20	the	the	DET
fcis-11535	68	21	approach	approach	NOUN
fcis-11535	68	22	of	of	ADP
fcis-11535	68	23	polynomial	polynomial	ADJ
fcis-11535	68	24	fitting	fitting	NOUN
fcis-11535	68	25	can	can	AUX
fcis-11535	68	26	be	be	AUX
fcis-11535	68	27	employed	employ	VERB
fcis-11535	68	28	to	to	PART
fcis-11535	68	29	estimate	estimate	VERB
fcis-11535	68	30	capacity	capacity	NOUN
fcis-11535	68	31	values	value	NOUN
fcis-11535	68	32	through	through	ADP
fcis-11535	68	33	the	the	DET
fcis-11535	68	34	mapping	mapping	NOUN
fcis-11535	68	35	of	of	ADP
fcis-11535	68	36	hf	hf	PROPN
fcis-11535	68	37	.	.	PUNCT
fcis-11535	69	1	specifically	specifically	ADV
fcis-11535	69	2	,	,	PUNCT
fcis-11535	69	3	a	a	DET
fcis-11535	69	4	linear	linear	ADJ
fcis-11535	69	5	function	function	NOUN
fcis-11535	69	6	is	be	AUX
fcis-11535	69	7	utilized	utilize	VERB
fcis-11535	69	8	,	,	PUNCT
fcis-11535	69	9	as	as	SCONJ
fcis-11535	69	10	depicted	depict	VERB
fcis-11535	69	11	below	below	ADV
fcis-11535	69	12	:	:	PUNCT
fcis-11535	69	13	est	est	X
fcis-11535	69	14	=	=	NOUN
fcis-11535	69	15	a	a	PRON
fcis-11535	69	16	hf	hf	PROPN
fcis-11535	69	17	bc	bc	PROPN
fcis-11535	69	18			PROPN
fcis-11535	69	19			X
fcis-11535	69	20	(	(	PUNCT
fcis-11535	69	21	4	4	NUM
fcis-11535	69	22	)	)	PUNCT
fcis-11535	69	23	where	where	SCONJ
fcis-11535	69	24	estc	estc	NOUN
fcis-11535	69	25	is	be	AUX
fcis-11535	69	26	the	the	DET
fcis-11535	69	27	estimated	estimate	VERB
fcis-11535	69	28	capacity	capacity	NOUN
fcis-11535	69	29	,	,	PUNCT
fcis-11535	69	30	while	while	SCONJ
fcis-11535	69	31	a	a	PRON
fcis-11535	69	32	and	and	CCONJ
fcis-11535	69	33	b	b	NOUN
fcis-11535	69	34	are	be	AUX
fcis-11535	69	35	the	the	DET
fcis-11535	69	36	constant	constant	ADJ
fcis-11535	69	37	obtained	obtain	VERB
fcis-11535	69	38	from	from	ADP
fcis-11535	69	39	the	the	DET
fcis-11535	69	40	linear	linear	ADJ
fcis-11535	69	41	regression	regression	NOUN
fcis-11535	69	42	.	.	PUNCT
fcis-11535	70	1	the	the	DET
fcis-11535	70	2	outcomes	outcome	NOUN
fcis-11535	70	3	of	of	ADP
fcis-11535	70	4	the	the	DET
fcis-11535	70	5	linear	linear	PROPN
fcis-11535	70	6	fitting	fitting	NOUN
fcis-11535	70	7	have	have	AUX
fcis-11535	70	8	been	be	AUX
fcis-11535	70	9	presented	present	VERB
fcis-11535	70	10	in	in	ADP
fcis-11535	70	11	figure	figure	NOUN
fcis-11535	70	12	2	2	NUM
fcis-11535	70	13	.	.	PUNCT
fcis-11535	71	1	it	it	PRON
fcis-11535	71	2	is	be	AUX
fcis-11535	71	3	discernible	discernible	ADJ
fcis-11535	71	4	that	that	SCONJ
fcis-11535	71	5	estimating	estimate	VERB
fcis-11535	71	6	capacity	capacity	NOUN
fcis-11535	71	7	indirectly	indirectly	ADV
fcis-11535	71	8	through	through	ADP
fcis-11535	71	9	the	the	DET
fcis-11535	71	10	extraction	extraction	NOUN
fcis-11535	71	11	of	of	ADP
fcis-11535	71	12	hf	hf	NOUN
fcis-11535	71	13	proves	prove	VERB
fcis-11535	71	14	to	to	PART
fcis-11535	71	15	be	be	AUX
fcis-11535	71	16	a	a	DET
fcis-11535	71	17	viable	viable	ADJ
fcis-11535	71	18	alternative	alternative	NOUN
fcis-11535	71	19	to	to	ADP
fcis-11535	71	20	direct	direct	ADJ
fcis-11535	71	21	capacity	capacity	NOUN
fcis-11535	71	22	measurements	measurement	NOUN
fcis-11535	71	23	.	.	PUNCT
fcis-11535	72	1	figure	figure	NOUN
fcis-11535	72	2	2	2	NUM
fcis-11535	72	3	.	.	PUNCT
fcis-11535	72	4	result	result	NOUN
fcis-11535	72	5	of	of	ADP
fcis-11535	72	6	the	the	DET
fcis-11535	72	7	linear	linear	PROPN
fcis-11535	72	8	fit	fit	ADJ
fcis-11535	72	9	2.2	2.2	NUM
fcis-11535	72	10	.	.	PUNCT
fcis-11535	73	1	d	d	X
fcis-11535	73	2	-	-	PUNCT
fcis-11535	73	3	lstm	lstm	ADJ
fcis-11535	73	4	model	model	NOUN
fcis-11535	73	5	the	the	DET
fcis-11535	73	6	d	d	ADJ
fcis-11535	73	7	-	-	PUNCT
fcis-11535	73	8	lstm	lstm	ADJ
fcis-11535	73	9	model	model	NOUN
fcis-11535	73	10	proposed	propose	VERB
fcis-11535	73	11	in	in	ADP
fcis-11535	73	12	this	this	DET
fcis-11535	73	13	paper	paper	NOUN
fcis-11535	73	14	is	be	AUX
fcis-11535	73	15	built	build	VERB
fcis-11535	73	16	upon	upon	SCONJ
fcis-11535	73	17	the	the	DET
fcis-11535	73	18	foundation	foundation	NOUN
fcis-11535	73	19	of	of	ADP
fcis-11535	73	20	lstm	lstm	PROPN
fcis-11535	73	21	,	,	PUNCT
fcis-11535	73	22	which	which	PRON
fcis-11535	73	23	is	be	AUX
fcis-11535	73	24	an	an	DET
fcis-11535	73	25	advancement	advancement	NOUN
fcis-11535	73	26	over	over	ADP
fcis-11535	73	27	recurrent	recurrent	ADJ
fcis-11535	73	28	neural	neural	ADJ
fcis-11535	73	29	networks	network	NOUN
fcis-11535	73	30	(	(	PUNCT
fcis-11535	73	31	rnns	rnns	PROPN
fcis-11535	73	32	)	)	PUNCT
fcis-11535	73	33	.	.	PUNCT
fcis-11535	74	1	lstm	lstm	NOUN
fcis-11535	74	2	was	be	AUX
fcis-11535	74	3	introduced	introduce	VERB
fcis-11535	74	4	by	by	ADP
fcis-11535	74	5	hochreiter	hochreiter	PROPN
fcis-11535	74	6	and	and	CCONJ
fcis-11535	74	7	schmid	schmid	PROPN
fcis-11535	74	8	huber	huber	PROPN
fcis-11535	74	9	with	with	ADP
fcis-11535	74	10	the	the	DET
fcis-11535	74	11	goal	goal	NOUN
fcis-11535	74	12	of	of	ADP
fcis-11535	74	13	addressing	address	VERB
fcis-11535	74	14	challenges	challenge	NOUN
fcis-11535	74	15	like	like	ADP
fcis-11535	74	16	vanishing	vanish	VERB
fcis-11535	74	17	and	and	CCONJ
fcis-11535	74	18	exploding	explode	VERB
fcis-11535	74	19	gradients	gradient	NOUN
fcis-11535	74	20	that	that	PRON
fcis-11535	74	21	arise	arise	VERB
fcis-11535	74	22	when	when	SCONJ
fcis-11535	74	23	training	train	VERB
fcis-11535	74	24	long	long	ADJ
fcis-11535	74	25	sequences	sequence	NOUN
fcis-11535	74	26	.	.	PUNCT
fcis-11535	75	1	lstm	lstm	NOUN
fcis-11535	75	2	enhances	enhance	VERB
fcis-11535	75	3	rnns	rnn	NOUN
fcis-11535	75	4	by	by	ADP
fcis-11535	75	5	incorporating	incorporate	VERB
fcis-11535	75	6	three	three	NUM
fcis-11535	75	7	information	information	NOUN
fcis-11535	75	8	control	control	NOUN
fcis-11535	75	9	gates	gate	NOUN
fcis-11535	75	10	:	:	PUNCT
fcis-11535	75	11	the	the	DET
fcis-11535	75	12	forget	forget	NOUN
fcis-11535	75	13	gate	gate	NOUN
fcis-11535	75	14	,	,	PUNCT
fcis-11535	75	15	input	input	NOUN
fcis-11535	75	16	gate	gate	NOUN
fcis-11535	75	17	,	,	PUNCT
fcis-11535	75	18	and	and	CCONJ
fcis-11535	75	19	output	output	NOUN
fcis-11535	75	20	gate	gate	NOUN
fcis-11535	75	21	.	.	PUNCT
fcis-11535	76	1	these	these	DET
fcis-11535	76	2	gate	gate	PROPN
fcis-11535	76	3	structures	structure	NOUN
fcis-11535	76	4	empower	empower	VERB
fcis-11535	76	5	lstm	lstm	NOUN
fcis-11535	76	6	to	to	PART
fcis-11535	76	7	adeptly	adeptly	ADV
fcis-11535	76	8	capture	capture	VERB
fcis-11535	76	9	long	long	ADJ
fcis-11535	76	10	-	-	PUNCT
fcis-11535	76	11	term	term	NOUN
fcis-11535	76	12	dependencies	dependency	NOUN
fcis-11535	76	13	within	within	ADP
fcis-11535	76	14	12	12	NUM
fcis-11535	76	15	sequences	sequence	NOUN
fcis-11535	76	16	,	,	PUNCT
fcis-11535	76	17	thereby	thereby	ADV
fcis-11535	76	18	exhibiting	exhibit	VERB
fcis-11535	76	19	superior	superior	ADJ
fcis-11535	76	20	performance	performance	NOUN
fcis-11535	76	21	in	in	ADP
fcis-11535	76	22	processing	process	VERB
fcis-11535	76	23	temporal	temporal	ADJ
fcis-11535	76	24	data	datum	NOUN
fcis-11535	76	25	.	.	PUNCT
fcis-11535	77	1	this	this	DET
fcis-11535	77	2	capability	capability	NOUN
fcis-11535	77	3	arises	arise	VERB
fcis-11535	77	4	from	from	ADP
fcis-11535	77	5	its	its	PRON
fcis-11535	77	6	effective	effective	ADJ
fcis-11535	77	7	maintenance	maintenance	NOUN
fcis-11535	77	8	and	and	CCONJ
fcis-11535	77	9	updating	updating	NOUN
fcis-11535	77	10	of	of	ADP
fcis-11535	77	11	memory	memory	NOUN
fcis-11535	77	12	states	state	NOUN
fcis-11535	77	13	.	.	PUNCT
fcis-11535	78	1	the	the	DET
fcis-11535	78	2	structure	structure	NOUN
fcis-11535	78	3	of	of	ADP
fcis-11535	78	4	lstm	lstm	NOUN
fcis-11535	78	5	is	be	AUX
fcis-11535	78	6	illustrated	illustrate	VERB
fcis-11535	78	7	in	in	ADP
fcis-11535	78	8	figure	figure	NOUN
fcis-11535	78	9	3	3	NUM
fcis-11535	78	10	.	.	PUNCT
fcis-11535	78	11	figure	figure	NOUN
fcis-11535	78	12	3	3	NUM
fcis-11535	78	13	.	.	PUNCT
fcis-11535	79	1	the	the	DET
fcis-11535	79	2	basic	basic	ADJ
fcis-11535	79	3	structure	structure	NOUN
fcis-11535	79	4	of	of	ADP
fcis-11535	79	5	lstm	lstm	NOUN
fcis-11535	79	6	the	the	DET
fcis-11535	79	7	relevant	relevant	ADJ
fcis-11535	79	8	calculation	calculation	NOUN
fcis-11535	79	9	formula	formula	NOUN
fcis-11535	79	10	is	be	AUX
fcis-11535	79	11	provided	provide	VERB
fcis-11535	79	12	below	below	ADP
fcis-11535	79	13	:	:	PUNCT
fcis-11535	79	14			VERB
fcis-11535	79	15			ADP
fcis-11535	79	16			PROPN
fcis-11535	79	17			NOUN
fcis-11535	79	18			VERB
fcis-11535	79	19			PROPN
fcis-11535	79	20			NOUN
fcis-11535	79	21			VERB
fcis-11535	79	22			PROPN
fcis-11535	79	23			NOUN
fcis-11535	79	24			VERB
fcis-11535	79	25			PROPN
fcis-11535	79	26			NOUN
fcis-11535	79	27			PUNCT
fcis-11535	79	28	1	1	NUM
fcis-11535	79	29	1	1	NUM
fcis-11535	79	30	1	1	NUM
fcis-11535	79	31	1	1	NUM
fcis-11535	79	32	1	1	NUM
fcis-11535	79	33	,	,	PUNCT
fcis-11535	79	34	,	,	PUNCT
fcis-11535	79	35	tanh	tanh	PROPN
fcis-11535	79	36	,	,	PUNCT
fcis-11535	79	37	,	,	PUNCT
fcis-11535	79	38	tanh	tanh	PROPN
fcis-11535	79	39	t	t	PROPN
fcis-11535	79	40	f	f	PROPN
