id	sid	tid	token	lemma	pos
cana-5916	1	1	communications	communication	NOUN
cana-5916	1	2	on	on	ADP
cana-5916	1	3	applied	apply	VERB
cana-5916	1	4	nonlinear	nonlinear	ADJ
cana-5916	1	5	analysis	analysis	NOUN
cana-5916	1	6	issn	issn	NOUN
cana-5916	1	7	:	:	PUNCT
cana-5916	1	8	1074	1074	NUM
cana-5916	1	9	-	-	PUNCT
cana-5916	1	10	133x	133x	NUM
cana-5916	1	11	vol	vol	VERB
cana-5916	1	12	32	32	NUM
cana-5916	1	13	no	no	NOUN
cana-5916	1	14	.	.	PUNCT
cana-5916	2	1	10s	10	NOUN
cana-5916	2	2	(	(	PUNCT
cana-5916	2	3	2025	2025	NUM
cana-5916	2	4	)	)	PUNCT
cana-5916	2	5	3038	3038	NUM
cana-5916	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	2	7	optimization	optimization	NOUN
cana-5916	2	8	of	of	ADP
cana-5916	2	9	cspbi₃-based	cspbi₃-base	VERB
cana-5916	2	10	all	all	PRON
cana-5916	2	11	-	-	PUNCT
cana-5916	2	12	inorganic	inorganic	ADJ
cana-5916	2	13	perovskite	perovskite	NOUN
cana-5916	2	14	solar	solar	ADJ
cana-5916	2	15	cells	cell	NOUN
cana-5916	2	16	using	use	VERB
cana-5916	2	17	machine	machine	NOUN
cana-5916	2	18	learning	learning	NOUN
cana-5916	2	19	:	:	PUNCT
cana-5916	2	20	a	a	DET
cana-5916	2	21	framework	framework	NOUN
cana-5916	2	22	supported	support	VERB
cana-5916	2	23	by	by	ADP
cana-5916	2	24	scaps-1d	scaps-1d	PROPN
cana-5916	2	25	and	and	CCONJ
cana-5916	2	26	shap	shap	PROPN
cana-5916	2	27	manoj	manoj	PROPN
cana-5916	2	28	kumar	kumar	PROPN
cana-5916	2	29	nigam1	nigam1	PROPN
cana-5916	2	30	,	,	PUNCT
cana-5916	2	31	sivaneasan	sivaneasan	ADJ
cana-5916	2	32	bala	bala	PROPN
cana-5916	2	33	krishnan2	krishnan2	PROPN
cana-5916	2	34	,	,	PUNCT
cana-5916	2	35	pravin	pravin	PROPN
cana-5916	2	36	r.	r.	PROPN
cana-5916	2	37	kshirsagar3	kshirsagar3	PROPN
cana-5916	3	1	dr	dr	PROPN
cana-5916	3	2	.	.	PROPN
cana-5916	3	3	mahima	mahima	PROPN
cana-5916	3	4	nand4	nand4	PROPN
cana-5916	3	5	1professor	1professor	NUM
cana-5916	3	6	&	&	CCONJ
cana-5916	3	7	head	head	PROPN
cana-5916	3	8	department	department	PROPN
cana-5916	3	9	of	of	ADP
cana-5916	3	10	electrical	electrical	ADJ
cana-5916	3	11	engineering	engineering	PROPN
cana-5916	3	12	kalinga	kalinga	PROPN
cana-5916	3	13	university	university	PROPN
cana-5916	3	14	,	,	PUNCT
cana-5916	3	15	raipur	raipur	PROPN
cana-5916	3	16	(	(	PUNCT
cana-5916	3	17	c.g	c.g	PROPN
cana-5916	3	18	.	.	PROPN
cana-5916	3	19	)	)	PUNCT
cana-5916	4	1	india	india	PROPN
cana-5916	4	2	nigam74_123@yahoo.com	nigam74_123@yahoo.com	PROPN
cana-5916	4	3	2ceng	2ceng	PROPN
cana-5916	4	4	,	,	PUNCT
cana-5916	4	5	smieee	smieee	NOUN
cana-5916	4	6	,	,	PUNCT
cana-5916	4	7	miet	miet	NOUN
cana-5916	4	8	,	,	PUNCT
cana-5916	4	9	associate	associate	ADJ
cana-5916	4	10	professor	professor	NOUN
cana-5916	4	11	engineering	engineering	NOUN
cana-5916	4	12	cluster	cluster	PROPN
cana-5916	4	13	singapore	singapore	PROPN
cana-5916	4	14	institute	institute	PROPN
cana-5916	4	15	of	of	ADP
cana-5916	4	16	technology	technology	PROPN
cana-5916	4	17	sivaneasan@singaporetech.edu.sg	sivaneasan@singaporetech.edu.sg	NOUN
cana-5916	4	18	3professor	3professor	NUM
cana-5916	4	19	,	,	PUNCT
cana-5916	4	20	headelectronics	headelectronic	NOUN
cana-5916	4	21	&	&	CCONJ
cana-5916	4	22	telecommunication	telecommunication	NOUN
cana-5916	4	23	engineering	engineering	PROPN
cana-5916	4	24	&	&	CCONJ
cana-5916	4	25	dean	dean	PROPN
cana-5916	4	26	(	(	PUNCT
cana-5916	4	27	r&d	r&d	PROPN
cana-5916	4	28	)	)	PUNCT
cana-5916	4	29	,	,	PUNCT
cana-5916	4	30	j	j	PROPN
cana-5916	5	1	d	d	PROPN
cana-5916	5	2	college	college	PROPN
cana-5916	5	3	of	of	ADP
cana-5916	5	4	engineering	engineering	PROPN
cana-5916	5	5	&	&	CCONJ
cana-5916	5	6	management	management	PROPN
cana-5916	5	7	,	,	PUNCT
cana-5916	5	8	nagpur	nagpur	PROPN
cana-5916	5	9	,	,	PUNCT
cana-5916	5	10	india	india	PROPN
cana-5916	5	11	pravinrk88@yahoo.com	pravinrk88@yahoo.com	X
cana-5916	6	1	4assistant	4assistant	NUM
cana-5916	6	2	professor	professor	NOUN
cana-5916	6	3	school	school	NOUN
cana-5916	6	4	of	of	ADP
cana-5916	6	5	art	art	NOUN
cana-5916	6	6	and	and	CCONJ
cana-5916	6	7	design	design	NOUN
cana-5916	6	8	woxsen	woxsen	PROPN
cana-5916	6	9	university	university	PROPN
cana-5916	6	10	hyderabad	hyderabad	PROPN
cana-5916	6	11	dr.mahimanand@gmail.com	dr.mahimanand@gmail.com	PROPN
cana-5916	6	12	article	article	NOUN
cana-5916	6	13	history	history	NOUN
cana-5916	6	14	:	:	PUNCT
cana-5916	6	15	received	receive	VERB
cana-5916	6	16	:	:	PUNCT
cana-5916	6	17	02	02	NUM
cana-5916	6	18	-	-	PUNCT
cana-5916	6	19	01	01	NUM
cana-5916	6	20	-	-	PUNCT
cana-5916	6	21	2025	2025	NUM
cana-5916	6	22	revised	revise	VERB
cana-5916	6	23	:	:	PUNCT
cana-5916	6	24	25	25	NUM
cana-5916	6	25	-	-	PUNCT
cana-5916	6	26	02	02	NUM
cana-5916	6	27	-	-	PUNCT
cana-5916	6	28	2025	2025	NUM
cana-5916	6	29	accepted	accept	VERB
cana-5916	6	30	:	:	PUNCT
cana-5916	6	31	20	20	NUM
cana-5916	6	32	-	-	SYM
cana-5916	6	33	03	03	NUM
cana-5916	6	34	-	-	PUNCT
cana-5916	6	35	2025	2025	NUM
cana-5916	6	36	abstract	abstract	NOUN
cana-5916	6	37	—	—	PUNCT
cana-5916	6	38	this	this	DET
cana-5916	6	39	paper	paper	NOUN
cana-5916	6	40	introduces	introduce	VERB
cana-5916	6	41	a	a	DET
cana-5916	6	42	machine	machine	NOUN
cana-5916	6	43	learning	learning	NOUN
cana-5916	6	44	(	(	PUNCT
cana-5916	6	45	ml)-aided	ml)-aide	VERB
cana-5916	6	46	optimization	optimization	NOUN
cana-5916	6	47	framework	framework	NOUN
cana-5916	6	48	aimed	aim	VERB
cana-5916	6	49	at	at	ADP
cana-5916	6	50	improving	improve	VERB
cana-5916	6	51	the	the	DET
cana-5916	6	52	performance	performance	NOUN
cana-5916	6	53	of	of	ADP
cana-5916	6	54	all	all	PRON
cana-5916	6	55	-	-	PUNCT
cana-5916	6	56	inorganic	inorganic	ADJ
cana-5916	6	57	perovskite	perovskite	NOUN
cana-5916	6	58	solar	solar	ADJ
cana-5916	6	59	cells	cell	NOUN
cana-5916	6	60	(	(	PUNCT
cana-5916	6	61	pscs	psc	NOUN
cana-5916	6	62	)	)	PUNCT
cana-5916	6	63	utilizing	utilize	VERB
cana-5916	6	64	cspbi₃.	cspbi₃.	VERB
cana-5916	6	65	more	more	ADJ
cana-5916	6	66	than	than	ADP
cana-5916	6	67	55,000	55,000	NUM
cana-5916	6	68	high	high	ADJ
cana-5916	6	69	-	-	PUNCT
cana-5916	6	70	throughput	throughput	NOUN
cana-5916	6	71	simulations	simulation	NOUN
cana-5916	6	72	were	be	AUX
cana-5916	6	73	performed	perform	VERB
cana-5916	6	74	with	with	ADP
cana-5916	6	75	scaps-1d	scaps-1d	NUM
cana-5916	6	76	to	to	PART
cana-5916	6	77	assess	assess	VERB
cana-5916	6	78	how	how	SCONJ
cana-5916	6	79	layer	layer	NOUN
cana-5916	6	80	thickness	thickness	NOUN
cana-5916	6	81	and	and	CCONJ
cana-5916	6	82	defect	defect	VERB
cana-5916	6	83	density	density	NOUN
cana-5916	6	84	influence	influence	NOUN
cana-5916	6	85	device	device	NOUN
cana-5916	6	86	performance	performance	NOUN
cana-5916	6	87	.	.	PUNCT
cana-5916	7	1	through	through	ADP
cana-5916	7	2	the	the	DET
cana-5916	7	3	application	application	NOUN
cana-5916	7	4	of	of	ADP
cana-5916	7	5	xgboost	xgboost	NOUN
cana-5916	7	6	and	and	CCONJ
cana-5916	7	7	shap	shap	PROPN
cana-5916	7	8	(	(	PUNCT
cana-5916	7	9	shapley	shapley	ADJ
cana-5916	7	10	additive	additive	ADJ
cana-5916	7	11	explanations	explanation	NOUN
cana-5916	7	12	)	)	PUNCT
cana-5916	7	13	analysis	analysis	NOUN
cana-5916	7	14	,	,	PUNCT
cana-5916	7	15	it	it	PRON
cana-5916	7	16	was	be	AUX
cana-5916	7	17	determined	determine	VERB
cana-5916	7	18	that	that	SCONJ
cana-5916	7	19	the	the	DET
cana-5916	7	20	thickness	thickness	NOUN
cana-5916	7	21	of	of	ADP
