id	sid	tid	token	lemma	pos
azojete-1082	1	1	corresponding	correspond	VERB
azojete-1082	1	2	author	author	NOUN
azojete-1082	1	3	’s	’s	PART
azojete-1082	1	4	email	email	NOUN
azojete-1082	1	5	address	address	NOUN
azojete-1082	1	6	:	:	PUNCT
azojete-1082	1	7	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	1	8	611	611	NUM
azojete-1082	1	9	arid	arid	NOUN
azojete-1082	1	10	zone	zone	NOUN
azojete-1082	1	11	journal	journal	NOUN
azojete-1082	1	12	of	of	ADP
azojete-1082	1	13	engineering	engineering	NOUN
azojete-1082	1	14	,	,	PUNCT
azojete-1082	1	15	technology	technology	NOUN
azojete-1082	1	16	&	&	CCONJ
azojete-1082	1	17	environment	environment	PROPN
azojete-1082	1	18	original	original	ADJ
azojete-1082	1	19	research	research	NOUN
azojete-1082	1	20	article	article	NOUN
azojete-1082	1	21	predictive	predictive	ADJ
azojete-1082	1	22	modeling	modeling	NOUN
azojete-1082	1	23	and	and	CCONJ
azojete-1082	1	24	simulation	simulation	NOUN
azojete-1082	1	25	of	of	ADP
azojete-1082	1	26	battery	battery	NOUN
azojete-1082	1	27	degradation	degradation	NOUN
azojete-1082	1	28	in	in	ADP
azojete-1082	1	29	power	power	NOUN
azojete-1082	1	30	systems	system	NOUN
azojete-1082	1	31	m.	m.	NOUN
azojete-1082	1	32	a.	a.	PROPN
azojete-1082	1	33	gana1	gana1	PROPN
azojete-1082	1	34	*	*	PROPN
azojete-1082	1	35	,	,	PUNCT
azojete-1082	1	36	a.	a.	NOUN
azojete-1082	1	37	a.	a.	NOUN
azojete-1082	1	38	warude2	warude2	PROPN
azojete-1082	1	39	,	,	PUNCT
azojete-1082	1	40	and	and	CCONJ
azojete-1082	1	41	a.	a.	NOUN
azojete-1082	1	42	bukar3	bukar3	NOUN
azojete-1082	1	43	1department	1department	NUM
azojete-1082	1	44	of	of	ADP
azojete-1082	1	45	electrical	electrical	ADJ
azojete-1082	1	46	and	and	CCONJ
azojete-1082	1	47	electronics	electronic	NOUN
azojete-1082	1	48	engineering	engineering	NOUN
azojete-1082	1	49	,	,	PUNCT
azojete-1082	1	50	university	university	NOUN
azojete-1082	1	51	of	of	ADP
azojete-1082	1	52	maiduguri	maiduguri	PROPN
azojete-1082	1	53	,	,	PUNCT
azojete-1082	1	54	nigeria	nigeria	PROPN
azojete-1082	1	55	2department	2department	NUM
azojete-1082	1	56	of	of	ADP
azojete-1082	1	57	electrical	electrical	ADJ
azojete-1082	1	58	engineering	engineering	NOUN
azojete-1082	1	59	,	,	PUNCT
azojete-1082	1	60	federal	federal	PROPN
azojete-1082	1	61	polytechnic	polytechnic	PROPN
azojete-1082	1	62	bali	bali	PROPN
azojete-1082	1	63	,	,	PUNCT
azojete-1082	1	64	nigeria	nigeria	PROPN
azojete-1082	2	1	3department	3department	NUM
azojete-1082	2	2	of	of	ADP
azojete-1082	2	3	physics	physics	PROPN
azojete-1082	2	4	,	,	PUNCT
azojete-1082	2	5	federal	federal	ADJ
azojete-1082	2	6	university	university	NOUN
azojete-1082	2	7	,	,	PUNCT
azojete-1082	2	8	gusau	gusau	PROPN
azojete-1082	2	9	,	,	PUNCT
azojete-1082	2	10	nigeria	nigeria	PROPN
azojete-1082	2	11	*	*	SYM
azojete-1082	2	12	corresponding	correspond	VERB
azojete-1082	2	13	author´s	author´s	NOUN
azojete-1082	2	14	email	email	NOUN
azojete-1082	2	15	address	address	NOUN
azojete-1082	2	16	:	:	PUNCT
azojete-1082	2	17	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	2	18	article	article	NOUN
azojete-1082	2	19	information	information	NOUN
azojete-1082	2	20	abstract	abstract	NOUN
azojete-1082	2	21	in	in	ADP
azojete-1082	2	22	modern	modern	ADJ
azojete-1082	2	23	power	power	NOUN
azojete-1082	2	24	systems	system	NOUN
azojete-1082	2	25	particularly	particularly	ADV
azojete-1082	2	26	those	those	PRON
azojete-1082	2	27	incorporating	incorporate	VERB
azojete-1082	2	28	renewable	renewable	ADJ
azojete-1082	2	29	energy	energy	NOUN
azojete-1082	2	30	sources	source	NOUN
azojete-1082	2	31	like	like	ADP
azojete-1082	2	32	solar	solar	ADJ
azojete-1082	2	33	and	and	CCONJ
azojete-1082	2	34	wind	wind	NOUN
azojete-1082	2	35	,	,	PUNCT
azojete-1082	2	36	batteries	battery	NOUN
azojete-1082	2	37	are	be	AUX
azojete-1082	2	38	essential	essential	ADJ
azojete-1082	2	39	for	for	ADP
azojete-1082	2	40	balancing	balance	VERB
azojete-1082	2	41	supply	supply	NOUN
azojete-1082	2	42	and	and	CCONJ
azojete-1082	2	43	demand	demand	NOUN
azojete-1082	2	44	,	,	PUNCT
azojete-1082	2	45	stabilizing	stabilize	VERB
azojete-1082	2	46	the	the	DET
azojete-1082	2	47	grid	grid	NOUN
azojete-1082	2	48	,	,	PUNCT
azojete-1082	2	49	and	and	CCONJ
azojete-1082	2	50	enabling	enable	VERB
azojete-1082	2	51	energy	energy	NOUN
azojete-1082	2	52	storage	storage	NOUN
azojete-1082	2	53	during	during	ADP
azojete-1082	2	54	low	low	ADJ
azojete-1082	2	55	-	-	PUNCT
azojete-1082	2	56	demand	demand	NOUN
azojete-1082	2	57	periods	period	NOUN
azojete-1082	2	58	.	.	PUNCT
azojete-1082	3	1	this	this	DET
azojete-1082	3	2	research	research	NOUN
azojete-1082	3	3	introduces	introduce	VERB
azojete-1082	3	4	a	a	DET
azojete-1082	3	5	comprehensive	comprehensive	ADJ
azojete-1082	3	6	modeling	modeling	NOUN
azojete-1082	3	7	and	and	CCONJ
azojete-1082	3	8	simulation	simulation	NOUN
azojete-1082	3	9	framework	framework	NOUN
azojete-1082	3	10	aimed	aim	VERB
azojete-1082	3	11	at	at	ADP
azojete-1082	3	12	predicting	predict	VERB
azojete-1082	3	13	how	how	SCONJ
azojete-1082	3	14	long	long	ADJ
azojete-1082	3	15	batteries	battery	NOUN
azojete-1082	3	16	will	will	AUX
azojete-1082	3	17	last	last	VERB
azojete-1082	3	18	by	by	ADP
azojete-1082	3	19	examining	examine	VERB
azojete-1082	3	20	various	various	ADJ
azojete-1082	3	21	degradation	degradation	NOUN
azojete-1082	3	22	mechanisms	mechanism	NOUN
azojete-1082	3	23	,	,	PUNCT
azojete-1082	3	24	including	include	VERB
azojete-1082	3	25	capacity	capacity	NOUN
azojete-1082	3	26	fade	fade	NOUN
azojete-1082	3	27	,	,	PUNCT
azojete-1082	3	28	temperature	temperature	NOUN
azojete-1082	3	29	effects	effect	NOUN
azojete-1082	3	30	,	,	PUNCT
azojete-1082	3	31	internal	internal	ADJ
azojete-1082	3	32	resistance	resistance	NOUN
azojete-1082	3	33	growth	growth	NOUN
azojete-1082	3	34	,	,	PUNCT
azojete-1082	3	35	and	and	CCONJ
azojete-1082	3	36	state	state	NOUN
azojete-1082	3	37	of	of	ADP
azojete-1082	3	38	charge	charge	NOUN
azojete-1082	3	39	cycling	cycling	NOUN
azojete-1082	3	40	.	.	PUNCT
azojete-1082	4	1	a	a	DET
azojete-1082	4	2	hybrid	hybrid	ADJ
azojete-1082	4	3	approach	approach	NOUN
azojete-1082	4	4	that	that	PRON
azojete-1082	4	5	combines	combine	VERB
azojete-1082	4	6	electrochemical	electrochemical	ADJ
azojete-1082	4	7	,	,	PUNCT
azojete-1082	4	8	thermal	thermal	ADJ
azojete-1082	4	9	,	,	PUNCT
azojete-1082	4	10	and	and	CCONJ
azojete-1082	4	11	mechanical	mechanical	ADJ
azojete-1082	4	12	degradation	degradation	NOUN
azojete-1082	4	13	models	model	NOUN
azojete-1082	4	14	was	be	AUX
azojete-1082	4	15	used	use	VERB
azojete-1082	4	16	to	to	PART
azojete-1082	4	17	simulate	simulate	VERB
azojete-1082	4	18	how	how	SCONJ
azojete-1082	4	19	batteries	battery	NOUN
azojete-1082	4	20	age	age	NOUN
azojete-1082	4	21	under	under	ADP
azojete-1082	4	22	different	different	ADJ
azojete-1082	4	23	operating	operating	NOUN
azojete-1082	4	24	conditions	condition	NOUN
azojete-1082	4	25	.	.	PUNCT
azojete-1082	5	1	the	the	DET
azojete-1082	5	2	simulation	simulation	NOUN
azojete-1082	5	3	results	result	NOUN
azojete-1082	5	4	showed	show	VERB
azojete-1082	5	5	that	that	SCONJ
azojete-1082	5	6	lithium	lithium	NOUN
azojete-1082	5	7	-	-	PUNCT
azojete-1082	5	8	ion	ion	NOUN
azojete-1082	5	9	batteries	battery	NOUN
azojete-1082	5	10	experienced	experience	VERB
azojete-1082	5	11	a	a	DET
azojete-1082	5	12	12.5	12.5	NUM
azojete-1082	5	13	%	%	NOUN
azojete-1082	5	14	capacity	capacity	NOUN
azojete-1082	5	15	fade	fade	NOUN
azojete-1082	5	16	after	after	ADP
azojete-1082	5	17	500	500	NUM
azojete-1082	5	18	charge	charge	NOUN
azojete-1082	5	19	-	-	PUNCT
azojete-1082	5	20	discharge	discharge	NOUN
azojete-1082	5	21	cycles	cycle	NOUN
azojete-1082	5	22	under	under	ADP
azojete-1082	5	23	normal	normal	ADJ
azojete-1082	5	24	operating	operating	NOUN
azojete-1082	5	25	conditions	condition	NOUN
azojete-1082	5	26	,	,	PUNCT
azojete-1082	5	27	and	and	CCONJ
azojete-1082	5	28	the	the	DET
azojete-1082	5	29	degradation	degradation	NOUN
azojete-1082	5	30	rate	rate	NOUN
azojete-1082	5	31	increased	increase	VERB
azojete-1082	5	32	to	to	ADP
azojete-1082	5	33	20	20	NUM
azojete-1082	5	34	%	%	NOUN
azojete-1082	5	35	in	in	ADP
azojete-1082	5	36	high	high	ADJ
azojete-1082	5	37	-	-	PUNCT
azojete-1082	5	38	temperature	temperature	NOUN
azojete-1082	5	39	environments	environment	NOUN
azojete-1082	5	40	(	(	PUNCT
azojete-1082	5	41	45	45	NUM
azojete-1082	5	42	°	°	NUM
azojete-1082	5	43	c	c	NOUN
azojete-1082	5	44	)	)	PUNCT
azojete-1082	5	45	.	.	PUNCT
azojete-1082	6	1	additionally	additionally	ADV
azojete-1082	6	2	,	,	PUNCT
azojete-1082	6	3	it	it	PRON
azojete-1082	6	4	was	be	AUX
azojete-1082	6	5	observed	observe	VERB
azojete-1082	6	6	that	that	SCONJ
azojete-1082	6	7	an	an	DET
azojete-1082	6	8	8.7	8.7	NUM
azojete-1082	6	9	%	%	NOUN
azojete-1082	6	10	increase	increase	NOUN
azojete-1082	6	11	in	in	ADP
azojete-1082	6	12	internal	internal	ADJ
azojete-1082	6	13	resistance	resistance	NOUN
azojete-1082	6	14	significantly	significantly	ADV
azojete-1082	6	15	affected	affect	VERB
azojete-1082	6	16	efficiency	efficiency	NOUN
azojete-1082	6	17	.	.	PUNCT
azojete-1082	7	1	furthermore	furthermore	ADV
azojete-1082	7	2	,	,	PUNCT
azojete-1082	7	3	the	the	DET
azojete-1082	7	4	result	result	NOUN
azojete-1082	7	5	revealed	reveal	VERB
azojete-1082	7	6	that	that	SCONJ
azojete-1082	7	7	the	the	DET
azojete-1082	7	8	adopted	adopt	VERB
azojete-1082	7	9	predictive	predictive	ADJ
azojete-1082	7	10	models	model	NOUN
azojete-1082	7	11	achieved	achieve	VERB
azojete-1082	7	12	an	an	DET
azojete-1082	7	13	impressive	impressive	ADJ
azojete-1082	7	14	accuracy	accuracy	NOUN
azojete-1082	7	15	of	of	ADP
azojete-1082	7	16	94.2	94.2	NUM
azojete-1082	7	17	%	%	NOUN
azojete-1082	7	18	,	,	PUNCT
azojete-1082	7	19	allowing	allow	VERB
azojete-1082	7	20	for	for	ADP
azojete-1082	7	21	a	a	DET
azojete-1082	7	22	reliable	reliable	ADJ
azojete-1082	7	23	estimation	estimation	NOUN
azojete-1082	7	24	of	of	ADP
azojete-1082	7	25	the	the	DET
azojete-1082	7	26	remaining	remain	VERB
azojete-1082	7	27	useful	useful	ADJ
azojete-1082	7	28	life	life	NOUN
azojete-1082	7	29	(	(	PUNCT
azojete-1082	7	30	rul	rul	NOUN
azojete-1082	7	31	)	)	PUNCT
azojete-1082	7	32	of	of	ADP
azojete-1082	7	33	the	the	DET
azojete-1082	7	34	batteries	battery	NOUN
azojete-1082	7	35	.	.	PUNCT
azojete-1082	8	1	these	these	DET
azojete-1082	8	2	findings	finding	NOUN
azojete-1082	8	3	highlight	highlight	VERB
azojete-1082	8	4	how	how	SCONJ
azojete-1082	8	5	advanced	advanced	ADJ
azojete-1082	8	6	modeling	modeling	NOUN
azojete-1082	8	7	techniques	technique	NOUN
azojete-1082	8	8	can	can	AUX
azojete-1082	8	9	really	really	ADV
azojete-1082	8	10	enhance	enhance	VERB
azojete-1082	8	11	battery	battery	NOUN
azojete-1082	8	12	management	management	NOUN
azojete-1082	8	13	strategies	strategy	NOUN
azojete-1082	8	14	with	with	ADP
azojete-1082	8	15	reduced	reduced	ADJ
azojete-1082	8	16	maintenance	maintenance	NOUN
azojete-1082	8	17	costs	cost	NOUN
azojete-1082	8	18	and	and	CCONJ
azojete-1082	8	19	boost	boost	VERB
azojete-1082	8	20	the	the	DET
azojete-1082	8	21	reliability	reliability	NOUN
azojete-1082	8	22	of	of	ADP
azojete-1082	8	23	power	power	NOUN
azojete-1082	8	24	systems	system	NOUN
azojete-1082	8	25	.	.	PUNCT
azojete-1082	9	1	therefore	therefore	ADV
azojete-1082	9	2	,	,	PUNCT
azojete-1082	9	3	the	the	DET
azojete-1082	9	4	hybrid	hybrid	ADJ
azojete-1082	9	5	degradation	degradation	NOUN
azojete-1082	9	6	models	model	NOUN
azojete-1082	9	7	showed	show	VERB
azojete-1082	9	8	an	an	DET
azojete-1082	9	9	impressive	impressive	ADJ
azojete-1082	9	10	predictive	predictive	ADJ
azojete-1082	9	11	accuracy	accuracy	NOUN
azojete-1082	9	12	,	,	PUNCT
azojete-1082	9	13	surpassing	surpass	VERB
azojete-1082	9	14	recent	recent	ADJ
azojete-1082	9	15	benchmarks	benchmark	NOUN
azojete-1082	9	16	in	in	ADP
azojete-1082	9	17	the	the	DET
azojete-1082	9	18	field	field	NOUN
azojete-1082	9	19	,	,	PUNCT
azojete-1082	9	20	where	where	SCONJ
azojete-1082	9	21	older	old	ADJ
azojete-1082	9	22	methods	method	NOUN
azojete-1082	9	23	showed	show	VERB
azojete-1082	9	24	accuracies	accuracy	NOUN
azojete-1082	9	25	of	of	ADP
azojete-1082	9	26	between	between	ADP
azojete-1082	9	27	91	91	NUM
azojete-1082	9	28	%	%	NOUN
azojete-1082	9	29	and	and	CCONJ
azojete-1082	9	30	93	93	NUM
azojete-1082	9	31	%	%	NOUN
azojete-1082	9	32	using	use	VERB
azojete-1082	9	33	machine	machine	NOUN
azojete-1082	9	34	learning	learning	NOUN
azojete-1082	9	35	and	and	CCONJ
azojete-1082	9	36	physics	physics	NOUN
azojete-1082	9	37	-	-	PUNCT
azojete-1082	9	38	informed	inform	VERB
azojete-1082	9	39	neural	neural	ADJ
azojete-1082	9	40	networks	network	NOUN
azojete-1082	9	41	.	.	PUNCT
azojete-1082	10	1	received	receive	VERB
azojete-1082	10	2	:	:	PUNCT
azojete-1082	10	3	16th	16th	ADJ
azojete-1082	10	4	april	april	PROPN
azojete-1082	10	5	2025	2025	NUM
azojete-1082	10	6	revised	revise	VERB
azojete-1082	10	7	:	:	PUNCT
azojete-1082	10	8	26th	26th	NOUN
azojete-1082	10	9	may	may	AUX
azojete-1082	10	10	2025	2025	NUM
azojete-1082	10	11	accepted	accept	VERB
azojete-1082	10	12	:	:	PUNCT
azojete-1082	10	13	28th	28th	ADJ
azojete-1082	10	14	may	may	AUX
azojete-1082	10	15	2025	2025	NUM
azojete-1082	10	16	keywords	keyword	NOUN
azojete-1082	10	17	:	:	PUNCT
azojete-1082	10	18	battery	battery	NOUN
azojete-1082	10	19	degradation	degradation	NOUN
azojete-1082	10	20	predictive	predictive	ADJ
azojete-1082	10	21	modeling	modeling	NOUN
azojete-1082	10	22	battery	battery	NOUN
azojete-1082	10	23	management	management	NOUN
azojete-1082	10	24	systems	system	NOUN
azojete-1082	10	25	power	power	NOUN
azojete-1082	10	26	systems	system	NOUN
azojete-1082	10	27	degradation	degradation	NOUN
azojete-1082	10	28	mechanisms	mechanism	NOUN
azojete-1082	10	29	©	©	PROPN
azojete-1082	10	30	2025	2025	NUM
azojete-1082	10	31	faculty	faculty	NOUN
azojete-1082	10	32	of	of	ADP
azojete-1082	10	33	engineering	engineering	NOUN
azojete-1082	10	34	,	,	PUNCT
azojete-1082	10	35	university	university	NOUN
azojete-1082	10	36	of	of	ADP
azojete-1082	10	37	maiduguri	maiduguri	PROPN
azojete-1082	10	38	,	,	PUNCT
azojete-1082	10	39	nigeria	nigeria	PROPN
azojete-1082	10	40	.	.	PUNCT
azojete-1082	11	1	all	all	DET
azojete-1082	11	2	rights	right	NOUN
azojete-1082	11	3	reserved	reserve	VERB
azojete-1082	11	4	.	.	PUNCT
azojete-1082	12	1	1.0	1.0	NUM
azojete-1082	12	2	introduction	introduction	NOUN
azojete-1082	12	3	the	the	DET
azojete-1082	12	4	world	world	NOUN
azojete-1082	12	5	is	be	AUX
azojete-1082	12	6	making	make	VERB
azojete-1082	12	7	a	a	DET
azojete-1082	12	8	significant	significant	ADJ
azojete-1082	12	9	shift	shift	NOUN
azojete-1082	12	10	towards	towards	ADP
azojete-1082	12	11	cleaner	clean	ADJ
azojete-1082	12	12	and	and	CCONJ
azojete-1082	12	13	more	more	ADV
azojete-1082	12	14	sustainable	sustainable	ADJ
azojete-1082	12	15	energy	energy	NOUN
azojete-1082	12	16	systems	system	NOUN
azojete-1082	12	17	,	,	PUNCT
azojete-1082	12	18	and	and	CCONJ
azojete-1082	12	19	in	in	ADP
azojete-1082	12	20	this	this	DET
azojete-1082	12	21	transition	transition	NOUN
azojete-1082	12	22	,	,	PUNCT
azojete-1082	12	23	energy	energy	NOUN
azojete-1082	12	24	storage	storage	NOUN
azojete-1082	12	25	technologies	technology	NOUN
azojete-1082	12	26	especially	especially	ADV
azojete-1082	12	27	lithium	lithium	NOUN
azojete-1082	12	28	-	-	PUNCT
azojete-1082	12	29	ion	ion	NOUN
azojete-1082	12	30	batteries	battery	NOUN
azojete-1082	12	31	(	(	PUNCT
azojete-1082	12	32	libs	lib	NOUN
azojete-1082	12	33	)	)	PUNCT
azojete-1082	12	34	are	be	AUX
azojete-1082	12	35	taking	take	VERB
azojete-1082	12	36	center	center	ADJ
azojete-1082	12	37	stage	stage	NOUN
azojete-1082	12	38	in	in	ADP
azojete-1082	12	39	power	power	NOUN
azojete-1082	12	40	system	system	NOUN
azojete-1082	12	41	innovation	innovation	NOUN
azojete-1082	12	42	.	.	PUNCT
azojete-1082	13	1	these	these	DET
azojete-1082	13	2	batteries	battery	NOUN
azojete-1082	13	3	are	be	AUX
azojete-1082	13	4	now	now	ADV
azojete-1082	13	5	crucial	crucial	ADJ
azojete-1082	13	6	for	for	ADP
azojete-1082	13	7	enhancing	enhance	VERB
azojete-1082	13	8	grid	grid	NOUN
azojete-1082	13	9	flexibility	flexibility	NOUN
azojete-1082	13	10	,	,	PUNCT
azojete-1082	13	11	stabilizing	stabilize	VERB
azojete-1082	13	12	voltage	voltage	NOUN
azojete-1082	13	13	and	and	CCONJ
azojete-1082	13	14	frequency	frequency	NOUN
azojete-1082	13	15	fluctuations	fluctuation	NOUN
azojete-1082	13	16	,	,	PUNCT
azojete-1082	13	17	improving	improve	VERB
azojete-1082	13	18	power	power	NOUN
azojete-1082	13	19	quality	quality	NOUN
azojete-1082	13	20	,	,	PUNCT
azojete-1082	13	21	and	and	CCONJ
azojete-1082	13	22	facilitating	facilitate	VERB
azojete-1082	13	23	the	the	DET
azojete-1082	13	24	integration	integration	NOUN
azojete-1082	13	25	of	of	ADP
azojete-1082	13	26	renewable	renewable	ADJ
azojete-1082	13	27	energy	energy	NOUN
azojete-1082	13	28	sources	source	NOUN
azojete-1082	13	29	like	like	ADP
azojete-1082	13	30	solar	solar	ADJ
azojete-1082	13	31	and	and	CCONJ
azojete-1082	13	32	wind	wind	NOUN
azojete-1082	13	33	.	.	PUNCT
azojete-1082	14	1	their	their	PRON
azojete-1082	14	2	role	role	NOUN
azojete-1082	14	3	has	have	AUX
azojete-1082	14	4	expanded	expand	VERB
azojete-1082	14	5	markedly	markedly	ADV
azojete-1082	14	6	in	in	ADP
azojete-1082	14	7	electric	electric	ADJ
azojete-1082	14	8	vehicles	vehicle	NOUN
azojete-1082	14	9	(	(	PUNCT
azojete-1082	14	10	evs	evs	PROPN
azojete-1082	14	11	)	)	PUNCT
azojete-1082	14	12	,	,	PUNCT
azojete-1082	14	13	smart	smart	ADJ
azojete-1082	14	14	grids	grid	NOUN
azojete-1082	14	15	,	,	PUNCT