fcis-11535	79	41	t	t	PROPN
fcis-11535	79	42	t	t	PROPN
fcis-11535	79	43	f	f	PROPN
fcis-11535	79	44	t	t	PROPN
fcis-11535	80	1	i	i	PRON
fcis-11535	80	2	t	t	NOUN
fcis-11535	81	1	t	t	X
fcis-11535	82	1	i	i	PRON
fcis-11535	82	2	t	t	PROPN
fcis-11535	82	3	c	c	PROPN
fcis-11535	83	1	t	t	PROPN
fcis-11535	83	2	t	t	PROPN
fcis-11535	83	3	c	c	PROPN
fcis-11535	83	4	t	t	PROPN
fcis-11535	83	5	t	t	PROPN
fcis-11535	83	6	t	t	PROPN
fcis-11535	83	7	t	t	PROPN
fcis-11535	83	8	t	t	PROPN
fcis-11535	83	9	t	t	X
fcis-11535	84	1	o	o	X
fcis-11535	84	2	t	t	NOUN
fcis-11535	84	3	t	t	X
fcis-11535	85	1	o	o	X
fcis-11535	85	2	t	t	NOUN
fcis-11535	85	3	t	t	PROPN
fcis-11535	85	4	t	t	PROPN
fcis-11535	85	5	f	f	PROPN
fcis-11535	85	6	w	w	PROPN
fcis-11535	85	7	h	h	NOUN
fcis-11535	86	1	x	x	PROPN
fcis-11535	86	2	b	b	NOUN
fcis-11535	87	1	i	i	NOUN
fcis-11535	87	2	w	w	VERB
fcis-11535	87	3	h	h	NOUN
fcis-11535	87	4	x	x	X
fcis-11535	87	5	b	b	X
fcis-11535	87	6	c	c	NOUN
fcis-11535	87	7	w	w	PROPN
fcis-11535	87	8	h	h	NOUN
fcis-11535	87	9	x	x	PROPN
fcis-11535	88	1	b	b	NOUN
fcis-11535	88	2	c	c	NOUN
fcis-11535	89	1	f	f	NOUN
fcis-11535	89	2	c	c	NOUN
fcis-11535	90	1	i	i	PRON
fcis-11535	90	2	c	c	NOUN
fcis-11535	91	1	o	o	INTJ
fcis-11535	91	2	w	w	NOUN
fcis-11535	91	3	h	h	NOUN
fcis-11535	92	1	x	x	X
fcis-11535	93	1	b	b	NOUN
fcis-11535	93	2	h	h	NOUN
fcis-11535	93	3	o	o	NOUN
fcis-11535	93	4	c	c	NOUN
fcis-11535	93	5			PROPN
fcis-11535	93	6			X
fcis-11535	93	7			X
fcis-11535	93	8			PROPN
fcis-11535	93	9			PROPN
fcis-11535	93	10			PROPN
fcis-11535	93	11			PROPN
fcis-11535	93	12			NOUN
fcis-11535	93	13			ADP
fcis-11535	93	14			PROPN
fcis-11535	93	15			PROPN
fcis-11535	93	16			PUNCT
fcis-11535	93	17			PRON
fcis-11535	93	18			NUM
fcis-11535	93	19			PROPN
fcis-11535	93	20			PROPN
fcis-11535	93	21			PUNCT
fcis-11535	93	22			PRON
fcis-11535	93	23			NUM
fcis-11535	93	24			PROPN
fcis-11535	93	25			NUM
fcis-11535	93	26			NOUN
fcis-11535	94	1			NUM
fcis-11535	94	2			NUM
fcis-11535	94	3			PROPN
fcis-11535	94	4			PROPN
fcis-11535	94	5			ADV
fcis-11535	94	6			PROPN
fcis-11535	94	7			NUM
fcis-11535	94	8			ADJ
fcis-11535	94	9			NUM
fcis-11535	94	10			NOUN
fcis-11535	94	11			NUM
fcis-11535	94	12			NUM
fcis-11535	94	13			X
fcis-11535	94	14			NOUN
fcis-11535	94	15			NOUN
fcis-11535	94	16	(	(	PUNCT
fcis-11535	94	17	5	5	NUM
fcis-11535	94	18	)	)	PUNCT
fcis-11535	94	19	where	where	SCONJ
fcis-11535	94	20			PROPN
fcis-11535	94	21	is	be	AUX
fcis-11535	94	22	the	the	DET
fcis-11535	94	23	sigmoid	sigmoid	NOUN
fcis-11535	94	24	activation	activation	NOUN
fcis-11535	94	25	function	function	NOUN
fcis-11535	94	26	;	;	PUNCT
fcis-11535	94	27	fw	fw	X
fcis-11535	94	28	,	,	PUNCT
fcis-11535	94	29	iw	iw	INTJ
fcis-11535	94	30	and	and	CCONJ
fcis-11535	94	31	ow	ow	INTJ
fcis-11535	94	32	represent	represent	VERB
fcis-11535	94	33	the	the	DET
fcis-11535	94	34	weight	weight	NOUN
fcis-11535	94	35	matrices	matrix	NOUN
fcis-11535	94	36	for	for	ADP
fcis-11535	94	37	the	the	DET
fcis-11535	94	38	forget	forget	NOUN
fcis-11535	94	39	gate	gate	NOUN
fcis-11535	94	40	,	,	PUNCT
fcis-11535	94	41	input	input	NOUN
fcis-11535	94	42	gate	gate	NOUN
fcis-11535	94	43	,	,	PUNCT
fcis-11535	94	44	and	and	CCONJ
fcis-11535	94	45	output	output	NOUN
fcis-11535	94	46	gate	gate	NOUN
fcis-11535	94	47	respectively	respectively	ADV
fcis-11535	94	48	;	;	PUNCT
fcis-11535	94	49	fb	fb	INTJ
fcis-11535	94	50	,	,	PUNCT
fcis-11535	94	51	ib	ib	PROPN
fcis-11535	94	52	and	and	CCONJ
fcis-11535	94	53	ob	ob	NOUN
fcis-11535	94	54	are	be	AUX
fcis-11535	94	55	the	the	DET
fcis-11535	94	56	corresponding	correspond	VERB
fcis-11535	94	57	bias	bias	NOUN
fcis-11535	94	58	vectors	vector	NOUN
fcis-11535	94	59	;	;	PUNCT
fcis-11535	94	60	tanh	tanh	PROPN
fcis-11535	94	61	is	be	AUX
fcis-11535	94	62	the	the	DET
fcis-11535	94	63	hyperbolic	hyperbolic	ADJ
fcis-11535	94	64	tangent	tangent	NOUN
fcis-11535	94	65	activation	activation	NOUN
fcis-11535	94	66	function	function	NOUN
fcis-11535	94	67	.	.	PUNCT
fcis-11535	95	1	the	the	DET
fcis-11535	95	2	workflow	workflow	NOUN
fcis-11535	95	3	for	for	ADP
fcis-11535	95	4	rul	rul	NOUN
fcis-11535	95	5	prediction	prediction	NOUN
fcis-11535	95	6	using	use	VERB
fcis-11535	95	7	the	the	DET
fcis-11535	95	8	d	d	ADJ
fcis-11535	95	9	-	-	PUNCT
fcis-11535	95	10	lstm	lstm	ADJ
fcis-11535	95	11	model	model	NOUN
fcis-11535	95	12	is	be	AUX
fcis-11535	95	13	outlined	outline	VERB
fcis-11535	95	14	below	below	ADP
fcis-11535	95	15	:	:	PUNCT
fcis-11535	95	16	1	1	X
fcis-11535	95	17	.	.	X
fcis-11535	95	18	extract	extract	VERB
fcis-11535	95	19	the	the	DET
fcis-11535	95	20	hf	hf	NOUN
fcis-11535	95	21	from	from	ADP
fcis-11535	95	22	historical	historical	ADJ
fcis-11535	95	23	data	datum	NOUN
fcis-11535	95	24	and	and	CCONJ
fcis-11535	95	25	employ	employ	VERB
fcis-11535	95	26	this	this	DET
fcis-11535	95	27	data	datum	NOUN
fcis-11535	95	28	to	to	PART
fcis-11535	95	29	train	train	VERB
fcis-11535	95	30	the	the	DET
fcis-11535	95	31	initial	initial	ADJ
fcis-11535	95	32	d	d	ADJ
fcis-11535	95	33	-	-	PUNCT
fcis-11535	95	34	lstm	lstm	ADJ
fcis-11535	95	35	model	model	NOUN
fcis-11535	95	36	.	.	PUNCT
fcis-11535	96	1	2	2	X
fcis-11535	96	2	.	.	AUX
fcis-11535	96	3	establish	establish	VERB
fcis-11535	96	4	a	a	DET
fcis-11535	96	5	linear	linear	ADJ
fcis-11535	96	6	mapping	mapping	NOUN
fcis-11535	96	7	relationship	relationship	NOUN
fcis-11535	96	8	from	from	ADP
fcis-11535	96	9	health	health	NOUN
fcis-11535	96	10	index	index	NOUN
fcis-11535	96	11	to	to	ADP
fcis-11535	96	12	capacity	capacity	NOUN
fcis-11535	96	13	and	and	CCONJ
fcis-11535	96	14	determine	determine	VERB
fcis-11535	96	15	the	the	DET
fcis-11535	96	16	coefficient	coefficient	NOUN
fcis-11535	96	17	values	value	NOUN
fcis-11535	96	18	of	of	ADP
fcis-11535	96	19	the	the	DET
fcis-11535	96	20	linear	linear	ADJ
fcis-11535	96	21	function	function	NOUN
fcis-11535	96	22	.	.	PUNCT
fcis-11535	97	1	3	3	X
fcis-11535	97	2	.	.	X
fcis-11535	97	3	utilize	utilize	VERB
fcis-11535	97	4	the	the	DET
fcis-11535	97	5	d	d	PROPN
fcis-11535	97	6	-	-	PUNCT
fcis-11535	97	7	lstm	lstm	ADJ
fcis-11535	97	8	model	model	NOUN
fcis-11535	97	9	to	to	PART
fcis-11535	97	10	generate	generate	VERB
fcis-11535	97	11	health	health	NOUN
fcis-11535	97	12	index	index	NOUN
fcis-11535	97	13	predictions	prediction	NOUN
fcis-11535	97	14	for	for	ADP
fcis-11535	97	15	the	the	DET
fcis-11535	97	16	next	next	ADJ
fcis-11535	97	17	n	n	NOUN
fcis-11535	97	18	cycles	cycle	NOUN
fcis-11535	97	19	.	.	PUNCT
fcis-11535	98	1	4	4	X
fcis-11535	98	2	.	.	X
fcis-11535	98	3	employ	employ	VERB
fcis-11535	98	4	the	the	DET
fcis-11535	98	5	linear	linear	ADJ
fcis-11535	98	6	function	function	NOUN
fcis-11535	98	7	established	establish	VERB
fcis-11535	98	8	in	in	ADP
fcis-11535	98	9	step	step	NOUN
fcis-11535	98	10	1	1	NUM
fcis-11535	98	11	to	to	PART
fcis-11535	98	12	compute	compute	VERB
fcis-11535	98	13	capacity	capacity	NOUN
fcis-11535	98	14	predictions	prediction	NOUN
fcis-11535	98	15	for	for	ADP
fcis-11535	98	16	the	the	DET
fcis-11535	98	17	subsequent	subsequent	ADJ
fcis-11535	98	18	n	n	PRON
fcis-11535	98	19	cycles	cycle	NOUN
fcis-11535	98	20	.	.	PUNCT
fcis-11535	99	1	5	5	X
fcis-11535	99	2	.	.	X
fcis-11535	99	3	if	if	SCONJ
fcis-11535	99	4	the	the	DET
fcis-11535	99	5	capacity	capacity	NOUN
fcis-11535	99	6	prediction	prediction	NOUN
fcis-11535	99	7	falls	fall	VERB
fcis-11535	99	8	below	below	ADP
fcis-11535	99	9	a	a	DET
fcis-11535	99	10	specified	specified	ADJ
fcis-11535	99	11	eol	eol	PROPN
fcis-11535	99	12	,	,	PUNCT
fcis-11535	99	13	which	which	PRON
fcis-11535	99	14	corresponds	correspond	VERB
fcis-11535	99	15	to	to	ADP
fcis-11535	99	16	80	80	NUM
fcis-11535	99	17	%	%	NOUN
fcis-11535	99	18	soh	soh	PROPN
fcis-11535	99	19	,	,	PUNCT
fcis-11535	99	20	output	output	VERB
fcis-11535	99	21	the	the	DET
fcis-11535	99	22	predicted	predict	VERB
fcis-11535	99	23	rul	rul	NOUN
fcis-11535	99	24	.	.	PUNCT
fcis-11535	100	1	if	if	SCONJ
fcis-11535	100	2	not	not	PART
fcis-11535	100	3	,	,	PUNCT
fcis-11535	100	4	incorporate	incorporate	VERB
fcis-11535	100	5	these	these	DET
fcis-11535	100	6	n	n	CCONJ
fcis-11535	100	7	-	-	PUNCT
fcis-11535	100	8	cycle	cycle	NOUN
fcis-11535	100	9	capacity	capacity	NOUN
fcis-11535	100	10	predictions	prediction	NOUN
fcis-11535	100	11	into	into	ADP
fcis-11535	100	12	the	the	DET
fcis-11535	100	13	training	training	NOUN
fcis-11535	100	14	data	datum	NOUN
fcis-11535	100	15	,	,	PUNCT
fcis-11535	100	16	fine	fine	ADJ
fcis-11535	100	17	-	-	PUNCT
fcis-11535	100	18	tune	tune	NOUN
fcis-11535	100	19	the	the	DET
fcis-11535	100	20	dlstm	dlstm	PROPN
fcis-11535	100	21	model	model	NOUN
fcis-11535	100	22	,	,	PUNCT
fcis-11535	100	23	and	and	CCONJ
fcis-11535	100	24	then	then	ADV
fcis-11535	100	25	repeat	repeat	VERB
fcis-11535	100	26	steps	step	NOUN
fcis-11535	100	27	3	3	NUM
fcis-11535	100	28	-	-	SYM
fcis-11535	100	29	4	4	NUM
fcis-11535	100	30	.	.	NOUN
fcis-11535	100	31	3	3	NUM
fcis-11535	100	32	.	.	X
fcis-11535	100	33	experimental	experimental	ADJ
fcis-11535	100	34	3.1	3.1	NUM