cana-5916	7	22	the	the	DET
cana-5916	7	23	perovskite	perovskite	NOUN
cana-5916	7	24	layer	layer	NOUN
cana-5916	7	25	and	and	CCONJ
cana-5916	7	26	the	the	DET
cana-5916	7	27	intrinsic	intrinsic	ADJ
cana-5916	7	28	trap	trap	NOUN
cana-5916	7	29	density	density	NOUN
cana-5916	7	30	are	be	AUX
cana-5916	7	31	the	the	DET
cana-5916	7	32	key	key	ADJ
cana-5916	7	33	parameters	parameter	NOUN
cana-5916	7	34	that	that	PRON
cana-5916	7	35	significantly	significantly	ADV
cana-5916	7	36	impact	impact	VERB
cana-5916	7	37	power	power	NOUN
cana-5916	7	38	conversion	conversion	NOUN
cana-5916	7	39	efficiency	efficiency	NOUN
cana-5916	7	40	(	(	PUNCT
cana-5916	7	41	pce	pce	PROPN
cana-5916	7	42	)	)	PUNCT
cana-5916	7	43	.	.	PUNCT
cana-5916	8	1	an	an	DET
cana-5916	8	2	ideal	ideal	ADJ
cana-5916	8	3	perovskite	perovskite	NOUN
cana-5916	8	4	thickness	thickness	NOUN
cana-5916	8	5	of	of	ADP
cana-5916	8	6	around	around	ADV
cana-5916	8	7	2	2	NUM
cana-5916	8	8	μm	μm	NUM
cana-5916	8	9	improved	improve	VERB
cana-5916	8	10	photon	photon	NOUN
cana-5916	8	11	absorption	absorption	NOUN
cana-5916	8	12	and	and	CCONJ
cana-5916	8	13	current	current	ADJ
cana-5916	8	14	generation	generation	NOUN
cana-5916	8	15	,	,	PUNCT
cana-5916	8	16	while	while	SCONJ
cana-5916	8	17	keeping	keep	VERB
cana-5916	8	18	defect	defect	ADJ
cana-5916	8	19	densities	density	NOUN
cana-5916	8	20	below	below	ADP
cana-5916	8	21	1	1	NUM
cana-5916	8	22	×	×	NOUN
cana-5916	8	23	10⁵	10⁵	NUM
cana-5916	8	24	cm⁻³	cm⁻³	NOUN
cana-5916	8	25	,	,	PUNCT
cana-5916	8	26	which	which	PRON
cana-5916	8	27	significantly	significantly	ADV
cana-5916	8	28	enhanced	enhance	VERB
cana-5916	8	29	carrier	carrier	NOUN
cana-5916	8	30	diffusion	diffusion	NOUN
cana-5916	8	31	.	.	PUNCT
cana-5916	9	1	the	the	DET
cana-5916	9	2	xgboost	xgboost	PROPN
cana-5916	9	3	model	model	PROPN
cana-5916	9	4	demonstrated	demonstrate	VERB
cana-5916	9	5	outstanding	outstanding	ADJ
cana-5916	9	6	predictive	predictive	ADJ
cana-5916	9	7	capabilities	capability	NOUN
cana-5916	9	8	(	(	PUNCT
cana-5916	9	9	r²	r²	NOUN
cana-5916	9	10	=	=	NOUN
cana-5916	9	11	0.999	0.999	NUM
cana-5916	9	12	,	,	PUNCT
cana-5916	9	13	rmse	rmse	NOUN
cana-5916	9	14	=	=	PROPN
cana-5916	9	15	0.0010	0.0010	NUM
cana-5916	9	16	)	)	PUNCT
cana-5916	9	17	,	,	PUNCT
cana-5916	9	18	allowing	allow	VERB
cana-5916	9	19	for	for	ADP
cana-5916	9	20	precise	precise	ADJ
cana-5916	9	21	and	and	CCONJ
cana-5916	9	22	swift	swift	ADJ
cana-5916	9	23	pce	pce	PROPN
cana-5916	9	24	estimation	estimation	NOUN
cana-5916	9	25	.	.	PUNCT
cana-5916	10	1	with	with	ADP
cana-5916	10	2	this	this	DET
cana-5916	10	3	machine	machine	NOUN
cana-5916	10	4	learning	learning	NOUN
cana-5916	10	5	framework	framework	NOUN
cana-5916	10	6	,	,	PUNCT
cana-5916	10	7	the	the	DET
cana-5916	10	8	predicted	predict	VERB
cana-5916	10	9	pce	pce	PROPN
cana-5916	10	10	rose	rise	VERB
cana-5916	10	11	from	from	ADP
cana-5916	10	12	15.15	15.15	NUM
cana-5916	10	13	%	%	NOUN
cana-5916	10	14	to	to	ADP
cana-5916	10	15	19.16	19.16	NUM
cana-5916	10	16	%	%	NOUN
cana-5916	10	17	.	.	PUNCT
cana-5916	11	1	the	the	DET
cana-5916	11	2	suggested	suggest	VERB
cana-5916	11	3	method	method	NOUN
cana-5916	11	4	promotes	promote	VERB
cana-5916	11	5	efficient	efficient	ADJ
cana-5916	11	6	device	device	NOUN
cana-5916	11	7	design	design	NOUN
cana-5916	11	8	,	,	PUNCT
cana-5916	11	9	minimizes	minimize	VERB
cana-5916	11	10	experimental	experimental	ADJ
cana-5916	11	11	iterations	iteration	NOUN
cana-5916	11	12	,	,	PUNCT
cana-5916	11	13	and	and	CCONJ
cana-5916	11	14	showcases	showcase	VERB
cana-5916	11	15	the	the	DET
cana-5916	11	16	potential	potential	NOUN
cana-5916	11	17	of	of	ADP
cana-5916	11	18	data	data	NOUN
cana-5916	11	19	-	-	PUNCT
cana-5916	11	20	driven	drive	VERB
cana-5916	11	21	techniques	technique	NOUN
cana-5916	11	22	for	for	ADP
cana-5916	11	23	wider	wide	ADJ
cana-5916	11	24	applications	application	NOUN
cana-5916	11	25	in	in	ADP
cana-5916	11	26	photovoltaics	photovoltaic	NOUN
cana-5916	11	27	,	,	PUNCT
cana-5916	11	28	batteries	battery	NOUN
cana-5916	11	29	,	,	PUNCT
cana-5916	11	30	and	and	CCONJ
cana-5916	11	31	energy	energy	NOUN
cana-5916	11	32	systems	system	NOUN
cana-5916	11	33	.	.	PUNCT
cana-5916	12	1	keywords	keyword	NOUN
cana-5916	12	2	—	—	PUNCT
cana-5916	12	3	perovskite	perovskite	ADJ
cana-5916	12	4	solar	solar	ADJ
cana-5916	12	5	cell	cell	NOUN
cana-5916	12	6	,	,	PUNCT
cana-5916	12	7	rbgei	rbgei	ADJ
cana-5916	12	8	,	,	PUNCT
cana-5916	12	9	material	material	NOUN
cana-5916	12	10	i.	i.	NOUN
cana-5916	12	11	introduction	introduction	NOUN
cana-5916	12	12	in	in	ADP
cana-5916	12	13	light	light	NOUN
cana-5916	12	14	of	of	ADP
cana-5916	12	15	the	the	DET
cana-5916	12	16	urgent	urgent	ADJ
cana-5916	12	17	need	need	NOUN
cana-5916	12	18	to	to	PART
cana-5916	12	19	address	address	VERB
cana-5916	12	20	climate	climate	NOUN
cana-5916	12	21	change	change	NOUN
cana-5916	12	22	and	and	CCONJ
cana-5916	12	23	the	the	DET
cana-5916	12	24	continuous	continuous	ADJ
cana-5916	12	25	increase	increase	NOUN
cana-5916	12	26	in	in	ADP
cana-5916	12	27	global	global	ADJ
cana-5916	12	28	energy	energy	NOUN
cana-5916	12	29	demands	demand	NOUN
cana-5916	12	30	,	,	PUNCT
cana-5916	12	31	both	both	DET
cana-5916	12	32	governments	government	NOUN
cana-5916	12	33	and	and	CCONJ
cana-5916	12	34	scientists	scientist	NOUN
cana-5916	12	35	have	have	AUX
cana-5916	12	36	recently	recently	ADV
cana-5916	12	37	emphasized	emphasize	VERB
cana-5916	12	38	the	the	DET
cana-5916	12	39	significance	significance	NOUN
cana-5916	12	40	of	of	ADP
cana-5916	12	41	renewable	renewable	ADJ
cana-5916	12	42	energy	energy	NOUN
cana-5916	12	43	technologies	technology	NOUN
cana-5916	12	44	.	.	PUNCT
cana-5916	13	1	solar	solar	ADJ
cana-5916	13	2	photovoltaics	photovoltaic	NOUN
cana-5916	13	3	(	(	PUNCT
cana-5916	13	4	pv	pv	NOUN
cana-5916	13	5	)	)	PUNCT
cana-5916	13	6	stand	stand	VERB
cana-5916	13	7	out	out	ADP
cana-5916	13	8	as	as	ADP
cana-5916	13	9	a	a	DET
cana-5916	13	10	viable	viable	ADJ
cana-5916	13	11	long	long	ADJ
cana-5916	13	12	-	-	PUNCT
cana-5916	13	13	term	term	NOUN
cana-5916	13	14	solution	solution	NOUN
cana-5916	13	15	due	due	ADP
cana-5916	13	16	to	to	ADP
cana-5916	13	17	their	their	PRON
cana-5916	13	18	accessibility	accessibility	NOUN
cana-5916	13	19	,	,	PUNCT
cana-5916	13	20	scalability	scalability	NOUN
cana-5916	13	21	,	,	PUNCT
cana-5916	13	22	and	and	CCONJ
cana-5916	13	23	environmental	environmental	ADJ
cana-5916	13	24	advantages	advantage	NOUN
cana-5916	13	25	.	.	PUNCT
cana-5916	14	1	over	over	ADP
cana-5916	14	2	the	the	DET
cana-5916	14	3	past	past	ADJ
cana-5916	14	4	decade	decade	NOUN
cana-5916	14	5	,	,	PUNCT
cana-5916	14	6	perovskite	perovskite	VERB
cana-5916	14	7	solar	solar	ADJ
cana-5916	14	8	cells	cell	NOUN
cana-5916	14	9	(	(	PUNCT
cana-5916	14	10	pscs	psc	NOUN
cana-5916	14	11	)	)	PUNCT
cana-5916	14	12	have	have	AUX
cana-5916	14	13	transformed	transform	VERB
cana-5916	14	14	the	the	DET
cana-5916	14	15	solar	solar	ADJ
cana-5916	14	16	industry	industry	NOUN
cana-5916	14	17	.	.	PUNCT
cana-5916	15	1	they	they	PRON
cana-5916	15	2	have	have	AUX
cana-5916	15	3	lowered	lower	VERB
cana-5916	15	4	production	production	NOUN
cana-5916	15	5	costs	cost	NOUN
cana-5916	15	6	,	,	PUNCT
cana-5916	15	7	streamlined	streamlined	ADJ