azojete-1082	14	16	and	and	CCONJ
azojete-1082	14	17	off	off	ADP
azojete-1082	14	18	-	-	PUNCT
azojete-1082	14	19	grid	grid	NOUN
azojete-1082	14	20	rural	rural	ADJ
azojete-1082	14	21	microgrids	microgrid	NOUN
azojete-1082	14	22	,	,	PUNCT
azojete-1082	14	23	making	make	VERB
azojete-1082	14	24	them	they	PRON
azojete-1082	14	25	a	a	DET
azojete-1082	14	26	vital	vital	ADJ
azojete-1082	14	27	part	part	NOUN
azojete-1082	14	28	of	of	ADP
azojete-1082	14	29	the	the	DET
azojete-1082	14	30	evolving	evolve	VERB
azojete-1082	14	31	energy	energy	NOUN
azojete-1082	14	32	landscape	landscape	NOUN
azojete-1082	14	33	(	(	PUNCT
azojete-1082	14	34	wang	wang	PROPN
azojete-1082	14	35	et	et	PROPN
azojete-1082	14	36	al	al	PROPN
azojete-1082	14	37	.	.	PROPN
azojete-1082	14	38	,	,	PUNCT
azojete-1082	14	39	2024	2024	NUM
azojete-1082	14	40	)	)	PUNCT
azojete-1082	14	41	.	.	PUNCT
azojete-1082	15	1	despite	despite	SCONJ
azojete-1082	15	2	these	these	DET
azojete-1082	15	3	advancements	advancement	NOUN
azojete-1082	15	4	,	,	PUNCT
azojete-1082	15	5	battery	battery	NOUN
azojete-1082	15	6	degradation	degradation	NOUN
azojete-1082	15	7	poses	pose	VERB
azojete-1082	15	8	a	a	DET
azojete-1082	15	9	serious	serious	ADJ
azojete-1082	15	10	challenge	challenge	NOUN
azojete-1082	15	11	.	.	PUNCT
azojete-1082	16	1	as	as	SCONJ
azojete-1082	16	2	batteries	battery	NOUN
azojete-1082	16	3	degrade	degrade	VERB
azojete-1082	16	4	,	,	PUNCT
azojete-1082	16	5	their	their	PRON
azojete-1082	16	6	energy	energy	NOUN
azojete-1082	16	7	storage	storage	NOUN
azojete-1082	16	8	capacity	capacity	NOUN
azojete-1082	16	9	diminishes	diminish	VERB
azojete-1082	16	10	,	,	PUNCT
azojete-1082	16	11	power	power	NOUN
azojete-1082	16	12	delivery	delivery	NOUN
azojete-1082	16	13	capabilities	capability	NOUN
azojete-1082	16	14	are	be	AUX
azojete-1082	16	15	limited	limit	VERB
azojete-1082	16	16	,	,	PUNCT
azojete-1082	16	17	and	and	CCONJ
azojete-1082	16	18	safety	safety	NOUN
azojete-1082	16	19	risks	risk	NOUN
azojete-1082	16	20	increase	increase	VERB
azojete-1082	16	21	over	over	ADP
azojete-1082	16	22	time	time	NOUN
azojete-1082	16	23	,	,	PUNCT
azojete-1082	16	24	which	which	PRON
azojete-1082	16	25	ultimately	ultimately	ADV
azojete-1082	16	26	jeopardizes	jeopardize	VERB
azojete-1082	16	27	the	the	DET
azojete-1082	16	28	reliability	reliability	NOUN
azojete-1082	16	29	and	and	CCONJ
azojete-1082	16	30	economic	economic	ADJ
azojete-1082	16	31	feasibility	feasibility	NOUN
azojete-1082	16	32	of	of	ADP
azojete-1082	16	33	battery	battery	NOUN
azojete-1082	16	34	-	-	PUNCT
azojete-1082	16	35	based	base	VERB
azojete-1082	16	36	systems	system	NOUN
azojete-1082	16	37	.	.	PUNCT
azojete-1082	17	1	this	this	DET
azojete-1082	17	2	degradation	degradation	NOUN
azojete-1082	17	3	impacts	impact	VERB
azojete-1082	17	4	not	not	PART
azojete-1082	17	5	only	only	ADV
azojete-1082	17	6	individual	individual	ADJ
azojete-1082	17	7	battery	battery	NOUN
azojete-1082	17	8	applications	application	NOUN
azojete-1082	17	9	but	but	CCONJ
azojete-1082	17	10	also	also	ADV
azojete-1082	17	11	threatens	threaten	VERB
azojete-1082	17	12	the	the	DET
azojete-1082	17	13	stability	stability	NOUN
azojete-1082	17	14	of	of	ADP
azojete-1082	17	15	the	the	DET
azojete-1082	17	16	entire	entire	ADJ
azojete-1082	17	17	power	power	NOUN
azojete-1082	17	18	system	system	NOUN
azojete-1082	17	19	,	,	PUNCT
azojete-1082	17	20	especially	especially	ADV
azojete-1082	17	21	in	in	ADP
azojete-1082	17	22	situations	situation	NOUN
azojete-1082	17	23	where	where	SCONJ
azojete-1082	17	24	energy	energy	NOUN
azojete-1082	17	25	storage	storage	NOUN
azojete-1082	17	26	is	be	AUX
azojete-1082	17	27	crucial	crucial	ADJ
azojete-1082	17	28	for	for	ADP
azojete-1082	17	29	frequency	frequency	NOUN
azojete-1082	17	30	regulation	regulation	NOUN
azojete-1082	17	31	,	,	PUNCT
azojete-1082	17	32	peak	peak	NOUN
azojete-1082	17	33	shaving	shaving	NOUN
azojete-1082	17	34	,	,	PUNCT
azojete-1082	17	35	and	and	CCONJ
azojete-1082	17	36	black	black	ADJ
azojete-1082	17	37	start	start	NOUN
azojete-1082	17	38	capabilities	capability	NOUN
azojete-1082	17	39	(	(	PUNCT
azojete-1082	17	40	berecibar	berecibar	NOUN
azojete-1082	17	41	et	et	PROPN
azojete-1082	17	42	al	al	PROPN
azojete-1082	17	43	.	.	PROPN
azojete-1082	17	44	,	,	PUNCT
azojete-1082	17	45	2016	2016	NUM
azojete-1082	17	46	)	)	PUNCT
azojete-1082	17	47	.	.	PUNCT
azojete-1082	18	1	interestingly	interestingly	ADV
azojete-1082	18	2	,	,	PUNCT
azojete-1082	18	3	there	there	PRON
azojete-1082	18	4	are	be	VERB
azojete-1082	18	5	several	several	ADJ
azojete-1082	18	6	factors	factor	NOUN
azojete-1082	18	7	which	which	PRON
azojete-1082	18	8	could	could	AUX
azojete-1082	18	9	results	result	VERB
azojete-1082	18	10	in	in	ADP
azojete-1082	18	11	the	the	DET
azojete-1082	18	12	degradation	degradation	NOUN
azojete-1082	18	13	of	of	ADP
azojete-1082	18	14	batteries	battery	NOUN
azojete-1082	18	15	such	such	ADJ
azojete-1082	18	16	as	as	ADP
azojete-1082	18	17	physical	physical	ADJ
azojete-1082	18	18	,	,	PUNCT
azojete-1082	18	19	chemical	chemical	NOUN
azojete-1082	18	20	,	,	PUNCT
azojete-1082	18	21	and	and	CCONJ
azojete-1082	18	22	operational	operational	ADJ
azojete-1082	18	23	.	.	PUNCT
azojete-1082	19	1	also	also	ADV
azojete-1082	19	2	,	,	PUNCT
azojete-1082	19	3	some	some	DET
azojete-1082	19	4	key	key	ADJ
azojete-1082	19	5	contributors	contributor	NOUN
azojete-1082	19	6	may	may	AUX
azojete-1082	19	7	include	include	VERB
azojete-1082	19	8	charge	charge	NOUN
azojete-1082	19	9	-	-	PUNCT
azojete-1082	19	10	discharge	discharge	NOUN
azojete-1082	19	11	cycling	cycling	NOUN
azojete-1082	19	12	,	,	PUNCT
azojete-1082	19	13	temperature	temperature	NOUN
azojete-1082	19	14	variations	variation	NOUN
azojete-1082	19	15	,	,	PUNCT
azojete-1082	19	16	depth	depth	NOUN
azojete-1082	19	17	of	of	ADP
azojete-1082	19	18	discharge	discharge	NOUN
azojete-1082	19	19	(	(	PUNCT
azojete-1082	19	20	dod	dod	PROPN
azojete-1082	19	21	)	)	PUNCT
azojete-1082	19	22	,	,	PUNCT
azojete-1082	19	23	calendar	calendar	NOUN
azojete-1082	19	24	aging	aging	NOUN
azojete-1082	19	25	,	,	PUNCT
azojete-1082	19	26	the	the	DET
azojete-1082	19	27	growth	growth	NOUN
azojete-1082	19	28	of	of	ADP
azojete-1082	19	29	the	the	DET
azojete-1082	19	30	solid	solid	ADJ
azojete-1082	19	31	electrolyte	electrolyte	ADJ
azojete-1082	19	32	interphase	interphase	NOUN
azojete-1082	19	33	(	(	PUNCT
azojete-1082	19	34	sei	sei	ADJ
azojete-1082	19	35	)	)	PUNCT
azojete-1082	19	36	layer	layer	NOUN
azojete-1082	19	37	,	,	PUNCT
azojete-1082	19	38	azojete	azojete	NOUN
azojete-1082	19	39	june	june	PROPN
azojete-1082	19	40	2025	2025	NUM
azojete-1082	19	41	.	.	PUNCT
azojete-1082	20	1	vol.21(2):611	vol.21(2):611	ADJ
azojete-1082	20	2	-	-	PUNCT
azojete-1082	20	3	617	617	NUM
azojete-1082	20	4	published	publish	VERB
azojete-1082	20	5	by	by	ADP
azojete-1082	20	6	the	the	DET
azojete-1082	20	7	faculty	faculty	NOUN
azojete-1082	20	8	of	of	ADP
azojete-1082	20	9	engineering	engineering	NOUN
azojete-1082	20	10	,	,	PUNCT
azojete-1082	20	11	university	university	NOUN
azojete-1082	20	12	of	of	ADP
azojete-1082	20	13	maiduguri	maiduguri	PROPN
azojete-1082	20	14	,	,	PUNCT
azojete-1082	20	15	maiduguri	maiduguri	PROPN
azojete-1082	20	16	,	,	PUNCT
azojete-1082	20	17	nigeria	nigeria	PROPN
azojete-1082	20	18	.	.	PUNCT
azojete-1082	21	1	print	print	PROPN
azojete-1082	21	2	issn	issn	PROPN
azojete-1082	21	3	:	:	PUNCT
azojete-1082	21	4	1596	1596	NUM
azojete-1082	21	5	-	-	SYM
azojete-1082	21	6	2490	2490	NUM
azojete-1082	21	7	,	,	PUNCT
azojete-1082	21	8	electronic	electronic	ADJ
azojete-1082	21	9	issn	issn	NOUN
azojete-1082	21	10	:	:	PUNCT
azojete-1082	21	11	2545	2545	NUM
azojete-1082	21	12	-	-	SYM
azojete-1082	21	13	5818	5818	NUM
azojete-1082	21	14	https://doi.org/10.63958/azojete/2025/21/02/025	https://doi.org/10.63958/azojete/2025/21/02/025	NOUN
azojete-1082	21	15	www.azojete.com.ng	www.azojete.com.ng	VERB
azojete-1082	21	16	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	X
azojete-1082	21	17	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	21	18	http://www.azojete.com.ng/	http://www.azojete.com.ng/	ADJ
azojete-1082	21	19	arid	arid	NOUN
azojete-1082	21	20	zone	zone	NOUN
azojete-1082	21	21	journal	journal	NOUN
azojete-1082	21	22	of	of	ADP
azojete-1082	21	23	engineering	engineering	NOUN
azojete-1082	21	24	,	,	PUNCT
azojete-1082	21	25	technology	technology	NOUN
azojete-1082	21	26	and	and	CCONJ
azojete-1082	21	27	environment	environment	NOUN
azojete-1082	21	28	,	,	PUNCT
azojete-1082	21	29	june	june	PROPN
azojete-1082	21	30	2025	2025	NUM
azojete-1082	21	31	;	;	PUNCT
azojete-1082	21	32	vol	vol	NOUN
azojete-1082	21	33	.	.	PUNCT
azojete-1082	22	1	21(2	21(2	NUM
azojete-1082	22	2	):	):	PUNCT
azojete-1082	22	3	611	611	NUM
azojete-1082	22	4	-	-	SYM
azojete-1082	22	5	617	617	NUM
azojete-1082	22	6	.	.	PUNCT
azojete-1082	23	1	issn	issn	PROPN
azojete-1082	23	2	1596	1596	NUM
azojete-1082	23	3	-	-	SYM
azojete-1082	23	4	2490	2490	NUM
azojete-1082	23	5	;	;	PUNCT
azojete-1082	23	6	e	e	X
azojete-1082	23	7	-	-	PROPN
azojete-1082	23	8	issn2545	issn2545	PROPN
azojete-1082	23	9	-	-	PUNCT
azojete-1082	23	10	5818	5818	NUM
azojete-1082	23	11	;	;	PUNCT
azojete-1082	23	12	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	23	13	corresponding	corresponding	ADJ
azojete-1082	23	14	author	author	NOUN
azojete-1082	23	15	’s	’s	PART
azojete-1082	23	16	email	email	NOUN
azojete-1082	23	17	address	address	NOUN
azojete-1082	23	18	:	:	PUNCT
azojete-1082	23	19	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	23	20	612	612	NUM
azojete-1082	23	21	lithium	lithium	NOUN
azojete-1082	23	22	plating	plating	NOUN
azojete-1082	23	23	,	,	PUNCT
azojete-1082	23	24	and	and	CCONJ
azojete-1082	23	25	electrolyte	electrolyte	ADJ
azojete-1082	23	26	breakdown	breakdown	NOUN
azojete-1082	23	27	.	.	PUNCT
azojete-1082	24	1	these	these	DET
azojete-1082	24	2	processes	process	NOUN
azojete-1082	24	3	can	can	AUX
azojete-1082	24	4	lead	lead	VERB
azojete-1082	24	5	to	to	ADP
azojete-1082	24	6	capacity	capacity	NOUN
azojete-1082	24	7	fade	fade	NOUN
azojete-1082	24	8	,	,	PUNCT
azojete-1082	24	9	increased	increase	VERB
azojete-1082	24	10	internal	internal	ADJ
azojete-1082	24	11	resistance	resistance	NOUN
azojete-1082	24	12	,	,	PUNCT
azojete-1082	24	13	self	self	NOUN
azojete-1082	24	14	-	-	PUNCT
azojete-1082	24	15	discharge	discharge	NOUN
azojete-1082	24	16	,	,	PUNCT
azojete-1082	24	17	and	and	CCONJ
azojete-1082	24	18	structural	structural	ADJ
azojete-1082	24	19	damage	damage	NOUN
azojete-1082	24	20	to	to	ADP
azojete-1082	24	21	the	the	DET
azojete-1082	24	22	electrode	electrode	NOUN
azojete-1082	24	23	materials	material	NOUN
azojete-1082	24	24	.	.	PUNCT
azojete-1082	25	1	these	these	DET
azojete-1082	25	2	degradation	degradation	NOUN
azojete-1082	25	3	effects	effect	NOUN
azojete-1082	25	4	are	be	AUX
azojete-1082	25	5	worsened	worsen	VERB
azojete-1082	25	6	under	under	ADP
azojete-1082	25	7	harsh	harsh	ADJ
azojete-1082	25	8	operating	operating	NOUN
azojete-1082	25	9	conditions	condition	NOUN
azojete-1082	25	10	,	,	PUNCT
azojete-1082	25	11	like	like	ADP
azojete-1082	25	12	high	high	ADJ
azojete-1082	25	13	current	current	ADJ
azojete-1082	25	14	loads	load	NOUN
azojete-1082	25	15	,	,	PUNCT
azojete-1082	25	16	deep	deep	ADJ
azojete-1082	25	17	discharges	discharge	NOUN
azojete-1082	25	18	,	,	PUNCT
azojete-1082	25	19	and	and	CCONJ
azojete-1082	25	20	extreme	extreme	ADJ
azojete-1082	25	21	temperatures	temperature	NOUN
azojete-1082	25	22	(	(	PUNCT
azojete-1082	25	23	wang	wang	PROPN
azojete-1082	25	24	et	et	PROPN
azojete-1082	25	25	al	al	PROPN
azojete-1082	25	26	.	.	PROPN
azojete-1082	25	27	,	,	PUNCT
azojete-1082	25	28	2024	2024	NUM
azojete-1082	25	29	)	)	PUNCT
azojete-1082	25	30	.	.	PUNCT
azojete-1082	26	1	in	in	ADP
azojete-1082	26	2	the	the	DET
azojete-1082	26	3	past	past	NOUN
azojete-1082	26	4	,	,	PUNCT
azojete-1082	26	5	estimating	estimate	VERB
azojete-1082	26	6	battery	battery	NOUN
azojete-1082	26	7	health	health	NOUN
azojete-1082	26	8	relied	rely	VERB
azojete-1082	26	9	heavily	heavily	ADV
azojete-1082	26	10	on	on	ADP
azojete-1082	26	11	empirical	empirical	ADJ
azojete-1082	26	12	models	model	NOUN
azojete-1082	26	13	and	and	CCONJ
azojete-1082	26	14	rule	rule	NOUN
azojete-1082	26	15	-	-	PUNCT
azojete-1082	26	16	based	base	VERB
azojete-1082	26	17	algorithms	algorithm	NOUN
azojete-1082	26	18	integrated	integrate	VERB
azojete-1082	26	19	into	into	ADP
azojete-1082	26	20	battery	battery	NOUN
azojete-1082	26	21	management	management	NOUN
azojete-1082	26	22	systems	system	NOUN
azojete-1082	26	23	(	(	PUNCT
azojete-1082	26	24	bms	bms	PROPN
azojete-1082	26	25	)	)	PUNCT
azojete-1082	26	26	.	.	PUNCT
azojete-1082	27	1	while	while	SCONJ
azojete-1082	27	2	these	these	DET
azojete-1082	27	3	methods	method	NOUN
azojete-1082	27	4	provide	provide	VERB
azojete-1082	27	5	a	a	DET
azojete-1082	27	6	cautious	cautious	ADJ
azojete-1082	27	7	approach	approach	NOUN
azojete-1082	27	8	to	to	ADP
azojete-1082	27	9	safety	safety	NOUN
azojete-1082	27	10	and	and	CCONJ
azojete-1082	27	11	control	control	NOUN
azojete-1082	27	12	,	,	PUNCT
azojete-1082	27	13	they	they	PRON
azojete-1082	27	14	do	do	AUX
azojete-1082	27	15	n't	not	PART
azojete-1082	27	16	quite	quite	ADV
azojete-1082	27	17	capture	capture	VERB
azojete-1082	27	18	the	the	DET
azojete-1082	27	19	intricate	intricate	ADJ
azojete-1082	27	20	degradation	degradation	NOUN
azojete-1082	27	21	patterns	pattern	NOUN
azojete-1082	27	22	that	that	PRON
azojete-1082	27	23	vary	vary	VERB
azojete-1082	27	24	across	across	ADP
azojete-1082	27	25	different	different	ADJ
azojete-1082	27	26	applications	application	NOUN
azojete-1082	27	27	and	and	CCONJ
azojete-1082	27	28	chemistries	chemistry	NOUN
azojete-1082	27	29	.	.	PUNCT
azojete-1082	28	1	thanks	thank	NOUN
azojete-1082	28	2	to	to	ADP
azojete-1082	28	3	recent	recent	ADJ
azojete-1082	28	4	advancements	advancement	NOUN
azojete-1082	28	5	in	in	ADP
azojete-1082	28	6	computational	computational	ADJ
azojete-1082	28	7	tools	tool	NOUN
azojete-1082	28	8	,	,	PUNCT
azojete-1082	28	9	we	we	PRON
azojete-1082	28	10	've	have	AUX
azojete-1082	28	11	seen	see	VERB
azojete-1082	28	12	the	the	DET
azojete-1082	28	13	emergence	emergence	NOUN
azojete-1082	28	14	of	of	ADP
azojete-1082	28	15	sophisticated	sophisticated	ADJ
azojete-1082	28	16	physics	physics	NOUN
azojete-1082	28	17	-	-	PUNCT
azojete-1082	28	18	based	base	VERB
azojete-1082	28	19	models	model	NOUN
azojete-1082	28	20	and	and	CCONJ
azojete-1082	28	21	hybrid	hybrid	NOUN
azojete-1082	28	22	techniques	technique	NOUN
azojete-1082	28	23	that	that	PRON
azojete-1082	28	24	offer	offer	VERB
azojete-1082	28	25	deeper	deep	ADJ
azojete-1082	28	26	,	,	PUNCT
azojete-1082	28	27	more	more	ADV
azojete-1082	28	28	predictive	predictive	ADJ
azojete-1082	28	29	insights	insight	NOUN
azojete-1082	28	30	into	into	ADP
azojete-1082	28	31	how	how	SCONJ
azojete-1082	28	32	batteries	battery	NOUN
azojete-1082	28	33	age	age	VERB
azojete-1082	28	34	.	.	PUNCT
azojete-1082	29	1	these	these	DET
azojete-1082	29	2	innovative	innovative	ADJ
azojete-1082	29	3	methods	method	NOUN
azojete-1082	29	4	allow	allow	VERB
azojete-1082	29	5	us	we	PRON
azojete-1082	29	6	to	to	PART
azojete-1082	29	7	simulate	simulate	VERB
azojete-1082	29	8	long	long	ADJ
azojete-1082	29	9	-	-	PUNCT
azojete-1082	29	10	term	term	NOUN
azojete-1082	29	11	performance	performance	NOUN
azojete-1082	29	12	under	under	ADP
azojete-1082	29	13	changing	change	VERB
azojete-1082	29	14	load	load	NOUN
azojete-1082	29	15	conditions	condition	NOUN
azojete-1082	29	16	and	and	CCONJ
azojete-1082	29	17	environmental	environmental	ADJ
azojete-1082	29	18	factors	factor	NOUN
azojete-1082	29	19	,	,	PUNCT
azojete-1082	29	20	giving	give	VERB
azojete-1082	29	21	us	we	PRON
azojete-1082	29	22	solid	solid	ADJ
azojete-1082	29	23	estimates	estimate	NOUN
azojete-1082	29	24	of	of	ADP
azojete-1082	29	25	a	a	DET
azojete-1082	29	26	battery	battery	NOUN
azojete-1082	29	27	's	's	PART
azojete-1082	29	28	remaining	remain	VERB
azojete-1082	29	29	useful	useful	ADJ
azojete-1082	29	30	life	life	NOUN
azojete-1082	29	31	(	(	PUNCT
azojete-1082	29	32	rul	rul	NOUN
azojete-1082	29	33	)	)	PUNCT
azojete-1082	29	34	(	(	PUNCT
azojete-1082	29	35	li	li	PROPN
azojete-1082	29	36	et	et	PROPN
azojete-1082	29	37	al	al	PROPN
azojete-1082	29	38	.	.	PROPN
azojete-1082	29	39	,	,	PUNCT
azojete-1082	29	40	2023	2023	NUM
azojete-1082	29	41	)	)	PUNCT
azojete-1082	29	42	.	.	PUNCT
azojete-1082	30	1	predictive	predictive	ADJ
azojete-1082	30	2	degradation	degradation	NOUN
azojete-1082	30	3	modeling	modeling	NOUN
azojete-1082	30	4	is	be	AUX
azojete-1082	30	5	particularly	particularly	ADV
azojete-1082	30	6	vital	vital	ADJ
azojete-1082	30	7	for	for	ADP
azojete-1082	30	8	power	power	NOUN
azojete-1082	30	9	systems	system	NOUN
azojete-1082	30	10	,	,	PUNCT
azojete-1082	30	11	as	as	SCONJ
azojete-1082	30	12	battery	battery	NOUN
azojete-1082	30	13	failures	failure	NOUN
azojete-1082	30	14	can	can	AUX
azojete-1082	30	15	lead	lead	VERB
azojete-1082	30	16	to	to	ADP
azojete-1082	30	17	service	service	NOUN
azojete-1082	30	18	disruptions	disruption	NOUN
azojete-1082	30	19	,	,	PUNCT
azojete-1082	30	20	higher	high	ADJ
azojete-1082	30	21	operational	operational	ADJ
azojete-1082	30	22	costs	cost	NOUN
azojete-1082	30	23	,	,	PUNCT
azojete-1082	30	24	and	and	CCONJ
azojete-1082	30	25	even	even	ADV
azojete-1082	30	26	regulatory	regulatory	ADJ
azojete-1082	30	27	fines	fine	NOUN
azojete-1082	30	28	.	.	PUNCT
azojete-1082	31	1	by	by	ADP