fcis-11535	100	35	.	.	PUNCT
fcis-11535	101	1	experimental	experimental	ADJ
fcis-11535	101	2	setup	setup	NOUN
fcis-11535	101	3	before	before	ADP
fcis-11535	101	4	training	train	VERB
fcis-11535	101	5	the	the	DET
fcis-11535	101	6	d	d	ADJ
fcis-11535	101	7	-	-	PUNCT
fcis-11535	101	8	lstm	lstm	ADJ
fcis-11535	101	9	model	model	NOUN
fcis-11535	101	10	,	,	PUNCT
fcis-11535	101	11	the	the	DET
fcis-11535	101	12	hf	hf	PROPN
fcis-11535	101	13	undergoes	undergoe	NOUN
fcis-11535	101	14	standardization	standardization	NOUN
fcis-11535	101	15	,	,	PUNCT
fcis-11535	101	16	computed	compute	VERB
fcis-11535	101	17	as	as	SCONJ
fcis-11535	101	18	follows	follow	VERB
fcis-11535	101	19	:	:	PUNCT
fcis-11535	101	20	min	min	PROPN
fcis-11535	101	21	norm	norm	PROPN
fcis-11535	101	22	max	max	PROPN
fcis-11535	101	23	min	min	PROPN
fcis-11535	101	24	x	x	PUNCT
fcis-11535	101	25	x	x	PUNCT
fcis-11535	101	26	x	x	PUNCT
fcis-11535	101	27	x	x	PUNCT
fcis-11535	101	28	x	x	SYM
fcis-11535	101	29			PROPN
fcis-11535	101	30			NUM
fcis-11535	101	31			NOUN
fcis-11535	101	32	(	(	PUNCT
fcis-11535	101	33	6	6	NUM
fcis-11535	101	34	)	)	PUNCT
fcis-11535	101	35	where	where	SCONJ
fcis-11535	101	36	normx	normx	ADV
fcis-11535	101	37	represents	represent	VERB
fcis-11535	101	38	the	the	DET
fcis-11535	101	39	standardized	standardized	ADJ
fcis-11535	101	40	data	datum	NOUN
fcis-11535	101	41	,	,	PUNCT
fcis-11535	101	42	x	x	X
fcis-11535	101	43	,	,	PUNCT
fcis-11535	101	44	maxx	maxx	PROPN
fcis-11535	101	45	and	and	CCONJ
fcis-11535	101	46	minx	minx	NOUN
fcis-11535	101	47	represent	represent	VERB
fcis-11535	101	48	the	the	DET
fcis-11535	101	49	original	original	ADJ
fcis-11535	101	50	data	datum	NOUN
fcis-11535	101	51	,	,	PUNCT
fcis-11535	101	52	the	the	DET
fcis-11535	101	53	maximum	maximum	ADJ
fcis-11535	101	54	and	and	CCONJ
fcis-11535	101	55	minimum	minimum	NOUN
fcis-11535	101	56	of	of	ADP
fcis-11535	101	57	the	the	DET
fcis-11535	101	58	original	original	ADJ
fcis-11535	101	59	data	datum	NOUN
fcis-11535	101	60	,	,	PUNCT
fcis-11535	101	61	respectively	respectively	ADV
fcis-11535	101	62	.	.	PUNCT
fcis-11535	102	1	during	during	ADP
fcis-11535	102	2	the	the	DET
fcis-11535	102	3	training	training	NOUN
fcis-11535	102	4	of	of	ADP
fcis-11535	102	5	the	the	DET
fcis-11535	102	6	d	d	PROPN
fcis-11535	102	7	-	-	PUNCT
fcis-11535	102	8	lstm	lstm	ADJ
fcis-11535	102	9	model	model	NOUN
fcis-11535	102	10	,	,	PUNCT
fcis-11535	102	11	the	the	DET
fcis-11535	102	12	batch	batch	NOUN
fcis-11535	102	13	size	size	NOUN
fcis-11535	102	14	is	be	AUX
fcis-11535	102	15	set	set	VERB
fcis-11535	102	16	to	to	ADP
fcis-11535	102	17	20	20	NUM
fcis-11535	102	18	,	,	PUNCT
fcis-11535	102	19	the	the	DET
fcis-11535	102	20	number	number	NOUN
fcis-11535	102	21	of	of	ADP
fcis-11535	102	22	epochs	epoch	NOUN
fcis-11535	102	23	is	be	AUX
fcis-11535	102	24	set	set	VERB
fcis-11535	102	25	to	to	ADP
fcis-11535	102	26	200	200	NUM
fcis-11535	102	27	,	,	PUNCT
fcis-11535	102	28	and	and	CCONJ
fcis-11535	102	29	the	the	DET
fcis-11535	102	30	learning	learning	NOUN
fcis-11535	102	31	rate	rate	NOUN
fcis-11535	102	32	is	be	AUX
fcis-11535	102	33	set	set	VERB
fcis-11535	102	34	to	to	ADP
fcis-11535	102	35	0.001	0.001	NUM
fcis-11535	102	36	.	.	PUNCT
fcis-11535	103	1	a	a	DET
fcis-11535	103	2	dropout	dropout	NOUN
fcis-11535	103	3	layer	layer	NOUN
fcis-11535	103	4	is	be	AUX
fcis-11535	103	5	introduced	introduce	VERB
fcis-11535	103	6	with	with	ADP
fcis-11535	103	7	a	a	DET
fcis-11535	103	8	parameter	parameter	NOUN
fcis-11535	103	9	of	of	ADP
fcis-11535	103	10	0.3	0.3	NUM
fcis-11535	103	11	to	to	PART
fcis-11535	103	12	prevent	prevent	VERB
fcis-11535	103	13	overfitting	overfitting	NOUN
fcis-11535	103	14	.	.	PUNCT
fcis-11535	104	1	the	the	DET
fcis-11535	104	2	training	training	NOUN
fcis-11535	104	3	process	process	NOUN
fcis-11535	104	4	is	be	AUX
fcis-11535	104	5	accelerated	accelerate	VERB
fcis-11535	104	6	using	use	VERB
fcis-11535	104	7	the	the	DET
fcis-11535	104	8	adaptive	adaptive	ADJ
fcis-11535	104	9	moment	moment	NOUN
fcis-11535	104	10	estimation	estimation	NOUN
fcis-11535	104	11	(	(	PUNCT
fcis-11535	104	12	adam	adam	PROPN
fcis-11535	104	13	)	)	PUNCT
fcis-11535	104	14	optimization	optimization	NOUN
fcis-11535	104	15	algorithm	algorithm	NOUN
fcis-11535	104	16	to	to	PART
fcis-11535	104	17	aid	aid	NOUN
fcis-11535	104	18	convergence	convergence	NOUN
fcis-11535	104	19	.	.	PUNCT
fcis-11535	105	1	furthermore	furthermore	ADV
fcis-11535	105	2	,	,	PUNCT
fcis-11535	105	3	three	three	NUM
fcis-11535	105	4	metrics	metric	NOUN
fcis-11535	105	5	are	be	AUX
fcis-11535	105	6	adopted	adopt	VERB
fcis-11535	105	7	to	to	PART
fcis-11535	105	8	assess	assess	VERB
fcis-11535	105	9	the	the	DET
fcis-11535	105	10	precision	precision	NOUN
fcis-11535	105	11	and	and	CCONJ
fcis-11535	105	12	robustness	robustness	NOUN
fcis-11535	105	13	of	of	ADP
fcis-11535	105	14	the	the	DET
fcis-11535	105	15	proposed	propose	VERB
fcis-11535	105	16	method	method	NOUN
fcis-11535	105	17	in	in	ADP
fcis-11535	105	18	predicting	predict	VERB
fcis-11535	105	19	rul	rul	NOUN
fcis-11535	105	20	for	for	ADP
fcis-11535	105	21	lithium	lithium	NOUN
fcis-11535	105	22	-	-	PUNCT
fcis-11535	105	23	ion	ion	NOUN
fcis-11535	105	24	batteries	battery	NOUN
fcis-11535	105	25	.	.	PUNCT
fcis-11535	106	1	these	these	DET
fcis-11535	106	2	metrics	metric	NOUN
fcis-11535	106	3	include	include	VERB
fcis-11535	106	4	rul	rul	NOUN
fcis-11535	106	5	predicted	predict	VERB
fcis-11535	106	6	error	error	NOUN
fcis-11535	106	7	(	(	PUNCT
fcis-11535	106	8	ruler	ruler	NOUN
fcis-11535	106	9	)	)	PUNCT
fcis-11535	106	10	,	,	PUNCT
fcis-11535	106	11	root	root	NOUN
fcis-11535	106	12	mean	mean	VERB
fcis-11535	106	13	squared	square	VERB
fcis-11535	106	14	error	error	NOUN
fcis-11535	106	15	(	(	PUNCT
fcis-11535	106	16	rmse	rmse	NOUN
fcis-11535	106	17	)	)	PUNCT
fcis-11535	106	18	,	,	PUNCT
fcis-11535	106	19	and	and	CCONJ
fcis-11535	106	20	mean	mean	VERB
fcis-11535	106	21	absolute	absolute	ADJ
fcis-11535	106	22	error	error	NOUN
fcis-11535	106	23	(	(	PUNCT
fcis-11535	106	24	mae	mae	PROPN
fcis-11535	106	25	)	)	PUNCT
fcis-11535	106	26	.	.	PUNCT
fcis-11535	107	1	er	er	INTJ
fcis-11535	107	2	predict	predict	VERB
fcis-11535	107	3	actualrul	actualrul	PROPN
fcis-11535	107	4	rul	rul	PROPN
fcis-11535	107	5	rul	rul	PROPN
fcis-11535	107	6			PROPN
fcis-11535	107	7	(	(	PUNCT
fcis-11535	107	8	7	7	NUM
fcis-11535	107	9	)	)	PUNCT
fcis-11535	107	10			NOUN
fcis-11535	107	11	2	2	ADJ
fcis-11535	107	12	1	1	NUM
fcis-11535	107	13	ˆ	ˆ	NUM
fcis-11535	107	14	1	1	NUM
fcis-11535	108	1	n	n	NOUN
fcis-11535	109	1	i	i	PRON
fcis-11535	109	2	i	i	PRON
fcis-11535	110	1	i	i	PRON
fcis-11535	110	2	rmse	rmse	VERB
fcis-11535	110	3	x	x	X
fcis-11535	110	4	x	x	SYM
fcis-11535	110	5	n	n	NUM
fcis-11535	110	6			NUM
fcis-11535	110	7			NUM
fcis-11535	110	8			PROPN
fcis-11535	110	9	(	(	PUNCT
fcis-11535	110	10	8)	8)	NUM
fcis-11535	110	11	1	1	NUM
fcis-11535	110	12	ˆ	ˆ	NOUN
fcis-11535	110	13	1	1	NUM
fcis-11535	111	1	n	n	NOUN
fcis-11535	112	1	i	i	PRON
fcis-11535	113	1	i	i	PRON
fcis-11535	114	1	i	i	PRON
fcis-11535	114	2	mae	mae	PROPN
fcis-11535	114	3	x	x	X
fcis-11535	114	4	x	x	VERB
fcis-11535	114	5	n	n	CCONJ
fcis-11535	114	6			NOUN
fcis-11535	114	7			NUM
fcis-11535	115	1			NOUN
fcis-11535	115	2	(	(	PUNCT
fcis-11535	115	3	9	9	NUM
fcis-11535	115	4	)	)	PUNCT
fcis-11535	115	5	where	where	SCONJ
fcis-11535	115	6	ix	ix	ADV
fcis-11535	115	7	and	and	CCONJ
fcis-11535	115	8	ˆix	ˆix	NOUN
fcis-11535	115	9	represent	represent	VERB
fcis-11535	115	10	the	the	DET
fcis-11535	115	11	predicted	predict	VERB
fcis-11535	115	12	and	and	CCONJ
fcis-11535	115	13	actual	actual	ADJ
fcis-11535	115	14	values	value	NOUN
fcis-11535	115	15	of	of	ADP
fcis-11535	115	16	capacity	capacity	NOUN
fcis-11535	115	17	for	for	ADP
fcis-11535	115	18	the	the	DET
fcis-11535	115	19	i	i	PROPN
fcis-11535	115	20	-th	-th	NOUN
fcis-11535	115	21	cycle	cycle	NOUN
fcis-11535	115	22	,	,	PUNCT
fcis-11535	115	23	respectively	respectively	ADV
fcis-11535	115	24	.	.	PUNCT
fcis-11535	116	1	3.2	3.2	NUM
fcis-11535	116	2	.	.	PUNCT
fcis-11535	117	1	dataset	dataset	ADJ
fcis-11535	117	2	description	description	NOUN
fcis-11535	117	3	the	the	DET
fcis-11535	117	4	proposed	propose	VERB
fcis-11535	117	5	methodology	methodology	NOUN
fcis-11535	117	6	is	be	AUX
fcis-11535	117	7	validated	validate	VERB
fcis-11535	117	8	using	use	VERB
fcis-11535	117	9	the	the	DET
fcis-11535	117	10	b5	b5	PROPN
fcis-11535	117	11	,	,	PUNCT
fcis-11535	117	12	b6	b6	NOUN
fcis-11535	117	13	,	,	PUNCT
fcis-11535	117	14	and	and	CCONJ
fcis-11535	117	15	b7	b7	PROPN
fcis-11535	117	16	batteries	battery	NOUN
fcis-11535	117	17	from	from	ADP
fcis-11535	117	18	the	the	DET
fcis-11535	117	19	nasa	nasa	PROPN
fcis-11535	117	20	dataset	dataset	NOUN
fcis-11535	118	1	[	[	X
fcis-11535	118	2	16	16	NUM
fcis-11535	118	3	]	]	PUNCT
fcis-11535	118	4	.	.	PUNCT
fcis-11535	119	1	the	the	DET
fcis-11535	119	2	operating	operating	NOUN
fcis-11535	119	3	conditions	condition	NOUN
fcis-11535	119	4	of	of	ADP