cana-5916	15	8	processing	processing	NOUN
cana-5916	15	9	,	,	PUNCT
cana-5916	15	10	and	and	CCONJ
cana-5916	15	11	significantly	significantly	ADV
cana-5916	15	12	enhanced	enhance	VERB
cana-5916	15	13	their	their	PRON
cana-5916	15	14	power	power	NOUN
cana-5916	15	15	conversion	conversion	NOUN
cana-5916	15	16	efficiency	efficiency	NOUN
cana-5916	15	17	(	(	PUNCT
cana-5916	15	18	pce	pce	PROPN
cana-5916	15	19	)	)	PUNCT
cana-5916	15	20	.	.	PUNCT
cana-5916	16	1	currently	currently	ADV
cana-5916	16	2	,	,	PUNCT
cana-5916	16	3	thin	thin	ADJ
cana-5916	16	4	-	-	PUNCT
cana-5916	16	5	film	film	NOUN
cana-5916	16	6	and	and	CCONJ
cana-5916	16	7	silicon	silicon	NOUN
cana-5916	16	8	-	-	PUNCT
cana-5916	16	9	based	base	VERB
cana-5916	16	10	technologies	technology	NOUN
cana-5916	16	11	are	be	AUX
cana-5916	16	12	facing	face	VERB
cana-5916	16	13	intense	intense	ADJ
cana-5916	16	14	competition	competition	NOUN
cana-5916	16	15	from	from	ADP
cana-5916	16	16	these	these	DET
cana-5916	16	17	perovskite	perovskite	ADJ
cana-5916	16	18	materials	material	NOUN
cana-5916	16	19	,	,	PUNCT
cana-5916	16	20	thanks	thank	NOUN
cana-5916	16	21	to	to	ADP
cana-5916	16	22	their	their	PRON
cana-5916	16	23	remarkable	remarkable	ADJ
cana-5916	16	24	optoelectronic	optoelectronic	ADJ
cana-5916	16	25	characteristics	characteristic	NOUN
cana-5916	16	26	,	,	PUNCT
cana-5916	16	27	which	which	PRON
cana-5916	16	28	include	include	VERB
cana-5916	16	29	tunable	tunable	ADJ
cana-5916	16	30	band	band	NOUN
cana-5916	16	31	gaps	gap	NOUN
cana-5916	16	32	,	,	PUNCT
cana-5916	16	33	extended	extended	ADJ
cana-5916	16	34	diffusion	diffusion	NOUN
cana-5916	16	35	lengths	length	NOUN
cana-5916	16	36	,	,	PUNCT
cana-5916	16	37	and	and	CCONJ
cana-5916	16	38	high	high	ADJ
cana-5916	16	39	absorption	absorption	NOUN
cana-5916	16	40	coefficients	coefficient	NOUN
cana-5916	16	41	.	.	PUNCT
cana-5916	17	1	pscs	psc	NOUN
cana-5916	17	2	are	be	AUX
cana-5916	17	3	particularly	particularly	ADV
cana-5916	17	4	appealing	appealing	ADJ
cana-5916	17	5	as	as	SCONJ
cana-5916	17	6	they	they	PRON
cana-5916	17	7	can	can	AUX
cana-5916	17	8	be	be	AUX
cana-5916	17	9	integrated	integrate	VERB
cana-5916	17	10	with	with	ADP
cana-5916	17	11	silicon	silicon	NOUN
cana-5916	17	12	to	to	PART
cana-5916	17	13	achieve	achieve	VERB
cana-5916	17	14	greater	great	ADJ
cana-5916	17	15	energy	energy	NOUN
cana-5916	17	16	outputs	output	NOUN
cana-5916	17	17	and	and	CCONJ
cana-5916	17	18	are	be	AUX
cana-5916	17	19	utilized	utilize	VERB
cana-5916	17	20	in	in	ADP
cana-5916	17	21	lightweight	lightweight	ADJ
cana-5916	17	22	,	,	PUNCT
cana-5916	17	23	flexible	flexible	ADJ
cana-5916	17	24	solar	solar	ADJ
cana-5916	17	25	modules	module	NOUN
cana-5916	17	26	.	.	PUNCT
cana-5916	18	1	this	this	PRON
cana-5916	18	2	makes	make	VERB
cana-5916	18	3	them	they	PRON
cana-5916	18	4	extremely	extremely	ADV
cana-5916	18	5	advantageous	advantageous	ADJ
cana-5916	18	6	for	for	ADP
cana-5916	18	7	a	a	DET
cana-5916	18	8	wide	wide	ADJ
cana-5916	18	9	range	range	NOUN
cana-5916	18	10	of	of	ADP
cana-5916	18	11	next	next	ADJ
cana-5916	18	12	-	-	PUNCT
cana-5916	18	13	generation	generation	NOUN
cana-5916	18	14	applications	application	NOUN
cana-5916	18	15	[	[	X
cana-5916	18	16	1	1	NUM
cana-5916	18	17	]	]	PUNCT
cana-5916	18	18	.	.	PUNCT
cana-5916	19	1	however	however	ADV
cana-5916	19	2	,	,	PUNCT
cana-5916	19	3	despite	despite	SCONJ
cana-5916	19	4	their	their	PRON
cana-5916	19	5	promising	promising	ADJ
cana-5916	19	6	mailto:pravinrk88@yahoo.com	mailto:pravinrk88@yahoo.com	NOUN
cana-5916	19	7	communications	communication	NOUN
cana-5916	19	8	on	on	ADP
cana-5916	19	9	applied	apply	VERB
cana-5916	19	10	nonlinear	nonlinear	ADJ
cana-5916	19	11	analysis	analysis	NOUN
cana-5916	19	12	issn	issn	NOUN
cana-5916	19	13	:	:	PUNCT
cana-5916	19	14	1074	1074	NUM
cana-5916	19	15	-	-	PUNCT
cana-5916	19	16	133x	133x	NUM
cana-5916	19	17	vol	vol	VERB
cana-5916	19	18	32	32	NUM
cana-5916	19	19	no	no	NOUN
cana-5916	19	20	.	.	PUNCT
cana-5916	20	1	10s	10	NOUN
cana-5916	20	2	(	(	PUNCT
cana-5916	20	3	2025	2025	NUM
cana-5916	20	4	)	)	PUNCT
cana-5916	20	5	3039	3039	NUM
cana-5916	20	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	20	7	potential	potential	NOUN
cana-5916	20	8	,	,	PUNCT
cana-5916	20	9	pscs	psc	NOUN
cana-5916	20	10	still	still	ADV
cana-5916	20	11	encounter	encounter	VERB
cana-5916	20	12	several	several	ADJ
cana-5916	20	13	notable	notable	ADJ
cana-5916	20	14	challenges	challenge	NOUN
cana-5916	20	15	.	.	PUNCT
cana-5916	21	1	their	their	PRON
cana-5916	21	2	organic	organic	ADJ
cana-5916	21	3	components	component	NOUN
cana-5916	21	4	are	be	AUX
cana-5916	21	5	sensitive	sensitive	ADJ
cana-5916	21	6	to	to	ADP
cana-5916	21	7	climate	climate	NOUN
cana-5916	21	8	conditions	condition	NOUN
cana-5916	21	9	,	,	PUNCT
cana-5916	21	10	possess	possess	VERB
cana-5916	21	11	a	a	DET
cana-5916	21	12	limited	limited	ADJ
cana-5916	21	13	lifespan	lifespan	NOUN
cana-5916	21	14	,	,	PUNCT
cana-5916	21	15	and	and	CCONJ
cana-5916	21	16	may	may	AUX
cana-5916	21	17	pose	pose	VERB
cana-5916	21	18	risks	risk	NOUN
cana-5916	21	19	due	due	ADJ
cana-5916	21	20	to	to	PART
cana-5916	21	21	lead	lead	VERB
cana-5916	21	22	content	content	NOUN
cana-5916	21	23	.	.	PUNCT
cana-5916	22	1	in	in	ADP
cana-5916	22	2	light	light	NOUN
cana-5916	22	3	of	of	ADP
cana-5916	22	4	the	the	DET
cana-5916	22	5	urgent	urgent	ADJ
cana-5916	22	6	need	need	NOUN
cana-5916	22	7	to	to	PART
cana-5916	22	8	address	address	VERB
cana-5916	22	9	climate	climate	NOUN
cana-5916	22	10	change	change	NOUN
cana-5916	22	11	and	and	CCONJ
cana-5916	22	12	the	the	DET
cana-5916	22	13	continuous	continuous	ADJ
cana-5916	22	14	increase	increase	NOUN
cana-5916	22	15	in	in	ADP
cana-5916	22	16	global	global	ADJ
cana-5916	22	17	energy	energy	NOUN
cana-5916	22	18	demands	demand	NOUN
cana-5916	22	19	,	,	PUNCT
cana-5916	22	20	both	both	DET
cana-5916	22	21	governments	government	NOUN
cana-5916	22	22	and	and	CCONJ
cana-5916	22	23	scientists	scientist	NOUN
cana-5916	22	24	have	have	AUX
cana-5916	22	25	recently	recently	ADV
cana-5916	22	26	emphasized	emphasize	VERB
cana-5916	22	27	the	the	DET
cana-5916	22	28	significance	significance	NOUN
cana-5916	22	29	of	of	ADP
cana-5916	22	30	renewable	renewable	ADJ
cana-5916	22	31	energy	energy	NOUN
cana-5916	22	32	technologies	technology	NOUN
cana-5916	22	33	.	.	PUNCT
cana-5916	23	1	solar	solar	ADJ
cana-5916	23	2	photovoltaic	photovoltaic	NOUN
cana-5916	23	3	(	(	PUNCT
cana-5916	23	4	pv	pv	NOUN
cana-5916	23	5	)	)	PUNCT
cana-5916	23	6	are	be	AUX
cana-5916	23	7	an	an	DET
cana-5916	23	8	excellent	excellent	ADV
cana-5916	23	9	sustainable	sustainable	ADJ
cana-5916	23	10	alternative	alternative	NOUN
cana-5916	23	11	due	due	ADP
cana-5916	23	12	to	to	ADP
cana-5916	23	13	their	their	PRON
cana-5916	23	14	abundance	abundance	NOUN
cana-5916	23	15	,	,	PUNCT
cana-5916	23	16	environmental	environmental	ADJ
cana-5916	23	17	friendliness	friendliness	NOUN
cana-5916	23	18	,	,	PUNCT
cana-5916	23	19	and	and	CCONJ
cana-5916	23	20	scalability	scalability	NOUN
cana-5916	23	21	.	.	PUNCT
cana-5916	24	1	over	over	ADP
cana-5916	24	2	the	the	DET
cana-5916	24	3	past	past	ADJ
cana-5916	24	4	decade	decade	NOUN
cana-5916	24	5	,	,	PUNCT
cana-5916	24	6	perovskite	perovskite	VERB
cana-5916	24	7	solar	solar	ADJ