azojete-1082	31	2	anticipating	anticipate	VERB
azojete-1082	31	3	degradation	degradation	NOUN
azojete-1082	31	4	trends	trend	NOUN
azojete-1082	31	5	and	and	CCONJ
azojete-1082	31	6	failure	failure	NOUN
azojete-1082	31	7	points	point	NOUN
azojete-1082	31	8	,	,	PUNCT
azojete-1082	31	9	utilities	utility	NOUN
azojete-1082	31	10	and	and	CCONJ
azojete-1082	31	11	system	system	NOUN
azojete-1082	31	12	operators	operator	NOUN
azojete-1082	31	13	can	can	AUX
azojete-1082	31	14	adopt	adopt	VERB
azojete-1082	31	15	condition	condition	NOUN
azojete-1082	31	16	-	-	PUNCT
azojete-1082	31	17	based	base	VERB
azojete-1082	31	18	maintenance	maintenance	NOUN
azojete-1082	31	19	strategies	strategy	NOUN
azojete-1082	31	20	,	,	PUNCT
azojete-1082	31	21	enhance	enhance	VERB
azojete-1082	31	22	battery	battery	NOUN
azojete-1082	31	23	usage	usage	NOUN
azojete-1082	31	24	,	,	PUNCT
azojete-1082	31	25	and	and	CCONJ
azojete-1082	31	26	create	create	VERB
azojete-1082	31	27	energy	energy	NOUN
azojete-1082	31	28	management	management	NOUN
azojete-1082	31	29	systems	system	NOUN
azojete-1082	31	30	(	(	PUNCT
azojete-1082	31	31	ems	ems	PROPN
azojete-1082	31	32	)	)	PUNCT
azojete-1082	31	33	that	that	PRON
azojete-1082	31	34	monitor	monitor	VERB
azojete-1082	31	35	state	state	NOUN
azojete-1082	31	36	-	-	PUNCT
azojete-1082	31	37	of	of	ADP
azojete-1082	31	38	-	-	PUNCT
azojete-1082	31	39	health	health	NOUN
azojete-1082	31	40	(	(	PUNCT
azojete-1082	31	41	soh	soh	NOUN
azojete-1082	31	42	)	)	PUNCT
azojete-1082	31	43	metrics	metric	NOUN
azojete-1082	31	44	in	in	ADP
azojete-1082	31	45	real	real	ADJ
azojete-1082	31	46	time	time	NOUN
azojete-1082	31	47	.	.	PUNCT
azojete-1082	32	1	this	this	DET
azojete-1082	32	2	approach	approach	NOUN
azojete-1082	32	3	not	not	PART
azojete-1082	32	4	only	only	ADV
azojete-1082	32	5	cuts	cut	VERB
azojete-1082	32	6	lifecycle	lifecycle	NOUN
azojete-1082	32	7	costs	cost	NOUN
azojete-1082	32	8	but	but	CCONJ
azojete-1082	32	9	also	also	ADV
azojete-1082	32	10	boosts	boost	VERB
azojete-1082	32	11	the	the	DET
azojete-1082	32	12	reliability	reliability	NOUN
azojete-1082	32	13	and	and	CCONJ
azojete-1082	32	14	resilience	resilience	NOUN
azojete-1082	32	15	of	of	ADP
azojete-1082	32	16	distributed	distribute	VERB
azojete-1082	32	17	energy	energy	NOUN
azojete-1082	32	18	resources	resource	NOUN
azojete-1082	32	19	(	(	PUNCT
azojete-1082	32	20	ders	ders	PROPN
azojete-1082	32	21	)	)	PUNCT
azojete-1082	32	22	and	and	CCONJ
azojete-1082	32	23	large	large	ADJ
azojete-1082	32	24	-	-	PUNCT
azojete-1082	32	25	scale	scale	NOUN
azojete-1082	32	26	storage	storage	NOUN
azojete-1082	32	27	systems	system	NOUN
azojete-1082	32	28	(	(	PUNCT
azojete-1082	32	29	zhao	zhao	PROPN
azojete-1082	32	30	et	et	PROPN
azojete-1082	32	31	al	al	PROPN
azojete-1082	32	32	.	.	PROPN
azojete-1082	32	33	,	,	PUNCT
azojete-1082	32	34	2023	2023	NUM
azojete-1082	32	35	)	)	PUNCT
azojete-1082	32	36	.	.	PUNCT
azojete-1082	33	1	this	this	DET
azojete-1082	33	2	research	research	NOUN
azojete-1082	33	3	introduces	introduce	VERB
azojete-1082	33	4	a	a	DET
azojete-1082	33	5	thorough	thorough	ADJ
azojete-1082	33	6	predictive	predictive	ADJ
azojete-1082	33	7	modeling	modeling	NOUN
azojete-1082	33	8	and	and	CCONJ
azojete-1082	33	9	simulation	simulation	NOUN
azojete-1082	33	10	framework	framework	NOUN
azojete-1082	33	11	that	that	PRON
azojete-1082	33	12	addresses	address	VERB
azojete-1082	33	13	the	the	DET
azojete-1082	33	14	key	key	ADJ
azojete-1082	33	15	degradation	degradation	NOUN
azojete-1082	33	16	mechanisms	mechanism	NOUN
azojete-1082	33	17	of	of	ADP
azojete-1082	33	18	lithium	lithium	NOUN
azojete-1082	33	19	-	-	PUNCT
azojete-1082	33	20	ion	ion	NOUN
azojete-1082	33	21	batteries	battery	NOUN
azojete-1082	33	22	,	,	PUNCT
azojete-1082	33	23	utilizing	utilize	VERB
azojete-1082	33	24	electrochemical	electrochemical	ADJ
azojete-1082	33	25	,	,	PUNCT
azojete-1082	33	26	thermal	thermal	ADJ
azojete-1082	33	27	,	,	PUNCT
azojete-1082	33	28	and	and	CCONJ
azojete-1082	33	29	mechanical	mechanical	ADJ
azojete-1082	33	30	techniques	technique	NOUN
azojete-1082	33	31	.	.	PUNCT
azojete-1082	34	1	the	the	DET
azojete-1082	34	2	aim	aim	NOUN
azojete-1082	34	3	is	be	AUX
azojete-1082	34	4	to	to	PART
azojete-1082	34	5	deliver	deliver	VERB
azojete-1082	34	6	a	a	DET
azojete-1082	34	7	more	more	ADV
azojete-1082	34	8	precise	precise	ADJ
azojete-1082	34	9	and	and	CCONJ
azojete-1082	34	10	comprehensive	comprehensive	ADJ
azojete-1082	34	11	understanding	understanding	NOUN
azojete-1082	34	12	of	of	ADP
azojete-1082	34	13	battery	battery	NOUN
azojete-1082	34	14	aging	age	VERB
azojete-1082	34	15	processes	process	NOUN
azojete-1082	34	16	,	,	PUNCT
azojete-1082	34	17	which	which	PRON
azojete-1082	34	18	will	will	AUX
azojete-1082	34	19	ultimately	ultimately	ADV
azojete-1082	34	20	lead	lead	VERB
azojete-1082	34	21	to	to	ADP
azojete-1082	34	22	better	well	ADJ
azojete-1082	34	23	design	design	NOUN
azojete-1082	34	24	,	,	PUNCT
azojete-1082	34	25	operation	operation	NOUN
azojete-1082	34	26	,	,	PUNCT
azojete-1082	34	27	and	and	CCONJ
azojete-1082	34	28	control	control	NOUN
azojete-1082	34	29	of	of	ADP
azojete-1082	34	30	battery	battery	NOUN
azojete-1082	34	31	-	-	PUNCT
azojete-1082	34	32	supported	support	VERB
azojete-1082	34	33	power	power	NOUN
azojete-1082	34	34	systems	system	NOUN
azojete-1082	34	35	.	.	PUNCT
azojete-1082	35	1	2	2	X
azojete-1082	35	2	.	.	X
azojete-1082	35	3	materials	material	NOUN
azojete-1082	35	4	and	and	CCONJ
azojete-1082	35	5	method	method	NOUN
azojete-1082	35	6	this	this	DET
azojete-1082	35	7	study	study	NOUN
azojete-1082	35	8	employed	employ	VERB
azojete-1082	35	9	a	a	DET
azojete-1082	35	10	combination	combination	NOUN
azojete-1082	35	11	of	of	ADP
azojete-1082	35	12	computational	computational	ADJ
azojete-1082	35	13	tools	tool	NOUN
azojete-1082	35	14	,	,	PUNCT
azojete-1082	35	15	publicly	publicly	ADV
azojete-1082	35	16	available	available	ADJ
azojete-1082	35	17	datasets	dataset	NOUN
azojete-1082	35	18	,	,	PUNCT
azojete-1082	35	19	and	and	CCONJ
azojete-1082	35	20	modeling	model	VERB
azojete-1082	35	21	frameworks	framework	NOUN
azojete-1082	35	22	to	to	PART
azojete-1082	35	23	simulate	simulate	VERB
azojete-1082	35	24	battery	battery	NOUN
azojete-1082	35	25	degradation	degradation	NOUN
azojete-1082	35	26	in	in	ADP
azojete-1082	35	27	power	power	NOUN
azojete-1082	35	28	systems	system	NOUN
azojete-1082	35	29	,	,	PUNCT
azojete-1082	35	30	focusing	focus	VERB
azojete-1082	35	31	on	on	ADP
azojete-1082	35	32	lithium	lithium	NOUN
azojete-1082	35	33	-	-	PUNCT
azojete-1082	35	34	based	base	VERB
azojete-1082	35	35	batteries	battery	NOUN
azojete-1082	35	36	.	.	PUNCT
azojete-1082	36	1	rather	rather	ADV
azojete-1082	36	2	than	than	ADP
azojete-1082	36	3	using	use	VERB
azojete-1082	36	4	physical	physical	ADJ
azojete-1082	36	5	samples	sample	NOUN
azojete-1082	36	6	,	,	PUNCT
azojete-1082	36	7	datasets	dataset	NOUN
azojete-1082	36	8	from	from	ADP
azojete-1082	36	9	nasa	nasa	PROPN
azojete-1082	36	10	was	be	AUX
azojete-1082	36	11	used	use	VERB
azojete-1082	36	12	for	for	ADP
azojete-1082	36	13	analysis	analysis	NOUN
azojete-1082	36	14	.	.	PUNCT
azojete-1082	37	1	simulation	simulation	NOUN
azojete-1082	37	2	tools	tool	NOUN
azojete-1082	37	3	included	include	VERB
azojete-1082	37	4	matlab	matlab	PROPN
azojete-1082	37	5	/	/	SYM
azojete-1082	37	6	simulink	simulink	PROPN
azojete-1082	37	7	,	,	PUNCT
azojete-1082	37	8	python	python	NOUN
azojete-1082	37	9	with	with	ADP
azojete-1082	37	10	various	various	ADJ
azojete-1082	37	11	libraries	library	NOUN
azojete-1082	37	12	,	,	PUNCT
azojete-1082	37	13	pybamm	pybamm	NOUN
azojete-1082	37	14	for	for	ADP
azojete-1082	37	15	electrochemical	electrochemical	ADJ
azojete-1082	37	16	modeling	modeling	NOUN
azojete-1082	37	17	,	,	PUNCT
azojete-1082	37	18	and	and	CCONJ
azojete-1082	37	19	comsol	comsol	NOUN
azojete-1082	37	20	multiphysics	multiphysic	NOUN
azojete-1082	37	21	for	for	ADP
azojete-1082	37	22	advanced	advanced	ADJ
azojete-1082	37	23	simulations	simulation	NOUN
azojete-1082	37	24	.	.	PUNCT
azojete-1082	38	1	both	both	DET
azojete-1082	38	2	physics	physics	NOUN
azojete-1082	38	3	-	-	PUNCT
azojete-1082	38	4	based	base	VERB
azojete-1082	38	5	model	model	NOUN
azojete-1082	38	6	(	(	PUNCT
azojete-1082	38	7	p2d	p2d	NOUN
azojete-1082	38	8	)	)	PUNCT
azojete-1082	38	9	and	and	CCONJ
azojete-1082	38	10	machine	machine	NOUN
azojete-1082	38	11	learning	learning	NOUN
azojete-1082	38	12	model	model	NOUN
azojete-1082	38	13	(	(	PUNCT
azojete-1082	38	14	lstm	lstm	NOUN
azojete-1082	38	15	)	)	PUNCT
azojete-1082	38	16	were	be	AUX
azojete-1082	38	17	used	use	VERB
azojete-1082	38	18	to	to	PART
azojete-1082	38	19	model	model	VERB
azojete-1082	38	20	degradation	degradation	NOUN
azojete-1082	38	21	phenomena	phenomenon	NOUN
azojete-1082	38	22	such	such	ADJ
azojete-1082	38	23	as	as	ADP
azojete-1082	38	24	capacity	capacity	NOUN
azojete-1082	38	25	fade	fade	NOUN
azojete-1082	38	26	.	.	PUNCT
azojete-1082	39	1	model	model	NOUN
azojete-1082	39	2	accuracy	accuracy	NOUN
azojete-1082	39	3	was	be	AUX
azojete-1082	39	4	evaluated	evaluate	VERB
azojete-1082	39	5	using	use	VERB
azojete-1082	39	6	rmse	rmse	NOUN
azojete-1082	39	7	to	to	PART
azojete-1082	39	8	ensure	ensure	VERB
azojete-1082	39	9	robustness	robustness	NOUN
azojete-1082	39	10	.	.	PUNCT
azojete-1082	40	1	this	this	DET
azojete-1082	40	2	integrated	integrate	VERB
azojete-1082	40	3	approach	approach	NOUN
azojete-1082	40	4	provided	provide	VERB
azojete-1082	40	5	a	a	DET
azojete-1082	40	6	solid	solid	ADJ
azojete-1082	40	7	basis	basis	NOUN
azojete-1082	40	8	for	for	ADP
azojete-1082	40	9	predicting	predict	VERB
azojete-1082	40	10	battery	battery	NOUN
azojete-1082	40	11	behavior	behavior	NOUN
azojete-1082	40	12	in	in	ADP
azojete-1082	40	13	energy	energy	NOUN
azojete-1082	40	14	systems	system	NOUN
azojete-1082	40	15	.	.	PUNCT
azojete-1082	41	1	2.1	2.1	NUM
azojete-1082	41	2	battery	battery	NOUN
azojete-1082	41	3	selection	selection	NOUN
azojete-1082	41	4	and	and	CCONJ
azojete-1082	41	5	operating	operating	NOUN
azojete-1082	41	6	conditions	condition	NOUN
azojete-1082	41	7	lithium	lithium	NOUN
azojete-1082	41	8	-	-	PUNCT
azojete-1082	41	9	ion	ion	NOUN
azojete-1082	41	10	battery	battery	NOUN
azojete-1082	41	11	cells	cell	NOUN
azojete-1082	41	12	,	,	PUNCT
azojete-1082	41	13	specifically	specifically	ADV
azojete-1082	41	14	of	of	ADP
azojete-1082	41	15	the	the	DET
azojete-1082	41	16	nmc	nmc	PROPN
azojete-1082	41	17	(	(	PUNCT
azojete-1082	41	18	nickel	nickel	NOUN
azojete-1082	41	19	-	-	PUNCT
azojete-1082	41	20	manganese	manganese	NOUN
azojete-1082	41	21	-	-	PUNCT
azojete-1082	41	22	cobalt	cobalt	NOUN
azojete-1082	41	23	)	)	PUNCT
azojete-1082	41	24	chemistry	chemistry	NOUN
azojete-1082	41	25	,	,	PUNCT
azojete-1082	41	26	were	be	AUX
azojete-1082	41	27	chosen	choose	VERB
azojete-1082	41	28	due	due	ADP
azojete-1082	41	29	to	to	ADP
azojete-1082	41	30	their	their	PRON
azojete-1082	41	31	widespread	widespread	ADJ
azojete-1082	41	32	deployment	deployment	NOUN
azojete-1082	41	33	in	in	ADP
azojete-1082	41	34	energy	energy	NOUN
azojete-1082	41	35	storage	storage	NOUN
azojete-1082	41	36	systems	system	NOUN
azojete-1082	41	37	.	.	PUNCT
azojete-1082	42	1	the	the	DET
azojete-1082	42	2	cells	cell	NOUN
azojete-1082	42	3	were	be	AUX
azojete-1082	42	4	simulated	simulate	VERB
azojete-1082	42	5	under	under	ADP
azojete-1082	42	6	a	a	DET
azojete-1082	42	7	range	range	NOUN
azojete-1082	42	8	of	of	ADP
azojete-1082	42	9	operational	operational	ADJ
azojete-1082	42	10	scenarios	scenario	NOUN
azojete-1082	42	11	,	,	PUNCT
azojete-1082	42	12	including	include	VERB
azojete-1082	42	13	:	:	PUNCT
azojete-1082	42	14	standard	standard	ADJ
azojete-1082	42	15	ambient	ambient	ADJ
azojete-1082	42	16	temperature	temperature	NOUN
azojete-1082	42	17	(	(	PUNCT
azojete-1082	42	18	25	25	NUM
azojete-1082	42	19	°	°	NUM
azojete-1082	42	20	c	c	NOUN
azojete-1082	42	21	)	)	PUNCT
azojete-1082	42	22	and	and	CCONJ
azojete-1082	42	23	elevated	elevate	VERB
azojete-1082	42	24	temperature	temperature	NOUN
azojete-1082	42	25	(	(	PUNCT
azojete-1082	42	26	45	45	NUM
azojete-1082	42	27	°	°	NUM
azojete-1082	42	28	c	c	NOUN
azojete-1082	42	29	)	)	PUNCT
azojete-1082	42	30	environments	environment	NOUN
azojete-1082	42	31	,	,	PUNCT
azojete-1082	42	32	regular	regular	ADJ
azojete-1082	42	33	charge	charge	NOUN
azojete-1082	42	34	-	-	PUNCT
azojete-1082	42	35	discharge	discharge	NOUN
azojete-1082	42	36	cycling	cycling	NOUN
azojete-1082	42	37	(	(	PUNCT
azojete-1082	42	38	1c	1c	NUM
azojete-1082	42	39	rate	rate	NOUN
azojete-1082	42	40	)	)	PUNCT
azojete-1082	42	41	,	,	PUNCT
azojete-1082	42	42	varying	vary	VERB
azojete-1082	42	43	depth	depth	NOUN
azojete-1082	42	44	of	of	ADP
azojete-1082	42	45	discharge	discharge	NOUN
azojete-1082	42	46	(	(	PUNCT
azojete-1082	42	47	dod	dod	PROPN
azojete-1082	42	48	)	)	PUNCT
azojete-1082	42	49	and	and	CCONJ
azojete-1082	42	50	state	state	NOUN
azojete-1082	42	51	-	-	PUNCT
azojete-1082	42	52	of	of	ADP
azojete-1082	42	53	-	-	PUNCT
azojete-1082	42	54	charge	charge	NOUN
azojete-1082	42	55	(	(	PUNCT
azojete-1082	42	56	soc	soc	NOUN
azojete-1082	42	57	)	)	PUNCT
azojete-1082	42	58	cycling	cycling	NOUN
azojete-1082	42	59	conditions	condition	NOUN
azojete-1082	42	60	.	.	PUNCT
azojete-1082	43	1	the	the	DET
azojete-1082	43	2	selection	selection	NOUN
azojete-1082	43	3	of	of	ADP
azojete-1082	43	4	test	test	NOUN
azojete-1082	43	5	conditions	condition	NOUN
azojete-1082	43	6	reflects	reflect	VERB
azojete-1082	43	7	real	real	ADJ
azojete-1082	43	8	-	-	PUNCT
azojete-1082	43	9	world	world	NOUN
azojete-1082	43	10	scenarios	scenario	NOUN
azojete-1082	43	11	in	in	ADP
azojete-1082	43	12	renewable	renewable	ADJ
azojete-1082	43	13	-	-	PUNCT
azojete-1082	43	14	integrated	integrate	VERB
azojete-1082	43	15	grids	grid	NOUN
azojete-1082	43	16	,	,	PUNCT
azojete-1082	43	17	where	where	SCONJ
azojete-1082	43	18	batteries	battery	NOUN
azojete-1082	43	19	are	be	AUX
azojete-1082	43	20	subject	subject	ADJ
azojete-1082	43	21	to	to	ADP
azojete-1082	43	22	fluctuating	fluctuate	VERB
azojete-1082	43	23	loads	load	NOUN
azojete-1082	43	24	and	and	CCONJ
azojete-1082	43	25	environmental	environmental	ADJ
azojete-1082	43	26	stressors	stressor	NOUN
azojete-1082	43	27	.	.	PUNCT
azojete-1082	44	1	2.2	2.2	NUM
azojete-1082	44	2	hybrid	hybrid	ADJ
azojete-1082	44	3	degradation	degradation	NOUN
azojete-1082	44	4	modeling	model	VERB
azojete-1082	44	5	framework	framework	NOUN
azojete-1082	44	6	to	to	PART
azojete-1082	44	7	capture	capture	VERB
azojete-1082	44	8	the	the	DET
azojete-1082	44	9	multifaceted	multifaceted	ADJ
azojete-1082	44	10	nature	nature	NOUN
azojete-1082	44	11	of	of	ADP
azojete-1082	44	12	battery	battery	NOUN
azojete-1082	44	13	degradation	degradation	NOUN
azojete-1082	44	14	,	,	PUNCT
azojete-1082	44	15	a	a	DET
azojete-1082	44	16	hybrid	hybrid	ADJ
azojete-1082	44	17	framework	framework	NOUN
azojete-1082	44	18	was	be	AUX
azojete-1082	44	19	developed	develop	VERB
azojete-1082	44	20	comprising	comprise	VERB
azojete-1082	44	21	the	the	DET
azojete-1082	44	22	following	follow	VERB
azojete-1082	44	23	models	model	NOUN
azojete-1082	44	24	:	:	PUNCT
azojete-1082	44	25	electrochemical	electrochemical	ADJ
azojete-1082	44	26	degradation	degradation	NOUN
azojete-1082	44	27	model	model	NOUN
azojete-1082	44	28	:	:	PUNCT
azojete-1082	44	29	captures	capture	VERB
azojete-1082	44	30	capacity	capacity	NOUN
azojete-1082	44	31	fade	fade	NOUN
azojete-1082	44	32	through	through	ADP
azojete-1082	44	33	solid	solid	ADJ
azojete-1082	44	34	electrolyte	electrolyte	ADJ
azojete-1082	44	35	interphase	interphase	NOUN
azojete-1082	44	36	(	(	PUNCT
azojete-1082	44	37	sei	sei	ADJ
azojete-1082	44	38	)	)	PUNCT
azojete-1082	44	39	layer	layer	NOUN
azojete-1082	44	40	growth	growth	NOUN
azojete-1082	44	41	,	,	PUNCT
azojete-1082	44	42	lithium	lithium	NOUN
azojete-1082	44	43	plating	plating	NOUN
azojete-1082	44	44	,	,	PUNCT
azojete-1082	44	45	and	and	CCONJ
azojete-1082	44	46	active	active	ADJ
azojete-1082	44	47	material	material	NOUN
azojete-1082	44	48	loss	loss	NOUN
azojete-1082	44	49	.	.	PUNCT
azojete-1082	45	1	the	the	DET
azojete-1082	45	2	model	model	NOUN
azojete-1082	45	3	is	be	AUX
azojete-1082	45	4	governed	govern	VERB
azojete-1082	45	5	by	by	ADP
azojete-1082	45	6	diffusion	diffusion	NOUN
azojete-1082	45	7	-	-	PUNCT
azojete-1082	45	8	reaction	reaction	NOUN
azojete-1082	45	9	equations	equation	NOUN
azojete-1082	45	10	and	and	CCONJ
azojete-1082	45	11	degradation	degradation	NOUN
azojete-1082	45	12	kinetics	kinetic	NOUN
azojete-1082	45	13	.	.	PUNCT
azojete-1082	46	1	thermal	thermal	ADJ
azojete-1082	46	2	model	model	NOUN
azojete-1082	46	3	:	:	PUNCT
azojete-1082	46	4	predicts	predict	VERB
azojete-1082	46	5	the	the	DET
azojete-1082	46	6	internal	internal	ADJ
azojete-1082	46	7	temperature	temperature	NOUN
azojete-1082	46	8	profile	profile	NOUN
azojete-1082	46	9	of	of	ADP
azojete-1082	46	10	the	the	DET
azojete-1082	46	11	battery	battery	NOUN
azojete-1082	46	12	during	during	ADP
azojete-1082	46	13	cycling	cycling	NOUN
azojete-1082	46	14	,	,	PUNCT
azojete-1082	46	15	accounting	account	VERB
azojete-1082	46	16	for	for	ADP
azojete-1082	46	17	ambient	ambient	ADJ
azojete-1082	46	18	conditions	condition	NOUN
azojete-1082	46	19	,	,	PUNCT
azojete-1082	46	20	internal	internal	ADJ
azojete-1082	46	21	resistance	resistance	NOUN
azojete-1082	46	22	heat	heat	NOUN
azojete-1082	46	23	generation	generation	NOUN
azojete-1082	46	24	,	,	PUNCT
azojete-1082	46	25	and	and	CCONJ
azojete-1082	46	26	thermal	thermal	ADJ