fcis-11535	119	5	the	the	DET
fcis-11535	119	6	batteries	battery	NOUN
fcis-11535	119	7	are	be	AUX
fcis-11535	119	8	detailed	detail	VERB
fcis-11535	119	9	in	in	ADP
fcis-11535	119	10	table	table	NOUN
fcis-11535	119	11	2	2	NUM
fcis-11535	119	12	.	.	PUNCT
fcis-11535	119	13	table	table	NOUN
fcis-11535	119	14	2	2	NUM
fcis-11535	119	15	.	.	PUNCT
fcis-11535	119	16	operating	operating	NOUN
fcis-11535	119	17	conditions	condition	NOUN
fcis-11535	119	18	of	of	ADP
fcis-11535	119	19	nasa	nasa	PROPN
fcis-11535	119	20	dataset	dataset	VERB
fcis-11535	119	21	battery	battery	NOUN
fcis-11535	119	22	nominal	nominal	NOUN
fcis-11535	119	23	capacity	capacity	NOUN
fcis-11535	119	24	(	(	PUNCT
fcis-11535	119	25	ah	ah	INTJ
fcis-11535	119	26	)	)	PUNCT
fcis-11535	119	27	cut	cut	NOUN
fcis-11535	119	28	-	-	PUNCT
fcis-11535	119	29	off	off	ADP
fcis-11535	119	30	voltage(v	voltage(v	PROPN
fcis-11535	119	31	)	)	PUNCT
fcis-11535	119	32	charge	charge	NOUN
fcis-11535	119	33	current(a	current(a	NOUN
fcis-11535	119	34	)	)	PUNCT
fcis-11535	119	35	discharge	discharge	NOUN
fcis-11535	119	36	current(a	current(a	NOUN
fcis-11535	119	37	)	)	PUNCT
fcis-11535	119	38	b5	b5	PROPN
fcis-11535	119	39	2.0	2.0	NUM
fcis-11535	119	40	2.7	2.7	NUM
fcis-11535	119	41	1.5	1.5	NUM
fcis-11535	119	42	2	2	NUM
fcis-11535	119	43	b6	b6	NOUN
fcis-11535	119	44	2.0	2.0	NUM
fcis-11535	119	45	2.5	2.5	NUM
fcis-11535	119	46	1.5	1.5	NUM
fcis-11535	119	47	2	2	NUM
fcis-11535	119	48	b7	b7	NOUN
fcis-11535	119	49	2.0	2.0	NUM
fcis-11535	119	50	2.2	2.2	NUM
fcis-11535	119	51	1.5	1.5	NUM
fcis-11535	119	52	2	2	NUM
fcis-11535	119	53	figure	figure	NOUN
fcis-11535	119	54	3	3	NUM
fcis-11535	119	55	illustrates	illustrate	VERB
fcis-11535	119	56	the	the	DET
fcis-11535	119	57	capacity	capacity	NOUN
fcis-11535	119	58	degradation	degradation	NOUN
fcis-11535	119	59	curves	curve	NOUN
fcis-11535	119	60	for	for	ADP
fcis-11535	119	61	each	each	DET
fcis-11535	119	62	battery	battery	NOUN
fcis-11535	119	63	.	.	PUNCT
fcis-11535	120	1	it	it	PRON
fcis-11535	120	2	's	be	AUX
fcis-11535	120	3	evident	evident	ADJ
fcis-11535	120	4	that	that	SCONJ
fcis-11535	120	5	the	the	DET
fcis-11535	120	6	initial	initial	ADJ
fcis-11535	120	7	states	state	NOUN
fcis-11535	120	8	of	of	ADP
fcis-11535	120	9	the	the	DET
fcis-11535	120	10	batteries	battery	NOUN
fcis-11535	120	11	are	be	AUX
fcis-11535	120	12	inconsistent	inconsistent	ADJ
fcis-11535	120	13	.	.	PUNCT
fcis-11535	121	1	additionally	additionally	ADV
fcis-11535	121	2	,	,	PUNCT
fcis-11535	121	3	due	due	ADP
fcis-11535	121	4	to	to	ADP
fcis-11535	121	5	factors	factor	NOUN
fcis-11535	121	6	like	like	ADP
fcis-11535	121	7	capacity	capacity	NOUN
fcis-11535	121	8	regeneration	regeneration	NOUN
fcis-11535	121	9	,	,	PUNCT
fcis-11535	121	10	noticeable	noticeable	ADJ
fcis-11535	121	11	fluctuations	fluctuation	NOUN
fcis-11535	121	12	are	be	AUX
fcis-11535	121	13	present	present	ADJ
fcis-11535	121	14	in	in	ADP
fcis-11535	121	15	certain	certain	ADJ
fcis-11535	121	16	segments	segment	NOUN
fcis-11535	121	17	of	of	ADP
fcis-11535	121	18	the	the	DET
fcis-11535	121	19	curves	curve	NOUN
fcis-11535	121	20	,	,	PUNCT
fcis-11535	121	21	posing	pose	VERB
fcis-11535	121	22	challenges	challenge	NOUN
fcis-11535	121	23	to	to	ADP
fcis-11535	121	24	rul	rul	PROPN
fcis-11535	121	25	prediction	prediction	NOUN
fcis-11535	121	26	.	.	PUNCT
fcis-11535	122	1	figure	figure	NOUN
fcis-11535	122	2	4	4	NUM
fcis-11535	122	3	.	.	PUNCT
fcis-11535	123	1	capacity	capacity	NOUN
fcis-11535	123	2	degradation	degradation	NOUN
fcis-11535	123	3	curves	curve	NOUN
fcis-11535	123	4	of	of	ADP
fcis-11535	123	5	nasa	nasa	PROPN
fcis-11535	123	6	dataset	dataset	VERB
fcis-11535	123	7	3.3	3.3	NUM
fcis-11535	123	8	.	.	PUNCT
fcis-11535	124	1	experimental	experimental	ADJ
fcis-11535	124	2	results	result	NOUN
fcis-11535	124	3	in	in	ADP
fcis-11535	124	4	this	this	DET
fcis-11535	124	5	section	section	NOUN
fcis-11535	124	6	,	,	PUNCT
fcis-11535	124	7	the	the	DET
fcis-11535	124	8	initial	initial	ADJ
fcis-11535	124	9	50	50	NUM
fcis-11535	124	10	%	%	NOUN
fcis-11535	124	11	of	of	ADP
fcis-11535	124	12	the	the	DET
fcis-11535	124	13	data	datum	NOUN
fcis-11535	124	14	is	be	AUX
fcis-11535	124	15	utilized	utilize	VERB
fcis-11535	124	16	as	as	ADP
fcis-11535	124	17	the	the	DET
fcis-11535	124	18	training	training	NOUN
fcis-11535	124	19	set	set	NOUN
fcis-11535	124	20	,	,	PUNCT
fcis-11535	124	21	and	and	CCONJ
fcis-11535	124	22	the	the	DET
fcis-11535	124	23	remaining	remain	VERB
fcis-11535	124	24	50	50	NUM
fcis-11535	124	25	%	%	NOUN
fcis-11535	124	26	serves	serve	VERB
fcis-11535	124	27	as	as	ADP
fcis-11535	124	28	the	the	DET
fcis-11535	124	29	testing	testing	NOUN
fcis-11535	124	30	set	set	NOUN
fcis-11535	124	31	.	.	PUNCT
fcis-11535	125	1	therefore	therefore	ADV
fcis-11535	125	2	,	,	PUNCT
fcis-11535	125	3	the	the	DET
fcis-11535	125	4	prediction	prediction	NOUN
fcis-11535	125	5	starting	starting	NOUN
fcis-11535	125	6	point	point	NOUN
fcis-11535	125	7	is	be	AUX
fcis-11535	125	8	set	set	VERB
fcis-11535	125	9	at	at	ADP
fcis-11535	125	10	the	the	DET
fcis-11535	125	11	84th	84th	ADJ
fcis-11535	125	12	data	datum	NOUN
fcis-11535	125	13	point	point	NOUN
fcis-11535	125	14	in	in	ADP
fcis-11535	125	15	the	the	DET
fcis-11535	125	16	dataset	dataset	NOUN
fcis-11535	125	17	.	.	PUNCT
fcis-11535	126	1	simultaneously	simultaneously	ADV
fcis-11535	126	2	,	,	PUNCT
fcis-11535	126	3	the	the	DET
fcis-11535	126	4	eol	eol	PROPN
fcis-11535	126	5	for	for	ADP
fcis-11535	126	6	the	the	DET
fcis-11535	126	7	b5	b5	PROPN
fcis-11535	126	8	and	and	CCONJ
fcis-11535	126	9	b6	b6	NOUN
fcis-11535	126	10	batteries	battery	NOUN
fcis-11535	126	11	is	be	AUX
fcis-11535	126	12	set	set	VERB
fcis-11535	126	13	at	at	ADP
fcis-11535	126	14	1.38	1.38	NUM
fcis-11535	126	15	v	v	NOUN
fcis-11535	126	16	,	,	PUNCT
fcis-11535	126	17	while	while	SCONJ
fcis-11535	126	18	the	the	DET
fcis-11535	126	19	eol	eol	PROPN
fcis-11535	126	20	for	for	ADP
fcis-11535	126	21	the	the	DET
fcis-11535	126	22	b7	b7	PROPN
fcis-11535	126	23	battery	battery	PROPN
fcis-11535	126	24	13	13	NUM
fcis-11535	126	25	is	be	AUX
fcis-11535	126	26	set	set	VERB
fcis-11535	126	27	at	at	ADP
fcis-11535	126	28	1.50	1.50	NUM
fcis-11535	126	29	v.	v.	ADP
fcis-11535	126	30	to	to	PART
fcis-11535	126	31	comprehensively	comprehensively	ADV
fcis-11535	126	32	validate	validate	VERB
fcis-11535	126	33	the	the	DET
fcis-11535	126	34	superiority	superiority	NOUN
fcis-11535	126	35	of	of	ADP
fcis-11535	126	36	the	the	DET
fcis-11535	126	37	proposed	propose	VERB
fcis-11535	126	38	d	d	NOUN
fcis-11535	126	39	-	-	PUNCT
fcis-11535	126	40	lstm	lstm	ADJ
fcis-11535	126	41	method	method	NOUN
fcis-11535	126	42	,	,	PUNCT
fcis-11535	126	43	the	the	DET
fcis-11535	126	44	study	study	NOUN
fcis-11535	126	45	also	also	ADV
fcis-11535	126	46	employs	employ	VERB
fcis-11535	126	47	other	other	ADJ
fcis-11535	126	48	common	common	ADJ
fcis-11535	126	49	techniques	technique	NOUN
fcis-11535	126	50	,	,	PUNCT
fcis-11535	126	51	including	include	VERB
fcis-11535	126	52	lstm	lstm	PROPN
fcis-11535	126	53	,	,	PUNCT
fcis-11535	126	54	cnn	cnn	PROPN
fcis-11535	126	55	,	,	PUNCT
fcis-11535	126	56	and	and	CCONJ
fcis-11535	126	57	ann	ann	PROPN
fcis-11535	126	58	,	,	PUNCT
fcis-11535	126	59	as	as	ADP
fcis-11535	126	60	controls	control	NOUN
fcis-11535	126	61	.	.	PUNCT
fcis-11535	127	1	the	the	DET
fcis-11535	127	2	resulting	result	VERB
fcis-11535	127	3	rul	rul	NOUN
fcis-11535	127	4	prediction	prediction	NOUN
fcis-11535	127	5	curves	curve	NOUN
fcis-11535	127	6	are	be	AUX
fcis-11535	127	7	depicted	depict	VERB
fcis-11535	127	8	in	in	ADP
fcis-11535	127	9	figure	figure	NOUN
fcis-11535	127	10	5	5	NUM
fcis-11535	127	11	.	.	PUNCT
fcis-11535	128	1	it	it	PRON
fcis-11535	128	2	's	be	AUX
fcis-11535	128	3	clearly	clearly	ADV
fcis-11535	128	4	observable	observable	ADJ
fcis-11535	128	5	that	that	SCONJ
fcis-11535	128	6	across	across	ADP
fcis-11535	128	7	all	all	DET
fcis-11535	128	8	tested	test	VERB
fcis-11535	128	9	batteries	battery	NOUN
fcis-11535	128	10	,	,	PUNCT
fcis-11535	128	11	the	the	DET
fcis-11535	128	12	d	d	ADJ
fcis-11535	128	13	-	-	PUNCT
fcis-11535	128	14	lstm	lstm	ADJ
fcis-11535	128	15	method	method	NOUN
fcis-11535	128	16	outperforms	outperform	VERB
fcis-11535	128	17	other	other	ADJ
fcis-11535	128	18	techniques	technique	NOUN
fcis-11535	128	19	in	in	ADP
fcis-11535	128	20	terms	term	NOUN
fcis-11535	128	21	of	of	ADP
fcis-11535	128	22	accurate	accurate	ADJ
fcis-11535	128	23	rul	rul	NOUN
fcis-11535	128	24	prediction	prediction	NOUN
fcis-11535	128	25	,	,	PUNCT
fcis-11535	128	26	closely	closely	ADV
fcis-11535	128	27	aligning	align	VERB
fcis-11535	128	28	with	with	ADP
fcis-11535	128	29	the	the	DET
fcis-11535	128	30	actual	actual	ADJ
fcis-11535	128	31	battery	battery	NOUN
fcis-11535	128	32	degradation	degradation	NOUN
fcis-11535	128	33	curves	curve	NOUN
fcis-11535	128	34	.	.	PUNCT
fcis-11535	129	1	figure	figure	NOUN
fcis-11535	129	2	5	5	NUM
fcis-11535	129	3	.	.	PUNCT
fcis-11535	129	4	rul	rul	NOUN