cana-5916	24	8	cells	cell	NOUN
cana-5916	24	9	(	(	PUNCT
cana-5916	24	10	pscs	psc	NOUN
cana-5916	24	11	)	)	PUNCT
cana-5916	24	12	have	have	AUX
cana-5916	24	13	changed	change	VERB
cana-5916	24	14	the	the	DET
cana-5916	24	15	dynamics	dynamic	NOUN
cana-5916	24	16	of	of	ADP
cana-5916	24	17	the	the	DET
cana-5916	24	18	solar	solar	ADJ
cana-5916	24	19	industry	industry	NOUN
cana-5916	24	20	.	.	PUNCT
cana-5916	25	1	they	they	PRON
cana-5916	25	2	have	have	AUX
cana-5916	25	3	rapidly	rapidly	ADV
cana-5916	25	4	enhanced	enhance	VERB
cana-5916	25	5	their	their	PRON
cana-5916	25	6	power	power	NOUN
cana-5916	25	7	conversion	conversion	NOUN
cana-5916	25	8	efficiency	efficiency	NOUN
cana-5916	25	9	(	(	PUNCT
cana-5916	25	10	pce	pce	NOUN
cana-5916	25	11	)	)	PUNCT
cana-5916	25	12	,	,	PUNCT
cana-5916	25	13	simplified	simplified	ADJ
cana-5916	25	14	processing	processing	NOUN
cana-5916	25	15	,	,	PUNCT
cana-5916	25	16	and	and	CCONJ
cana-5916	25	17	reduced	reduce	VERB
cana-5916	25	18	production	production	NOUN
cana-5916	25	19	costs	cost	NOUN
cana-5916	25	20	.	.	PUNCT
cana-5916	26	1	thanks	thank	NOUN
cana-5916	26	2	to	to	ADP
cana-5916	26	3	their	their	PRON
cana-5916	26	4	outstanding	outstanding	ADJ
cana-5916	26	5	optoelectronic	optoelectronic	ADJ
cana-5916	26	6	properties	property	NOUN
cana-5916	26	7	,	,	PUNCT
cana-5916	26	8	such	such	ADJ
cana-5916	26	9	as	as	ADP
cana-5916	26	10	long	long	ADJ
cana-5916	26	11	diffusion	diffusion	NOUN
cana-5916	26	12	lengths	length	NOUN
cana-5916	26	13	,	,	PUNCT
cana-5916	26	14	tunable	tunable	ADJ
cana-5916	26	15	band	band	NOUN
cana-5916	26	16	gaps	gap	NOUN
cana-5916	26	17	,	,	PUNCT
cana-5916	26	18	and	and	CCONJ
cana-5916	26	19	high	high	ADJ
cana-5916	26	20	absorption	absorption	NOUN
cana-5916	26	21	coefficients	coefficient	NOUN
cana-5916	26	22	,	,	PUNCT
cana-5916	26	23	perovskite	perovskite	ADJ
cana-5916	26	24	materials	material	NOUN
cana-5916	26	25	are	be	AUX
cana-5916	26	26	now	now	ADV
cana-5916	26	27	strong	strong	ADJ
cana-5916	26	28	competitors	competitor	NOUN
cana-5916	26	29	to	to	ADP
cana-5916	26	30	traditional	traditional	ADJ
cana-5916	26	31	thin	thin	ADJ
cana-5916	26	32	-	-	PUNCT
cana-5916	26	33	film	film	NOUN
cana-5916	26	34	and	and	CCONJ
cana-5916	26	35	silicon	silicon	NOUN
cana-5916	26	36	-	-	PUNCT
cana-5916	26	37	based	base	VERB
cana-5916	26	38	technologies	technology	NOUN
cana-5916	26	39	.	.	PUNCT
cana-5916	27	1	perovskite	perovskite	VERB
cana-5916	27	2	solar	solar	ADJ
cana-5916	27	3	cells	cell	NOUN
cana-5916	27	4	(	(	PUNCT
cana-5916	27	5	pscs	psc	NOUN
cana-5916	27	6	)	)	PUNCT
cana-5916	27	7	offer	offer	VERB
cana-5916	27	8	impressive	impressive	ADJ
cana-5916	27	9	features	feature	NOUN
cana-5916	27	10	such	such	ADJ
cana-5916	27	11	as	as	ADP
cana-5916	27	12	flexible	flexible	ADJ
cana-5916	27	13	and	and	CCONJ
cana-5916	27	14	lightweight	lightweight	ADJ
cana-5916	27	15	solar	solar	ADJ
cana-5916	27	16	modules	module	NOUN
cana-5916	27	17	,	,	PUNCT
cana-5916	27	18	along	along	ADP
cana-5916	27	19	with	with	ADP
cana-5916	27	20	tandem	tandem	NOUN
cana-5916	27	21	combinations	combination	NOUN
cana-5916	27	22	with	with	ADP
cana-5916	27	23	silicon	silicon	NOUN
cana-5916	27	24	that	that	PRON
cana-5916	27	25	enhance	enhance	VERB
cana-5916	27	26	energy	energy	NOUN
cana-5916	27	27	yields	yield	NOUN
cana-5916	27	28	,	,	PUNCT
cana-5916	27	29	making	make	VERB
cana-5916	27	30	them	they	PRON
cana-5916	27	31	beneficial	beneficial	ADJ
cana-5916	27	32	for	for	ADP
cana-5916	27	33	various	various	ADJ
cana-5916	27	34	next	next	ADJ
cana-5916	27	35	-	-	PUNCT
cana-5916	27	36	generation	generation	NOUN
cana-5916	27	37	applications	application	NOUN
cana-5916	27	38	.	.	PUNCT
cana-5916	28	1	however	however	ADV
cana-5916	28	2	,	,	PUNCT
cana-5916	28	3	despite	despite	SCONJ
cana-5916	28	4	their	their	PRON
cana-5916	28	5	significant	significant	ADJ
cana-5916	28	6	potential	potential	NOUN
cana-5916	28	7	,	,	PUNCT
cana-5916	28	8	pscs	psc	NOUN
cana-5916	28	9	face	face	VERB
cana-5916	28	10	several	several	ADJ
cana-5916	28	11	critical	critical	ADJ
cana-5916	28	12	challenges	challenge	NOUN
cana-5916	28	13	.	.	PUNCT
cana-5916	29	1	for	for	ADP
cana-5916	29	2	example	example	NOUN
cana-5916	29	3	,	,	PUNCT
cana-5916	29	4	they	they	PRON
cana-5916	29	5	have	have	VERB
cana-5916	29	6	a	a	DET
cana-5916	29	7	limited	limited	ADJ
cana-5916	29	8	lifespan	lifespan	NOUN
cana-5916	29	9	,	,	PUNCT
cana-5916	29	10	their	their	PRON
cana-5916	29	11	organic	organic	ADJ
cana-5916	29	12	materials	material	NOUN
cana-5916	29	13	are	be	AUX
cana-5916	29	14	sensitive	sensitive	ADJ
cana-5916	29	15	to	to	ADP
cana-5916	29	16	environmental	environmental	ADJ
cana-5916	29	17	conditions	condition	NOUN
cana-5916	29	18	,	,	PUNCT
cana-5916	29	19	and	and	CCONJ
cana-5916	29	20	they	they	PRON
cana-5916	29	21	contain	contain	VERB
cana-5916	29	22	lead	lead	NOUN
cana-5916	29	23	,	,	PUNCT
cana-5916	29	24	which	which	PRON
cana-5916	29	25	poses	pose	VERB
cana-5916	29	26	toxicity	toxicity	NOUN
cana-5916	29	27	risks	risk	NOUN
cana-5916	29	28	.	.	PUNCT
cana-5916	30	1	to	to	PART
cana-5916	30	2	address	address	VERB
cana-5916	30	3	these	these	DET
cana-5916	30	4	challenges	challenge	NOUN
cana-5916	30	5	,	,	PUNCT
cana-5916	30	6	it	it	PRON
cana-5916	30	7	is	be	AUX
cana-5916	30	8	essential	essential	ADJ
cana-5916	30	9	to	to	PART
cana-5916	30	10	enhance	enhance	VERB
cana-5916	30	11	device	device	NOUN
cana-5916	30	12	engineering	engineering	NOUN
cana-5916	30	13	and	and	CCONJ
cana-5916	30	14	material	material	NOUN
cana-5916	30	15	design	design	NOUN
cana-5916	30	16	,	,	PUNCT
cana-5916	30	17	as	as	ADV
cana-5916	30	18	well	well	ADV
cana-5916	30	19	as	as	ADP
cana-5916	30	20	to	to	PART
cana-5916	30	21	utilize	utilize	VERB
cana-5916	30	22	advanced	advanced	ADJ
cana-5916	30	23	computational	computational	ADJ
cana-5916	30	24	methods	method	NOUN
cana-5916	30	25	to	to	PART
cana-5916	30	26	expedite	expedite	VERB
cana-5916	30	27	the	the	DET
cana-5916	30	28	discovery	discovery	NOUN
cana-5916	30	29	and	and	CCONJ
cana-5916	30	30	optimization	optimization	NOUN
cana-5916	30	31	processes	process	NOUN
cana-5916	30	32	.	.	PUNCT
cana-5916	31	1	to	to	PART
cana-5916	31	2	navigate	navigate	VERB
cana-5916	31	3	these	these	DET
cana-5916	31	4	issues	issue	NOUN
cana-5916	31	5	,	,	PUNCT
cana-5916	31	6	we	we	PRON
cana-5916	31	7	must	must	AUX
cana-5916	31	8	identify	identify	VERB
cana-5916	31	9	quicker	quick	ADJ
cana-5916	31	10	approaches	approach	NOUN
cana-5916	31	11	to	to	PART
cana-5916	31	12	leverage	leverage	VERB
cana-5916	31	13	computational	computational	ADJ
cana-5916	31	14	power	power	NOUN
cana-5916	31	15	for	for	ADP
cana-5916	31	16	discovery	discovery	NOUN
cana-5916	31	17	and	and	CCONJ
cana-5916	31	18	optimization	optimization	NOUN
cana-5916	31	19	tasks	task	NOUN
cana-5916	31	20	.	.	PUNCT
cana-5916	32	1	additionally	additionally	ADV
cana-5916	32	2	,	,	PUNCT
cana-5916	32	3	modifications	modification	NOUN
cana-5916	32	4	to	to	PART
cana-5916	32	5	device	device	VERB
cana-5916	32	6	engineering	engineering	NOUN
cana-5916	32	7	and	and	CCONJ
cana-5916	32	8	material	material	NOUN
cana-5916	32	9	design	design	NOUN
cana-5916	32	10	are	be	AUX
cana-5916	32	11	necessary	necessary	ADJ
cana-5916	32	12	[	[	X
cana-5916	32	13	2	2	NUM
cana-5916	32	14	]	]	PUNCT