azojete-1082	46	27	conductivity	conductivity	NOUN
azojete-1082	46	28	.	.	PUNCT
azojete-1082	47	1	this	this	DET
azojete-1082	47	2	model	model	NOUN
azojete-1082	47	3	is	be	AUX
azojete-1082	47	4	critical	critical	ADJ
azojete-1082	47	5	for	for	ADP
azojete-1082	47	6	understanding	understand	VERB
azojete-1082	47	7	temperature	temperature	NOUN
azojete-1082	47	8	-	-	PUNCT
azojete-1082	47	9	accelerated	accelerate	VERB
azojete-1082	47	10	degradation	degradation	NOUN
azojete-1082	47	11	.	.	PUNCT
azojete-1082	48	1	mechanical	mechanical	ADJ
azojete-1082	48	2	stress	stress	NOUN
azojete-1082	48	3	model	model	NOUN
azojete-1082	48	4	:	:	PUNCT
azojete-1082	48	5	assesses	assess	VERB
azojete-1082	48	6	stress	stress	ADJ
azojete-1082	48	7	accumulation	accumulation	NOUN
azojete-1082	48	8	and	and	CCONJ
azojete-1082	48	9	particle	particle	NOUN
azojete-1082	48	10	cracking	crack	VERB
azojete-1082	48	11	due	due	ADJ
azojete-1082	48	12	to	to	ADP
azojete-1082	48	13	repeated	repeat	VERB
azojete-1082	48	14	volume	volume	NOUN
azojete-1082	48	15	changes	change	NOUN
azojete-1082	48	16	during	during	ADP
azojete-1082	48	17	charge	charge	NOUN
azojete-1082	48	18	-	-	PUNCT
azojete-1082	48	19	discharge	discharge	NOUN
azojete-1082	48	20	cycles	cycle	NOUN
azojete-1082	48	21	,	,	PUNCT
azojete-1082	48	22	contributing	contribute	VERB
azojete-1082	48	23	to	to	ADP
azojete-1082	48	24	capacity	capacity	NOUN
azojete-1082	48	25	fade	fade	NOUN
azojete-1082	48	26	and	and	CCONJ
azojete-1082	48	27	resistance	resistance	NOUN
azojete-1082	48	28	growth	growth	NOUN
azojete-1082	48	29	.	.	PUNCT
azojete-1082	49	1	these	these	DET
azojete-1082	49	2	sub	sub	NOUN
azojete-1082	49	3	-	-	NOUN
azojete-1082	49	4	models	model	NOUN
azojete-1082	49	5	were	be	AUX
azojete-1082	49	6	http://www.azojete.com.ng/	http://www.azojete.com.ng/	ADJ
azojete-1082	49	7	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	49	8	arid	arid	NOUN
azojete-1082	49	9	zone	zone	NOUN
azojete-1082	49	10	journal	journal	NOUN
azojete-1082	49	11	of	of	ADP
azojete-1082	49	12	engineering	engineering	NOUN
azojete-1082	49	13	,	,	PUNCT
azojete-1082	49	14	technology	technology	NOUN
azojete-1082	49	15	and	and	CCONJ
azojete-1082	49	16	environment	environment	NOUN
azojete-1082	49	17	,	,	PUNCT
azojete-1082	49	18	june	june	PROPN
azojete-1082	49	19	2025	2025	NUM
azojete-1082	49	20	;	;	PUNCT
azojete-1082	49	21	vol	vol	NOUN
azojete-1082	49	22	.	.	PUNCT
azojete-1082	49	23	21(2	21(2	NUM
azojete-1082	49	24	):	):	PUNCT
azojete-1082	49	25	611	611	NUM
azojete-1082	49	26	-	-	SYM
azojete-1082	49	27	617	617	NUM
azojete-1082	49	28	.	.	PUNCT
azojete-1082	50	1	issn	issn	PROPN
azojete-1082	50	2	1596	1596	NUM
azojete-1082	50	3	-	-	SYM
azojete-1082	50	4	2490	2490	NUM
azojete-1082	50	5	;	;	PUNCT
azojete-1082	50	6	e	e	X
azojete-1082	50	7	-	-	PROPN
azojete-1082	50	8	issn2545	issn2545	PROPN
azojete-1082	50	9	-	-	PUNCT
azojete-1082	50	10	5818	5818	NUM
azojete-1082	50	11	;	;	PUNCT
azojete-1082	50	12	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	50	13	corresponding	corresponding	ADJ
azojete-1082	50	14	author	author	NOUN
azojete-1082	50	15	’s	’s	PART
azojete-1082	50	16	email	email	NOUN
azojete-1082	50	17	address	address	NOUN
azojete-1082	50	18	:	:	PUNCT
azojete-1082	50	19	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	PROPN
azojete-1082	50	20	613	613	NUM
azojete-1082	50	21	integrated	integrate	VERB
azojete-1082	50	22	into	into	ADP
azojete-1082	50	23	a	a	DET
azojete-1082	50	24	unified	unify	VERB
azojete-1082	50	25	simulation	simulation	NOUN
azojete-1082	50	26	environment	environment	NOUN
azojete-1082	50	27	using	use	VERB
azojete-1082	50	28	matlab	matlab	PROPN
azojete-1082	50	29	/	/	SYM
azojete-1082	50	30	simulink	simulink	PROPN
azojete-1082	50	31	and	and	CCONJ
azojete-1082	50	32	comsol	comsol	NOUN
azojete-1082	50	33	multiphysics	multiphysic	NOUN
azojete-1082	50	34	to	to	PART
azojete-1082	50	35	simulate	simulate	VERB
azojete-1082	50	36	the	the	DET
azojete-1082	50	37	dynamic	dynamic	ADJ
azojete-1082	50	38	behavior	behavior	NOUN
azojete-1082	50	39	of	of	ADP
azojete-1082	50	40	battery	battery	NOUN
azojete-1082	50	41	systems	system	NOUN
azojete-1082	50	42	.	.	PUNCT
azojete-1082	51	1	2.3	2.3	NUM
azojete-1082	51	2	data	datum	NOUN
azojete-1082	51	3	acquisition	acquisition	NOUN
azojete-1082	51	4	input	input	NOUN
azojete-1082	51	5	parameters	parameter	NOUN
azojete-1082	51	6	for	for	ADP
azojete-1082	51	7	the	the	DET
azojete-1082	51	8	models	model	NOUN
azojete-1082	51	9	were	be	AUX
azojete-1082	51	10	sourced	source	VERB
azojete-1082	51	11	from	from	ADP
azojete-1082	51	12	empirical	empirical	ADJ
azojete-1082	51	13	datasets	dataset	NOUN
azojete-1082	51	14	and	and	CCONJ
azojete-1082	51	15	validated	validated	ADJ
azojete-1082	51	16	manufacturer	manufacturer	NOUN
azojete-1082	51	17	specifications	specification	NOUN
azojete-1082	51	18	.	.	PUNCT
azojete-1082	52	1	key	key	ADJ
azojete-1082	52	2	inputs	input	NOUN
azojete-1082	52	3	included	include	VERB
azojete-1082	52	4	:	:	PUNCT
azojete-1082	52	5	initial	initial	ADJ
azojete-1082	52	6	capacity	capacity	NOUN
azojete-1082	52	7	and	and	CCONJ
azojete-1082	52	8	internal	internal	ADJ
azojete-1082	52	9	resistance	resistance	NOUN
azojete-1082	52	10	values	value	NOUN
azojete-1082	52	11	,	,	PUNCT
azojete-1082	52	12	charge	charge	NOUN
azojete-1082	52	13	-	-	PUNCT
azojete-1082	52	14	discharge	discharge	NOUN
azojete-1082	52	15	profile	profile	NOUN
azojete-1082	52	16	data	datum	NOUN
azojete-1082	52	17	,	,	PUNCT
azojete-1082	52	18	thermal	thermal	ADJ
azojete-1082	52	19	conductivity	conductivity	NOUN
azojete-1082	52	20	and	and	CCONJ
azojete-1082	52	21	specific	specific	ADJ
azojete-1082	52	22	heat	heat	NOUN
azojete-1082	52	23	capacity	capacity	NOUN
azojete-1082	52	24	,	,	PUNCT
azojete-1082	52	25	and	and	CCONJ
azojete-1082	52	26	electrochemical	electrochemical	ADJ
azojete-1082	52	27	parameters	parameter	NOUN
azojete-1082	52	28	like	like	ADP
azojete-1082	52	29	diffusion	diffusion	NOUN
azojete-1082	52	30	coefficients	coefficient	NOUN
azojete-1082	52	31	and	and	CCONJ
azojete-1082	52	32	activation	activation	NOUN
azojete-1082	52	33	energies	energy	NOUN
azojete-1082	52	34	.	.	PUNCT
azojete-1082	53	1	simulations	simulation	NOUN
azojete-1082	53	2	were	be	AUX
azojete-1082	53	3	run	run	VERB
azojete-1082	53	4	for	for	ADP
azojete-1082	53	5	up	up	ADP
azojete-1082	53	6	to	to	PART
azojete-1082	53	7	1000	1000	NUM
azojete-1082	53	8	cycles	cycle	NOUN
azojete-1082	53	9	under	under	ADP
azojete-1082	53	10	varying	vary	VERB
azojete-1082	53	11	soc	soc	NOUN
azojete-1082	53	12	windows	window	NOUN
azojete-1082	53	13	(	(	PUNCT
azojete-1082	53	14	20	20	NUM
azojete-1082	53	15	–	–	SYM
azojete-1082	53	16	80	80	NUM
azojete-1082	53	17	%	%	NOUN
azojete-1082	53	18	,	,	PUNCT
azojete-1082	53	19	10	10	NUM
azojete-1082	53	20	–	–	SYM
azojete-1082	53	21	90	90	NUM
azojete-1082	53	22	%	%	NOUN
azojete-1082	53	23	,	,	PUNCT
azojete-1082	53	24	full	full	ADJ
azojete-1082	53	25	cycle	cycle	NOUN
azojete-1082	53	26	)	)	PUNCT
azojete-1082	53	27	,	,	PUNCT
azojete-1082	53	28	and	and	CCONJ
azojete-1082	53	29	thermal	thermal	ADJ
azojete-1082	53	30	stress	stress	NOUN
azojete-1082	53	31	conditions	condition	NOUN
azojete-1082	53	32	.	.	PUNCT
azojete-1082	54	1	each	each	DET
azojete-1082	54	2	scenario	scenario	NOUN
azojete-1082	54	3	was	be	AUX
azojete-1082	54	4	repeated	repeat	VERB
azojete-1082	54	5	with	with	ADP
azojete-1082	54	6	random	random	ADJ
azojete-1082	54	7	initialization	initialization	NOUN
azojete-1082	54	8	to	to	PART
azojete-1082	54	9	account	account	VERB
azojete-1082	54	10	for	for	ADP
azojete-1082	54	11	variability	variability	NOUN
azojete-1082	54	12	.	.	PUNCT
azojete-1082	55	1	2.4	2.4	NUM
azojete-1082	55	2	performance	performance	NOUN
azojete-1082	55	3	metrics	metric	NOUN
azojete-1082	55	4	and	and	CCONJ
azojete-1082	55	5	degradation	degradation	NOUN
azojete-1082	55	6	analysis	analysis	NOUN
azojete-1082	55	7	the	the	DET
azojete-1082	55	8	primary	primary	ADJ
azojete-1082	55	9	performance	performance	NOUN
azojete-1082	55	10	indicators	indicator	NOUN
azojete-1082	55	11	included	include	VERB
azojete-1082	55	12	:	:	PUNCT
azojete-1082	55	13	capacity	capacity	NOUN
azojete-1082	55	14	fade	fade	NOUN
azojete-1082	55	15	(	(	PUNCT
azojete-1082	55	16	%	%	INTJ
azojete-1082	55	17	loss	loss	NOUN
azojete-1082	55	18	over	over	ADP
azojete-1082	55	19	cycles	cycle	NOUN
azojete-1082	55	20	)	)	PUNCT
azojete-1082	55	21	,	,	PUNCT
azojete-1082	55	22	internal	internal	ADJ
azojete-1082	55	23	resistance	resistance	NOUN
azojete-1082	55	24	growth	growth	NOUN
azojete-1082	55	25	(	(	PUNCT
azojete-1082	55	26	%	%	INTJ
azojete-1082	55	27	increase	increase	NOUN
azojete-1082	55	28	over	over	ADP
azojete-1082	55	29	cycles	cycle	NOUN
azojete-1082	55	30	)	)	PUNCT
azojete-1082	55	31	,	,	PUNCT
azojete-1082	55	32	energy	energy	NOUN
azojete-1082	55	33	efficiency	efficiency	NOUN
azojete-1082	55	34	decline	decline	NOUN
azojete-1082	55	35	and	and	CCONJ
azojete-1082	55	36	predicted	predict	VERB
azojete-1082	55	37	rul	rul	NOUN
azojete-1082	55	38	(	(	PUNCT
azojete-1082	55	39	in	in	ADP
azojete-1082	55	40	cycles	cycle	NOUN
azojete-1082	55	41	and	and	CCONJ
azojete-1082	55	42	time	time	NOUN
azojete-1082	55	43	)	)	PUNCT
azojete-1082	55	44	.	.	PUNCT
azojete-1082	56	1	statistical	statistical	ADJ
azojete-1082	56	2	regression	regression	NOUN
azojete-1082	56	3	and	and	CCONJ
azojete-1082	56	4	curve	curve	VERB
azojete-1082	56	5	fitting	fitting	ADJ
azojete-1082	56	6	techniques	technique	NOUN
azojete-1082	56	7	were	be	AUX
azojete-1082	56	8	used	use	VERB
azojete-1082	56	9	to	to	PART
azojete-1082	56	10	derive	derive	VERB
azojete-1082	56	11	degradation	degradation	NOUN
azojete-1082	56	12	trajectories	trajectory	NOUN
azojete-1082	56	13	.	.	PUNCT
azojete-1082	57	1	the	the	DET
azojete-1082	57	2	capacity	capacity	NOUN
azojete-1082	57	3	degradation	degradation	NOUN
azojete-1082	57	4	data	datum	NOUN
azojete-1082	57	5	was	be	AUX
azojete-1082	57	6	fitted	fit	VERB
azojete-1082	57	7	using	use	VERB
azojete-1082	57	8	a	a	DET
azojete-1082	57	9	nonlinear	nonlinear	ADJ
azojete-1082	57	10	exponential	exponential	ADJ
azojete-1082	57	11	decay	decay	NOUN
azojete-1082	57	12	function	function	NOUN
azojete-1082	57	13	,	,	PUNCT
azojete-1082	57	14	while	while	SCONJ
azojete-1082	57	15	resistance	resistance	NOUN
azojete-1082	57	16	growth	growth	NOUN
azojete-1082	57	17	was	be	AUX
azojete-1082	57	18	modeled	model	VERB
azojete-1082	57	19	using	use	VERB
azojete-1082	57	20	a	a	DET
azojete-1082	57	21	logistic	logistic	ADJ
azojete-1082	57	22	growth	growth	NOUN
azojete-1082	57	23	function	function	NOUN
azojete-1082	57	24	.	.	PUNCT
azojete-1082	58	1	2.5	2.5	NUM
azojete-1082	58	2	predictive	predictive	ADJ
azojete-1082	58	3	model	model	NOUN
azojete-1082	58	4	validation	validation	NOUN
azojete-1082	58	5	and	and	CCONJ
azojete-1082	58	6	accuracy	accuracy	NOUN
azojete-1082	58	7	assessment	assessment	NOUN
azojete-1082	58	8	to	to	PART
azojete-1082	58	9	evaluate	evaluate	VERB
azojete-1082	58	10	the	the	DET
azojete-1082	58	11	predictive	predictive	ADJ
azojete-1082	58	12	power	power	NOUN
azojete-1082	58	13	of	of	ADP
azojete-1082	58	14	the	the	DET
azojete-1082	58	15	hybrid	hybrid	NOUN
azojete-1082	58	16	model	model	NOUN
azojete-1082	58	17	,	,	PUNCT
azojete-1082	58	18	the	the	DET
azojete-1082	58	19	simulation	simulation	NOUN
azojete-1082	58	20	outputs	output	NOUN
azojete-1082	58	21	were	be	AUX
azojete-1082	58	22	benchmarked	benchmarke	VERB
azojete-1082	58	23	against	against	ADP
azojete-1082	58	24	experimental	experimental	ADJ
azojete-1082	58	25	data	datum	NOUN
azojete-1082	58	26	from	from	ADP
azojete-1082	58	27	published	publish	VERB
azojete-1082	58	28	battery	battery	NOUN
azojete-1082	58	29	aging	age	VERB
azojete-1082	58	30	studies	study	NOUN
azojete-1082	58	31	.	.	PUNCT
azojete-1082	59	1	a	a	DET
azojete-1082	59	2	supervised	supervised	ADJ
azojete-1082	59	3	machine	machine	NOUN
azojete-1082	59	4	learning	learning	NOUN
azojete-1082	59	5	model	model	NOUN
azojete-1082	59	6	(	(	PUNCT
azojete-1082	59	7	random	random	ADJ
azojete-1082	59	8	forest	forest	NOUN
azojete-1082	59	9	regressor	regressor	NOUN
azojete-1082	59	10	)	)	PUNCT
azojete-1082	59	11	was	be	AUX
azojete-1082	59	12	also	also	ADV
azojete-1082	59	13	trained	train	VERB
azojete-1082	59	14	on	on	ADP
azojete-1082	59	15	the	the	DET
azojete-1082	59	16	simulated	simulate	VERB
azojete-1082	59	17	degradation	degradation	NOUN
azojete-1082	59	18	datasets	dataset	NOUN
azojete-1082	59	19	to	to	AUX
azojete-1082	59	20	cross	cross	VERB
azojete-1082	59	21	-	-	VERB
azojete-1082	59	22	validate	validate	VERB
azojete-1082	59	23	the	the	DET
azojete-1082	59	24	predicted	predict	VERB
azojete-1082	59	25	rul	rul	NOUN
azojete-1082	59	26	.	.	PUNCT
azojete-1082	60	1	model	model	NOUN
azojete-1082	60	2	accuracy	accuracy	NOUN
azojete-1082	60	3	was	be	AUX
azojete-1082	60	4	quantified	quantify	VERB
azojete-1082	60	5	using	use	VERB
azojete-1082	60	6	the	the	DET
azojete-1082	60	7	following	follow	VERB
azojete-1082	60	8	metrics	metric	NOUN
azojete-1082	60	9	:	:	PUNCT
azojete-1082	60	10	root	root	NOUN
azojete-1082	60	11	mean	mean	VERB
azojete-1082	60	12	square	square	ADJ
azojete-1082	60	13	error	error	NOUN
azojete-1082	60	14	(	(	PUNCT
azojete-1082	60	15	rmse	rmse	NOUN
azojete-1082	60	16	)	)	PUNCT
azojete-1082	60	17	,	,	PUNCT
azojete-1082	60	18	coefficient	coefficient	NOUN
azojete-1082	60	19	of	of	ADP
azojete-1082	60	20	determination	determination	NOUN
azojete-1082	60	21	(	(	PUNCT
azojete-1082	60	22	r²	r²	NOUN
azojete-1082	60	23	)	)	PUNCT
azojete-1082	60	24	and	and	CCONJ
azojete-1082	60	25	prediction	prediction	NOUN
azojete-1082	60	26	accuracy	accuracy	NOUN
azojete-1082	60	27	(	(	PUNCT
azojete-1082	60	28	%	%	NOUN
azojete-1082	60	29	)	)	PUNCT
azojete-1082	60	30	.	.	PUNCT
azojete-1082	61	1	2.6	2.6	NUM
azojete-1082	61	2	sensitivity	sensitivity	NOUN
azojete-1082	61	3	analysis	analysis	NOUN
azojete-1082	61	4	a	a	DET
azojete-1082	61	5	sensitivity	sensitivity	NOUN
azojete-1082	61	6	analysis	analysis	NOUN
azojete-1082	61	7	was	be	AUX
azojete-1082	61	8	conducted	conduct	VERB
azojete-1082	61	9	to	to	PART
azojete-1082	61	10	quantify	quantify	VERB
azojete-1082	61	11	the	the	DET
azojete-1082	61	12	influence	influence	NOUN
azojete-1082	61	13	of	of	ADP
azojete-1082	61	14	key	key	ADJ
azojete-1082	61	15	parameters	parameter	NOUN
azojete-1082	61	16	such	such	ADJ
azojete-1082	61	17	as	as	ADP
azojete-1082	61	18	temperature	temperature	NOUN
azojete-1082	61	19	,	,	PUNCT
azojete-1082	61	20	cycle	cycle	NOUN
azojete-1082	61	21	rate	rate	NOUN
azojete-1082	61	22	,	,	PUNCT
azojete-1082	61	23	dod	dod	PROPN
azojete-1082	61	24	,	,	PUNCT
azojete-1082	61	25	and	and	CCONJ
azojete-1082	61	26	soc	soc	NOUN
azojete-1082	61	27	range	range	VERB
azojete-1082	61	28	on	on	ADP
azojete-1082	61	29	degradation	degradation	NOUN
azojete-1082	61	30	outcomes	outcome	NOUN
azojete-1082	61	31	.	.	PUNCT
azojete-1082	62	1	monte	monte	PROPN
azojete-1082	62	2	carlo	carlo	PROPN
azojete-1082	62	3	simulations	simulation	NOUN
azojete-1082	62	4	were	be	AUX
azojete-1082	62	5	run	run	VERB
azojete-1082	62	6	to	to	PART
azojete-1082	62	7	generate	generate	VERB
azojete-1082	62	8	probabilistic	probabilistic	ADJ
azojete-1082	62	9	distributions	distribution	NOUN
azojete-1082	62	10	of	of	ADP
azojete-1082	62	11	rul	rul	NOUN
azojete-1082	62	12	under	under	ADP
azojete-1082	62	13	uncertain	uncertain	ADJ
azojete-1082	62	14	operating	operating	NOUN
azojete-1082	62	15	conditions	condition	NOUN
azojete-1082	62	16	.	.	PUNCT
azojete-1082	63	1	2.5	2.5	NUM
azojete-1082	63	2	simulation	simulation	NOUN
azojete-1082	63	3	framework	framework	NOUN
azojete-1082	63	4	the	the	DET
azojete-1082	63	5	integrated	integrate	VERB
azojete-1082	63	6	simulation	simulation	NOUN
azojete-1082	63	7	framework	framework	NOUN
azojete-1082	63	8	brings	bring	VERB
azojete-1082	63	9	together	together	ADV
azojete-1082	63	10	electrochemical	electrochemical	ADJ
azojete-1082	63	11	,	,	PUNCT
azojete-1082	63	12	thermal	thermal	ADJ
azojete-1082	63	13	,	,	PUNCT
azojete-1082	63	14	and	and	CCONJ
azojete-1082	63	15	mechanical	mechanical	ADJ
azojete-1082	63	16	models	model	NOUN
azojete-1082	63	17	to	to	PART
azojete-1082	63	18	give	give	VERB
azojete-1082	63	19	us	we	PRON
azojete-1082	63	20	a	a	DET
azojete-1082	63	21	comprehensive	comprehensive	ADJ
azojete-1082	63	22	understanding	understanding	NOUN
azojete-1082	63	23	of	of	ADP
azojete-1082	63	24	battery	battery	NOUN
azojete-1082	63	25	degradation	degradation	NOUN
azojete-1082	63	26	as	as	SCONJ
azojete-1082	63	27	follows	follow	VERB
azojete-1082	63	28	:	:	PUNCT
azojete-1082	63	29	step	step	NOUN
azojete-1082	63	30	1	1	NUM
azojete-1082	63	31	:	:	PUNCT
azojete-1082	63	32	data	data	PROPN
azojete-1082	63	33	collection	collection	PROPN
azojete-1082	63	34	i.	i.	PROPN
azojete-1082	63	35	real	real	ADJ
azojete-1082	63	36	-	-	PUNCT
azojete-1082	63	37	world	world	NOUN
azojete-1082	63	38	battery	battery	NOUN
azojete-1082	63	39	performance	performance	NOUN
azojete-1082	63	40	data	datum	NOUN
azojete-1082	63	41	was	be	AUX
azojete-1082	63	42	collected	collect	VERB
azojete-1082	63	43	.	.	PUNCT
azojete-1082	64	1	ii	ii	X
azojete-1082	64	2	.	.	PUNCT
azojete-1082	65	1	this	this	PRON
azojete-1082	65	2	includes	include	VERB
azojete-1082	65	3	details	detail	NOUN
azojete-1082	65	4	on	on	ADP
azojete-1082	65	5	charge	charge	NOUN
azojete-1082	65	6	-	-	PUNCT
azojete-1082	65	7	discharge	discharge	NOUN
azojete-1082	65	8	cycles	cycle	NOUN
azojete-1082	65	9	,	,	PUNCT