fcis-11535	129	5	prediction	prediction	NOUN
fcis-11535	129	6	curves	curve	NOUN
fcis-11535	129	7	for	for	ADP
fcis-11535	129	8	different	different	ADJ
fcis-11535	129	9	methods	method	NOUN
fcis-11535	129	10	table	table	NOUN
fcis-11535	130	1	3	3	NUM
fcis-11535	130	2	presents	present	VERB
fcis-11535	130	3	the	the	DET
fcis-11535	130	4	calculated	calculated	ADJ
fcis-11535	130	5	values	value	NOUN
fcis-11535	130	6	for	for	ADP
fcis-11535	130	7	mae	mae	PROPN
fcis-11535	130	8	,	,	PUNCT
fcis-11535	130	9	rmse	rmse	NOUN
fcis-11535	130	10	,	,	PUNCT
fcis-11535	130	11	and	and	CCONJ
fcis-11535	130	12	rul	rul	NOUN
fcis-11535	130	13	errors	error	NOUN
fcis-11535	130	14	,	,	PUNCT
fcis-11535	130	15	showcasing	showcase	VERB
fcis-11535	130	16	that	that	SCONJ
fcis-11535	130	17	the	the	DET
fcis-11535	130	18	d	d	ADJ
fcis-11535	130	19	-	-	PUNCT
fcis-11535	130	20	lstm	lstm	ADJ
fcis-11535	130	21	method	method	NOUN
fcis-11535	130	22	exhibits	exhibit	VERB
fcis-11535	130	23	the	the	DET
fcis-11535	130	24	smallest	small	ADJ
fcis-11535	130	25	errors	error	NOUN
fcis-11535	130	26	across	across	ADP
fcis-11535	130	27	all	all	DET
fcis-11535	130	28	batteries	battery	NOUN
fcis-11535	130	29	.	.	PUNCT
fcis-11535	131	1	notably	notably	ADV
fcis-11535	131	2	,	,	PUNCT
fcis-11535	131	3	when	when	SCONJ
fcis-11535	131	4	predicting	predict	VERB
fcis-11535	131	5	the	the	DET
fcis-11535	131	6	eof	eof	NOUN
fcis-11535	131	7	for	for	ADP
fcis-11535	131	8	the	the	DET
fcis-11535	131	9	b6	b6	NOUN
fcis-11535	131	10	battery	battery	NOUN
fcis-11535	131	11	,	,	PUNCT
fcis-11535	131	12	the	the	DET
fcis-11535	131	13	d	d	ADJ
fcis-11535	131	14	-	-	PUNCT
fcis-11535	131	15	lstm	lstm	ADJ
fcis-11535	131	16	method	method	NOUN
fcis-11535	131	17	accurately	accurately	ADV
fcis-11535	131	18	forecasts	forecast	VERB
fcis-11535	131	19	its	its	PRON
fcis-11535	131	20	rul	rul	NOUN
fcis-11535	131	21	with	with	ADP
fcis-11535	131	22	a	a	DET
fcis-11535	131	23	rul	rul	NOUN
fcis-11535	131	24	error	error	NOUN
fcis-11535	131	25	of	of	ADP
fcis-11535	131	26	0	0	NUM
fcis-11535	131	27	.	.	PUNCT
fcis-11535	132	1	additionally	additionally	ADV
fcis-11535	132	2	,	,	PUNCT
fcis-11535	132	3	on	on	ADP
fcis-11535	132	4	the	the	DET
fcis-11535	132	5	b7	b7	PROPN
fcis-11535	132	6	battery	battery	NOUN
fcis-11535	132	7	,	,	PUNCT
fcis-11535	132	8	d	d	X
fcis-11535	132	9	-	-	PUNCT
fcis-11535	132	10	lstm	lstm	NOUN
fcis-11535	132	11	achieves	achieve	VERB
fcis-11535	132	12	a	a	DET
fcis-11535	132	13	mae	mae	PROPN
fcis-11535	132	14	of	of	ADP
fcis-11535	132	15	0.0123	0.0123	NUM
fcis-11535	132	16	and	and	CCONJ
fcis-11535	132	17	an	an	DET
fcis-11535	132	18	rmse	rmse	NOUN
fcis-11535	132	19	of	of	ADP
fcis-11535	132	20	0.0191	0.0191	NUM
fcis-11535	132	21	,	,	PUNCT
fcis-11535	132	22	both	both	PRON
fcis-11535	132	23	of	of	ADP
fcis-11535	132	24	which	which	PRON
fcis-11535	132	25	are	be	AUX
fcis-11535	132	26	the	the	DET
fcis-11535	132	27	lowest	low	ADJ
fcis-11535	132	28	values	value	NOUN
fcis-11535	132	29	among	among	ADP
fcis-11535	132	30	all	all	DET
fcis-11535	132	31	prediction	prediction	NOUN
fcis-11535	132	32	outcomes	outcome	NOUN
fcis-11535	132	33	.	.	PUNCT
fcis-11535	133	1	furthermore	furthermore	ADV
fcis-11535	133	2	,	,	PUNCT
fcis-11535	133	3	the	the	DET
fcis-11535	133	4	performance	performance	NOUN
fcis-11535	133	5	of	of	ADP
fcis-11535	133	6	the	the	DET
fcis-11535	133	7	lstm	lstm	PROPN
fcis-11535	133	8	method	method	NOUN
fcis-11535	133	9	also	also	ADV
fcis-11535	133	10	surpasses	surpass	VERB
fcis-11535	133	11	that	that	PRON
fcis-11535	133	12	of	of	ADP
fcis-11535	133	13	cnn	cnn	PROPN
fcis-11535	133	14	and	and	CCONJ
fcis-11535	133	15	ann	ann	PROPN
fcis-11535	133	16	,	,	PUNCT
fcis-11535	133	17	highlighting	highlight	VERB
fcis-11535	133	18	lstm	lstm	NOUN
fcis-11535	133	19	's	's	PART
fcis-11535	133	20	prowess	prowess	NOUN
fcis-11535	133	21	in	in	ADP
fcis-11535	133	22	temporal	temporal	ADJ
fcis-11535	133	23	prediction	prediction	NOUN
fcis-11535	133	24	.	.	PUNCT
fcis-11535	134	1	these	these	DET
fcis-11535	134	2	results	result	NOUN
fcis-11535	134	3	lead	lead	VERB
fcis-11535	134	4	to	to	ADP
fcis-11535	134	5	the	the	DET
fcis-11535	134	6	conclusion	conclusion	NOUN
fcis-11535	134	7	that	that	SCONJ
fcis-11535	134	8	the	the	DET
fcis-11535	134	9	proposed	propose	VERB
fcis-11535	134	10	d	d	NOUN
fcis-11535	134	11	-	-	PUNCT
fcis-11535	134	12	lstm	lstm	ADJ
fcis-11535	134	13	method	method	NOUN
fcis-11535	134	14	boasts	boast	VERB
fcis-11535	134	15	exceptional	exceptional	ADJ
fcis-11535	134	16	dynamic	dynamic	ADJ
fcis-11535	134	17	predictive	predictive	ADJ
fcis-11535	134	18	capabilities	capability	NOUN
fcis-11535	134	19	,	,	PUNCT
fcis-11535	134	20	achieving	achieve	VERB
fcis-11535	134	21	the	the	DET
fcis-11535	134	22	utmost	utmost	ADJ
fcis-11535	134	23	precision	precision	NOUN
fcis-11535	134	24	in	in	ADP
fcis-11535	134	25	rul	rul	NOUN
fcis-11535	134	26	forecasting	forecasting	NOUN
fcis-11535	134	27	.	.	PUNCT
fcis-11535	135	1	table	table	NOUN
fcis-11535	135	2	3	3	NUM
fcis-11535	135	3	.	.	PUNCT
fcis-11535	135	4	prediction	prediction	NOUN
fcis-11535	135	5	performance	performance	NOUN
fcis-11535	135	6	of	of	ADP
fcis-11535	135	7	different	different	ADJ
fcis-11535	135	8	methods	method	NOUN
fcis-11535	135	9	b5	b5	PROPN
fcis-11535	135	10	d	d	PROPN
fcis-11535	135	11	-	-	PUNCT
fcis-11535	135	12	lstm	lstm	ADJ
fcis-11535	135	13	lstm	lstm	PROPN
fcis-11535	135	14	cnn	cnn	PROPN
fcis-11535	135	15	ann	ann	PROPN
fcis-11535	135	16	mae	mae	PROPN
fcis-11535	135	17	0.0150	0.0150	NUM
fcis-11535	135	18	0.0247	0.0247	NUM
fcis-11535	135	19	0.0783	0.0783	NUM
fcis-11535	135	20	0.0346	0.0346	NUM
fcis-11535	135	21	rmse	rmse	NOUN
fcis-11535	135	22	0.0187	0.0187	NUM
fcis-11535	135	23	0.0288	0.0288	NUM
fcis-11535	135	24	0.0895	0.0895	NUM
fcis-11535	135	25	0.0390	0.0390	NUM
fcis-11535	135	26	ruler	ruler	NOUN
fcis-11535	135	27	3	3	NUM
fcis-11535	135	28	13	13	NUM
fcis-11535	135	29	34	34	NUM
fcis-11535	135	30	17	17	NUM
fcis-11535	135	31	b6	b6	NOUN
fcis-11535	135	32	d	d	PROPN
fcis-11535	135	33	-	-	PUNCT
fcis-11535	135	34	lstm	lstm	ADJ
fcis-11535	135	35	lstm	lstm	PROPN
fcis-11535	135	36	cnn	cnn	PROPN
fcis-11535	135	37	ann	ann	PROPN
fcis-11535	135	38	mae	mae	PROPN
fcis-11535	136	1	0.0226	0.0226	NUM
fcis-11535	136	2	0.0435	0.0435	NUM
fcis-11535	136	3	0.0886	0.0886	NUM
fcis-11535	136	4	0.0727	0.0727	NUM
fcis-11535	136	5	rmse	rmse	NOUN
fcis-11535	136	6	0.0354	0.0354	NUM
fcis-11535	136	7	0.0601	0.0601	NUM
fcis-11535	136	8	0.1081	0.1081	NUM
fcis-11535	136	9	0.0873	0.0873	NUM
fcis-11535	136	10	ruler	ruler	NOUN
fcis-11535	136	11	0	0	NUM
fcis-11535	136	12	5	5	NUM
fcis-11535	136	13	-16	-16	SYM
fcis-11535	136	14	22	22	NUM
fcis-11535	136	15	b7	b7	PROPN
fcis-11535	136	16	d	d	PROPN
fcis-11535	136	17	-	-	PUNCT
fcis-11535	136	18	lstm	lstm	ADJ
fcis-11535	136	19	lstm	lstm	PROPN
fcis-11535	136	20	cnn	cnn	PROPN
fcis-11535	136	21	ann	ann	PROPN
fcis-11535	136	22	mae	mae	PROPN
fcis-11535	136	23	0.0123	0.0123	NUM
fcis-11535	136	24	0.0168	0.0168	NUM
fcis-11535	136	25	0.0361	0.0361	NUM
fcis-11535	136	26	0.0305	0.0305	NUM
fcis-11535	136	27	rmse	rmse	NOUN
fcis-11535	136	28	0.0191	0.0191	NUM
fcis-11535	136	29	0.0218	0.0218	NUM
fcis-11535	136	30	0.0412	0.0412	NUM
fcis-11535	136	31	0.0348	0.0348	NUM
fcis-11535	136	32	ruler	ruler	NOUN
fcis-11535	136	33	3	3	NUM
fcis-11535	136	34	5	5	NUM
fcis-11535	136	35	22	22	NUM
fcis-11535	136	36	15	15	NUM
fcis-11535	136	37	4	4	NUM
fcis-11535	136	38	.	.	PUNCT
fcis-11535	137	1	conclusion	conclusion	NOUN
fcis-11535	137	2	this	this	DET
fcis-11535	137	3	paper	paper	NOUN
fcis-11535	137	4	proposes	propose	VERB
fcis-11535	137	5	an	an	DET
fcis-11535	137	6	effective	effective	ADJ
fcis-11535	137	7	solution	solution	NOUN
fcis-11535	137	8	to	to	ADP
fcis-11535	137	9	the	the	DET
fcis-11535	137	10	indirect	indirect	ADJ
fcis-11535	137	11	prediction	prediction	NOUN
fcis-11535	137	12	challenge	challenge	NOUN
fcis-11535	137	13	of	of	ADP
fcis-11535	137	14	lithium	lithium	NOUN
fcis-11535	137	15	-	-	PUNCT
fcis-11535	137	16	ion	ion	NOUN
fcis-11535	137	17	battery	battery	NOUN
fcis-11535	137	18	rul	rul	NOUN
fcis-11535	137	19	,	,	PUNCT
fcis-11535	137	20	mitigating	mitigate	VERB
fcis-11535	137	21	the	the	DET
fcis-11535	137	22	limitations	limitation	NOUN
fcis-11535	137	23	associated	associate	VERB
fcis-11535	137	24	with	with	ADP
fcis-11535	137	25	impractical	impractical	ADJ
fcis-11535	137	26	capacity	capacity	NOUN
fcis-11535	137	27	measurement	measurement	NOUN
fcis-11535	137	28	in	in	ADP
fcis-11535	137	29	real	real	ADJ
fcis-11535	137	30	-	-	PUNCT
fcis-11535	137	31	world	world	NOUN
fcis-11535	137	32	applications	application	NOUN
fcis-11535	137	33	,	,	PUNCT
fcis-11535	137	34	a	a	DET
fcis-11535	137	35	matter	matter	NOUN
fcis-11535	137	36	of	of	ADP
fcis-11535	137	37	significant	significant	ADJ
fcis-11535	137	38	importance	importance	NOUN
fcis-11535	137	39	.	.	PUNCT
fcis-11535	138	1	this	this	DET
fcis-11535	138	2	approach	approach	NOUN