cana-5916	32	15	.	.	PUNCT
cana-5916	33	1	the	the	DET
cana-5916	33	2	application	application	NOUN
cana-5916	33	3	of	of	ADP
cana-5916	33	4	artificial	artificial	ADJ
cana-5916	33	5	intelligence	intelligence	NOUN
cana-5916	33	6	(	(	PUNCT
cana-5916	33	7	ai	ai	NOUN
cana-5916	33	8	)	)	PUNCT
cana-5916	33	9	,	,	PUNCT
cana-5916	33	10	particularly	particularly	ADV
cana-5916	33	11	through	through	ADP
cana-5916	33	12	machine	machine	NOUN
cana-5916	33	13	learning	learning	NOUN
cana-5916	33	14	(	(	PUNCT
cana-5916	33	15	ml	ml	NOUN
cana-5916	33	16	)	)	PUNCT
cana-5916	33	17	techniques	technique	NOUN
cana-5916	33	18	,	,	PUNCT
cana-5916	33	19	has	have	AUX
cana-5916	33	20	initiated	initiate	VERB
cana-5916	33	21	a	a	DET
cana-5916	33	22	significant	significant	ADJ
cana-5916	33	23	transformation	transformation	NOUN
cana-5916	33	24	in	in	ADP
cana-5916	33	25	the	the	DET
cana-5916	33	26	fields	field	NOUN
cana-5916	33	27	of	of	ADP
cana-5916	33	28	materials	material	NOUN
cana-5916	33	29	science	science	NOUN
cana-5916	33	30	and	and	CCONJ
cana-5916	33	31	photovoltaic	photovoltaic	NOUN
cana-5916	33	32	research	research	NOUN
cana-5916	33	33	.	.	PUNCT
cana-5916	34	1	ml	ml	AUX
cana-5916	34	2	possesses	possess	VERB
cana-5916	34	3	the	the	DET
cana-5916	34	4	capability	capability	NOUN
cana-5916	34	5	to	to	PART
cana-5916	34	6	make	make	VERB
cana-5916	34	7	predictions	prediction	NOUN
cana-5916	34	8	that	that	PRON
cana-5916	34	9	surpass	surpass	VERB
cana-5916	34	10	the	the	DET
cana-5916	34	11	limitations	limitation	NOUN
cana-5916	34	12	of	of	ADP
cana-5916	34	13	traditional	traditional	ADJ
cana-5916	34	14	trial	trial	NOUN
cana-5916	34	15	-	-	PUNCT
cana-5916	34	16	and	and	CCONJ
cana-5916	34	17	-	-	PUNCT
cana-5916	34	18	error	error	NOUN
cana-5916	34	19	experimentation	experimentation	NOUN
cana-5916	34	20	by	by	ADP
cana-5916	34	21	identifying	identify	VERB
cana-5916	34	22	intricate	intricate	ADJ
cana-5916	34	23	patterns	pattern	NOUN
cana-5916	34	24	within	within	ADP
cana-5916	34	25	extensive	extensive	ADJ
cana-5916	34	26	datasets	dataset	NOUN
cana-5916	34	27	.	.	PUNCT
cana-5916	35	1	in	in	ADP
cana-5916	35	2	the	the	DET
cana-5916	35	3	realm	realm	NOUN
cana-5916	35	4	of	of	ADP
cana-5916	35	5	perovskite	perovskite	ADJ
cana-5916	35	6	solar	solar	ADJ
cana-5916	35	7	cell	cell	NOUN
cana-5916	35	8	(	(	PUNCT
cana-5916	35	9	psc	psc	PROPN
cana-5916	35	10	)	)	PUNCT
cana-5916	35	11	research	research	NOUN
cana-5916	35	12	,	,	PUNCT
cana-5916	35	13	ml	ml	PROPN
cana-5916	35	14	has	have	AUX
cana-5916	35	15	been	be	AUX
cana-5916	35	16	employed	employ	VERB
cana-5916	35	17	to	to	PART
cana-5916	35	18	expedite	expedite	VERB
cana-5916	35	19	the	the	DET
cana-5916	35	20	discovery	discovery	NOUN
cana-5916	35	21	of	of	ADP
cana-5916	35	22	high	high	ADJ
cana-5916	35	23	-	-	PUNCT
cana-5916	35	24	performance	performance	NOUN
cana-5916	35	25	perovskite	perovskite	NOUN
cana-5916	35	26	compounds	compound	NOUN
cana-5916	35	27	and	and	CCONJ
cana-5916	35	28	device	device	NOUN
cana-5916	35	29	architectures	architecture	NOUN
cana-5916	35	30	by	by	ADP
cana-5916	35	31	modeling	model	VERB
cana-5916	35	32	the	the	DET
cana-5916	35	33	relationships	relationship	NOUN
cana-5916	35	34	between	between	ADP
cana-5916	35	35	material	material	NOUN
cana-5916	35	36	composition	composition	NOUN
cana-5916	35	37	,	,	PUNCT
cana-5916	35	38	structure	structure	NOUN
cana-5916	35	39	,	,	PUNCT
cana-5916	35	40	and	and	CCONJ
cana-5916	35	41	photovoltaic	photovoltaic	NOUN
cana-5916	35	42	performance	performance	NOUN
cana-5916	35	43	.	.	PUNCT
cana-5916	36	1	by	by	ADP
cana-5916	36	2	leveraging	leverage	VERB
cana-5916	36	3	data	data	NOUN
cana-5916	36	4	-	-	PUNCT
cana-5916	36	5	driven	drive	VERB
cana-5916	36	6	algorithms	algorithm	NOUN
cana-5916	36	7	,	,	PUNCT
cana-5916	36	8	scientists	scientist	NOUN
cana-5916	36	9	can	can	AUX
cana-5916	36	10	virtually	virtually	ADV
cana-5916	36	11	evaluate	evaluate	VERB
cana-5916	36	12	numerous	numerous	ADJ
cana-5916	36	13	devices	device	NOUN
cana-5916	36	14	,	,	PUNCT
cana-5916	36	15	anticipate	anticipate	VERB
cana-5916	36	16	the	the	DET
cana-5916	36	17	behavior	behavior	NOUN
cana-5916	36	18	of	of	ADP
cana-5916	36	19	new	new	ADJ
cana-5916	36	20	material	material	NOUN
cana-5916	36	21	combinations	combination	NOUN
cana-5916	36	22	,	,	PUNCT
cana-5916	36	23	and	and	CCONJ
cana-5916	36	24	identify	identify	VERB
cana-5916	36	25	performance	performance	NOUN
cana-5916	36	26	issues	issue	NOUN
cana-5916	36	27	that	that	PRON
cana-5916	36	28	may	may	AUX
cana-5916	36	29	have	have	AUX
cana-5916	36	30	otherwise	otherwise	ADV
cana-5916	36	31	gone	go	VERB
cana-5916	36	32	unnoticed	unnoticed	ADJ
cana-5916	36	33	.	.	PUNCT
cana-5916	37	1	an	an	DET
cana-5916	37	2	increasing	increase	VERB
cana-5916	37	3	number	number	NOUN
cana-5916	37	4	of	of	ADP
cana-5916	37	5	researchers	researcher	NOUN
cana-5916	37	6	are	be	AUX
cana-5916	37	7	integrating	integrate	VERB
cana-5916	37	8	ai	ai	VERB
cana-5916	37	9	to	to	PART
cana-5916	37	10	enhance	enhance	VERB
cana-5916	37	11	their	their	PRON
cana-5916	37	12	research	research	NOUN
cana-5916	37	13	methodologies	methodology	NOUN
cana-5916	37	14	.	.	PUNCT
cana-5916	38	1	this	this	DET
cana-5916	38	2	collaborative	collaborative	ADJ
cana-5916	38	3	model	model	NOUN
cana-5916	38	4	fosters	foster	VERB
cana-5916	38	5	innovation	innovation	NOUN
cana-5916	38	6	through	through	ADP
cana-5916	38	7	the	the	DET
cana-5916	38	8	synergy	synergy	NOUN
cana-5916	38	9	of	of	ADP
cana-5916	38	10	computer	computer	NOUN
cana-5916	38	11	intelligence	intelligence	NOUN
cana-5916	38	12	and	and	CCONJ
cana-5916	38	13	human	human	ADJ
cana-5916	38	14	expertise	expertise	NOUN
cana-5916	38	15	in	in	ADP
cana-5916	38	16	a	a	DET
cana-5916	38	17	more	more	ADV
cana-5916	38	18	systematic	systematic	ADJ
cana-5916	38	19	and	and	CCONJ
cana-5916	38	20	efficient	efficient	ADJ
cana-5916	38	21	manner	manner	NOUN
cana-5916	38	22	.	.	PUNCT
cana-5916	39	1	machine	machine	NOUN
cana-5916	39	2	learning	learning	NOUN
cana-5916	39	3	has	have	AUX
cana-5916	39	4	proven	prove	VERB
cana-5916	39	5	beneficial	beneficial	ADJ
cana-5916	39	6	in	in	ADP
cana-5916	39	7	psc	psc	PROPN
cana-5916	39	8	research	research	NOUN
cana-5916	39	9	through	through	ADP
cana-5916	39	10	two	two	NUM
cana-5916	39	11	primary	primary	ADJ
cana-5916	39	12	avenues	avenue	NOUN
cana-5916	39	13	:	:	PUNCT
cana-5916	39	14	enhancing	enhance	VERB
cana-5916	39	15	device	device	NOUN
cana-5916	39	16	performance	performance	NOUN
cana-5916	39	17	and	and	CCONJ
cana-5916	39	18	aiding	aid	VERB
cana-5916	39	19	in	in	ADP
cana-5916	39	20	the	the	DET
cana-5916	39	21	discovery	discovery	NOUN
cana-5916	39	22	of	of	ADP
cana-5916	39	23	new	new	ADJ
cana-5916	39	24	materials	material	NOUN
cana-5916	39	25	.	.	PUNCT
cana-5916	40	1	by	by	ADP
cana-5916	40	2	utilizing	utilize	VERB
cana-5916	40	3	ml	ml	NOUN
cana-5916	40	4	models	model	NOUN
cana-5916	40	5	trained	train	VERB
cana-5916	40	6	on	on	ADP
cana-5916	40	7	datasets	dataset	NOUN
cana-5916	40	8	encompassing	encompass	VERB
cana-5916	40	9	electrical	electrical	ADJ
cana-5916	40	10	,	,	PUNCT
cana-5916	40	11	compositional	compositional	ADJ
cana-5916	40	12	,	,	PUNCT
cana-5916	40	13	and	and	CCONJ
cana-5916	40	14	structural	structural	ADJ
cana-5916	40	15	information	information	NOUN
cana-5916	40	16	,	,	PUNCT