azojete-1082	65	10	temperature	temperature	NOUN
azojete-1082	65	11	,	,	PUNCT
azojete-1082	65	12	and	and	CCONJ
azojete-1082	65	13	internal	internal	ADJ
azojete-1082	65	14	resistance	resistance	NOUN
azojete-1082	65	15	.	.	PUNCT
azojete-1082	66	1	step	step	NOUN
azojete-1082	66	2	2	2	NUM
azojete-1082	66	3	:	:	PUNCT
azojete-1082	66	4	preprocessing	preprocessing	NOUN
azojete-1082	66	5	&	&	CCONJ
azojete-1082	66	6	analysis	analysis	NOUN
azojete-1082	66	7	i.	i.	NOUN
azojete-1082	66	8	next	next	ADV
azojete-1082	66	9	,	,	PUNCT
azojete-1082	66	10	the	the	DET
azojete-1082	66	11	data	datum	NOUN
azojete-1082	66	12	was	be	AUX
azojete-1082	66	13	clean	clean	ADJ
azojete-1082	66	14	and	and	CCONJ
azojete-1082	66	15	filtered	filter	VERB
azojete-1082	66	16	the	the	DET
azojete-1082	66	17	raw	raw	ADJ
azojete-1082	66	18	data	datum	NOUN
azojete-1082	66	19	.	.	PUNCT
azojete-1082	67	1	ii	ii	PROPN
azojete-1082	67	2	.	.	PUNCT
azojete-1082	68	1	key	key	ADJ
azojete-1082	68	2	parameters	parameter	NOUN
azojete-1082	68	3	that	that	PRON
azojete-1082	68	4	contributes	contribute	VERB
azojete-1082	68	5	to	to	ADP
azojete-1082	68	6	degradation	degradation	NOUN
azojete-1082	68	7	were	be	AUX
azojete-1082	68	8	identified	identify	VERB
azojete-1082	68	9	.	.	PUNCT
azojete-1082	69	1	step	step	NOUN
azojete-1082	69	2	3	3	NUM
azojete-1082	69	3	:	:	PUNCT
azojete-1082	69	4	model	model	PROPN
azojete-1082	69	5	development	development	PROPN
azojete-1082	69	6	i.	i.	PROPN
azojete-1082	69	7	degradation	degradation	NOUN
azojete-1082	69	8	models	model	NOUN
azojete-1082	69	9	were	be	AUX
azojete-1082	69	10	selected	select	VERB
azojete-1082	69	11	.	.	PUNCT
azojete-1082	70	1	ii	ii	PROPN
azojete-1082	70	2	.	.	PROPN
azojete-1082	70	3	define	define	VERB
azojete-1082	70	4	the	the	DET
azojete-1082	70	5	model	model	NOUN
azojete-1082	70	6	parameters	parameter	NOUN
azojete-1082	70	7	and	and	CCONJ
azojete-1082	70	8	the	the	DET
azojete-1082	70	9	assumptions	assumption	NOUN
azojete-1082	70	10	we	we	PRON
azojete-1082	70	11	’re	’re	AUX
azojete-1082	70	12	working	work	VERB
azojete-1082	70	13	with	with	ADP
azojete-1082	70	14	.	.	PUNCT
azojete-1082	71	1	http://www.azojete.com.ng/	http://www.azojete.com.ng/	PROPN
azojete-1082	71	2	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	71	3	arid	arid	NOUN
azojete-1082	71	4	zone	zone	PROPN
azojete-1082	71	5	journal	journal	NOUN
azojete-1082	71	6	of	of	ADP
azojete-1082	71	7	engineering	engineering	NOUN
azojete-1082	71	8	,	,	PUNCT
azojete-1082	71	9	technology	technology	NOUN
azojete-1082	71	10	and	and	CCONJ
azojete-1082	71	11	environment	environment	NOUN
azojete-1082	71	12	,	,	PUNCT
azojete-1082	71	13	june	june	PROPN
azojete-1082	71	14	2025	2025	NUM
azojete-1082	71	15	;	;	PUNCT
azojete-1082	71	16	vol	vol	NOUN
azojete-1082	71	17	.	.	PUNCT
azojete-1082	71	18	21(2	21(2	NUM
azojete-1082	71	19	):	):	PUNCT
azojete-1082	71	20	611	611	NUM
azojete-1082	71	21	-	-	SYM
azojete-1082	71	22	617	617	NUM
azojete-1082	71	23	.	.	PUNCT
azojete-1082	71	24	issn	issn	PROPN
azojete-1082	71	25	1596	1596	NUM
azojete-1082	71	26	-	-	SYM
azojete-1082	71	27	2490	2490	NUM
azojete-1082	71	28	;	;	PUNCT
azojete-1082	71	29	e	e	X
azojete-1082	71	30	-	-	PROPN
azojete-1082	71	31	issn2545	issn2545	PROPN
azojete-1082	71	32	-	-	PUNCT
azojete-1082	71	33	5818	5818	NUM
azojete-1082	71	34	;	;	PUNCT
azojete-1082	71	35	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	71	36	corresponding	corresponding	ADJ
azojete-1082	71	37	author	author	NOUN
azojete-1082	71	38	’s	’s	PART
azojete-1082	71	39	email	email	NOUN
azojete-1082	71	40	address	address	NOUN
azojete-1082	71	41	:	:	PUNCT
azojete-1082	71	42	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	71	43	614	614	NUM
azojete-1082	71	44	step	step	NOUN
azojete-1082	71	45	4	4	NUM
azojete-1082	71	46	:	:	PUNCT
azojete-1082	71	47	simulation	simulation	NOUN
azojete-1082	71	48	&	&	CCONJ
azojete-1082	71	49	validation	validation	PROPN
azojete-1082	71	50	i.	i.	PROPN
azojete-1082	71	51	run	run	NOUN
azojete-1082	71	52	simulations	simulation	NOUN
azojete-1082	71	53	under	under	ADP
azojete-1082	71	54	various	various	ADJ
azojete-1082	71	55	operating	operating	NOUN
azojete-1082	71	56	conditions	condition	NOUN
azojete-1082	71	57	.	.	PUNCT
azojete-1082	72	1	ii	ii	X
azojete-1082	72	2	.	.	PUNCT
azojete-1082	73	1	finally	finally	ADV
azojete-1082	73	2	,	,	PUNCT
azojete-1082	73	3	validate	validate	VERB
azojete-1082	73	4	our	our	PRON
azojete-1082	73	5	model	model	NOUN
azojete-1082	73	6	against	against	ADP
azojete-1082	73	7	experimental	experimental	ADJ
azojete-1082	73	8	data	datum	NOUN
azojete-1082	73	9	to	to	PART
azojete-1082	73	10	ensure	ensure	VERB
azojete-1082	73	11	accuracy	accuracy	NOUN
azojete-1082	73	12	.	.	PUNCT
azojete-1082	74	1	step	step	NOUN
azojete-1082	74	2	5	5	NUM
azojete-1082	74	3	:	:	PUNCT
azojete-1082	74	4	prediction	prediction	NOUN
azojete-1082	74	5	&	&	CCONJ
azojete-1082	74	6	evaluation	evaluation	NOUN
azojete-1082	74	7	i.	i.	PROPN
azojete-1082	74	8	estimate	estimate	VERB
azojete-1082	74	9	the	the	DET
azojete-1082	74	10	remaining	remain	VERB
azojete-1082	74	11	useful	useful	ADJ
azojete-1082	74	12	life	life	NOUN
azojete-1082	74	13	(	(	PUNCT
azojete-1082	74	14	rul	rul	NOUN
azojete-1082	74	15	)	)	PUNCT
azojete-1082	74	16	of	of	ADP
azojete-1082	74	17	the	the	DET
azojete-1082	74	18	batteries	battery	NOUN
azojete-1082	74	19	.	.	PUNCT
azojete-1082	75	1	ii	ii	PROPN
azojete-1082	75	2	.	.	PROPN
azojete-1082	75	3	compare	compare	VERB
azojete-1082	75	4	the	the	DET
azojete-1082	75	5	predictions	prediction	NOUN
azojete-1082	75	6	with	with	ADP
azojete-1082	75	7	actual	actual	ADJ
azojete-1082	75	8	degradation	degradation	NOUN
azojete-1082	75	9	trends	trend	NOUN
azojete-1082	75	10	to	to	PART
azojete-1082	75	11	see	see	VERB
azojete-1082	75	12	how	how	SCONJ
azojete-1082	75	13	well	well	ADV
azojete-1082	75	14	it	it	PRON
azojete-1082	75	15	is	be	AUX
azojete-1082	75	16	.	.	PUNCT
azojete-1082	76	1	3	3	X
azojete-1082	76	2	.	.	X
azojete-1082	76	3	results	result	NOUN
azojete-1082	76	4	and	and	CCONJ
azojete-1082	76	5	discussion	discussion	NOUN
azojete-1082	76	6	the	the	DET
azojete-1082	76	7	simulation	simulation	NOUN
azojete-1082	76	8	results	result	NOUN
azojete-1082	76	9	clearly	clearly	ADV
azojete-1082	76	10	showed	show	VERB
azojete-1082	76	11	that	that	SCONJ
azojete-1082	76	12	the	the	DET
azojete-1082	76	13	lifespan	lifespan	NOUN
azojete-1082	76	14	of	of	ADP
azojete-1082	76	15	a	a	DET
azojete-1082	76	16	battery	battery	NOUN
azojete-1082	76	17	is	be	AUX
azojete-1082	76	18	heavily	heavily	ADV
azojete-1082	76	19	affected	affect	VERB
azojete-1082	76	20	by	by	ADP
azojete-1082	76	21	the	the	DET
azojete-1082	76	22	conditions	condition	NOUN
azojete-1082	76	23	under	under	ADP
azojete-1082	76	24	which	which	PRON
azojete-1082	76	25	it	it	PRON
azojete-1082	76	26	operates	operate	VERB
azojete-1082	76	27	as	as	SCONJ
azojete-1082	76	28	illustrated	illustrate	VERB
azojete-1082	76	29	in	in	ADP
azojete-1082	76	30	figures	figure	NOUN
azojete-1082	76	31	2	2	NUM
azojete-1082	76	32	to	to	PART
azojete-1082	76	33	6	6	NUM
azojete-1082	76	34	.	.	NOUN
azojete-1082	76	35	3.1	3.1	NUM
azojete-1082	76	36	capacity	capacity	NOUN
azojete-1082	76	37	fade	fade	VERB
azojete-1082	76	38	the	the	DET
azojete-1082	76	39	results	result	NOUN
azojete-1082	76	40	for	for	ADP
azojete-1082	76	41	capacity	capacity	NOUN
azojete-1082	76	42	fade	fade	NOUN
azojete-1082	76	43	of	of	ADP
azojete-1082	76	44	the	the	DET
azojete-1082	76	45	model	model	NOUN
azojete-1082	76	46	is	be	AUX
azojete-1082	76	47	presented	present	VERB
azojete-1082	76	48	in	in	ADP
azojete-1082	76	49	figure	figure	NOUN
azojete-1082	76	50	1	1	NUM
azojete-1082	76	51	.	.	PUNCT
azojete-1082	77	1	it	it	PRON
azojete-1082	77	2	is	be	AUX
azojete-1082	77	3	clear	clear	ADJ
azojete-1082	77	4	that	that	SCONJ
azojete-1082	77	5	over	over	ADP
azojete-1082	77	6	1000	1000	NUM
azojete-1082	77	7	charge	charge	NOUN
azojete-1082	77	8	-	-	PUNCT
azojete-1082	77	9	discharge	discharge	NOUN
azojete-1082	77	10	cycles	cycle	NOUN
azojete-1082	77	11	at	at	ADP
azojete-1082	77	12	1c	1c	NUM
azojete-1082	77	13	rate	rate	NOUN
azojete-1082	77	14	and	and	CCONJ
azojete-1082	77	15	80	80	NUM
azojete-1082	77	16	%	%	NOUN
azojete-1082	77	17	depth	depth	NOUN
azojete-1082	77	18	of	of	ADP
azojete-1082	77	19	discharge	discharge	NOUN
azojete-1082	77	20	,	,	PUNCT
azojete-1082	77	21	capacity	capacity	NOUN
azojete-1082	77	22	retention	retention	NOUN
azojete-1082	77	23	dropped	drop	VERB
azojete-1082	77	24	to	to	ADP
azojete-1082	77	25	75	75	NUM
azojete-1082	77	26	%	%	NOUN
azojete-1082	77	27	.	.	PUNCT
azojete-1082	78	1	figure	figure	NOUN
azojete-1082	78	2	1	1	NUM
azojete-1082	78	3	:	:	PUNCT
azojete-1082	78	4	plot	plot	NOUN
azojete-1082	78	5	of	of	ADP
azojete-1082	78	6	capacity	capacity	NOUN
azojete-1082	78	7	fade	fade	NOUN
azojete-1082	78	8	one	one	NUM
azojete-1082	78	9	of	of	ADP
azojete-1082	78	10	the	the	DET
azojete-1082	78	11	important	important	ADJ
azojete-1082	78	12	findings	finding	NOUN
azojete-1082	78	13	here	here	ADV
azojete-1082	78	14	is	be	AUX
azojete-1082	78	15	the	the	DET
azojete-1082	78	16	12.5	12.5	NUM
azojete-1082	78	17	%	%	NOUN
azojete-1082	78	18	capacity	capacity	NOUN
azojete-1082	78	19	fade	fade	NOUN
azojete-1082	78	20	observed	observe	VERB
azojete-1082	78	21	after	after	ADP
azojete-1082	78	22	500	500	NUM
azojete-1082	78	23	charge	charge	NOUN
azojete-1082	78	24	-	-	PUNCT
azojete-1082	78	25	discharge	discharge	NOUN
azojete-1082	78	26	cycles	cycle	NOUN
azojete-1082	78	27	under	under	ADP
azojete-1082	78	28	standard	standard	ADJ
azojete-1082	78	29	operating	operating	NOUN
azojete-1082	78	30	conditions	condition	NOUN
azojete-1082	78	31	.	.	PUNCT
azojete-1082	79	1	this	this	PRON
azojete-1082	79	2	clearly	clearly	ADV
azojete-1082	79	3	shows	show	VERB
azojete-1082	79	4	that	that	SCONJ
azojete-1082	79	5	battery	battery	NOUN
azojete-1082	79	6	aging	aging	NOUN
azojete-1082	79	7	is	be	AUX
azojete-1082	79	8	a	a	DET
azojete-1082	79	9	natural	natural	ADJ
azojete-1082	79	10	process	process	NOUN
azojete-1082	79	11	,	,	PUNCT
azojete-1082	79	12	even	even	ADV
azojete-1082	79	13	when	when	SCONJ
azojete-1082	79	14	everything	everything	PRON
azojete-1082	79	15	seems	seem	VERB
azojete-1082	79	16	optimal	optimal	ADJ
azojete-1082	79	17	.	.	PUNCT
azojete-1082	80	1	on	on	ADP
azojete-1082	80	2	the	the	DET
azojete-1082	80	3	flip	flip	ADJ
azojete-1082	80	4	side	side	NOUN
azojete-1082	80	5	,	,	PUNCT
azojete-1082	80	6	we	we	PRON
azojete-1082	80	7	noticed	notice	VERB
azojete-1082	80	8	a	a	DET
azojete-1082	80	9	more	more	ADV
azojete-1082	80	10	pronounced	pronounced	ADJ
azojete-1082	80	11	capacity	capacity	NOUN
azojete-1082	80	12	fade	fade	NOUN
azojete-1082	80	13	of	of	ADP
azojete-1082	80	14	20	20	NUM
azojete-1082	80	15	%	%	NOUN
azojete-1082	80	16	at	at	ADP
azojete-1082	80	17	higher	high	ADJ
azojete-1082	80	18	temperatures	temperature	NOUN
azojete-1082	80	19	(	(	PUNCT
azojete-1082	80	20	45	45	NUM
azojete-1082	80	21	°	°	PROPN
azojete-1082	80	22	c	c	NOUN
azojete-1082	80	23	)	)	PUNCT
azojete-1082	80	24	,	,	PUNCT
azojete-1082	80	25	which	which	PRON
azojete-1082	80	26	really	really	ADV
azojete-1082	80	27	drives	drive	VERB
azojete-1082	80	28	home	home	ADV
azojete-1082	80	29	the	the	DET
azojete-1082	80	30	negative	negative	ADJ
azojete-1082	80	31	impact	impact	NOUN
azojete-1082	80	32	heat	heat	NOUN
azojete-1082	80	33	can	can	AUX
azojete-1082	80	34	have	have	VERB
azojete-1082	80	35	on	on	ADP
azojete-1082	80	36	battery	battery	NOUN
azojete-1082	80	37	life	life	NOUN
azojete-1082	80	38	.	.	PUNCT
azojete-1082	81	1	this	this	PRON
azojete-1082	81	2	aligns	align	VERB
azojete-1082	81	3	with	with	ADP
azojete-1082	81	4	previous	previous	ADJ
azojete-1082	81	5	studies	study	NOUN
azojete-1082	81	6	that	that	PRON
azojete-1082	81	7	indicate	indicate	VERB
azojete-1082	81	8	that	that	SCONJ
azojete-1082	81	9	elevated	elevated	ADJ
azojete-1082	81	10	temperatures	temperature	NOUN
azojete-1082	81	11	could	could	AUX
azojete-1082	81	12	worsen	worsen	VERB
azojete-1082	81	13	both	both	DET
azojete-1082	81	14	chemical	chemical	ADJ
azojete-1082	81	15	and	and	CCONJ
azojete-1082	81	16	mechanical	mechanical	ADJ
azojete-1082	81	17	degradation	degradation	NOUN
azojete-1082	81	18	,	,	PUNCT
azojete-1082	81	19	which	which	PRON
azojete-1082	81	20	would	would	AUX
azojete-1082	81	21	ultimately	ultimately	ADV
azojete-1082	81	22	shortening	shorten	VERB
azojete-1082	81	23	the	the	DET
azojete-1082	81	24	battery	battery	NOUN
azojete-1082	81	25	's	's	PART
azojete-1082	81	26	lifespan	lifespan	NOUN
azojete-1082	81	27	.	.	PUNCT
azojete-1082	82	1	3.2	3.2	NUM
azojete-1082	82	2	temperature	temperature	NOUN
azojete-1082	82	3	effect	effect	NOUN
azojete-1082	82	4	on	on	ADP
azojete-1082	82	5	degradation	degradation	NOUN
azojete-1082	82	6	the	the	DET
azojete-1082	82	7	effect	effect	NOUN
azojete-1082	82	8	of	of	ADP
azojete-1082	82	9	temperature	temperature	NOUN
azojete-1082	82	10	showed	show	VERB
azojete-1082	82	11	that	that	SCONJ
azojete-1082	82	12	operating	operate	VERB
azojete-1082	82	13	at	at	ADP
azojete-1082	82	14	45	45	NUM
azojete-1082	82	15	°	°	NOUN
azojete-1082	82	16	c	c	NOUN
azojete-1082	82	17	resulted	result	VERB
azojete-1082	82	18	in	in	ADP
azojete-1082	82	19	a	a	DET
azojete-1082	82	20	degradation	degradation	NOUN
azojete-1082	82	21	rate	rate	NOUN
azojete-1082	82	22	approximately	approximately	ADV
azojete-1082	82	23	20	20	NUM
azojete-1082	82	24	%	%	NOUN
azojete-1082	82	25	higher	high	ADJ
azojete-1082	82	26	than	than	ADP
azojete-1082	82	27	at	at	ADP
azojete-1082	82	28	25	25	NUM
azojete-1082	82	29	°	°	NOUN
azojete-1082	82	30	c	c	NOUN
azojete-1082	82	31	,	,	PUNCT
azojete-1082	82	32	as	as	SCONJ
azojete-1082	82	33	illustrated	illustrate	VERB
azojete-1082	82	34	in	in	ADP
azojete-1082	82	35	figure	figure	NOUN
azojete-1082	82	36	2	2	NUM
azojete-1082	82	37	.	.	PUNCT
azojete-1082	83	1	the	the	DET
azojete-1082	83	2	results	result	NOUN
azojete-1082	83	3	clearly	clearly	ADV
azojete-1082	83	4	showed	show	VERB
azojete-1082	83	5	that	that	SCONJ
azojete-1082	83	6	temperature	temperature	NOUN
azojete-1082	83	7	plays	play	VERB
azojete-1082	83	8	a	a	DET
azojete-1082	83	9	significant	significant	ADJ
azojete-1082	83	10	role	role	NOUN
azojete-1082	83	11	in	in	ADP
azojete-1082	83	12	the	the	DET
azojete-1082	83	13	degradation	degradation	NOUN
azojete-1082	83	14	rate	rate	NOUN
azojete-1082	83	15	of	of	ADP
azojete-1082	83	16	the	the	DET
azojete-1082	83	17	material	material	NOUN
azojete-1082	83	18	or	or	CCONJ
azojete-1082	83	19	system	system	NOUN
azojete-1082	83	20	we	we	PRON
azojete-1082	83	21	studied	study	VERB
azojete-1082	83	22	.	.	PUNCT
azojete-1082	84	1	specifically	specifically	ADV
azojete-1082	84	2	,	,	PUNCT
azojete-1082	84	3	operating	operate	VERB
azojete-1082	84	4	at	at	ADP
azojete-1082	84	5	45	45	NUM
azojete-1082	84	6	°	°	NOUN
azojete-1082	84	7	c	c	NOUN
azojete-1082	84	8	led	lead	VERB
azojete-1082	84	9	to	to	ADP
azojete-1082	84	10	a	a	DET
azojete-1082	84	11	20	20	NUM
azojete-1082	84	12	%	%	NOUN
azojete-1082	84	13	faster	fast	ADJ
azojete-1082	84	14	degradation	degradation	NOUN
azojete-1082	84	15	rate	rate	NOUN
azojete-1082	84	16	compared	compare	VERB
azojete-1082	84	17	to	to	ADP
azojete-1082	84	18	25	25	NUM
azojete-1082	84	19	°	°	NOUN
azojete-1082	84	20	c	c	NOUN
azojete-1082	84	21	.	.	PUNCT
azojete-1082	85	1	this	this	PRON
azojete-1082	85	2	suggests	suggest	VERB
azojete-1082	85	3	that	that	SCONJ
azojete-1082	85	4	the	the	DET
azojete-1082	85	5	extra	extra	ADJ
azojete-1082	85	6	thermal	thermal	ADJ
azojete-1082	85	7	energy	energy	NOUN
azojete-1082	85	8	at	at	ADP
azojete-1082	85	9	higher	high	ADJ
azojete-1082	85	10	temperatures	temperature	NOUN
azojete-1082	85	11	speeds	speed	VERB
azojete-1082	85	12	up	up	ADP
azojete-1082	85	13	the	the	DET
azojete-1082	85	14	chemical	chemical	ADJ
azojete-1082	85	15	reactions	reaction	NOUN
azojete-1082	85	16	or	or	CCONJ
azojete-1082	85	17	physical	physical	ADJ
azojete-1082	85	18	processes	process	NOUN
azojete-1082	85	19	that	that	PRON
azojete-1082	85	20	cause	cause	VERB
azojete-1082	85	21	degradation	degradation	NOUN
azojete-1082	85	22	.	.	PUNCT
azojete-1082	86	1	http://www.azojete.com.ng/	http://www.azojete.com.ng/	PROPN
azojete-1082	86	2	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	86	3	arid	arid	NOUN
azojete-1082	86	4	zone	zone	PROPN
azojete-1082	86	5	journal	journal	NOUN
azojete-1082	86	6	of	of	ADP
azojete-1082	86	7	engineering	engineering	NOUN
azojete-1082	86	8	,	,	PUNCT
azojete-1082	86	9	technology	technology	NOUN
azojete-1082	86	10	and	and	CCONJ
azojete-1082	86	11	environment	environment	NOUN
azojete-1082	86	12	,	,	PUNCT
azojete-1082	86	13	june	june	PROPN
azojete-1082	86	14	2025	2025	NUM
azojete-1082	86	15	;	;	PUNCT
azojete-1082	86	16	vol	vol	NOUN
azojete-1082	86	17	.	.	PUNCT
azojete-1082	86	18	21(2	21(2	NUM
azojete-1082	86	19	):	):	PUNCT
azojete-1082	86	20	611	611	NUM
azojete-1082	86	21	-	-	SYM
azojete-1082	86	22	617	617	NUM
azojete-1082	86	23	.	.	PUNCT
azojete-1082	86	24	issn	issn	PROPN
azojete-1082	86	25	1596	1596	NUM
azojete-1082	86	26	-	-	SYM
azojete-1082	86	27	2490	2490	NUM
azojete-1082	86	28	;	;	PUNCT
azojete-1082	86	29	e	e	X
azojete-1082	86	30	-	-	PROPN
azojete-1082	86	31	issn2545	issn2545	PROPN
azojete-1082	86	32	-	-	PUNCT
azojete-1082	86	33	5818	5818	NUM
azojete-1082	86	34	;	;	PUNCT
azojete-1082	86	35	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	86	36	corresponding	corresponding	ADJ
azojete-1082	86	37	author	author	NOUN
azojete-1082	86	38	’s	’s	PART
azojete-1082	86	39	email	email	NOUN