fcis-11535	138	3	leverages	leverage	NOUN
fcis-11535	138	4	hf	hf	AUX
fcis-11535	138	5	extracted	extract	VERB
fcis-11535	138	6	from	from	ADP
fcis-11535	138	7	partial	partial	ADJ
fcis-11535	138	8	charging	charging	NOUN
fcis-11535	138	9	voltage	voltage	NOUN
fcis-11535	138	10	profiles	profile	NOUN
fcis-11535	138	11	to	to	PART
fcis-11535	138	12	effectively	effectively	ADV
fcis-11535	138	13	substitute	substitute	VERB
fcis-11535	138	14	for	for	ADP
fcis-11535	138	15	capacity	capacity	NOUN
fcis-11535	138	16	,	,	PUNCT
fcis-11535	138	17	accurately	accurately	ADV
fcis-11535	138	18	depicting	depict	VERB
fcis-11535	138	19	the	the	DET
fcis-11535	138	20	battery	battery	NOUN
fcis-11535	138	21	's	's	PART
fcis-11535	138	22	degradation	degradation	NOUN
fcis-11535	138	23	trends	trend	NOUN
fcis-11535	138	24	.	.	PUNCT
fcis-11535	139	1	simultaneously	simultaneously	ADV
fcis-11535	139	2	,	,	PUNCT
fcis-11535	139	3	the	the	DET
fcis-11535	139	4	introduced	introduce	VERB
fcis-11535	139	5	d	d	NOUN
fcis-11535	139	6	-	-	PUNCT
fcis-11535	139	7	lstm	lstm	ADJ
fcis-11535	139	8	model	model	NOUN
fcis-11535	139	9	dynamically	dynamically	ADV
fcis-11535	139	10	adapts	adapt	VERB
fcis-11535	139	11	its	its	PRON
fcis-11535	139	12	parameters	parameter	NOUN
fcis-11535	139	13	,	,	PUNCT
fcis-11535	139	14	addressing	address	VERB
fcis-11535	139	15	the	the	DET
fcis-11535	139	16	accuracy	accuracy	NOUN
fcis-11535	139	17	decline	decline	NOUN
fcis-11535	139	18	issue	issue	NOUN
fcis-11535	139	19	in	in	ADP
fcis-11535	139	20	later	later	ADJ
fcis-11535	139	21	stages	stage	NOUN
fcis-11535	139	22	of	of	ADP
fcis-11535	139	23	lstm	lstm	ADJ
fcis-11535	139	24	predictions	prediction	NOUN
fcis-11535	139	25	and	and	CCONJ
fcis-11535	139	26	thus	thus	ADV
fcis-11535	139	27	ensuring	ensure	VERB
fcis-11535	139	28	forecast	forecast	NOUN
fcis-11535	139	29	stability	stability	NOUN
fcis-11535	139	30	.	.	PUNCT
fcis-11535	140	1	the	the	DET
fcis-11535	140	2	experimental	experimental	ADJ
fcis-11535	140	3	results	result	NOUN
fcis-11535	140	4	on	on	ADP
fcis-11535	140	5	the	the	DET
fcis-11535	140	6	nasa	nasa	PROPN
fcis-11535	140	7	dataset	dataset	NOUN
fcis-11535	140	8	convincingly	convincingly	ADV
fcis-11535	140	9	demonstrate	demonstrate	VERB
fcis-11535	140	10	the	the	DET
fcis-11535	140	11	precision	precision	NOUN
fcis-11535	140	12	and	and	CCONJ
fcis-11535	140	13	robustness	robustness	NOUN
fcis-11535	140	14	of	of	ADP
fcis-11535	140	15	this	this	DET
fcis-11535	140	16	method	method	NOUN
fcis-11535	140	17	,	,	PUNCT
fcis-11535	140	18	with	with	ADP
fcis-11535	140	19	rul	rul	NOUN
fcis-11535	140	20	errors	error	NOUN
fcis-11535	140	21	within	within	ADP
fcis-11535	140	22	three	three	NUM
fcis-11535	140	23	cycles	cycle	NOUN
fcis-11535	140	24	distinctly	distinctly	ADV
fcis-11535	140	25	outperforming	outperform	VERB
fcis-11535	140	26	those	those	PRON
fcis-11535	140	27	of	of	ADP
fcis-11535	140	28	the	the	DET
fcis-11535	140	29	compared	compare	VERB
fcis-11535	140	30	lstm	lstm	PROPN
fcis-11535	140	31	,	,	PUNCT
fcis-11535	140	32	cnn	cnn	PROPN
fcis-11535	140	33	,	,	PUNCT
fcis-11535	140	34	and	and	CCONJ
fcis-11535	140	35	ann	ann	PROPN
fcis-11535	140	36	models	model	NOUN
fcis-11535	140	37	.	.	PUNCT
fcis-11535	141	1	however	however	ADV
fcis-11535	141	2	,	,	PUNCT
fcis-11535	141	3	it	it	PRON
fcis-11535	141	4	's	be	AUX
fcis-11535	141	5	important	important	ADJ
fcis-11535	141	6	to	to	PART
fcis-11535	141	7	note	note	VERB
fcis-11535	141	8	that	that	SCONJ
fcis-11535	141	9	the	the	DET
fcis-11535	141	10	utilized	utilize	VERB
fcis-11535	141	11	nasa	nasa	PROPN
fcis-11535	141	12	dataset	dataset	NOUN
fcis-11535	141	13	encompasses	encompass	VERB
fcis-11535	141	14	solely	solely	ADV
fcis-11535	141	15	one	one	NUM
fcis-11535	141	16	type	type	NOUN
fcis-11535	141	17	of	of	ADP
fcis-11535	141	18	battery	battery	NOUN
fcis-11535	141	19	(	(	PUNCT
fcis-11535	141	20	the	the	DET
fcis-11535	141	21	nca	nca	PROPN
fcis-11535	141	22	battery	battery	PROPN
fcis-11535	141	23	)	)	PUNCT
fcis-11535	141	24	.	.	PUNCT
fcis-11535	142	1	future	future	ADJ
fcis-11535	142	2	research	research	NOUN
fcis-11535	142	3	could	could	AUX
fcis-11535	142	4	incorporate	incorporate	VERB
fcis-11535	142	5	a	a	DET
fcis-11535	142	6	broader	broad	ADJ
fcis-11535	142	7	range	range	NOUN
fcis-11535	142	8	of	of	ADP
fcis-11535	142	9	battery	battery	NOUN
fcis-11535	142	10	types	type	NOUN
fcis-11535	142	11	to	to	PART
fcis-11535	142	12	explore	explore	VERB
fcis-11535	142	13	the	the	DET
fcis-11535	142	14	method	method	NOUN
fcis-11535	142	15	's	's	PART
fcis-11535	142	16	applicability	applicability	NOUN
fcis-11535	142	17	across	across	ADP
fcis-11535	142	18	various	various	ADJ
fcis-11535	142	19	battery	battery	NOUN
fcis-11535	142	20	categories	category	NOUN
fcis-11535	142	21	,	,	PUNCT
fcis-11535	142	22	thereby	thereby	ADV
fcis-11535	142	23	expanding	expand	VERB
fcis-11535	142	24	its	its	PRON
fcis-11535	142	25	scope	scope	NOUN
fcis-11535	142	26	.	.	PUNCT
fcis-11535	143	1	references	reference	NOUN
fcis-11535	143	2	[	[	X
fcis-11535	143	3	1	1	NUM
fcis-11535	143	4	]	]	X
fcis-11535	143	5	h.	h.	PROPN
fcis-11535	143	6	tian	tian	PROPN
fcis-11535	143	7	,	,	PUNCT
fcis-11535	143	8	p.	p.	PROPN
fcis-11535	143	9	qin	qin	PROPN
fcis-11535	143	10	,	,	PUNCT
fcis-11535	143	11	k.	k.	PROPN
fcis-11535	143	12	li	li	PROPN
fcis-11535	143	13	,	,	PUNCT
fcis-11535	143	14	et	et	PROPN
fcis-11535	143	15	al	al	PROPN
fcis-11535	143	16	,	,	PUNCT
fcis-11535	143	17	a	a	DET
fcis-11535	143	18	review	review	NOUN
fcis-11535	143	19	of	of	ADP
fcis-11535	143	20	the	the	DET
fcis-11535	143	21	state	state	NOUN
fcis-11535	143	22	of	of	ADP
fcis-11535	143	23	health	health	NOUN
fcis-11535	143	24	for	for	ADP
fcis-11535	143	25	lithium	lithium	NOUN
fcis-11535	143	26	-	-	PUNCT
fcis-11535	143	27	ion	ion	NOUN
fcis-11535	143	28	batteries	battery	NOUN
fcis-11535	143	29	:	:	PUNCT
fcis-11535	143	30	research	research	NOUN
fcis-11535	143	31	status	status	NOUN
fcis-11535	143	32	and	and	CCONJ
fcis-11535	143	33	suggestions	suggestion	NOUN
fcis-11535	143	34	,	,	PUNCT
fcis-11535	143	35	journal	journal	NOUN
fcis-11535	143	36	of	of	ADP
fcis-11535	143	37	cleaner	clean	ADJ
fcis-11535	143	38	production	production	NOUN
fcis-11535	143	39	.	.	PUNCT
fcis-11535	144	1	261	261	NUM
fcis-11535	144	2	(	(	PUNCT
fcis-11535	144	3	2020	2020	NUM
fcis-11535	144	4	)	)	PUNCT
fcis-11535	144	5	120813	120813	NUM
fcis-11535	144	6	.	.	PUNCT
fcis-11535	145	1	[	[	X
fcis-11535	145	2	2	2	NUM
fcis-11535	145	3	]	]	X
fcis-11535	145	4	y.	y.	NOUN
fcis-11535	145	5	song	song	PROPN
fcis-11535	145	6	,	,	PUNCT
fcis-11535	145	7	d.	d.	PROPN
fcis-11535	145	8	liu	liu	PROPN
fcis-11535	145	9	,	,	PUNCT
fcis-11535	145	10	y.	y.	PROPN
fcis-11535	145	11	hou	hou	PROPN
fcis-11535	145	12	,	,	PUNCT
fcis-11535	145	13	et	et	PROPN
fcis-11535	145	14	al	al	PROPN
fcis-11535	145	15	,	,	PUNCT
fcis-11535	145	16	satellite	satellite	NOUN
fcis-11535	145	17	lithium	lithium	NOUN
fcis-11535	145	18	-	-	PUNCT
fcis-11535	145	19	ion	ion	NOUN
fcis-11535	145	20	battery	battery	NOUN
fcis-11535	145	21	remaining	remain	VERB
fcis-11535	145	22	useful	useful	ADJ
fcis-11535	145	23	life	life	NOUN
fcis-11535	145	24	estimation	estimation	NOUN
fcis-11535	145	25	with	with	ADP
fcis-11535	145	26	an	an	DET
fcis-11535	145	27	iterative	iterative	NOUN
fcis-11535	145	28	updated	update	VERB
fcis-11535	145	29	rvm	rvm	NOUN
fcis-11535	145	30	fused	fuse	VERB
fcis-11535	145	31	with	with	ADP
fcis-11535	145	32	the	the	DET
fcis-11535	145	33	kf	kf	PROPN
fcis-11535	145	34	algorithm	algorithm	NOUN
fcis-11535	145	35	,	,	PUNCT
fcis-11535	145	36	chinese	chinese	ADJ
fcis-11535	145	37	journal	journal	PROPN
fcis-11535	145	38	of	of	ADP
fcis-11535	145	39	aeronautics	aeronautics	PROPN
fcis-11535	145	40	.	.	PUNCT
fcis-11535	146	1	31	31	NUM
fcis-11535	146	2	(	(	PUNCT
fcis-11535	146	3	2018	2018	NUM
fcis-11535	146	4	)	)	PUNCT
fcis-11535	147	1	31–40	31–40	NUM
fcis-11535	147	2	.	.	PUNCT
fcis-11535	148	1	[	[	X
fcis-11535	148	2	3	3	NUM
fcis-11535	148	3	]	]	X
fcis-11535	148	4	m.-f	m.-f	NOUN
fcis-11535	148	5	.	.	PUNCT
fcis-11535	149	1	ng	ng	PROPN
fcis-11535	149	2	,	,	PUNCT
fcis-11535	149	3	j.	j.	PROPN
fcis-11535	149	4	zhao	zhao	PROPN
fcis-11535	149	5	,	,	PUNCT
fcis-11535	149	6	q.	q.	PROPN
fcis-11535	149	7	yan	yan	PROPN
fcis-11535	149	8	,	,	PUNCT
fcis-11535	149	9	et	et	PROPN
fcis-11535	149	10	al	al	PROPN
fcis-11535	149	11	,	,	PUNCT
fcis-11535	149	12	z.w	z.w	PROPN
fcis-11535	149	13	.	.	PROPN
fcis-11535	149	14	seh	seh	PROPN
fcis-11535	149	15	,	,	PUNCT
fcis-11535	149	16	predicting	predict	VERB
fcis-11535	149	17	the	the	DET
fcis-11535	149	18	state	state	NOUN
fcis-11535	149	19	of	of	ADP
fcis-11535	149	20	charge	charge	NOUN
fcis-11535	149	21	and	and	CCONJ
fcis-11535	149	22	health	health	NOUN
fcis-11535	149	23	of	of	ADP
fcis-11535	149	24	batteries	battery	NOUN
fcis-11535	149	25	using	use	VERB
fcis-11535	149	26	data	data	NOUN
fcis-11535	149	27	-	-	PUNCT
fcis-11535	149	28	driven	drive	VERB
fcis-11535	149	29	machine	machine	NOUN