cana-5916	40	17	we	we	PRON
cana-5916	40	18	can	can	AUX
cana-5916	40	19	forecast	forecast	VERB
cana-5916	40	20	various	various	ADJ
cana-5916	40	21	properties	property	NOUN
cana-5916	40	22	within	within	ADP
cana-5916	40	23	the	the	DET
cana-5916	40	24	first	first	ADJ
cana-5916	40	25	domain	domain	NOUN
cana-5916	40	26	,	,	PUNCT
cana-5916	40	27	including	include	VERB
cana-5916	40	28	band	band	NOUN
cana-5916	40	29	gap	gap	NOUN
cana-5916	40	30	,	,	PUNCT
cana-5916	40	31	stability	stability	NOUN
cana-5916	40	32	,	,	PUNCT
cana-5916	40	33	and	and	CCONJ
cana-5916	40	34	carrier	carrier	NOUN
cana-5916	40	35	mobility	mobility	NOUN
cana-5916	40	36	.	.	PUNCT
cana-5916	41	1	for	for	ADP
cana-5916	41	2	instance	instance	NOUN
cana-5916	41	3	,	,	PUNCT
cana-5916	41	4	computational	computational	ADJ
cana-5916	41	5	simulations	simulation	NOUN
cana-5916	41	6	can	can	AUX
cana-5916	41	7	be	be	AUX
cana-5916	41	8	conducted	conduct	VERB
cana-5916	41	9	to	to	PART
cana-5916	41	10	assess	assess	VERB
cana-5916	41	11	the	the	DET
cana-5916	41	12	impact	impact	NOUN
cana-5916	41	13	of	of	ADP
cana-5916	41	14	modifications	modification	NOUN
cana-5916	41	15	at	at	ADP
cana-5916	41	16	the	the	DET
cana-5916	41	17	a	a	DET
cana-5916	41	18	-	-	PUNCT
cana-5916	41	19	site	site	NOUN
cana-5916	41	20	or	or	CCONJ
cana-5916	41	21	x	x	NOUN
cana-5916	41	22	-	-	NOUN
cana-5916	41	23	site	site	NOUN
cana-5916	41	24	of	of	ADP
cana-5916	41	25	the	the	DET
cana-5916	41	26	abxₜ	abxₜ	PROPN
cana-5916	41	27	perovskite	perovskite	NOUN
cana-5916	41	28	structure	structure	NOUN
cana-5916	41	29	on	on	ADP
cana-5916	41	30	optoelectronic	optoelectronic	ADJ
cana-5916	41	31	behavior	behavior	NOUN
cana-5916	41	32	.	.	PUNCT
cana-5916	42	1	these	these	DET
cana-5916	42	2	predictive	predictive	ADJ
cana-5916	42	3	models	model	NOUN
cana-5916	42	4	facilitate	facilitate	VERB
cana-5916	42	5	the	the	DET
cana-5916	42	6	development	development	NOUN
cana-5916	42	7	of	of	ADP
cana-5916	42	8	new	new	ADJ
cana-5916	42	9	lead	lead	NOUN
cana-5916	42	10	-	-	PUNCT
cana-5916	42	11	free	free	ADJ
cana-5916	42	12	alternatives	alternative	NOUN
cana-5916	42	13	or	or	CCONJ
cana-5916	42	14	more	more	ADV
cana-5916	42	15	stable	stable	ADJ
cana-5916	42	16	allinorganic	allinorganic	ADJ
cana-5916	42	17	perovskites	perovskite	NOUN
cana-5916	42	18	by	by	ADP
cana-5916	42	19	reducing	reduce	VERB
cana-5916	42	20	the	the	DET
cana-5916	42	21	experimental	experimental	ADJ
cana-5916	42	22	burden	burden	NOUN
cana-5916	42	23	.	.	PUNCT
cana-5916	43	1	in	in	ADP
cana-5916	43	2	the	the	DET
cana-5916	43	3	second	second	ADJ
cana-5916	43	4	domain	domain	NOUN
cana-5916	43	5	,	,	PUNCT
cana-5916	43	6	machine	machine	NOUN
cana-5916	43	7	learning	learning	NOUN
cana-5916	43	8	algorithms	algorithm	NOUN
cana-5916	43	9	are	be	AUX
cana-5916	43	10	employed	employ	VERB
cana-5916	43	11	to	to	PART
cana-5916	43	12	estimate	estimate	VERB
cana-5916	43	13	electrical	electrical	ADJ
cana-5916	43	14	parameters	parameter	NOUN
cana-5916	43	15	at	at	ADP
cana-5916	43	16	the	the	DET
cana-5916	43	17	device	device	NOUN
cana-5916	43	18	level	level	NOUN
cana-5916	43	19	,	,	PUNCT
cana-5916	43	20	such	such	ADJ
cana-5916	43	21	as	as	ADP
cana-5916	43	22	open	open	ADJ
cana-5916	43	23	-	-	PUNCT
cana-5916	43	24	circuit	circuit	NOUN
cana-5916	43	25	voltage	voltage	NOUN
cana-5916	43	26	(	(	PUNCT
cana-5916	43	27	voc	voc	NOUN
cana-5916	43	28	)	)	PUNCT
cana-5916	43	29	,	,	PUNCT
cana-5916	43	30	short	short	ADJ
cana-5916	43	31	-	-	PUNCT
cana-5916	43	32	circuit	circuit	NOUN
cana-5916	43	33	current	current	ADJ
cana-5916	43	34	density	density	NOUN
cana-5916	43	35	(	(	PUNCT
cana-5916	43	36	jsc	jsc	PROPN
cana-5916	43	37	)	)	PUNCT
cana-5916	43	38	,	,	PUNCT
cana-5916	43	39	fill	fill	NOUN
cana-5916	43	40	factor	factor	NOUN
cana-5916	43	41	(	(	PUNCT
cana-5916	43	42	ff	ff	NOUN
cana-5916	43	43	)	)	PUNCT
cana-5916	43	44	,	,	PUNCT
cana-5916	43	45	and	and	CCONJ
cana-5916	43	46	overall	overall	ADJ
cana-5916	43	47	power	power	NOUN
cana-5916	43	48	conversion	conversion	NOUN
cana-5916	43	49	efficiency	efficiency	NOUN
cana-5916	43	50	(	(	PUNCT
cana-5916	43	51	pce	pce	PROPN
cana-5916	43	52	)	)	PUNCT
cana-5916	43	53	.	.	PUNCT
cana-5916	44	1	by	by	ADP
cana-5916	44	2	analyzing	analyze	VERB
cana-5916	44	3	the	the	DET
cana-5916	44	4	influence	influence	NOUN
cana-5916	44	5	of	of	ADP
cana-5916	44	6	factors	factor	NOUN
cana-5916	44	7	like	like	ADP
cana-5916	44	8	layer	layer	NOUN
cana-5916	44	9	thickness	thickness	NOUN
cana-5916	44	10	,	,	PUNCT
cana-5916	44	11	defect	defect	ADJ
cana-5916	44	12	densities	density	NOUN
cana-5916	44	13	,	,	PUNCT
cana-5916	44	14	and	and	CCONJ
cana-5916	44	15	interface	interface	NOUN
cana-5916	44	16	quality	quality	NOUN
cana-5916	44	17	on	on	ADP
cana-5916	44	18	psc	psc	PROPN
cana-5916	44	19	performance	performance	NOUN
cana-5916	44	20	,	,	PUNCT
cana-5916	44	21	machine	machine	NOUN
cana-5916	44	22	learning	learning	NOUN
cana-5916	44	23	can	can	AUX
cana-5916	44	24	contribute	contribute	VERB
cana-5916	44	25	to	to	ADP
cana-5916	44	26	the	the	DET
cana-5916	44	27	design	design	NOUN
cana-5916	44	28	of	of	ADP
cana-5916	44	29	more	more	ADV
cana-5916	44	30	robust	robust	ADJ
cana-5916	44	31	and	and	CCONJ
cana-5916	44	32	durable	durable	ADJ
cana-5916	44	33	devices	device	NOUN
cana-5916	44	34	.	.	PUNCT
cana-5916	45	1	machine	machine	NOUN
cana-5916	45	2	learning	learning	NOUN
cana-5916	45	3	is	be	AUX
cana-5916	45	4	increasingly	increasingly	ADV
cana-5916	45	5	utilized	utilize	VERB
cana-5916	45	6	in	in	ADP
cana-5916	45	7	modeling	model	VERB
cana-5916	45	8	deterioration	deterioration	NOUN
cana-5916	45	9	,	,	PUNCT
cana-5916	45	10	aiding	aid	VERB
cana-5916	45	11	our	our	PRON
cana-5916	45	12	comprehension	comprehension	NOUN
cana-5916	45	13	of	of	ADP
cana-5916	45	14	long	long	ADJ
cana-5916	45	15	-	-	PUNCT
cana-5916	45	16	term	term	NOUN
cana-5916	45	17	stability	stability	NOUN
cana-5916	45	18	when	when	SCONJ
cana-5916	45	19	confronted	confront	VERB
cana-5916	45	20	with	with	ADP
cana-5916	45	21	environmental	environmental	ADJ
cana-5916	45	22	challenges	challenge	NOUN
cana-5916	45	23	such	such	ADJ
cana-5916	45	24	as	as	ADP
cana-5916	45	25	humidity	humidity	NOUN
cana-5916	45	26	,	,	PUNCT
cana-5916	45	27	uv	uv	NOUN
cana-5916	45	28	radiation	radiation	NOUN
cana-5916	45	29	,	,	PUNCT
cana-5916	45	30	and	and	CCONJ
cana-5916	45	31	temperature	temperature	NOUN
cana-5916	45	32	fluctuations	fluctuation	NOUN
cana-5916	45	33	[	[	X
cana-5916	45	34	4	4	NUM
cana-5916	45	35	]	]	PUNCT
cana-5916	45	36	.	.	PUNCT
cana-5916	46	1	perovskite	perovskite	ADJ
cana-5916	46	2	materials	material	NOUN
cana-5916	46	3	consist	consist	NOUN
cana-5916	46	4	of	of	ADP
cana-5916	46	5	crystals	crystal	NOUN
cana-5916	46	6	characterized	characterize	VERB
cana-5916	46	7	by	by	ADP
cana-5916	46	8	the	the	DET
cana-5916	46	9	abx₃	abx₃	PROPN
cana-5916	46	10	structure	structure	NOUN
cana-5916	46	11	.	.	PUNCT
cana-5916	47	1	in	in	ADP
cana-5916	47	2	this	this	DET
cana-5916	47	3	configuration	configuration	NOUN
cana-5916	47	4	,	,	PUNCT
cana-5916	47	5	"	"	PUNCT
cana-5916	47	6	a	a	PRON
cana-5916	47	7	"	"	PUNCT
cana-5916	47	8	represents	represent	VERB
cana-5916	47	9	a	a	DET
cana-5916	47	10	monovalent	monovalent	NOUN
cana-5916	47	11	indicating	indicate	VERB
cana-5916	47	12	it	it	PRON