azojete-1082	86	40	address	address	NOUN
azojete-1082	86	41	:	:	PUNCT
azojete-1082	86	42	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	86	43	615	615	NUM
azojete-1082	86	44	figure	figure	NOUN
azojete-1082	86	45	2	2	NUM
azojete-1082	86	46	:	:	PUNCT
azojete-1082	86	47	temperature	temperature	NOUN
azojete-1082	86	48	effects	effect	NOUN
azojete-1082	86	49	on	on	ADP
azojete-1082	86	50	degradation	degradation	NOUN
azojete-1082	86	51	3.3	3.3	NUM
azojete-1082	86	52	mechanical	mechanical	ADJ
azojete-1082	86	53	degradation	degradation	NOUN
azojete-1082	86	54	mechanical	mechanical	ADJ
azojete-1082	86	55	degradation	degradation	NOUN
azojete-1082	86	56	was	be	AUX
azojete-1082	86	57	evident	evident	ADJ
azojete-1082	86	58	after	after	ADP
azojete-1082	86	59	500	500	NUM
azojete-1082	86	60	cycles	cycle	NOUN
azojete-1082	86	61	,	,	PUNCT
azojete-1082	86	62	with	with	SCONJ
azojete-1082	86	63	electrode	electrode	NOUN
azojete-1082	86	64	particle	particle	NOUN
azojete-1082	86	65	cracking	cracking	NOUN
azojete-1082	86	66	observed	observe	VERB
azojete-1082	86	67	and	and	CCONJ
azojete-1082	86	68	a	a	DET
azojete-1082	86	69	corresponding	corresponding	ADJ
azojete-1082	86	70	increase	increase	NOUN
azojete-1082	86	71	in	in	ADP
azojete-1082	86	72	internal	internal	ADJ
azojete-1082	86	73	resistance	resistance	NOUN
azojete-1082	86	74	,	,	PUNCT
azojete-1082	86	75	as	as	SCONJ
azojete-1082	86	76	shown	show	VERB
azojete-1082	86	77	in	in	ADP
azojete-1082	86	78	figure	figure	NOUN
azojete-1082	86	79	3	3	NUM
azojete-1082	86	80	.	.	PUNCT
azojete-1082	86	81	figure	figure	VERB
azojete-1082	86	82	3	3	NUM
azojete-1082	86	83	:	:	PUNCT
azojete-1082	86	84	internal	internal	ADJ
azojete-1082	86	85	resistance	resistance	NOUN
azojete-1082	86	86	increase	increase	VERB
azojete-1082	86	87	another	another	DET
azojete-1082	86	88	key	key	ADJ
azojete-1082	86	89	observation	observation	NOUN
azojete-1082	86	90	is	be	AUX
azojete-1082	86	91	the	the	DET
azojete-1082	86	92	8.7	8.7	NUM
azojete-1082	86	93	%	%	NOUN
azojete-1082	86	94	increase	increase	NOUN
azojete-1082	86	95	in	in	ADP
azojete-1082	86	96	internal	internal	ADJ
azojete-1082	86	97	resistance	resistance	NOUN
azojete-1082	86	98	,	,	PUNCT
azojete-1082	86	99	which	which	PRON
azojete-1082	86	100	has	have	VERB
azojete-1082	86	101	a	a	DET
azojete-1082	86	102	direct	direct	ADJ
azojete-1082	86	103	effect	effect	NOUN
azojete-1082	86	104	on	on	ADP
azojete-1082	86	105	battery	battery	NOUN
azojete-1082	86	106	efficiency	efficiency	NOUN
azojete-1082	86	107	and	and	CCONJ
azojete-1082	86	108	performance	performance	NOUN
azojete-1082	86	109	.	.	PUNCT
azojete-1082	87	1	when	when	SCONJ
azojete-1082	87	2	internal	internal	ADJ
azojete-1082	87	3	resistance	resistance	NOUN
azojete-1082	87	4	rises	rise	VERB
azojete-1082	87	5	,	,	PUNCT
azojete-1082	87	6	it	it	PRON
azojete-1082	87	7	leads	lead	VERB
azojete-1082	87	8	to	to	ADP
azojete-1082	87	9	more	more	ADJ
azojete-1082	87	10	energy	energy	NOUN
azojete-1082	87	11	losses	loss	NOUN
azojete-1082	87	12	,	,	PUNCT
azojete-1082	87	13	lower	low	ADJ
azojete-1082	87	14	power	power	NOUN
azojete-1082	87	15	output	output	NOUN
azojete-1082	87	16	,	,	PUNCT
azojete-1082	87	17	and	and	CCONJ
azojete-1082	87	18	increased	increase	VERB
azojete-1082	87	19	thermal	thermal	ADJ
azojete-1082	87	20	stress	stress	NOUN
azojete-1082	87	21	and	and	CCONJ
azojete-1082	87	22	thus	thus	ADV
azojete-1082	87	23	exacerbating	exacerbate	VERB
azojete-1082	87	24	degradation	degradation	NOUN
azojete-1082	87	25	.	.	PUNCT
azojete-1082	88	1	this	this	DET
azojete-1082	88	2	highlights	highlight	NOUN
azojete-1082	88	3	the	the	DET
azojete-1082	88	4	urgent	urgent	ADJ
azojete-1082	88	5	need	need	NOUN
azojete-1082	88	6	for	for	ADP
azojete-1082	88	7	effective	effective	ADJ
azojete-1082	88	8	thermal	thermal	ADJ
azojete-1082	88	9	management	management	NOUN
azojete-1082	88	10	strategies	strategy	NOUN
azojete-1082	88	11	in	in	ADP
azojete-1082	88	12	power	power	NOUN
azojete-1082	88	13	systems	system	NOUN
azojete-1082	88	14	,	,	PUNCT
azojete-1082	88	15	particularly	particularly	ADV
azojete-1082	88	16	in	in	ADP
azojete-1082	88	17	high	high	ADJ
azojete-1082	88	18	-	-	PUNCT
azojete-1082	88	19	temperature	temperature	NOUN
azojete-1082	88	20	settings	setting	NOUN
azojete-1082	88	21	.	.	PUNCT
azojete-1082	89	1	3.4	3.4	NUM
azojete-1082	89	2	state	state	NOUN
azojete-1082	89	3	of	of	ADP
azojete-1082	89	4	charge	charge	NOUN
azojete-1082	89	5	cycling	cycling	NOUN
azojete-1082	89	6	implementation	implementation	NOUN
azojete-1082	89	7	of	of	ADP
azojete-1082	89	8	partial	partial	ADJ
azojete-1082	89	9	state	state	NOUN
azojete-1082	89	10	of	of	ADP
azojete-1082	89	11	charge	charge	NOUN
azojete-1082	89	12	(	(	PUNCT
azojete-1082	89	13	soc	soc	NOUN
azojete-1082	89	14	)	)	PUNCT
azojete-1082	89	15	cycling	cycling	NOUN
azojete-1082	89	16	between	between	ADP
azojete-1082	89	17	20	20	NUM
azojete-1082	89	18	%	%	NOUN
azojete-1082	89	19	and	and	CCONJ
azojete-1082	89	20	80	80	NUM
azojete-1082	89	21	%	%	NOUN
azojete-1082	89	22	resulted	result	VERB
azojete-1082	89	23	in	in	ADP
azojete-1082	89	24	a	a	DET
azojete-1082	89	25	30	30	NUM
azojete-1082	89	26	%	%	NOUN
azojete-1082	89	27	improvement	improvement	NOUN
azojete-1082	89	28	in	in	ADP
azojete-1082	89	29	battery	battery	NOUN
azojete-1082	89	30	lifespan	lifespan	NOUN
azojete-1082	89	31	compared	compare	VERB
azojete-1082	89	32	to	to	ADP
azojete-1082	89	33	full	full	ADJ
azojete-1082	89	34	-	-	PUNCT
azojete-1082	89	35	depth	depth	NOUN
azojete-1082	89	36	cycling	cycling	NOUN
azojete-1082	89	37	,	,	PUNCT
azojete-1082	89	38	as	as	SCONJ
azojete-1082	89	39	shown	show	VERB
azojete-1082	89	40	in	in	ADP
azojete-1082	89	41	figure	figure	NOUN
azojete-1082	89	42	4	4	NUM
azojete-1082	89	43	.	.	PUNCT
azojete-1082	89	44	implementing	implement	VERB
azojete-1082	89	45	partial	partial	ADJ
azojete-1082	89	46	state	state	NOUN
azojete-1082	89	47	of	of	ADP
azojete-1082	89	48	charge	charge	NOUN
azojete-1082	89	49	(	(	PUNCT
azojete-1082	89	50	soc	soc	NOUN
azojete-1082	89	51	)	)	PUNCT
azojete-1082	89	52	cycling	cycling	NOUN
azojete-1082	89	53	,	,	PUNCT
azojete-1082	89	54	particularly	particularly	ADV
azojete-1082	89	55	within	within	ADP
azojete-1082	89	56	the	the	DET
azojete-1082	89	57	20–80	20–80	NUM
azojete-1082	89	58	%	%	NOUN
azojete-1082	89	59	soc	soc	NOUN
azojete-1082	89	60	range	range	NOUN
azojete-1082	89	61	,	,	PUNCT
azojete-1082	89	62	has	have	AUX
azojete-1082	89	63	shown	show	VERB
azojete-1082	89	64	a	a	DET
azojete-1082	89	65	significant	significant	ADJ
azojete-1082	89	66	boost	boost	NOUN
azojete-1082	89	67	in	in	ADP
azojete-1082	89	68	battery	battery	NOUN
azojete-1082	89	69	lifespan	lifespan	NOUN
azojete-1082	89	70	.	.	PUNCT
azojete-1082	90	1	figure	figure	NOUN
azojete-1082	90	2	5	5	NUM
azojete-1082	90	3	revealed	reveal	VERB
azojete-1082	90	4	that	that	SCONJ
azojete-1082	90	5	this	this	DET
azojete-1082	90	6	approach	approach	NOUN
azojete-1082	90	7	led	lead	VERB
azojete-1082	90	8	to	to	ADP
azojete-1082	90	9	a	a	DET
azojete-1082	90	10	30	30	NUM
azojete-1082	90	11	%	%	NOUN
azojete-1082	90	12	increase	increase	NOUN
azojete-1082	90	13	in	in	ADP
azojete-1082	90	14	cycle	cycle	NOUN
azojete-1082	90	15	life	life	NOUN
azojete-1082	90	16	compared	compare	VERB
azojete-1082	90	17	to	to	ADP
azojete-1082	90	18	the	the	DET
azojete-1082	90	19	traditional	traditional	ADJ
azojete-1082	90	20	full	full	ADJ
azojete-1082	90	21	-	-	PUNCT
azojete-1082	90	22	depth	depth	NOUN
azojete-1082	90	23	cycling	cycling	NOUN
azojete-1082	90	24	(	(	PUNCT
azojete-1082	90	25	0	0	NUM
azojete-1082	90	26	–	–	SYM
azojete-1082	90	27	100	100	NUM
azojete-1082	90	28	%	%	NOUN
azojete-1082	90	29	soc	soc	NOUN
azojete-1082	90	30	)	)	PUNCT
azojete-1082	90	31	.	.	PUNCT
azojete-1082	91	1	this	this	DET
azojete-1082	91	2	enhanced	enhance	VERB
azojete-1082	91	3	performance	performance	NOUN
azojete-1082	91	4	mainly	mainly	ADV
azojete-1082	91	5	comes	come	VERB
azojete-1082	91	6	from	from	ADP
azojete-1082	91	7	reducing	reduce	VERB
azojete-1082	91	8	the	the	DET
azojete-1082	91	9	electrochemical	electrochemical	ADJ
azojete-1082	91	10	and	and	CCONJ
azojete-1082	91	11	mechanical	mechanical	ADJ
azojete-1082	91	12	stress	stress	NOUN
azojete-1082	91	13	that	that	PRON
azojete-1082	91	14	usually	usually	ADV
azojete-1082	91	15	occurs	occur	VERB
azojete-1082	91	16	during	during	ADP
azojete-1082	91	17	deep	deep	ADJ
azojete-1082	91	18	charge	charge	NOUN
azojete-1082	91	19	-	-	PUNCT
azojete-1082	91	20	discharge	discharge	NOUN
azojete-1082	91	21	cycles	cycle	NOUN
azojete-1082	91	22	.	.	PUNCT
azojete-1082	92	1	by	by	ADP
azojete-1082	92	2	steering	steer	VERB
azojete-1082	92	3	clear	clear	ADJ
azojete-1082	92	4	of	of	ADP
azojete-1082	92	5	the	the	DET
azojete-1082	92	6	extremes	extreme	NOUN
azojete-1082	92	7	in	in	ADP
azojete-1082	92	8	the	the	DET
azojete-1082	92	9	soc	soc	NOUN
azojete-1082	92	10	range	range	NOUN
azojete-1082	92	11	,	,	PUNCT
azojete-1082	92	12	this	this	DET
azojete-1082	92	13	method	method	NOUN
azojete-1082	92	14	helps	help	VERB
azojete-1082	92	15	to	to	PART
azojete-1082	92	16	minimize	minimize	VERB
azojete-1082	92	17	electrode	electrode	ADJ
azojete-1082	92	18	degradation	degradation	NOUN
azojete-1082	92	19	,	,	PUNCT
azojete-1082	92	20	especially	especially	ADV
azojete-1082	92	21	issues	issue	NOUN
azojete-1082	92	22	like	like	ADP
azojete-1082	92	23	lithium	lithium	NOUN
azojete-1082	92	24	plating	plating	NOUN
azojete-1082	92	25	and	and	CCONJ
azojete-1082	92	26	structural	structural	ADJ
azojete-1082	92	27	fatigue	fatigue	NOUN
azojete-1082	92	28	.	.	PUNCT
azojete-1082	93	1	these	these	DET
azojete-1082	93	2	results	result	NOUN
azojete-1082	93	3	highlight	highlight	VERB
azojete-1082	93	4	how	how	SCONJ
azojete-1082	93	5	optimizing	optimize	VERB
azojete-1082	93	6	the	the	DET
azojete-1082	93	7	soc	soc	NOUN
azojete-1082	93	8	window	window	NOUN
azojete-1082	93	9	can	can	AUX
azojete-1082	93	10	be	be	AUX
azojete-1082	93	11	an	an	DET
azojete-1082	93	12	effective	effective	ADJ
azojete-1082	93	13	way	way	NOUN
azojete-1082	93	14	to	to	PART
azojete-1082	93	15	improve	improve	VERB
azojete-1082	93	16	battery	battery	NOUN
azojete-1082	93	17	durability	durability	NOUN
azojete-1082	93	18	,	,	PUNCT
azojete-1082	93	19	particularly	particularly	ADV
azojete-1082	93	20	in	in	ADP
azojete-1082	93	21	situations	situation	NOUN
azojete-1082	93	22	that	that	PRON
azojete-1082	93	23	demand	demand	VERB
azojete-1082	93	24	high	high	ADJ
azojete-1082	93	25	cycle	cycle	NOUN
azojete-1082	93	26	stability	stability	NOUN
azojete-1082	93	27	.	.	PUNCT
azojete-1082	94	1	http://www.azojete.com.ng/	http://www.azojete.com.ng/	PROPN
azojete-1082	94	2	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	94	3	arid	arid	NOUN
azojete-1082	94	4	zone	zone	PROPN
azojete-1082	94	5	journal	journal	NOUN
azojete-1082	94	6	of	of	ADP
azojete-1082	94	7	engineering	engineering	NOUN
azojete-1082	94	8	,	,	PUNCT
azojete-1082	94	9	technology	technology	NOUN
azojete-1082	94	10	and	and	CCONJ
azojete-1082	94	11	environment	environment	NOUN
azojete-1082	94	12	,	,	PUNCT
azojete-1082	94	13	june	june	PROPN
azojete-1082	94	14	2025	2025	NUM
azojete-1082	94	15	;	;	PUNCT
azojete-1082	94	16	vol	vol	NOUN
azojete-1082	94	17	.	.	PUNCT
azojete-1082	94	18	21(2	21(2	NUM
azojete-1082	94	19	):	):	PUNCT
azojete-1082	94	20	611	611	NUM
azojete-1082	94	21	-	-	SYM
azojete-1082	94	22	617	617	NUM
azojete-1082	94	23	.	.	PUNCT
azojete-1082	94	24	issn	issn	PROPN
azojete-1082	94	25	1596	1596	NUM
azojete-1082	94	26	-	-	SYM
azojete-1082	94	27	2490	2490	NUM
azojete-1082	94	28	;	;	PUNCT
azojete-1082	94	29	e	e	X
azojete-1082	94	30	-	-	PROPN
azojete-1082	94	31	issn2545	issn2545	PROPN
azojete-1082	94	32	-	-	PUNCT
azojete-1082	94	33	5818	5818	NUM
azojete-1082	94	34	;	;	PUNCT
azojete-1082	94	35	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	94	36	corresponding	corresponding	ADJ
azojete-1082	94	37	author	author	NOUN
azojete-1082	94	38	’s	’s	PART
azojete-1082	94	39	email	email	NOUN
azojete-1082	94	40	address	address	NOUN
azojete-1082	94	41	:	:	PUNCT
azojete-1082	94	42	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	ADJ
azojete-1082	94	43	616	616	NUM
azojete-1082	94	44	figure	figure	VERB
azojete-1082	94	45	4	4	NUM
azojete-1082	94	46	:	:	PUNCT
azojete-1082	94	47	state	state	NOUN
azojete-1082	94	48	of	of	ADP
azojete-1082	94	49	charge	charge	NOUN
azojete-1082	94	50	cycling	cycle	VERB
azojete-1082	94	51	3.5	3.5	NUM
azojete-1082	94	52	predictive	predictive	ADJ
azojete-1082	94	53	model	model	NOUN
azojete-1082	94	54	accuracy	accuracy	NOUN
azojete-1082	94	55	figure	figure	NOUN
azojete-1082	94	56	5	5	NUM
azojete-1082	94	57	shows	show	VERB
azojete-1082	94	58	a	a	DET
azojete-1082	94	59	predictive	predictive	ADJ
azojete-1082	94	60	model	model	NOUN
azojete-1082	94	61	accuracy	accuracy	NOUN
azojete-1082	94	62	of	of	ADP
azojete-1082	94	63	94.2	94.2	NUM
azojete-1082	94	64	%	%	NOUN
azojete-1082	94	65	achieved	achieve	VERB
azojete-1082	94	66	in	in	ADP
azojete-1082	94	67	the	the	DET
azojete-1082	94	68	study	study	NOUN
azojete-1082	94	69	.	.	PUNCT
azojete-1082	95	1	it	it	PRON
azojete-1082	95	2	showcased	showcase	VERB
azojete-1082	95	3	the	the	DET
azojete-1082	95	4	strength	strength	NOUN
azojete-1082	95	5	of	of	ADP
azojete-1082	95	6	the	the	DET
azojete-1082	95	7	hybrid	hybrid	ADJ
azojete-1082	95	8	modeling	modeling	NOUN
azojete-1082	95	9	framework	framework	NOUN
azojete-1082	95	10	that	that	PRON
azojete-1082	95	11	combines	combine	VERB
azojete-1082	95	12	electrochemical	electrochemical	ADJ
azojete-1082	95	13	,	,	PUNCT
azojete-1082	95	14	thermal	thermal	ADJ
azojete-1082	95	15	,	,	PUNCT
azojete-1082	95	16	and	and	CCONJ
azojete-1082	95	17	mechanical	mechanical	ADJ
azojete-1082	95	18	degradation	degradation	NOUN
azojete-1082	95	19	models	model	NOUN
azojete-1082	95	20	.	.	PUNCT
azojete-1082	96	1	this	this	DET
azojete-1082	96	2	impressive	impressive	ADJ
azojete-1082	96	3	accuracy	accuracy	NOUN
azojete-1082	96	4	indicates	indicate	VERB
azojete-1082	96	5	that	that	SCONJ
azojete-1082	96	6	these	these	DET
azojete-1082	96	7	models	model	NOUN
azojete-1082	96	8	can	can	AUX
azojete-1082	96	9	offer	offer	VERB
azojete-1082	96	10	trustworthy	trustworthy	ADJ
azojete-1082	96	11	predictions	prediction	NOUN
azojete-1082	96	12	about	about	ADP
azojete-1082	96	13	the	the	DET
azojete-1082	96	14	remaining	remain	VERB
azojete-1082	96	15	useful	useful	ADJ
azojete-1082	96	16	life	life	NOUN
azojete-1082	96	17	(	(	PUNCT
azojete-1082	96	18	rul	rul	NOUN
azojete-1082	96	19	)	)	PUNCT
azojete-1082	96	20	of	of	ADP
azojete-1082	96	21	batteries	battery	NOUN
azojete-1082	96	22	.	.	PUNCT
azojete-1082	97	1	this	this	DET
azojete-1082	97	2	information	information	NOUN
azojete-1082	97	3	is	be	AUX
azojete-1082	97	4	essential	essential	ADJ
azojete-1082	97	5	for	for	ADP
azojete-1082	97	6	fine	fine	ADV
azojete-1082	97	7	-	-	PUNCT
azojete-1082	97	8	tuning	tune	VERB
azojete-1082	97	9	maintenance	maintenance	NOUN
azojete-1082	97	10	schedules	schedule	NOUN
azojete-1082	97	11	and	and	CCONJ
azojete-1082	97	12	minimizing	minimize	VERB
azojete-1082	97	13	unexpected	unexpected	ADJ
azojete-1082	97	14	breakdowns	breakdown	NOUN
azojete-1082	97	15	.	.	PUNCT
azojete-1082	98	1	figure	figure	VERB
azojete-1082	98	2	5	5	NUM
azojete-1082	98	3	:	:	PUNCT
azojete-1082	98	4	predictive	predictive	ADJ
azojete-1082	98	5	model	model	NOUN
azojete-1082	98	6	accuracy	accuracy	NOUN
azojete-1082	98	7	4	4	NUM
azojete-1082	98	8	.	.	PUNCT
azojete-1082	98	9	conclusion	conclusion	NOUN
azojete-1082	98	10	this	this	DET
azojete-1082	98	11	study	study	NOUN
azojete-1082	98	12	presents	present	VERB
azojete-1082	98	13	a	a	DET
azojete-1082	98	14	detailed	detailed	ADJ
azojete-1082	98	15	hybrid	hybrid	NOUN
azojete-1082	98	16	modeling	modeling	NOUN
azojete-1082	98	17	framework	framework	NOUN
azojete-1082	98	18	that	that	PRON
azojete-1082	98	19	effectively	effectively	ADV
azojete-1082	98	20	predicts	predict	VERB
azojete-1082	98	21	battery	battery	NOUN
azojete-1082	98	22	degradation	degradation	NOUN
azojete-1082	98	23	by	by	ADP
azojete-1082	98	24	considering	consider	VERB
azojete-1082	98	25	electrochemical	electrochemical	ADJ
azojete-1082	98	26	,	,	PUNCT
azojete-1082	98	27	thermal	thermal	ADJ
azojete-1082	98	28	,	,	PUNCT
azojete-1082	98	29	and	and	CCONJ
azojete-1082	98	30	mechanical	mechanical	ADJ
azojete-1082	98	31	aging	age	VERB
azojete-1082	98	32	processes	process	NOUN
azojete-1082	98	33	.	.	PUNCT
azojete-1082	99	1	it	it	PRON
azojete-1082	99	2	was	be	AUX
azojete-1082	99	3	observed	observe	VERB
azojete-1082	99	4	that	that	SCONJ
azojete-1082	99	5	lithium	lithium	NOUN
azojete-1082	99	6	-	-	PUNCT
azojete-1082	99	7	ion	ion	NOUN
azojete-1082	99	8	batteries	battery	NOUN
azojete-1082	99	9	experienced	experience	VERB
azojete-1082	99	10	a	a	DET
azojete-1082	99	11	drop	drop	NOUN
azojete-1082	99	12	in	in	ADP
azojete-1082	99	13	capacity	capacity	NOUN
azojete-1082	99	14	after	after	ADP
azojete-1082	99	15	repeated	repeat	VERB
azojete-1082	99	16	charge	charge	NOUN
azojete-1082	99	17	-	-	PUNCT
azojete-1082	99	18	discharge	discharge	NOUN
azojete-1082	99	19	cycles	cycle	NOUN
azojete-1082	99	20	under	under	ADP
azojete-1082	99	21	normal	normal	ADJ
azojete-1082	99	22	conditions	condition	NOUN
azojete-1082	99	23	.	.	PUNCT
azojete-1082	100	1	however	however	ADV
azojete-1082	100	2	,	,	PUNCT
azojete-1082	100	3	when	when	SCONJ
azojete-1082	100	4	exposed	expose	VERB
azojete-1082	100	5	to	to	ADP
azojete-1082	100	6	extreme	extreme	ADJ
azojete-1082	100	7	temperatures	temperature	NOUN