fcis-11535	149	30	learning	learning	NOUN
fcis-11535	149	31	,	,	PUNCT
fcis-11535	149	32	nat	nat	PROPN
fcis-11535	149	33	mach	mach	NOUN
fcis-11535	149	34	intell	intell	PROPN
fcis-11535	149	35	.	.	PUNCT
fcis-11535	150	1	2	2	NUM
fcis-11535	150	2	(	(	PUNCT
fcis-11535	150	3	2020	2020	NUM
fcis-11535	150	4	)	)	PUNCT
fcis-11535	150	5	161–170	161–170	NUM
fcis-11535	150	6	.	.	PUNCT
fcis-11535	151	1	[	[	X
fcis-11535	151	2	4	4	X
fcis-11535	151	3	]	]	X
fcis-11535	151	4	y.	y.	PROPN
fcis-11535	151	5	ma	ma	PROPN
fcis-11535	151	6	,	,	PUNCT
fcis-11535	151	7	y.	y.	PROPN
fcis-11535	151	8	chen	chen	PROPN
fcis-11535	151	9	,	,	PUNCT
fcis-11535	151	10	x.	x.	PROPN
fcis-11535	151	11	zhou	zhou	PROPN
fcis-11535	151	12	,	,	PUNCT
fcis-11535	151	13	et	et	PROPN
fcis-11535	151	14	al	al	PROPN
fcis-11535	151	15	,	,	PUNCT
fcis-11535	151	16	remaining	remain	VERB
fcis-11535	151	17	useful	useful	ADJ
fcis-11535	151	18	life	life	NOUN
fcis-11535	151	19	prediction	prediction	NOUN
fcis-11535	151	20	of	of	ADP
fcis-11535	151	21	lithium	lithium	NOUN
fcis-11535	151	22	-	-	PUNCT
fcis-11535	151	23	ion	ion	NOUN
fcis-11535	151	24	battery	battery	NOUN
fcis-11535	151	25	based	base	VERB
fcis-11535	151	26	on	on	ADP
fcis-11535	151	27	gauss	gauss	ADJ
fcis-11535	151	28	–	–	PUNCT
fcis-11535	151	29	hermite	hermite	ADJ
fcis-11535	151	30	particle	particle	NOUN
fcis-11535	151	31	filter	filter	NOUN
fcis-11535	151	32	,	,	PUNCT
fcis-11535	151	33	ieee	ieee	NOUN
fcis-11535	151	34	trans	tran	NOUN
fcis-11535	151	35	.	.	PUNCT
fcis-11535	151	36	contr	contr	PROPN
fcis-11535	151	37	.	.	PUNCT
fcis-11535	152	1	syst	syst	PROPN
fcis-11535	152	2	.	.	PUNCT
fcis-11535	153	1	technol	technol	PROPN
fcis-11535	153	2	.	.	PROPN
fcis-11535	154	1	27	27	NUM
fcis-11535	154	2	(	(	PUNCT
fcis-11535	154	3	2019	2019	NUM
fcis-11535	154	4	)	)	PUNCT
fcis-11535	154	5	1788–1795	1788–1795	NUM
fcis-11535	154	6	.	.	PUNCT
fcis-11535	155	1	[	[	X
fcis-11535	155	2	5	5	X
fcis-11535	155	3	]	]	PUNCT
fcis-11535	155	4	j.	j.	PROPN
fcis-11535	155	5	yang	yang	PROPN
fcis-11535	155	6	,	,	PUNCT
fcis-11535	155	7	w.	w.	PROPN
fcis-11535	155	8	fang	fang	PROPN
fcis-11535	155	9	,	,	PUNCT
fcis-11535	155	10	j.	j.	PROPN
fcis-11535	155	11	chen	chen	PROPN
fcis-11535	155	12	,	,	PUNCT
fcis-11535	155	13	et	et	PROPN
fcis-11535	155	14	al	al	PROPN
fcis-11535	155	15	,	,	PUNCT
fcis-11535	155	16	a	a	DET
fcis-11535	155	17	lithium	lithium	NOUN
fcis-11535	155	18	-	-	PUNCT
fcis-11535	155	19	ion	ion	NOUN
fcis-11535	155	20	battery	battery	NOUN
fcis-11535	155	21	remaining	remain	VERB
fcis-11535	155	22	useful	useful	ADJ
fcis-11535	155	23	life	life	NOUN
fcis-11535	155	24	prediction	prediction	NOUN
fcis-11535	155	25	method	method	NOUN
fcis-11535	155	26	based	base	VERB
fcis-11535	155	27	on	on	ADP
fcis-11535	155	28	unscented	unscente	VERB
fcis-11535	155	29	particle	particle	NOUN
fcis-11535	155	30	filter	filter	NOUN
fcis-11535	155	31	and	and	CCONJ
fcis-11535	155	32	optimal	optimal	ADJ
fcis-11535	155	33	combination	combination	NOUN
fcis-11535	155	34	strategy	strategy	NOUN
fcis-11535	155	35	,	,	PUNCT
fcis-11535	155	36	journal	journal	NOUN
fcis-11535	155	37	of	of	ADP
fcis-11535	155	38	energy	energy	NOUN
fcis-11535	155	39	storage	storage	NOUN
fcis-11535	155	40	.	.	PUNCT
fcis-11535	156	1	55	55	NUM
fcis-11535	156	2	(	(	PUNCT
fcis-11535	156	3	2022	2022	NUM
fcis-11535	156	4	)	)	PUNCT
fcis-11535	156	5	105648	105648	NUM
fcis-11535	156	6	.	.	PUNCT
fcis-11535	157	1	14	14	NUM
fcis-11535	158	1	[	[	SYM
fcis-11535	158	2	6	6	NUM
fcis-11535	158	3	]	]	PUNCT
fcis-11535	158	4	g.	g.	PROPN
fcis-11535	158	5	dong	dong	PROPN
fcis-11535	158	6	,	,	PUNCT
fcis-11535	158	7	z.	z.	PROPN
fcis-11535	158	8	chen	chen	PROPN
fcis-11535	158	9	,	,	PUNCT
fcis-11535	158	10	j.	j.	PROPN
fcis-11535	158	11	wei	wei	PROPN
fcis-11535	158	12	,	,	PUNCT
fcis-11535	158	13	et	et	PROPN
fcis-11535	158	14	al	al	PROPN
fcis-11535	158	15	,	,	PUNCT
fcis-11535	158	16	battery	battery	NOUN
fcis-11535	158	17	health	health	NOUN
fcis-11535	158	18	prognosis	prognosis	NOUN
fcis-11535	158	19	using	use	VERB
fcis-11535	158	20	brownian	brownian	ADJ
fcis-11535	158	21	motion	motion	NOUN
fcis-11535	158	22	modeling	modeling	NOUN
fcis-11535	158	23	and	and	CCONJ
fcis-11535	158	24	particle	particle	NOUN
fcis-11535	158	25	filtering	filtering	NOUN
fcis-11535	158	26	,	,	PUNCT
fcis-11535	158	27	ieee	ieee	NOUN
fcis-11535	158	28	trans	tran	NOUN
fcis-11535	158	29	.	.	PUNCT
fcis-11535	159	1	ind	ind	PROPN
fcis-11535	159	2	.	.	PUNCT
fcis-11535	159	3	electron	electron	PROPN
fcis-11535	159	4	.	.	PUNCT
fcis-11535	160	1	65	65	NUM
fcis-11535	160	2	(	(	PUNCT
fcis-11535	160	3	2018	2018	NUM
fcis-11535	160	4	)	)	PUNCT
fcis-11535	160	5	8646–8655	8646–8655	NOUN
fcis-11535	160	6	.	.	PUNCT
fcis-11535	161	1	[	[	X
fcis-11535	161	2	7	7	X
fcis-11535	161	3	]	]	X
fcis-11535	161	4	m.	m.	NOUN
fcis-11535	161	5	doyle	doyle	PROPN
fcis-11535	161	6	,	,	PUNCT
fcis-11535	161	7	t.f	t.f	PROPN
fcis-11535	161	8	.	.	NOUN
fcis-11535	161	9	fuller	full	ADJ
fcis-11535	161	10	and	and	CCONJ
fcis-11535	161	11	j.	j.	PROPN
fcis-11535	161	12	newman	newman	PROPN
fcis-11535	161	13	,	,	PUNCT
fcis-11535	161	14	modeling	modeling	NOUN
fcis-11535	161	15	of	of	ADP
fcis-11535	161	16	galvanostatic	galvanostatic	ADJ
fcis-11535	161	17	charge	charge	NOUN
fcis-11535	161	18	and	and	CCONJ
fcis-11535	161	19	discharge	discharge	NOUN
fcis-11535	161	20	of	of	ADP
fcis-11535	161	21	the	the	DET
fcis-11535	161	22	lithium/	lithium/	NUM
fcis-11535	161	23	polymer/	polymer/	NUM
fcis-11535	161	24	insertion	insertion	NOUN
fcis-11535	161	25	cell	cell	NOUN
fcis-11535	161	26	,	,	PUNCT
fcis-11535	161	27	j.	j.	PROPN
fcis-11535	161	28	electrochem	electrochem	PROPN
fcis-11535	161	29	.	.	PUNCT
fcis-11535	162	1	soc	soc	PROPN
fcis-11535	162	2	.	.	PUNCT
fcis-11535	163	1	140	140	NUM
fcis-11535	163	2	(	(	PUNCT
fcis-11535	163	3	1993	1993	NUM
fcis-11535	163	4	)	)	PUNCT
fcis-11535	163	5	1526–1533	1526–1533	NUM
fcis-11535	163	6	.	.	PUNCT
fcis-11535	164	1	[	[	X
fcis-11535	164	2	8	8	NUM
fcis-11535	164	3	]	]	X
fcis-11535	164	4	v.	v.	X
fcis-11535	164	5	laue	laue	PROPN
fcis-11535	164	6	,	,	PUNCT
fcis-11535	164	7	f.	f.	PROPN
fcis-11535	164	8	röder	röder	PROPN
fcis-11535	164	9	and	and	CCONJ
fcis-11535	164	10	u.	u.	PROPN
fcis-11535	164	11	krewer	krewer	NOUN
fcis-11535	164	12	,	,	PUNCT
fcis-11535	164	13	practical	practical	ADJ
fcis-11535	164	14	identifiability	identifiability	NOUN
fcis-11535	164	15	of	of	ADP
fcis-11535	164	16	electrochemical	electrochemical	ADJ
fcis-11535	164	17	p2d	p2d	NOUN
fcis-11535	164	18	models	model	NOUN
fcis-11535	164	19	for	for	ADP
fcis-11535	164	20	lithium	lithium	NOUN
fcis-11535	164	21	-	-	PUNCT
fcis-11535	164	22	ion	ion	NOUN
fcis-11535	164	23	batteries	battery	NOUN
fcis-11535	164	24	,	,	PUNCT
fcis-11535	164	25	j	j	PROPN
fcis-11535	164	26	appl	appl	PROPN
fcis-11535	164	27	electrochem	electrochem	PROPN
fcis-11535	164	28	.	.	PUNCT
fcis-11535	165	1	51	51	NUM
fcis-11535	165	2	(	(	PUNCT
fcis-11535	165	3	2021	2021	NUM
fcis-11535	165	4	)	)	PUNCT
fcis-11535	165	5	1253–1265	1253–1265	NUM
fcis-11535	165	6	.	.	PUNCT
fcis-11535	166	1	[	[	X
fcis-11535	166	2	9	9	NUM
fcis-11535	166	3	]	]	X
fcis-11535	166	4	h.	h.	PROPN
fcis-11535	166	5	pang	pang	PROPN
fcis-11535	166	6	,	,	PUNCT
fcis-11535	166	7	l.	l.	PROPN
fcis-11535	166	8	mou	mou	PROPN
fcis-11535	166	9	,	,	PUNCT
fcis-11535	166	10	l.	l.	PROPN
fcis-11535	166	11	guo	guo	PROPN
fcis-11535	166	12	,	,	PUNCT
fcis-11535	166	13	et	et	PROPN
fcis-11535	166	14	al	al	PROPN
fcis-11535	166	15	,	,	PUNCT
fcis-11535	166	16	parameter	parameter	NOUN
fcis-11535	166	17	identification	identification	NOUN
fcis-11535	166	18	and	and	CCONJ
fcis-11535	166	19	systematic	systematic	ADJ
fcis-11535	166	20	validation	validation	NOUN
fcis-11535	166	21	of	of	ADP
fcis-11535	166	22	an	an	DET
fcis-11535	166	23	enhanced	enhanced	ADJ
fcis-11535	166	24	single	single	ADJ
fcis-11535	166	25	-	-	PUNCT
fcis-11535	166	26	particle	particle	NOUN
fcis-11535	166	27	model	model	NOUN
fcis-11535	166	28	with	with	ADP
fcis-11535	166	29	aging	age	VERB
fcis-11535	166	30	degradation	degradation	NOUN
fcis-11535	166	31	physics	physics	NOUN
fcis-11535	166	32	for	for	ADP
fcis-11535	166	33	li	li	PROPN
fcis-11535	166	34	-	-	PUNCT
fcis-11535	166	35	ion	ion	NOUN
fcis-11535	166	36	batteries	battery	NOUN
fcis-11535	166	37	,	,	PUNCT
fcis-11535	166	38	electrochimica	electrochimica	PROPN
fcis-11535	166	39	acta	acta	PROPN
fcis-11535	166	40	.	.	PUNCT
fcis-11535	167	1	307	307	NUM
fcis-11535	167	2	(	(	PUNCT
fcis-11535	167	3	2019	2019	NUM
fcis-11535	167	4	)	)	PUNCT
fcis-11535	167	5	474–487	474–487	NUM
fcis-11535	167	6	.	.	PUNCT
fcis-11535	168	1	[	[	X
fcis-11535	168	2	10	10	NUM
fcis-11535	168	3	]	]	PUNCT
fcis-11535	168	4	j.	j.	PROPN
fcis-11535	168	5	wu	wu	PROPN
fcis-11535	168	6	,	,	PUNCT
fcis-11535	168	7	c.	c.	PROPN
fcis-11535	168	8	zhang	zhang	PROPN
fcis-11535	168	9	and	and	CCONJ
fcis-11535	168	10	z.	z.	PROPN
fcis-11535	168	11	chen	chen	PROPN
fcis-11535	168	12	,	,	PUNCT
fcis-11535	168	13	an	an	DET