cana-5916	47	13	possesses	possess	VERB
cana-5916	47	14	a	a	DET
cana-5916	47	15	single	single	ADJ
cana-5916	47	16	positive	positive	ADJ
cana-5916	47	17	charge	charge	NOUN
cana-5916	47	18	.	.	PUNCT
cana-5916	48	1	examples	example	NOUN
cana-5916	48	2	include	include	VERB
cana-5916	48	3	methyl	methyl	NOUN
cana-5916	48	4	ammonium	ammonium	NOUN
cana-5916	48	5	,	,	PUNCT
cana-5916	48	6	formamidinium	formamidinium	NOUN
cana-5916	48	7	,	,	PUNCT
cana-5916	48	8	caesium	caesium	NOUN
cana-5916	48	9	,	,	PUNCT
cana-5916	48	10	or	or	CCONJ
cana-5916	48	11	rubidium	rubidium	NOUN
cana-5916	48	12	.	.	PUNCT
cana-5916	49	1	the	the	DET
cana-5916	49	2	"	"	PUNCT
cana-5916	49	3	b	b	NOUN
cana-5916	49	4	"	"	PUNCT
cana-5916	49	5	component	component	NOUN
cana-5916	49	6	is	be	AUX
cana-5916	49	7	a	a	DET
cana-5916	49	8	divalent	divalent	ADJ
cana-5916	49	9	metal	metal	NOUN
cana-5916	49	10	,	,	PUNCT
cana-5916	49	11	which	which	PRON
cana-5916	49	12	carries	carry	VERB
cana-5916	49	13	two	two	NUM
cana-5916	49	14	positive	positive	ADJ
cana-5916	49	15	charges	charge	NOUN
cana-5916	49	16	,	,	PUNCT
cana-5916	49	17	with	with	ADP
cana-5916	49	18	examples	example	NOUN
cana-5916	49	19	being	be	AUX
cana-5916	49	20	lead	lead	NOUN
cana-5916	49	21	,	,	PUNCT
cana-5916	49	22	tin	tin	NOUN
cana-5916	49	23	,	,	PUNCT
cana-5916	49	24	germanium	germanium	NOUN
cana-5916	49	25	,	,	PUNCT
cana-5916	49	26	or	or	CCONJ
cana-5916	49	27	copper	copper	NOUN
cana-5916	49	28	.	.	PUNCT
cana-5916	50	1	the	the	DET
cana-5916	50	2	"	"	PUNCT
cana-5916	50	3	x	x	NOUN
cana-5916	50	4	"	"	PUNCT
cana-5916	50	5	denotes	denote	VERB
cana-5916	50	6	a	a	DET
cana-5916	50	7	halide	halide	NOUN
cana-5916	50	8	anion	anion	NOUN
cana-5916	50	9	,	,	PUNCT
cana-5916	50	10	which	which	PRON
cana-5916	50	11	has	have	VERB
cana-5916	50	12	one	one	NUM
cana-5916	50	13	negative	negative	ADJ
cana-5916	50	14	charge	charge	NOUN
cana-5916	50	15	,	,	PUNCT
cana-5916	50	16	with	with	ADP
cana-5916	50	17	examples	example	NOUN
cana-5916	50	18	such	such	ADJ
cana-5916	50	19	as	as	ADP
cana-5916	50	20	iodide	iodide	NOUN
cana-5916	50	21	,	,	PUNCT
cana-5916	50	22	bromide	bromide	NOUN
cana-5916	50	23	,	,	PUNCT
cana-5916	50	24	or	or	CCONJ
cana-5916	50	25	chloride	chloride	NOUN
cana-5916	50	26	.	.	PUNCT
cana-5916	51	1	the	the	DET
cana-5916	51	2	material	material	NOUN
cana-5916	51	3	's	's	PART
cana-5916	51	4	structural	structural	ADJ
cana-5916	51	5	flexibility	flexibility	NOUN
cana-5916	51	6	allows	allow	VERB
cana-5916	51	7	researchers	researcher	NOUN
cana-5916	51	8	to	to	PART
cana-5916	51	9	modify	modify	VERB
cana-5916	51	10	the	the	DET
cana-5916	51	11	band	band	NOUN
cana-5916	51	12	gap	gap	NOUN
cana-5916	51	13	,	,	PUNCT
cana-5916	51	14	stability	stability	NOUN
cana-5916	51	15	,	,	PUNCT
cana-5916	51	16	and	and	CCONJ
cana-5916	51	17	other	other	ADJ
cana-5916	51	18	critical	critical	ADJ
cana-5916	51	19	properties	property	NOUN
cana-5916	51	20	by	by	ADP
cana-5916	51	21	mixing	mix	VERB
cana-5916	51	22	or	or	CCONJ
cana-5916	51	23	substituting	substitute	VERB
cana-5916	51	24	.	.	PUNCT
cana-5916	52	1	for	for	ADP
cana-5916	52	2	example	example	NOUN
cana-5916	52	3	,	,	PUNCT
cana-5916	52	4	substituting	substitute	VERB
cana-5916	52	5	methyl	methyl	NOUN
cana-5916	52	6	communications	communication	NOUN
cana-5916	52	7	on	on	ADP
cana-5916	52	8	applied	apply	VERB
cana-5916	52	9	nonlinear	nonlinear	ADJ
cana-5916	52	10	analysis	analysis	NOUN
cana-5916	52	11	issn	issn	NOUN
cana-5916	52	12	:	:	PUNCT
cana-5916	52	13	1074	1074	NUM
cana-5916	52	14	-	-	PUNCT
cana-5916	52	15	133x	133x	NUM
cana-5916	52	16	vol	vol	VERB
cana-5916	52	17	32	32	NUM
cana-5916	52	18	no	no	NOUN
cana-5916	52	19	.	.	PUNCT
cana-5916	53	1	10s	10	NOUN
cana-5916	53	2	(	(	PUNCT
cana-5916	53	3	2025	2025	NUM
cana-5916	53	4	)	)	PUNCT
cana-5916	53	5	3040	3040	NUM
cana-5916	53	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	53	7	ammonium	ammonium	NOUN
cana-5916	53	8	with	with	ADP
cana-5916	53	9	caesium	caesium	NOUN
cana-5916	53	10	enhances	enhance	VERB
cana-5916	53	11	the	the	DET
cana-5916	53	12	material	material	NOUN
cana-5916	53	13	's	's	PART
cana-5916	53	14	thermal	thermal	ADJ
cana-5916	53	15	stability	stability	NOUN
cana-5916	53	16	.	.	PUNCT
cana-5916	54	1	incorporating	incorporate	VERB
cana-5916	54	2	bromide	bromide	NOUN
cana-5916	54	3	or	or	CCONJ
cana-5916	54	4	chloride	chloride	NOUN
cana-5916	54	5	alters	alter	VERB
cana-5916	54	6	the	the	DET
cana-5916	54	7	absorption	absorption	NOUN
cana-5916	54	8	range	range	NOUN
cana-5916	54	9	.	.	PUNCT
cana-5916	55	1	currently	currently	ADV
cana-5916	55	2	,	,	PUNCT
cana-5916	55	3	there	there	PRON
cana-5916	55	4	is	be	VERB
cana-5916	55	5	significant	significant	ADJ
cana-5916	55	6	interest	interest	NOUN
cana-5916	55	7	in	in	ADP
cana-5916	55	8	all	all	PRON
cana-5916	55	9	-	-	PUNCT
cana-5916	55	10	inorganic	inorganic	ADJ
cana-5916	55	11	forms	form	NOUN
cana-5916	55	12	of	of	ADP
cana-5916	55	13	lead	lead	NOUN
cana-5916	55	14	-	-	PUNCT
cana-5916	55	15	based	base	VERB
cana-5916	55	16	hybrid	hybrid	ADJ
cana-5916	55	17	perovskites	perovskite	NOUN
cana-5916	55	18	due	due	ADP
cana-5916	55	19	to	to	ADP
cana-5916	55	20	their	their	PRON
cana-5916	55	21	instability	instability	NOUN
cana-5916	55	22	and	and	CCONJ
cana-5916	55	23	toxicity	toxicity	NOUN
cana-5916	55	24	.	.	PUNCT
cana-5916	56	1	nevertheless	nevertheless	ADV
cana-5916	56	2	,	,	PUNCT
cana-5916	56	3	these	these	DET
cana-5916	56	4	materials	material	NOUN
cana-5916	56	5	have	have	AUX
cana-5916	56	6	demonstrated	demonstrate	VERB
cana-5916	56	7	promising	promise	VERB
cana-5916	56	8	photo	photo	NOUN
cana-5916	56	9	catalytic	catalytic	ADJ
cana-5916	56	10	electrochemical	electrochemical	ADJ
cana-5916	56	11	reactions	reaction	NOUN
cana-5916	56	12	(	(	PUNCT
cana-5916	56	13	pces	pce	NOUN
cana-5916	56	14	)	)	PUNCT
cana-5916	56	15	in	in	ADP
cana-5916	56	16	both	both	CCONJ
cana-5916	56	17	mesoporous	mesoporous	ADJ
cana-5916	56	18	and	and	CCONJ
cana-5916	56	19	planar	planar	ADJ
cana-5916	56	20	architectures	architecture	NOUN
cana-5916	56	21	.	.	PUNCT
cana-5916	57	1	cspbi₃	cspbi₃	NOUN
cana-5916	57	2	has	have	AUX
cana-5916	57	3	emerged	emerge	VERB
cana-5916	57	4	as	as	ADP
cana-5916	57	5	a	a	DET
cana-5916	57	6	frontrunner	frontrunner	NOUN
cana-5916	57	7	in	in	ADP
cana-5916	57	8	this	this	DET
cana-5916	57	9	domain	domain	NOUN
cana-5916	57	10	,	,	PUNCT
cana-5916	57	11	as	as	SCONJ
cana-5916	57	12	it	it	PRON
cana-5916	57	13	effectively	effectively	ADV
cana-5916	57	14	manages	manage	VERB
cana-5916	57	15	defects	defect	NOUN
cana-5916	57	16	,	,	PUNCT
cana-5916	57	17	operates	operate	VERB
cana-5916	57	18	at	at	ADP
cana-5916	57	19	elevated	elevated	ADJ
cana-5916	57	20	temperatures	temperature	NOUN
cana-5916	57	21	,	,	PUNCT
cana-5916	57	22	and	and	CCONJ
cana-5916	57	23	maintains	maintain	VERB
cana-5916	57	24	stability	stability	NOUN
cana-5916	57	25	at	at	ADP
cana-5916	57	26	temperatures	temperature	NOUN
cana-5916	57	27	exceeding	exceed	VERB
cana-5916	57	28	400	400	NUM
cana-5916	57	29	°	°	NOUN
cana-5916	57	30	c	c	NOUN
cana-5916	57	31	.	.	PUNCT
cana-5916	58	1	recent	recent	ADJ
cana-5916	58	2	advancements	advancement	NOUN
cana-5916	58	3	,	,	PUNCT
cana-5916	58	4	including	include	VERB
cana-5916	58	5	dual	dual	ADJ
cana-5916	58	6	defect	defect	NOUN