azojete-1082	100	8	,	,	PUNCT
azojete-1082	100	9	the	the	DET
azojete-1082	100	10	degradation	degradation	NOUN
azojete-1082	100	11	accelerated	accelerate	VERB
azojete-1082	100	12	,	,	PUNCT
azojete-1082	100	13	resulting	result	VERB
azojete-1082	100	14	in	in	ADP
azojete-1082	100	15	a	a	DET
azojete-1082	100	16	capacity	capacity	NOUN
azojete-1082	100	17	loss	loss	NOUN
azojete-1082	100	18	.	.	PUNCT
azojete-1082	101	1	however	however	ADV
azojete-1082	101	2	,	,	PUNCT
azojete-1082	101	3	a	a	DET
azojete-1082	101	4	rise	rise	NOUN
azojete-1082	101	5	in	in	ADP
azojete-1082	101	6	internal	internal	ADJ
azojete-1082	101	7	resistance	resistance	NOUN
azojete-1082	101	8	was	be	AUX
azojete-1082	101	9	notable	notable	ADJ
azojete-1082	101	10	leading	lead	VERB
azojete-1082	101	11	efficiency	efficiency	NOUN
azojete-1082	101	12	declines	decline	VERB
azojete-1082	101	13	.	.	PUNCT
azojete-1082	102	1	the	the	DET
azojete-1082	102	2	predictive	predictive	ADJ
azojete-1082	102	3	model	model	NOUN
azojete-1082	102	4	achieved	achieve	VERB
azojete-1082	102	5	improved	improved	ADJ
azojete-1082	102	6	accuracy	accuracy	NOUN
azojete-1082	102	7	than	than	ADP
azojete-1082	102	8	other	other	ADJ
azojete-1082	102	9	methods	method	NOUN
azojete-1082	102	10	.	.	PUNCT
azojete-1082	103	1	these	these	DET
azojete-1082	103	2	results	result	NOUN
azojete-1082	103	3	demonstrate	demonstrate	VERB
azojete-1082	103	4	the	the	DET
azojete-1082	103	5	effectiveness	effectiveness	NOUN
azojete-1082	103	6	of	of	ADP
azojete-1082	103	7	hybrid	hybrid	ADJ
azojete-1082	103	8	degradation	degradation	NOUN
azojete-1082	103	9	modeling	modeling	NOUN
azojete-1082	103	10	in	in	ADP
azojete-1082	103	11	accurately	accurately	ADV
azojete-1082	103	12	estimating	estimate	VERB
azojete-1082	103	13	the	the	DET
azojete-1082	103	14	remaining	remain	VERB
azojete-1082	103	15	useful	useful	ADJ
azojete-1082	103	16	life	life	NOUN
azojete-1082	103	17	(	(	PUNCT
azojete-1082	103	18	rul	rul	NOUN
azojete-1082	103	19	)	)	PUNCT
azojete-1082	103	20	of	of	ADP
azojete-1082	103	21	lithium	lithium	NOUN
azojete-1082	103	22	-	-	PUNCT
azojete-1082	103	23	ion	ion	NOUN
azojete-1082	103	24	batteries	battery	NOUN
azojete-1082	103	25	and	and	CCONJ
azojete-1082	103	26	improving	improve	VERB
azojete-1082	103	27	battery	battery	NOUN
azojete-1082	103	28	management	management	NOUN
azojete-1082	103	29	.	.	PUNCT
azojete-1082	104	1	future	future	ADJ
azojete-1082	104	2	work	work	NOUN
azojete-1082	104	3	should	should	AUX
azojete-1082	104	4	focus	focus	VERB
azojete-1082	104	5	on	on	ADP
azojete-1082	104	6	real	real	ADJ
azojete-1082	104	7	-	-	PUNCT
azojete-1082	104	8	time	time	NOUN
azojete-1082	104	9	integration	integration	NOUN
azojete-1082	104	10	and	and	CCONJ
azojete-1082	104	11	extending	extend	VERB
azojete-1082	104	12	the	the	DET
azojete-1082	104	13	approach	approach	NOUN
azojete-1082	104	14	to	to	ADP
azojete-1082	104	15	diverse	diverse	ADJ
azojete-1082	104	16	battery	battery	NOUN
azojete-1082	104	17	chemistries	chemistry	NOUN
azojete-1082	104	18	and	and	CCONJ
azojete-1082	104	19	operating	operating	NOUN
azojete-1082	104	20	conditions	condition	NOUN
azojete-1082	104	21	.	.	PUNCT
azojete-1082	105	1	references	reference	NOUN
azojete-1082	105	2	aqib	aqib	PROPN
azojete-1082	105	3	,	,	PUNCT
azojete-1082	105	4	m.	m.	NOUN
azojete-1082	105	5	and	and	CCONJ
azojete-1082	105	6	ukil	ukil	PROPN
azojete-1082	105	7	,	,	PUNCT
azojete-1082	105	8	a.	a.	NOUN
azojete-1082	105	9	2024	2024	NUM
azojete-1082	105	10	.	.	PUNCT
azojete-1082	106	1	battery	battery	NOUN
azojete-1082	106	2	degradation	degradation	NOUN
azojete-1082	106	3	model	model	NOUN
azojete-1082	106	4	of	of	ADP
azojete-1082	106	5	electric	electric	ADJ
azojete-1082	106	6	vehicle	vehicle	NOUN
azojete-1082	106	7	with	with	ADP
azojete-1082	106	8	grid	grid	NOUN
azojete-1082	106	9	integration	integration	NOUN
azojete-1082	106	10	.	.	PUNCT
azojete-1082	107	1	journal	journal	PROPN
azojete-1082	107	2	of	of	ADP
azojete-1082	107	3	energy	energy	NOUN
azojete-1082	107	4	storage	storage	NOUN
azojete-1082	107	5	.	.	PUNCT
azojete-1082	108	1	97	97	NUM
azojete-1082	108	2	.	.	PUNCT
azojete-1082	109	1	http://www.azojete.com.ng/	http://www.azojete.com.ng/	PROPN
azojete-1082	109	2	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	ADJ
azojete-1082	109	3	arid	arid	NOUN
azojete-1082	109	4	zone	zone	PROPN
azojete-1082	109	5	journal	journal	NOUN
azojete-1082	109	6	of	of	ADP
azojete-1082	109	7	engineering	engineering	NOUN
azojete-1082	109	8	,	,	PUNCT
azojete-1082	109	9	technology	technology	NOUN
azojete-1082	109	10	and	and	CCONJ
azojete-1082	109	11	environment	environment	NOUN
azojete-1082	109	12	,	,	PUNCT
azojete-1082	109	13	june	june	PROPN
azojete-1082	109	14	2025	2025	NUM
azojete-1082	109	15	;	;	PUNCT
azojete-1082	109	16	vol	vol	NOUN
azojete-1082	109	17	.	.	PUNCT
azojete-1082	109	18	21(2	21(2	NUM
azojete-1082	109	19	):	):	PUNCT
azojete-1082	109	20	611	611	NUM
azojete-1082	109	21	-	-	SYM
azojete-1082	109	22	617	617	NUM
azojete-1082	109	23	.	.	PUNCT
azojete-1082	109	24	issn	issn	PROPN
azojete-1082	109	25	1596	1596	NUM
azojete-1082	109	26	-	-	SYM
azojete-1082	109	27	2490	2490	NUM
azojete-1082	109	28	;	;	PUNCT
azojete-1082	109	29	e	e	X
azojete-1082	109	30	-	-	PROPN
azojete-1082	109	31	issn2545	issn2545	PROPN
azojete-1082	109	32	-	-	PUNCT
azojete-1082	109	33	5818	5818	NUM
azojete-1082	109	34	;	;	PUNCT
azojete-1082	109	35	www.azojete.com.ng	www.azojete.com.ng	NOUN
azojete-1082	109	36	corresponding	corresponding	ADJ
azojete-1082	109	37	author	author	NOUN
azojete-1082	109	38	’s	’s	PART
azojete-1082	109	39	email	email	NOUN
azojete-1082	109	40	address	address	NOUN
azojete-1082	109	41	:	:	PUNCT
azojete-1082	109	42	mag1898@unimaid.edu.ng	mag1898@unimaid.edu.ng	PROPN
azojete-1082	109	43	617	617	NUM
azojete-1082	109	44	attia	attia	NOUN
azojete-1082	109	45	,	,	PUNCT
azojete-1082	109	46	pm	pm	PROPN
azojete-1082	109	47	.	.	PROPN
azojete-1082	109	48	,	,	PUNCT
azojete-1082	109	49	grover	grover	PROPN
azojete-1082	109	50	,	,	PUNCT
azojete-1082	109	51	a.	a.	PROPN
azojete-1082	109	52	,	,	PUNCT
azojete-1082	109	53	jin	jin	NOUN
azojete-1082	109	54	,	,	PUNCT
azojete-1082	109	55	n.	n.	NOUN
azojete-1082	109	56	,	,	PUNCT
azojete-1082	109	57	severson	severson	PROPN
azojete-1082	109	58	,	,	PUNCT
azojete-1082	109	59	ka	ka	PROPN
azojete-1082	109	60	.	.	PROPN
azojete-1082	109	61	,	,	PUNCT
azojete-1082	109	62	markov	markov	PROPN
azojete-1082	109	63	,	,	PUNCT
azojete-1082	109	64	tm	tm	PROPN
azojete-1082	109	65	.	.	PROPN
azojete-1082	109	66	,	,	PUNCT
azojete-1082	109	67	liao	liao	PROPN
azojete-1082	109	68	,	,	PUNCT
azojete-1082	109	69	yh	yh	NOUN
azojete-1082	109	70	.	.	PROPN
azojete-1082	109	71	,	,	PUNCT
azojete-1082	109	72	and	and	CCONJ
azojete-1082	109	73	chueh	chueh	PROPN
azojete-1082	109	74	,	,	PUNCT
azojete-1082	109	75	wc	wc	PROPN
azojete-1082	109	76	.	.	PROPN
azojete-1082	109	77	2020	2020	NUM
azojete-1082	109	78	.	.	PUNCT
azojete-1082	110	1	closed	close	VERB
azojete-1082	110	2	-	-	PUNCT
azojete-1082	110	3	loop	loop	NOUN
azojete-1082	110	4	optimization	optimization	NOUN
azojete-1082	110	5	of	of	ADP
azojete-1082	110	6	fast	fast	ADV
azojete-1082	110	7	-	-	PUNCT
azojete-1082	110	8	charging	charge	VERB
azojete-1082	110	9	protocols	protocol	NOUN
azojete-1082	110	10	for	for	ADP
azojete-1082	110	11	batteries	battery	NOUN
azojete-1082	110	12	with	with	ADP
azojete-1082	110	13	machine	machine	NOUN
azojete-1082	110	14	learning	learning	NOUN
azojete-1082	110	15	.	.	PUNCT
azojete-1082	111	1	nature	nature	NOUN
azojete-1082	111	2	,	,	PUNCT
azojete-1082	111	3	578	578	NUM
azojete-1082	111	4	(	(	PUNCT
azojete-1082	111	5	7795	7795	NUM
azojete-1082	111	6	):	):	PUNCT
azojete-1082	111	7	397	397	NUM
azojete-1082	111	8	-	-	SYM
azojete-1082	111	9	402	402	NUM
azojete-1082	111	10	.	.	PUNCT
azojete-1082	112	1	barré	barré	PROPN
azojete-1082	112	2	,	,	PUNCT
azojete-1082	112	3	a.	a.	PROPN
azojete-1082	112	4	,	,	PUNCT
azojete-1082	112	5	deguilhem	deguilhem	PROPN
azojete-1082	112	6	,	,	PUNCT
azojete-1082	112	7	b.	b.	PROPN
azojete-1082	112	8	,	,	PUNCT
azojete-1082	112	9	grolleau	grolleau	PROPN
azojete-1082	112	10	,	,	PUNCT
azojete-1082	112	11	s.	s.	PROPN
azojete-1082	112	12	,	,	PUNCT
azojete-1082	112	13	gérard	gérard	PROPN
azojete-1082	112	14	,	,	PUNCT
azojete-1082	112	15	m.	m.	NOUN
azojete-1082	112	16	,	,	PUNCT
azojete-1082	112	17	suard	suard	PROPN
azojete-1082	112	18	,	,	PUNCT
azojete-1082	112	19	f.	f.	PROPN
azojete-1082	112	20	,	,	PUNCT
azojete-1082	112	21	and	and	CCONJ
azojete-1082	112	22	riu	riu	PROPN
azojete-1082	112	23	,	,	PUNCT
azojete-1082	112	24	d.	d.	PROPN
azojete-1082	112	25	2013	2013	NUM
azojete-1082	112	26	.	.	PUNCT
azojete-1082	113	1	a	a	DET
azojete-1082	113	2	review	review	NOUN
azojete-1082	113	3	on	on	ADP
azojete-1082	113	4	lithium	lithium	NOUN
azojete-1082	113	5	-	-	PUNCT
azojete-1082	113	6	ion	ion	NOUN
azojete-1082	113	7	battery	battery	NOUN
azojete-1082	113	8	ageing	age	VERB
azojete-1082	113	9	mechanisms	mechanism	NOUN
azojete-1082	113	10	and	and	CCONJ
azojete-1082	113	11	estimations	estimation	NOUN
azojete-1082	113	12	for	for	ADP
azojete-1082	113	13	automotive	automotive	ADJ
azojete-1082	113	14	applications	application	NOUN
azojete-1082	113	15	.	.	PUNCT
azojete-1082	114	1	journal	journal	PROPN
azojete-1082	114	2	of	of	ADP
azojete-1082	114	3	power	power	NOUN
azojete-1082	114	4	sources	source	NOUN
azojete-1082	114	5	,	,	PUNCT
azojete-1082	114	6	241	241	NUM
azojete-1082	114	7	:	:	SYM
azojete-1082	114	8	680	680	NUM
azojete-1082	114	9	–	–	PUNCT
azojete-1082	114	10	689	689	NUM
azojete-1082	114	11	.	.	PUNCT
azojete-1082	115	1	berecibar	berecibar	NOUN
azojete-1082	115	2	,	,	PUNCT
azojete-1082	115	3	m.	m.	NOUN
azojete-1082	115	4	,	,	PUNCT
azojete-1082	115	5	gandiaga	gandiaga	NOUN
azojete-1082	115	6	,	,	PUNCT
azojete-1082	115	7	i.	i.	PROPN
azojete-1082	115	8	,	,	PUNCT
azojete-1082	115	9	villarreal	villarreal	NOUN
azojete-1082	115	10	,	,	PUNCT
azojete-1082	115	11	i.	i.	PROPN
azojete-1082	115	12	,	,	PUNCT
azojete-1082	115	13	omar	omar	PROPN
azojete-1082	115	14	,	,	PUNCT
azojete-1082	115	15	n.	n.	PROPN
azojete-1082	115	16	,	,	PUNCT
azojete-1082	115	17	van	van	PROPN
azojete-1082	115	18	mierlo	mierlo	PROPN
azojete-1082	115	19	,	,	PUNCT
azojete-1082	115	20	j.	j.	PROPN
azojete-1082	115	21	,	,	PUNCT
azojete-1082	115	22	and	and	CCONJ
azojete-1082	115	23	van	van	PROPN
azojete-1082	115	24	den	den	PROPN
azojete-1082	115	25	bossche	bossche	PROPN
azojete-1082	115	26	,	,	PUNCT
azojete-1082	115	27	p.	p.	NOUN
azojete-1082	115	28	2016	2016	NUM
azojete-1082	115	29	.	.	PUNCT
azojete-1082	116	1	critical	critical	ADJ
azojete-1082	116	2	review	review	NOUN
azojete-1082	116	3	of	of	ADP
azojete-1082	116	4	state	state	NOUN
azojete-1082	116	5	of	of	ADP
azojete-1082	116	6	health	health	NOUN
azojete-1082	116	7	estimation	estimation	NOUN
azojete-1082	116	8	methods	method	NOUN
azojete-1082	116	9	of	of	ADP
azojete-1082	116	10	li	li	PROPN
azojete-1082	116	11	-	-	PUNCT
azojete-1082	116	12	ion	ion	NOUN
azojete-1082	116	13	batteries	battery	NOUN
azojete-1082	116	14	for	for	ADP
azojete-1082	116	15	real	real	ADJ
azojete-1082	116	16	applications	application	NOUN
azojete-1082	116	17	.	.	PUNCT
azojete-1082	117	1	renewable	renewable	ADJ
azojete-1082	117	2	and	and	CCONJ
azojete-1082	117	3	sustainable	sustainable	ADJ
azojete-1082	117	4	energy	energy	NOUN
azojete-1082	117	5	reviews	review	NOUN
azojete-1082	117	6	,	,	PUNCT
azojete-1082	117	7	56	56	NUM
azojete-1082	117	8	:	:	SYM
azojete-1082	117	9	572	572	NUM
azojete-1082	117	10	-	-	SYM
azojete-1082	117	11	587	587	NUM
azojete-1082	117	12	.	.	PUNCT
azojete-1082	118	1	birkl	birkl	NOUN
azojete-1082	118	2	,	,	PUNCT
azojete-1082	118	3	cr	cr	PROPN
azojete-1082	118	4	.	.	PROPN
azojete-1082	118	5	,	,	PUNCT
azojete-1082	118	6	roberts	roberts	PROPN
azojete-1082	118	7	,	,	PUNCT
azojete-1082	118	8	mr	mr	PROPN
azojete-1082	118	9	.	.	PROPN
azojete-1082	118	10	,	,	PUNCT
azojete-1082	118	11	mcturk	mcturk	PROPN
azojete-1082	118	12	,	,	PUNCT
azojete-1082	118	13	e.	e.	PROPN
azojete-1082	118	14	,	,	PUNCT
azojete-1082	118	15	bruce	bruce	PROPN
azojete-1082	118	16	,	,	PUNCT
azojete-1082	118	17	pg	pg	PROPN
azojete-1082	118	18	.	.	PUNCT
azojete-1082	118	19	and	and	CCONJ
azojete-1082	118	20	howey	howey	PRON
azojete-1082	118	21	,	,	PUNCT
azojete-1082	118	22	da	da	PROPN
azojete-1082	118	23	.	.	PROPN
azojete-1082	118	24	2017	2017	NUM
azojete-1082	118	25	.	.	PUNCT
azojete-1082	119	1	degradation	degradation	NOUN
azojete-1082	119	2	diagnostics	diagnostic	NOUN
azojete-1082	119	3	for	for	ADP
azojete-1082	119	4	lithiumion	lithiumion	NOUN
azojete-1082	119	5	cells	cell	NOUN
azojete-1082	119	6	.	.	PUNCT
azojete-1082	120	1	journal	journal	NOUN
azojete-1082	120	2	of	of	ADP
azojete-1082	120	3	power	power	NOUN
azojete-1082	120	4	sources	source	NOUN
azojete-1082	120	5	,	,	PUNCT
azojete-1082	120	6	341	341	NUM
azojete-1082	120	7	:	:	PUNCT
azojete-1082	120	8	373–386	373–386	NUM
azojete-1082	120	9	.	.	PUNCT
azojete-1082	121	1	chen	chen	PROPN
azojete-1082	121	2	,	,	PUNCT
azojete-1082	121	3	zz	zz	PROPN
azojete-1082	121	4	.	.	PROPN
azojete-1082	121	5	and	and	CCONJ
azojete-1082	121	6	li	li	PROPN
azojete-1082	121	7	,	,	PUNCT
azojete-1082	121	8	wy	wy	PROPN
azojete-1082	121	9	.	.	PROPN
azojete-1082	121	10	2024	2024	NUM
azojete-1082	121	11	.	.	PUNCT
azojete-1082	122	1	unraveling	unravel	VERB
azojete-1082	122	2	the	the	DET
azojete-1082	122	3	degradation	degradation	NOUN
azojete-1082	122	4	mechanisms	mechanism	NOUN
azojete-1082	122	5	of	of	ADP
azojete-1082	122	6	lithium	lithium	NOUN
azojete-1082	122	7	-	-	PUNCT
azojete-1082	122	8	ion	ion	NOUN
azojete-1082	122	9	batteries	battery	NOUN
azojete-1082	122	10	.	.	PUNCT
azojete-1082	123	1	mdpi	mdpi	ADJ
azojete-1082	123	2	batteries	battery	NOUN
azojete-1082	123	3	,	,	PUNCT
azojete-1082	123	4	17(14):3372	17(14):3372	NUM
azojete-1082	123	5	.	.	PUNCT
azojete-1082	123	6	doyle	doyle	PROPN
azojete-1082	123	7	,	,	PUNCT
azojete-1082	123	8	m.	m.	NOUN
azojete-1082	123	9	,	,	PUNCT
azojete-1082	123	10	fuller	full	ADJ
azojete-1082	123	11	,	,	PUNCT
azojete-1082	123	12	tf	tf	PROPN
azojete-1082	123	13	.	.	PUNCT
azojete-1082	123	14	and	and	CCONJ
azojete-1082	123	15	newman	newman	PROPN
azojete-1082	123	16	,	,	PUNCT
azojete-1082	123	17	j.	j.	PROPN
azojete-1082	123	18	1993	1993	NUM
azojete-1082	123	19	.	.	PUNCT
azojete-1082	124	1	modeling	modeling	NOUN
azojete-1082	124	2	of	of	ADP
azojete-1082	124	3	galvanostatic	galvanostatic	ADJ
azojete-1082	124	4	charge	charge	NOUN
azojete-1082	124	5	and	and	CCONJ
azojete-1082	124	6	discharge	discharge	NOUN
azojete-1082	124	7	of	of	ADP
azojete-1082	124	8	the	the	DET
azojete-1082	124	9	lithium	lithium	NOUN
azojete-1082	124	10	/	/	SYM
azojete-1082	124	11	polymer	polymer	NOUN
azojete-1082	124	12	/	/	SYM
azojete-1082	124	13	insertion	insertion	NOUN
azojete-1082	124	14	cell	cell	NOUN
azojete-1082	124	15	.	.	PUNCT
azojete-1082	125	1	journal	journal	NOUN
azojete-1082	125	2	of	of	ADP
azojete-1082	125	3	the	the	DET
azojete-1082	125	4	electrochemical	electrochemical	ADJ
azojete-1082	125	5	society	society	NOUN
azojete-1082	125	6	,	,	PUNCT
azojete-1082	125	7	140(6	140(6	NUM
azojete-1082	125	8	):	):	PUNCT
azojete-1082	125	9	1526	1526	NUM
azojete-1082	125	10	.	.	PUNCT
azojete-1082	126	1	feng	feng	PROPN
azojete-1082	126	2	,	,	PUNCT
azojete-1082	126	3	x.	x.	PROPN
azojete-1082	126	4	,	,	PUNCT
azojete-1082	126	5	ouyang	ouyang	PROPN
azojete-1082	126	6	,	,	PUNCT
azojete-1082	126	7	m.	m.	NOUN
azojete-1082	126	8	,	,	PUNCT
azojete-1082	126	9	liu	liu	PROPN
azojete-1082	126	10	,	,	PUNCT
azojete-1082	126	11	x.	x.	PROPN
azojete-1082	126	12	,	,	PUNCT
azojete-1082	126	13	lu	lu	PROPN
azojete-1082	126	14	,	,	PUNCT
azojete-1082	126	15	l.	l.	PROPN
azojete-1082	126	16	,	,	PUNCT
azojete-1082	126	17	xia	xia	PROPN
azojete-1082	126	18	,	,	PUNCT
azojete-1082	126	19	y.	y.	PROPN
azojete-1082	126	20	and	and	CCONJ
azojete-1082	126	21	he	he	PRON
azojete-1082	126	22	,	,	PUNCT
azojete-1082	126	23	x.	x.	NOUN
azojete-1082	126	24	2019	2019	NUM
azojete-1082	126	25	.	.	PUNCT
azojete-1082	127	1	a	a	DET
azojete-1082	127	2	review	review	NOUN
azojete-1082	127	3	of	of	ADP
azojete-1082	127	4	early	early	ADJ
azojete-1082	127	5	warning	warning	NOUN
azojete-1082	127	6	signs	sign	NOUN
azojete-1082	127	7	for	for	ADP
azojete-1082	127	8	lithium	lithium	NOUN
azojete-1082	127	9	-	-	PUNCT
azojete-1082	127	10	ion	ion	NOUN
azojete-1082	127	11	battery	battery	NOUN
azojete-1082	127	12	failure	failure	NOUN
azojete-1082	127	13	.	.	PUNCT
azojete-1082	128	1	etransportation	etransportation	NOUN
azojete-1082	128	2	,	,	PUNCT
azojete-1082	128	3	1	1	NUM
azojete-1082	128	4	:	:	SYM
azojete-1082	128	5	100003	100003	NUM
azojete-1082	128	6	.	.	PUNCT
azojete-1082	129	1	huzaifa	huzaifa	PROPN
azojete-1082	129	2	,	,	PUNCT
azojete-1082	129	3	r.	r.	PROPN
azojete-1082	129	4	,	,	PUNCT
azojete-1082	129	5	muhammad	muhammad	PROPN
azojete-1082	129	6	,	,	PUNCT
azojete-1082	129	7	k.	k.	PROPN
azojete-1082	129	8	and	and	CCONJ
azojete-1082	129	9	naveed	naveed	PROPN
azojete-1082	129	10	,	,	PUNCT
azojete-1082	129	11	a.	a.	NOUN
azojete-1082	129	12	2022	2022	NUM
azojete-1082	129	13	.	.	PUNCT
azojete-1082	130	1	machine	machine	NOUN
azojete-1082	130	2	learning	learning	NOUN
azojete-1082	130	3	in	in	ADP
azojete-1082	130	4	state	state	NOUN
azojete-1082	130	5	of	of	ADP
azojete-1082	130	6	health	health	NOUN
azojete-1082	130	7	and	and	CCONJ
azojete-1082	130	8	remaining	remain	VERB
azojete-1082	130	9	useful	useful	ADJ
azojete-1082	130	10	life	life	NOUN