fcis-11535	168	14	online	online	ADJ
fcis-11535	168	15	method	method	NOUN
fcis-11535	168	16	for	for	ADP
fcis-11535	168	17	lithiumion	lithiumion	NOUN
fcis-11535	168	18	battery	battery	NOUN
fcis-11535	168	19	remaining	remain	VERB
fcis-11535	168	20	useful	useful	ADJ
fcis-11535	168	21	life	life	NOUN
fcis-11535	168	22	estimation	estimation	NOUN
fcis-11535	168	23	using	use	VERB
fcis-11535	168	24	importance	importance	NOUN
fcis-11535	168	25	sampling	sampling	NOUN
fcis-11535	168	26	and	and	CCONJ
fcis-11535	168	27	neural	neural	ADJ
fcis-11535	168	28	networks	network	NOUN
fcis-11535	168	29	,	,	PUNCT
fcis-11535	168	30	applied	apply	VERB
fcis-11535	168	31	energy	energy	NOUN
fcis-11535	168	32	.	.	PUNCT
fcis-11535	169	1	173	173	NUM
fcis-11535	169	2	(	(	PUNCT
fcis-11535	169	3	2016	2016	NUM
fcis-11535	169	4	)	)	PUNCT
fcis-11535	170	1	134–140	134–140	NUM
fcis-11535	170	2	.	.	PUNCT
fcis-11535	171	1	[	[	X
fcis-11535	171	2	11	11	NUM
fcis-11535	171	3	]	]	X
fcis-11535	171	4	w.	w.	PROPN
fcis-11535	171	5	qin	qin	PROPN
fcis-11535	171	6	,	,	PUNCT
fcis-11535	171	7	h.	h.	PROPN
fcis-11535	171	8	lv	lv	PROPN
fcis-11535	171	9	,	,	PUNCT
fcis-11535	171	10	c.	c.	PROPN
fcis-11535	171	11	liu	liu	PROPN
fcis-11535	171	12	,	,	PUNCT
fcis-11535	171	13	et	et	PROPN
fcis-11535	171	14	al	al	PROPN
fcis-11535	171	15	,	,	PUNCT
fcis-11535	171	16	p.	p.	PROPN
fcis-11535	171	17	jahanshahi	jahanshahi	PROPN
fcis-11535	171	18	,	,	PUNCT
fcis-11535	171	19	remaining	remain	VERB
fcis-11535	171	20	useful	useful	ADJ
fcis-11535	171	21	life	life	NOUN
fcis-11535	171	22	prediction	prediction	NOUN
fcis-11535	171	23	for	for	ADP
fcis-11535	171	24	lithium	lithium	NOUN
fcis-11535	171	25	-	-	PUNCT
fcis-11535	171	26	ion	ion	NOUN
fcis-11535	171	27	batteries	battery	NOUN
fcis-11535	171	28	using	use	VERB
fcis-11535	171	29	particle	particle	NOUN
fcis-11535	171	30	filter	filter	NOUN
fcis-11535	171	31	and	and	CCONJ
fcis-11535	171	32	artificial	artificial	ADJ
fcis-11535	171	33	neural	neural	ADJ
fcis-11535	171	34	network	network	NOUN
fcis-11535	171	35	,	,	PUNCT
fcis-11535	171	36	imds	imds	NOUN
fcis-11535	171	37	.	.	PUNCT
fcis-11535	172	1	120	120	NUM
fcis-11535	172	2	(	(	PUNCT
fcis-11535	172	3	2019	2019	NUM
fcis-11535	172	4	)	)	PUNCT
fcis-11535	173	1	312–328	312–328	NUM
fcis-11535	173	2	.	.	PUNCT
fcis-11535	174	1	[	[	X
fcis-11535	174	2	12	12	NUM
fcis-11535	174	3	]	]	PUNCT
fcis-11535	174	4	l.	l.	PROPN
fcis-11535	174	5	ren	ren	PROPN
fcis-11535	174	6	,	,	PUNCT
fcis-11535	174	7	j.	j.	PROPN
fcis-11535	174	8	dong	dong	PROPN
fcis-11535	174	9	,	,	PUNCT
fcis-11535	174	10	x.	x.	PROPN
fcis-11535	174	11	wang	wang	PROPN
fcis-11535	174	12	,	,	PUNCT
fcis-11535	174	13	et	et	PROPN
fcis-11535	174	14	al	al	PROPN
fcis-11535	174	15	,	,	PUNCT
fcis-11535	174	16	a	a	DET
fcis-11535	174	17	data	data	NOUN
fcis-11535	174	18	-	-	PUNCT
fcis-11535	174	19	driven	drive	VERB
fcis-11535	174	20	auto	auto	NOUN
fcis-11535	174	21	-	-	PUNCT
fcis-11535	174	22	cnnlstm	cnnlstm	NOUN
fcis-11535	174	23	prediction	prediction	NOUN
fcis-11535	174	24	model	model	NOUN
fcis-11535	174	25	for	for	ADP
fcis-11535	174	26	lithium	lithium	NOUN
fcis-11535	174	27	-	-	PUNCT
fcis-11535	174	28	ion	ion	NOUN
fcis-11535	174	29	battery	battery	NOUN
fcis-11535	174	30	remaining	remain	VERB
fcis-11535	174	31	useful	useful	ADJ
fcis-11535	174	32	life	life	NOUN
fcis-11535	174	33	,	,	PUNCT
fcis-11535	174	34	ieee	ieee	NOUN
fcis-11535	174	35	trans	tran	NOUN
fcis-11535	174	36	.	.	PUNCT
fcis-11535	175	1	ind	ind	PROPN
fcis-11535	175	2	.	.	PUNCT
fcis-11535	175	3	inf	inf	PROPN
fcis-11535	175	4	.	.	PROPN
fcis-11535	175	5	17	17	NUM
fcis-11535	175	6	(	(	PUNCT
fcis-11535	175	7	2021	2021	NUM
fcis-11535	175	8	)	)	PUNCT
fcis-11535	175	9	3478–3487	3478–3487	NUM
fcis-11535	175	10	.	.	PUNCT
fcis-11535	176	1	[	[	X
fcis-11535	176	2	13	13	NUM
fcis-11535	176	3	]	]	X
fcis-11535	176	4	y.	y.	PROPN
fcis-11535	176	5	toughzaoui	toughzaoui	PROPN
fcis-11535	176	6	,	,	PUNCT
fcis-11535	176	7	s.b	s.b	PROPN
fcis-11535	176	8	.	.	PROPN
fcis-11535	176	9	toosi	toosi	PROPN
fcis-11535	176	10	,	,	PUNCT
fcis-11535	176	11	h.	h.	PROPN
fcis-11535	176	12	chaoui	chaoui	PROPN
fcis-11535	176	13	,	,	PUNCT
fcis-11535	176	14	et	et	PROPN
fcis-11535	176	15	al	al	PROPN
fcis-11535	176	16	,	,	PUNCT
fcis-11535	176	17	state	state	NOUN
fcis-11535	176	18	of	of	ADP
fcis-11535	176	19	health	health	NOUN
fcis-11535	176	20	estimation	estimation	NOUN
fcis-11535	176	21	and	and	CCONJ
fcis-11535	176	22	remaining	remain	VERB
fcis-11535	176	23	useful	useful	ADJ
fcis-11535	176	24	life	life	NOUN
fcis-11535	176	25	assessment	assessment	NOUN
fcis-11535	176	26	of	of	ADP
fcis-11535	176	27	lithium	lithium	NOUN
fcis-11535	176	28	-	-	PUNCT
fcis-11535	176	29	ion	ion	NOUN
fcis-11535	176	30	batteries	battery	NOUN
fcis-11535	176	31	:	:	PUNCT
fcis-11535	176	32	a	a	DET
fcis-11535	176	33	comparative	comparative	ADJ
fcis-11535	176	34	study	study	NOUN
fcis-11535	176	35	,	,	PUNCT
fcis-11535	176	36	journal	journal	NOUN
fcis-11535	176	37	of	of	ADP
fcis-11535	176	38	energy	energy	NOUN
fcis-11535	176	39	storage	storage	NOUN
fcis-11535	176	40	.	.	PUNCT
fcis-11535	177	1	51	51	NUM
fcis-11535	177	2	(	(	PUNCT
fcis-11535	177	3	2022	2022	NUM
fcis-11535	177	4	)	)	PUNCT
fcis-11535	177	5	104520	104520	NUM
fcis-11535	177	6	.	.	PUNCT
fcis-11535	178	1	[	[	X
fcis-11535	178	2	14	14	NUM
fcis-11535	178	3	]	]	X
fcis-11535	178	4	y.	y.	PROPN
fcis-11535	178	5	zhang	zhang	PROPN
fcis-11535	178	6	,	,	PUNCT
fcis-11535	178	7	r.	r.	PROPN
fcis-11535	178	8	xiong	xiong	PROPN
fcis-11535	178	9	,	,	PUNCT
fcis-11535	178	10	h.	h.	PROPN
fcis-11535	178	11	he	he	PRON
fcis-11535	178	12	,	,	PUNCT
fcis-11535	178	13	et	et	PROPN
fcis-11535	178	14	al	al	PROPN
fcis-11535	178	15	,	,	PUNCT
fcis-11535	178	16	long	long	ADJ
fcis-11535	178	17	short	short	ADJ
fcis-11535	178	18	-	-	PUNCT
fcis-11535	178	19	term	term	NOUN
fcis-11535	178	20	memory	memory	NOUN
fcis-11535	178	21	recurrent	recurrent	NOUN
fcis-11535	178	22	neural	neural	ADJ
fcis-11535	178	23	network	network	NOUN
fcis-11535	178	24	for	for	ADP
fcis-11535	178	25	remaining	remain	VERB
fcis-11535	178	26	useful	useful	ADJ
fcis-11535	178	27	life	life	NOUN
fcis-11535	178	28	prediction	prediction	NOUN
fcis-11535	178	29	of	of	ADP
fcis-11535	178	30	lithium	lithium	NOUN
fcis-11535	178	31	-	-	PUNCT
fcis-11535	178	32	ion	ion	NOUN
fcis-11535	178	33	batteries	battery	NOUN
fcis-11535	178	34	,	,	PUNCT
fcis-11535	178	35	ieee	ieee	NOUN
fcis-11535	178	36	trans	trans	PROPN
fcis-11535	178	37	.	.	PUNCT
fcis-11535	179	1	veh	veh	PROPN
fcis-11535	179	2	.	.	PROPN
fcis-11535	179	3	technol	technol	PROPN
fcis-11535	179	4	.	.	PROPN
fcis-11535	180	1	67	67	NUM
fcis-11535	180	2	(	(	PUNCT
fcis-11535	180	3	2018	2018	NUM
fcis-11535	180	4	)	)	PUNCT
fcis-11535	180	5	5695–5705	5695–5705	NUM
fcis-11535	180	6	.	.	PUNCT
fcis-11535	181	1	[	[	X
fcis-11535	181	2	15	15	NUM
fcis-11535	181	3	]	]	X
fcis-11535	181	4	j.	j.	PROPN
fcis-11535	181	5	qu	qu	PROPN
fcis-11535	181	6	,	,	PUNCT
fcis-11535	181	7	f.	f.	PROPN
fcis-11535	181	8	liu	liu	PROPN
fcis-11535	181	9	,	,	PUNCT
fcis-11535	181	10	y.	y.	PROPN
fcis-11535	181	11	ma	ma	PROPN
fcis-11535	181	12	,	,	PUNCT
fcis-11535	181	13	et	et	PROPN
fcis-11535	181	14	al	al	PROPN
fcis-11535	181	15	,	,	PUNCT
fcis-11535	181	16	a	a	DET
fcis-11535	181	17	neural	neural	ADJ
fcis-11535	181	18	-	-	PUNCT
fcis-11535	181	19	network	network	NOUN
fcis-11535	181	20	-	-	PUNCT
fcis-11535	181	21	based	base	VERB
fcis-11535	181	22	method	method	NOUN
fcis-11535	181	23	for	for	ADP
fcis-11535	181	24	rul	rul	NOUN
fcis-11535	181	25	prediction	prediction	NOUN
fcis-11535	181	26	and	and	CCONJ
fcis-11535	181	27	soh	soh	NOUN
fcis-11535	181	28	monitoring	monitoring	NOUN
fcis-11535	181	29	of	of	ADP
fcis-11535	181	30	lithium	lithium	NOUN
fcis-11535	181	31	-	-	PUNCT
fcis-11535	181	32	ion	ion	NOUN
fcis-11535	181	33	battery	battery	NOUN
fcis-11535	181	34	,	,	PUNCT
fcis-11535	181	35	ieee	ieee	NOUN
fcis-11535	181	36	access	access	NOUN
fcis-11535	181	37	.	.	PUNCT
fcis-11535	182	1	7	7	NUM
fcis-11535	182	2	(	(	PUNCT
fcis-11535	182	3	2019	2019	NUM
fcis-11535	182	4	)	)	PUNCT
fcis-11535	182	5	87178–87191	87178–87191	NUM
fcis-11535	182	6	.	.	PUNCT
fcis-11535	183	1	[	[	X
fcis-11535	183	2	16	16	NUM
fcis-11535	183	3	]	]	X
fcis-11535	183	4	b.	b.	PROPN
fcis-11535	183	5	saha	saha	PROPN
fcis-11535	183	6	and	and	CCONJ
fcis-11535	183	7	k.	k.	PROPN
fcis-11535	183	8	goebel	goebel	PROPN
fcis-11535	183	9	,	,	PUNCT
fcis-11535	183	10	modeling	model	VERB
fcis-11535	183	11	li	li	NOUN
fcis-11535	183	12	-	-	ADJ
fcis-11535	183	13	ion	ion	NOUN
fcis-11535	183	14	battery	battery	NOUN
fcis-11535	183	15	capacity	capacity	NOUN
fcis-11535	183	16	depletion	depletion	NOUN
fcis-11535	183	17	in	in	ADP
fcis-11535	183	18	a	a	DET
fcis-11535	183	19	particle	particle	NOUN
fcis-11535	183	20	filtering	filter	VERB
fcis-11535	183	21	framework	framework	NOUN
fcis-11535	183	22	,	,	PUNCT
fcis-11535	183	23	(	(	PUNCT
fcis-11535	183	24	2009	2009	NUM
fcis-11535	183	25	)	)	PUNCT
fcis-11535	183	26	.	.	PUNCT