azojete-1082	130	11	estimation	estimation	NOUN
azojete-1082	130	12	.	.	PUNCT
azojete-1082	131	1	theoretical	theoretical	ADJ
azojete-1082	131	2	and	and	CCONJ
azojete-1082	131	3	technological	technological	ADJ
azojete-1082	131	4	development	development	NOUN
azojete-1082	131	5	in	in	ADP
azojete-1082	131	6	battery	battery	NOUN
azojete-1082	131	7	degradation	degradation	NOUN
azojete-1082	131	8	modelling	modelling	NOUN
azojete-1082	131	9	.	.	PUNCT
azojete-1082	132	1	renewable	renewable	ADJ
azojete-1082	132	2	and	and	CCONJ
azojete-1082	132	3	sustainable	sustainable	ADJ
azojete-1082	132	4	energy	energy	NOUN
azojete-1082	132	5	reviews	review	NOUN
azojete-1082	132	6	156	156	NUM
azojete-1082	132	7	(	(	PUNCT
azojete-1082	132	8	2022	2022	NUM
azojete-1082	132	9	):	):	PUNCT
azojete-1082	132	10	111903	111903	NUM
azojete-1082	132	11	liu	liu	PROPN
azojete-1082	132	12	s.	s.	PROPN
azojete-1082	132	13	,	,	PUNCT
azojete-1082	132	14	zhang	zhang	PROPN
azojete-1082	132	15	h.	h.	PROPN
azojete-1082	132	16	,	,	PUNCT
azojete-1082	132	17	wang	wang	PROPN
azojete-1082	132	18	x.	x.	PROPN
azojete-1082	132	19	and	and	CCONJ
azojete-1082	132	20	zhang	zhang	PROPN
azojete-1082	132	21	l.	l.	PROPN
azojete-1082	132	22	2024	2024	NUM
azojete-1082	132	23	.	.	PUNCT
azojete-1082	133	1	side	side	NOUN
azojete-1082	133	2	reactions	reaction	NOUN
azojete-1082	133	3	/	/	SYM
azojete-1082	133	4	changes	change	NOUN
azojete-1082	133	5	in	in	ADP
azojete-1082	133	6	lithium‐ion	lithium‐ion	NOUN
azojete-1082	133	7	batteries	battery	NOUN
azojete-1082	133	8	:	:	PUNCT
azojete-1082	133	9	mechanisms	mechanism	NOUN
azojete-1082	133	10	and	and	CCONJ
azojete-1082	133	11	impacts	impact	NOUN
azojete-1082	133	12	.	.	PUNCT
azojete-1082	134	1	advanced	advanced	ADJ
azojete-1082	134	2	materials	material	NOUN
azojete-1082	134	3	,	,	PUNCT
azojete-1082	134	4	36(5	36(5	NUM
azojete-1082	134	5	):	):	PUNCT
azojete-1082	134	6	2201482	2201482	NUM
azojete-1082	134	7	.	.	PUNCT
azojete-1082	135	1	schimpe	schimpe	PROPN
azojete-1082	135	2	,	,	PUNCT
azojete-1082	135	3	m.	m.	NOUN
azojete-1082	135	4	,	,	PUNCT
azojete-1082	135	5	naumann	naumann	NOUN
azojete-1082	135	6	,	,	PUNCT
azojete-1082	135	7	m.	m.	NOUN
azojete-1082	135	8	,	,	PUNCT
azojete-1082	135	9	truong	truong	PROPN
azojete-1082	135	10	,	,	PUNCT
azojete-1082	135	11	cn	cn	PROPN
azojete-1082	135	12	.	.	PROPN
azojete-1082	135	13	,	,	PUNCT
azojete-1082	135	14	hesse	hesse	PROPN
azojete-1082	135	15	,	,	PUNCT
azojete-1082	135	16	hc	hc	PROPN
azojete-1082	135	17	.	.	PROPN
azojete-1082	135	18	,	,	PUNCT
azojete-1082	135	19	santhanagopalan	santhanagopalan	NOUN
azojete-1082	135	20	,	,	PUNCT
azojete-1082	135	21	s.	s.	PROPN
azojete-1082	135	22	,	,	PUNCT
azojete-1082	135	23	saxon	saxon	PROPN
azojete-1082	135	24	,	,	PUNCT
azojete-1082	135	25	a.	a.	NOUN
azojete-1082	135	26	and	and	CCONJ
azojete-1082	135	27	jossen	jossen	PROPN
azojete-1082	135	28	,	,	PUNCT
azojete-1082	135	29	a.	a.	NOUN
azojete-1082	135	30	2018	2018	NUM
azojete-1082	135	31	.	.	PUNCT
azojete-1082	136	1	energy	energy	NOUN
azojete-1082	136	2	efficiency	efficiency	NOUN
azojete-1082	136	3	evaluation	evaluation	NOUN
azojete-1082	136	4	of	of	ADP
azojete-1082	136	5	a	a	DET
azojete-1082	136	6	stationary	stationary	ADJ
azojete-1082	136	7	lithium	lithium	NOUN
azojete-1082	136	8	-	-	PUNCT
azojete-1082	136	9	ion	ion	NOUN
azojete-1082	136	10	battery	battery	NOUN
azojete-1082	136	11	container	container	NOUN
azojete-1082	136	12	storage	storage	NOUN
azojete-1082	136	13	system	system	NOUN
azojete-1082	136	14	via	via	ADP
azojete-1082	136	15	electro	electro	ADJ
azojete-1082	136	16	-	-	PUNCT
azojete-1082	136	17	thermal	thermal	NOUN
azojete-1082	136	18	modeling	modeling	NOUN
azojete-1082	136	19	and	and	CCONJ
azojete-1082	136	20	detailed	detailed	ADJ
azojete-1082	136	21	component	component	NOUN
azojete-1082	136	22	analysis	analysis	NOUN
azojete-1082	136	23	.	.	PUNCT
azojete-1082	137	1	applied	apply	VERB
azojete-1082	137	2	energy	energy	NOUN
azojete-1082	137	3	,	,	PUNCT
azojete-1082	137	4	210	210	NUM
azojete-1082	137	5	:	:	PUNCT
azojete-1082	137	6	211–229	211–229	NUM
azojete-1082	137	7	.	.	X
azojete-1082	138	1	smith	smith	PROPN
azojete-1082	138	2	,	,	PUNCT
azojete-1082	138	3	k.	k.	PROPN
azojete-1082	138	4	,	,	PUNCT
azojete-1082	138	5	and	and	CCONJ
azojete-1082	138	6	kim	kim	PROPN
azojete-1082	138	7	,	,	PUNCT
azojete-1082	138	8	gh	gh	PROPN
azojete-1082	138	9	.	.	PROPN
azojete-1082	138	10	2010	2010	NUM
azojete-1082	138	11	.	.	PUNCT
azojete-1082	139	1	they	they	PRON
azojete-1082	139	2	focused	focus	VERB
azojete-1082	139	3	on	on	ADP
azojete-1082	139	4	modeling	model	VERB
azojete-1082	139	5	the	the	DET
azojete-1082	139	6	nonuniform	nonuniform	ADJ
azojete-1082	139	7	degradation	degradation	NOUN
azojete-1082	139	8	in	in	ADP
azojete-1082	139	9	large	large	ADJ
azojete-1082	139	10	-	-	PUNCT
azojete-1082	139	11	format	format	NOUN
azojete-1082	139	12	li	li	NOUN
azojete-1082	139	13	-	-	PUNCT
azojete-1082	139	14	ion	ion	NOUN
azojete-1082	139	15	batteries	battery	NOUN
azojete-1082	139	16	.	.	PUNCT
azojete-1082	140	1	journal	journal	PROPN
azojete-1082	140	2	of	of	ADP
azojete-1082	140	3	power	power	NOUN
azojete-1082	140	4	sources	source	NOUN
azojete-1082	140	5	.	.	PUNCT
azojete-1082	141	1	smith	smith	PROPN
azojete-1082	141	2	,	,	PUNCT
azojete-1082	141	3	k.	k.	PROPN
azojete-1082	141	4	,	,	PUNCT
azojete-1082	141	5	kim	kim	PROPN
azojete-1082	141	6	,	,	PUNCT
azojete-1082	141	7	gh	gh	PROPN
azojete-1082	141	8	.	.	PROPN
azojete-1082	141	9	,	,	PUNCT
azojete-1082	141	10	darcy	darcy	PROPN
azojete-1082	141	11	,	,	PUNCT
azojete-1082	141	12	e.	e.	PROPN
azojete-1082	141	13	and	and	CCONJ
azojete-1082	141	14	pesaran	pesaran	PROPN
azojete-1082	141	15	,	,	PUNCT
azojete-1082	141	16	a.	a.	NOUN
azojete-1082	141	17	2010	2010	NUM
azojete-1082	141	18	.	.	PUNCT
azojete-1082	142	1	thermal	thermal	ADJ
azojete-1082	142	2	/	/	SYM
azojete-1082	142	3	electrical	electrical	ADJ
azojete-1082	142	4	modeling	modeling	NOUN
azojete-1082	142	5	for	for	ADP
azojete-1082	142	6	abuse‐tolerant	abuse‐tolerant	ADJ
azojete-1082	142	7	design	design	NOUN
azojete-1082	142	8	of	of	ADP
azojete-1082	142	9	lithium	lithium	NOUN
azojete-1082	142	10	-	-	PUNCT
azojete-1082	142	11	ion	ion	NOUN
azojete-1082	142	12	modules	module	NOUN
azojete-1082	142	13	.	.	PUNCT
azojete-1082	143	1	international	international	ADJ
azojete-1082	143	2	journal	journal	PROPN
azojete-1082	143	3	of	of	ADP
azojete-1082	143	4	energy	energy	NOUN
azojete-1082	143	5	research	research	NOUN
azojete-1082	143	6	,	,	PUNCT
azojete-1082	143	7	34(2	34(2	NUM
azojete-1082	143	8	):	):	PUNCT
azojete-1082	143	9	204	204	NUM
azojete-1082	143	10	-	-	SYM
azojete-1082	143	11	215	215	NUM
azojete-1082	143	12	.	.	PUNCT
azojete-1082	144	1	severson	severson	PROPN
azojete-1082	144	2	,	,	PUNCT
azojete-1082	144	3	ka	ka	PROPN
azojete-1082	144	4	.	.	PROPN
azojete-1082	144	5	,	,	PUNCT
azojete-1082	144	6	attia	attia	PROPN
azojete-1082	144	7	,	,	PUNCT
azojete-1082	144	8	pm	pm	PROPN
azojete-1082	144	9	.	.	PROPN
azojete-1082	144	10	,	,	PUNCT
azojete-1082	144	11	jin	jin	NOUN
azojete-1082	144	12	,	,	PUNCT
azojete-1082	144	13	n.	n.	PROPN
azojete-1082	144	14	,	,	PUNCT
azojete-1082	144	15	perkins	perkins	PROPN
azojete-1082	144	16	,	,	PUNCT
azojete-1082	144	17	n.	n.	PROPN
azojete-1082	144	18	,	,	PUNCT
azojete-1082	144	19	jiang	jiang	PROPN
azojete-1082	144	20	,	,	PUNCT
azojete-1082	144	21	b.	b.	PROPN
azojete-1082	144	22	,	,	PUNCT
azojete-1082	144	23	yang	yang	PROPN
azojete-1082	144	24	,	,	PUNCT
azojete-1082	144	25	z.	z.	PROPN
azojete-1082	144	26	and	and	CCONJ
azojete-1082	144	27	braatz	braatz	PROPN
azojete-1082	144	28	,	,	PUNCT
azojete-1082	144	29	rd	rd	NOUN
azojete-1082	144	30	.	.	PROPN
azojete-1082	144	31	2019	2019	NUM
azojete-1082	144	32	.	.	PUNCT
azojete-1082	145	1	data	data	NOUN
azojete-1082	145	2	-	-	PUNCT
azojete-1082	145	3	driven	drive	VERB
azojete-1082	145	4	prediction	prediction	NOUN
azojete-1082	145	5	of	of	ADP
azojete-1082	145	6	battery	battery	NOUN
azojete-1082	145	7	cycle	cycle	NOUN
azojete-1082	145	8	life	life	NOUN
azojete-1082	145	9	before	before	ADP
azojete-1082	145	10	capacity	capacity	NOUN
azojete-1082	145	11	degradation	degradation	NOUN
azojete-1082	145	12	.	.	PUNCT
azojete-1082	146	1	nature	nature	NOUN
azojete-1082	146	2	energy	energy	NOUN
azojete-1082	146	3	,	,	PUNCT
azojete-1082	146	4	4(5	4(5	NUM
azojete-1082	146	5	):	):	PUNCT
azojete-1082	146	6	383	383	NUM
azojete-1082	146	7	-	-	SYM
azojete-1082	146	8	391	391	NUM
azojete-1082	146	9	.	.	PUNCT
azojete-1082	147	1	wang	wang	PROPN
azojete-1082	147	2	y.	y.	PROPN
azojete-1082	147	3	,	,	PUNCT
azojete-1082	147	4	zhang	zhang	PROPN
azojete-1082	147	5	h.	h.	PROPN
azojete-1082	147	6	,	,	PUNCT
azojete-1082	147	7	li	li	PROPN
azojete-1082	147	8	j.	j.	PROPN
azojete-1082	147	9	,	,	PUNCT
azojete-1082	147	10	liu	liu	PROPN
azojete-1082	147	11	s.	s.	PROPN
azojete-1082	147	12	and	and	CCONJ
azojete-1082	147	13	xu	xu	PROPN
azojete-1082	147	14	z.	z.	PROPN
azojete-1082	147	15	2024	2024	NUM
azojete-1082	147	16	.	.	PUNCT
azojete-1082	148	1	performance	performance	NOUN
azojete-1082	148	2	degradation	degradation	NOUN
azojete-1082	148	3	and	and	CCONJ
azojete-1082	148	4	failure	failure	NOUN
azojete-1082	148	5	characterization	characterization	NOUN
azojete-1082	148	6	of	of	ADP
azojete-1082	148	7	liion	liion	PROPN
azojete-1082	148	8	batteries	battery	NOUN
azojete-1082	148	9	.	.	PUNCT
azojete-1082	149	1	journal	journal	PROPN
azojete-1082	149	2	of	of	ADP
azojete-1082	149	3	power	power	NOUN
azojete-1082	149	4	sources	source	NOUN
azojete-1082	149	5	,	,	PUNCT
azojete-1082	149	6	589	589	NUM
azojete-1082	149	7	:	:	SYM
azojete-1082	149	8	233456	233456	NUM
azojete-1082	149	9	.	.	PUNCT
azojete-1082	150	1	wang	wang	PROPN
azojete-1082	150	2	y.	y.	PROPN
azojete-1082	150	3	,	,	PUNCT
azojete-1082	150	4	zhang	zhang	PROPN
azojete-1082	150	5	l.	l.	PROPN
azojete-1082	150	6	,	,	PUNCT
azojete-1082	150	7	li	li	PROPN
azojete-1082	150	8	j.	j.	PROPN
azojete-1082	150	9	and	and	CCONJ
azojete-1082	150	10	liu	liu	PROPN
azojete-1082	150	11	q.	q.	PROPN
azojete-1082	150	12	2024	2024	NUM
azojete-1082	150	13	.	.	PUNCT
azojete-1082	150	14	exploring	explore	VERB
azojete-1082	150	15	lithium	lithium	NOUN
azojete-1082	150	16	-	-	PUNCT
azojete-1082	150	17	ion	ion	NOUN
azojete-1082	150	18	battery	battery	NOUN
azojete-1082	150	19	degradation	degradation	NOUN
azojete-1082	150	20	:	:	PUNCT
azojete-1082	150	21	a	a	DET
azojete-1082	150	22	concise	concise	ADJ
azojete-1082	150	23	review	review	NOUN
azojete-1082	150	24	of	of	ADP
azojete-1082	150	25	critical	critical	ADJ
azojete-1082	150	26	factors	factor	NOUN
azojete-1082	150	27	,	,	PUNCT
azojete-1082	150	28	impacts	impact	NOUN
azojete-1082	150	29	,	,	PUNCT
azojete-1082	150	30	data	datum	NOUN
azojete-1082	150	31	-	-	PUNCT
azojete-1082	150	32	driven	drive	VERB
azojete-1082	150	33	degradation	degradation	NOUN
azojete-1082	150	34	estimation	estimation	NOUN
azojete-1082	150	35	techniques	technique	NOUN
azojete-1082	150	36	,	,	PUNCT
azojete-1082	150	37	and	and	CCONJ
azojete-1082	150	38	sustainable	sustainable	ADJ
azojete-1082	150	39	directions	direction	NOUN
azojete-1082	150	40	for	for	ADP
azojete-1082	150	41	energy	energy	NOUN
azojete-1082	150	42	storage	storage	NOUN
azojete-1082	150	43	systems	system	NOUN
azojete-1082	150	44	.	.	PUNCT
azojete-1082	151	1	mdpi	mdpi	PROPN
azojete-1082	151	2	batteries	battery	NOUN
azojete-1082	151	3	,	,	PUNCT
azojete-1082	151	4	10	10	NUM
azojete-1082	151	5	(	(	PUNCT
azojete-1082	151	6	7	7	NUM
azojete-1082	151	7	):	):	PUNCT
azojete-1082	151	8	220	220	NUM
azojete-1082	151	9	.	.	PUNCT
azojete-1082	152	1	weng	weng	PROPN
azojete-1082	152	2	,	,	PUNCT
azojete-1082	152	3	c.	c.	PROPN
azojete-1082	152	4	,	,	PUNCT
azojete-1082	152	5	sun	sun	PROPN
azojete-1082	152	6	,	,	PUNCT
azojete-1082	152	7	j.	j.	PROPN
azojete-1082	152	8	and	and	CCONJ
azojete-1082	152	9	peng	peng	PROPN
azojete-1082	152	10	,	,	PUNCT
azojete-1082	152	11	h.	h.	PROPN
azojete-1082	152	12	2013	2013	NUM
azojete-1082	152	13	.	.	PUNCT
azojete-1082	153	1	on	on	ADP
azojete-1082	153	2	-	-	PUNCT
azojete-1082	153	3	board	board	NOUN
azojete-1082	153	4	state	state	NOUN
azojete-1082	153	5	of	of	ADP
azojete-1082	153	6	health	health	NOUN
azojete-1082	153	7	monitoring	monitoring	NOUN
azojete-1082	153	8	of	of	ADP
azojete-1082	153	9	lithium	lithium	NOUN
azojete-1082	153	10	-	-	PUNCT
azojete-1082	153	11	ion	ion	NOUN
azojete-1082	153	12	batteries	battery	NOUN
azojete-1082	153	13	using	use	VERB
azojete-1082	153	14	incremental	incremental	ADJ
azojete-1082	153	15	capacity	capacity	NOUN
azojete-1082	153	16	analysis	analysis	NOUN
azojete-1082	153	17	with	with	ADP
azojete-1082	153	18	support	support	NOUN
azojete-1082	153	19	vector	vector	NOUN
azojete-1082	153	20	regression	regression	NOUN
azojete-1082	153	21	.	.	PUNCT
azojete-1082	154	1	journal	journal	PROPN
azojete-1082	154	2	of	of	ADP
azojete-1082	154	3	power	power	NOUN
azojete-1082	154	4	sources	source	NOUN
azojete-1082	154	5	,	,	PUNCT
azojete-1082	154	6	235	235	NUM
azojete-1082	154	7	,	,	PUNCT
azojete-1082	154	8	36–44	36–44	NUM
azojete-1082	154	9	.	.	PUNCT
azojete-1082	155	1	yang	yang	PROPN
azojete-1082	155	2	,	,	PUNCT
azojete-1082	155	3	x.	x.	PROPN
azojete-1082	155	4	g.	g.	PROPN
azojete-1082	155	5	,	,	PUNCT
azojete-1082	155	6	liu	liu	PROPN
azojete-1082	155	7	,	,	PUNCT
azojete-1082	155	8	t.	t.	PROPN
azojete-1082	155	9	,	,	PUNCT
azojete-1082	155	10	gao	gao	PROPN
azojete-1082	155	11	,	,	PUNCT
azojete-1082	155	12	y.	y.	PROPN
azojete-1082	155	13	,	,	PUNCT
azojete-1082	155	14	ge	ge	PROPN
azojete-1082	155	15	,	,	PUNCT
azojete-1082	155	16	s.	s.	PROPN
azojete-1082	155	17	,	,	PUNCT
azojete-1082	155	18	leng	leng	PROPN
azojete-1082	155	19	,	,	PUNCT
azojete-1082	155	20	y.	y.	PROPN
azojete-1082	155	21	,	,	PUNCT
azojete-1082	155	22	wang	wang	PROPN
azojete-1082	155	23	,	,	PUNCT
azojete-1082	155	24	d.	d.	PROPN
azojete-1082	155	25	and	and	CCONJ
azojete-1082	155	26	wang	wang	PROPN
azojete-1082	155	27	,	,	PUNCT
azojete-1082	155	28	cy	cy	PROPN
azojete-1082	155	29	.	.	PROPN
azojete-1082	155	30	2019	2019	NUM
azojete-1082	155	31	.	.	PUNCT
azojete-1082	156	1	asymmetric	asymmetric	ADJ
azojete-1082	156	2	temperature	temperature	NOUN
azojete-1082	156	3	modulation	modulation	NOUN
azojete-1082	156	4	for	for	ADP
azojete-1082	156	5	extreme	extreme	ADJ
azojete-1082	156	6	fast	fast	ADJ
azojete-1082	156	7	charging	charging	NOUN
azojete-1082	156	8	of	of	ADP
azojete-1082	156	9	lithium	lithium	NOUN
azojete-1082	156	10	-	-	PUNCT
azojete-1082	156	11	ion	ion	NOUN
azojete-1082	156	12	batteries	battery	NOUN
azojete-1082	156	13	.	.	PUNCT
azojete-1082	157	1	joule	joule	NOUN
azojete-1082	157	2	,	,	PUNCT
azojete-1082	157	3	3(12	3(12	NUM
azojete-1082	157	4	):	):	PUNCT
azojete-1082	157	5	3002	3002	NUM
azojete-1082	157	6	-	-	SYM
azojete-1082	157	7	3019	3019	NUM
azojete-1082	157	8	.	.	PUNCT
azojete-1082	158	1	zhang	zhang	PROPN
azojete-1082	158	2	h.	h.	PROPN
azojete-1082	158	3	,	,	PUNCT
azojete-1082	158	4	liu	liu	PROPN
azojete-1082	158	5	s.	s.	PROPN
azojete-1082	158	6	,	,	PUNCT
azojete-1082	158	7	chen	chen	PROPN
azojete-1082	158	8	x.	x.	PROPN
azojete-1082	158	9	and	and	CCONJ
azojete-1082	158	10	yang	yang	PROPN
azojete-1082	158	11	w.	w.	PROPN
azojete-1082	158	12	2024	2024	NUM
azojete-1082	158	13	.	.	PUNCT
azojete-1082	159	1	stress	stress	NOUN
azojete-1082	159	2	-	-	PUNCT
azojete-1082	159	3	dependent	dependent	ADJ
azojete-1082	159	4	capacity	capacity	NOUN
azojete-1082	159	5	fade	fade	NOUN
azojete-1082	159	6	behavior	behavior	NOUN
azojete-1082	159	7	and	and	CCONJ
azojete-1082	159	8	mechanism	mechanism	NOUN
azojete-1082	159	9	of	of	ADP
azojete-1082	159	10	lithium	lithium	NOUN
azojete-1082	159	11	-	-	PUNCT
azojete-1082	159	12	ion	ion	NOUN
azojete-1082	159	13	batteries	battery	NOUN
azojete-1082	159	14	.	.	PUNCT
azojete-1082	160	1	journal	journal	PROPN
azojete-1082	160	2	of	of	ADP
azojete-1082	160	3	energy	energy	NOUN
azojete-1082	160	4	storage	storage	NOUN
azojete-1082	160	5	,	,	PUNCT
azojete-1082	160	6	40	40	NUM
azojete-1082	160	7	:	:	SYM
azojete-1082	160	8	102853	102853	NUM
azojete-1082	160	9	.	.	PUNCT
azojete-1082	161	1	zhang	zhang	PROPN
azojete-1082	161	2	,	,	PUNCT
azojete-1082	161	3	x.	x.	PROPN
azojete-1082	161	4	,	,	PUNCT
azojete-1082	161	5	sun	sun	PROPN
azojete-1082	161	6	,	,	PUNCT
azojete-1082	161	7	f.	f.	PROPN
azojete-1082	161	8	,	,	PUNCT
azojete-1082	161	9	pecht	pecht	NOUN
azojete-1082	161	10	,	,	PUNCT
azojete-1082	161	11	m.	m.	NOUN
azojete-1082	161	12	and	and	CCONJ
azojete-1082	161	13	sun	sun	NOUN
azojete-1082	161	14	,	,	PUNCT
azojete-1082	161	15	j.	j.	PROPN
azojete-1082	161	16	2020	2020	PROPN
azojete-1082	161	17	.	.	PUNCT
azojete-1082	161	18	battery	battery	NOUN
azojete-1082	161	19	management	management	NOUN
azojete-1082	161	20	algorithm	algorithm	NOUN
azojete-1082	161	21	for	for	ADP
azojete-1082	161	22	electric	electric	ADJ
azojete-1082	161	23	vehicles	vehicle	NOUN
azojete-1082	161	24	:	:	PUNCT
azojete-1082	161	25	state	state	NOUN
azojete-1082	161	26	-	-	PUNCT
azojete-1082	161	27	ofthe	ofthe	NOUN
azojete-1082	161	28	-	-	PUNCT
azojete-1082	161	29	art	art	NOUN
azojete-1082	161	30	and	and	CCONJ
azojete-1082	161	31	future	future	ADJ
azojete-1082	161	32	trends	trend	NOUN
azojete-1082	161	33	.	.	PUNCT
azojete-1082	162	1	15	15	NUM
azojete-1082	162	2	-	-	SYM
azojete-1082	162	3	3972	3972	NUM
azojete-1082	162	4	-	-	SYM
azojete-1082	162	5	8	8	NUM
azojete-1082	162	6	http://www.azojete.com.ng/	http://www.azojete.com.ng/	NOUN
azojete-1082	162	7	mailto:mag1898@unimaid.edu.ng	mailto:mag1898@unimaid.edu.ng	PRON