cana-5916	58	7	passivation	passivation	NOUN
cana-5916	58	8	,	,	PUNCT
cana-5916	58	9	stabilization	stabilization	NOUN
cana-5916	58	10	of	of	ADP
cana-5916	58	11	the	the	DET
cana-5916	58	12	γphase	γphase	NOUN
cana-5916	58	13	under	under	ADP
cana-5916	58	14	standard	standard	ADJ
cana-5916	58	15	conditions	condition	NOUN
cana-5916	58	16	,	,	PUNCT
cana-5916	58	17	and	and	CCONJ
cana-5916	58	18	solution	solution	NOUN
cana-5916	58	19	processing	processing	NOUN
cana-5916	58	20	applicable	applicable	ADJ
cana-5916	58	21	in	in	ADP
cana-5916	58	22	normal	normal	ADJ
cana-5916	58	23	conditions	condition	NOUN
cana-5916	58	24	,	,	PUNCT
cana-5916	58	25	have	have	AUX
cana-5916	58	26	led	lead	VERB
cana-5916	58	27	to	to	ADP
cana-5916	58	28	efficacy	efficacy	NOUN
cana-5916	58	29	certifications	certification	NOUN
cana-5916	58	30	for	for	ADP
cana-5916	58	31	cspbiₜ-psc	cspbiₜ-psc	ADV
cana-5916	58	32	surpassing	surpass	VERB
cana-5916	58	33	21	21	NUM
cana-5916	58	34	%	%	NOUN
cana-5916	58	35	.	.	PUNCT
cana-5916	59	1	nonetheless	nonetheless	ADV
cana-5916	59	2	,	,	PUNCT
cana-5916	59	3	the	the	DET
cana-5916	59	4	intrinsic	intrinsic	ADJ
cana-5916	59	5	and	and	CCONJ
cana-5916	59	6	interfacial	interfacial	ADJ
cana-5916	59	7	defects	defect	NOUN
cana-5916	59	8	present	present	ADJ
cana-5916	59	9	in	in	ADP
cana-5916	59	10	perovskite	perovskite	NOUN
cana-5916	59	11	devices	device	NOUN
cana-5916	59	12	significantly	significantly	ADV
cana-5916	59	13	impair	impair	VERB
cana-5916	59	14	their	their	PRON
cana-5916	59	15	performance	performance	NOUN
cana-5916	59	16	.	.	PUNCT
cana-5916	60	1	numerous	numerous	ADJ
cana-5916	60	2	defects	defect	NOUN
cana-5916	60	3	,	,	PUNCT
cana-5916	60	4	such	such	ADJ
cana-5916	60	5	as	as	ADP
cana-5916	60	6	iodide	iodide	NOUN
cana-5916	60	7	vacancies	vacancy	NOUN
cana-5916	60	8	and	and	CCONJ
cana-5916	60	9	under	under	ADP
cana-5916	60	10	coordinated	coordinate	VERB
cana-5916	60	11	pb²⁺	pb²⁺	NOUN
cana-5916	60	12	sites	site	NOUN
cana-5916	60	13	,	,	PUNCT
cana-5916	60	14	contribute	contribute	VERB
cana-5916	60	15	to	to	ADP
cana-5916	60	16	phase	phase	NOUN
cana-5916	60	17	instability	instability	NOUN
cana-5916	60	18	and	and	CCONJ
cana-5916	60	19	lead	lead	NOUN
cana-5916	60	20	to	to	ADP
cana-5916	60	21	non	non	ADJ
cana-5916	60	22	-	-	ADJ
cana-5916	60	23	radiative	radiative	ADJ
cana-5916	60	24	recombination	recombination	NOUN
cana-5916	60	25	,	,	PUNCT
cana-5916	60	26	which	which	PRON
cana-5916	60	27	severely	severely	ADV
cana-5916	60	28	diminishes	diminish	VERB
cana-5916	60	29	the	the	DET
cana-5916	60	30	device	device	NOUN
cana-5916	60	31	's	's	PART
cana-5916	60	32	efficiency	efficiency	NOUN
cana-5916	60	33	.	.	PUNCT
cana-5916	61	1	consequently	consequently	ADV
cana-5916	61	2	,	,	PUNCT
cana-5916	61	3	extensive	extensive	ADJ
cana-5916	61	4	research	research	NOUN
cana-5916	61	5	has	have	AUX
cana-5916	61	6	been	be	AUX
cana-5916	61	7	directed	direct	VERB
cana-5916	61	8	towards	towards	ADP
cana-5916	61	9	mitigating	mitigate	VERB
cana-5916	61	10	these	these	DET
cana-5916	61	11	issues	issue	NOUN
cana-5916	61	12	through	through	ADP
cana-5916	61	13	defect	defect	NOUN
cana-5916	61	14	engineering	engineering	NOUN
cana-5916	61	15	and	and	CCONJ
cana-5916	61	16	passivation	passivation	NOUN
cana-5916	61	17	techniques	technique	NOUN
cana-5916	61	18	.	.	PUNCT
cana-5916	62	1	furthermore	furthermore	ADV
cana-5916	62	2	,	,	PUNCT
cana-5916	62	3	the	the	DET
cana-5916	62	4	selection	selection	NOUN
cana-5916	62	5	of	of	ADP
cana-5916	62	6	charge	charge	NOUN
cana-5916	62	7	transport	transport	NOUN
cana-5916	62	8	layers	layer	NOUN
cana-5916	62	9	and	and	CCONJ
cana-5916	62	10	their	their	PRON
cana-5916	62	11	integration	integration	NOUN
cana-5916	62	12	with	with	ADP
cana-5916	62	13	the	the	DET
cana-5916	62	14	perovskite	perovskite	NOUN
cana-5916	62	15	absorber	absorber	NOUN
cana-5916	62	16	plays	play	VERB
cana-5916	62	17	a	a	DET
cana-5916	62	18	crucial	crucial	ADJ
cana-5916	62	19	role	role	NOUN
cana-5916	62	20	in	in	ADP
cana-5916	62	21	managing	manage	VERB
cana-5916	62	22	charge	charge	NOUN
cana-5916	62	23	extraction	extraction	NOUN
cana-5916	62	24	and	and	CCONJ
cana-5916	62	25	recombination	recombination	NOUN
cana-5916	62	26	processes	process	NOUN
cana-5916	62	27	.	.	PUNCT
cana-5916	63	1	commonly	commonly	ADV
cana-5916	63	2	utilized	utilize	VERB
cana-5916	63	3	electron	electron	NOUN
cana-5916	63	4	transport	transport	NOUN
cana-5916	63	5	layers	layer	NOUN
cana-5916	63	6	(	(	PUNCT
cana-5916	63	7	etls	etls	NOUN
cana-5916	63	8	)	)	PUNCT
cana-5916	63	9	include	include	VERB
cana-5916	63	10	tio₂	tio₂	PROPN
cana-5916	63	11	and	and	CCONJ
cana-5916	63	12	sno₂	sno₂	PROPN
cana-5916	63	13	,	,	PUNCT
cana-5916	63	14	while	while	SCONJ
cana-5916	63	15	whole	whole	ADJ
cana-5916	63	16	transport	transport	NOUN
cana-5916	63	17	layers	layer	NOUN
cana-5916	63	18	(	(	PUNCT
cana-5916	63	19	htls	htls	INTJ
cana-5916	63	20	)	)	PUNCT
cana-5916	63	21	often	often	ADV
cana-5916	63	22	comprise	comprise	VERB
cana-5916	63	23	spiro	spiro	NOUN
cana-5916	63	24	-	-	PUNCT
cana-5916	63	25	ometad	ometad	PROPN
cana-5916	63	26	and	and	CCONJ
cana-5916	63	27	ptaa	ptaa	NOUN
cana-5916	63	28	.	.	PUNCT
cana-5916	64	1	however	however	ADV
cana-5916	64	2	,	,	PUNCT
cana-5916	64	3	these	these	DET
cana-5916	64	4	layers	layer	NOUN
cana-5916	64	5	can	can	AUX
cana-5916	64	6	introduce	introduce	VERB
cana-5916	64	7	challenges	challenge	NOUN
cana-5916	64	8	related	relate	VERB
cana-5916	64	9	to	to	ADP
cana-5916	64	10	stability	stability	NOUN
cana-5916	64	11	and	and	CCONJ
cana-5916	64	12	energy	energy	NOUN
cana-5916	64	13	level	level	NOUN
cana-5916	64	14	alignment	alignment	NOUN
cana-5916	64	15	.	.	PUNCT
cana-5916	65	1	emerging	emerge	VERB
cana-5916	65	2	htl	htl	PROPN
cana-5916	65	3	materials	material	NOUN
cana-5916	65	4	,	,	PUNCT
cana-5916	65	5	such	such	ADJ
cana-5916	65	6	as	as	ADP
cana-5916	65	7	copper	copper	NOUN
cana-5916	65	8	antimony	antimony	NOUN
cana-5916	65	9	sulphide	sulphide	NOUN
cana-5916	65	10	(	(	PUNCT
cana-5916	65	11	cusbs₂	cusbs₂	PROPN
cana-5916	65	12	)	)	PUNCT
cana-5916	65	13	,	,	PUNCT
cana-5916	65	14	show	show	VERB
cana-5916	65	15	great	great	ADJ
cana-5916	65	16	potential	potential	NOUN
cana-5916	65	17	due	due	ADP
cana-5916	65	18	to	to	ADP
cana-5916	65	19	their	their	PRON
cana-5916	65	20	favorable	favorable	ADJ
cana-5916	65	21	band	band	NOUN
cana-5916	65	22	alignment	alignment	NOUN
cana-5916	65	23	,	,	PUNCT
cana-5916	65	24	p	p	ADJ
cana-5916	65	25	-	-	PUNCT
cana-5916	65	26	type	type	NOUN
cana-5916	65	27	conductivity	conductivity	NOUN
cana-5916	65	28	,	,	PUNCT
cana-5916	65	29	and	and	CCONJ
cana-5916	65	30	compatibility	compatibility	NOUN
cana-5916	65	31	with	with	ADP
cana-5916	65	32	n	n	CCONJ
cana-5916	65	33	-	-	PUNCT
cana-5916	65	34	i	i	NOUN
cana-5916	65	35	-	-	PUNCT
cana-5916	65	36	p	p	NOUN
cana-5916	65	37	architectures	architecture	NOUN
cana-5916	65	38	.	.	PUNCT
cana-5916	66	1	their	their	PRON
cana-5916	66	2	implementation	implementation	NOUN
cana-5916	66	3	has	have	AUX
cana-5916	66	4	led	lead	VERB
cana-5916	66	5	to	to	ADP
cana-5916	66	6	enhancements	enhancement	NOUN
cana-5916	66	7	in	in	ADP
cana-5916	66	8	power	power	NOUN
cana-5916	66	9	conversion	conversion	NOUN
cana-5916	66	10	efficiency	efficiency	NOUN
cana-5916	66	11	(	(	PUNCT
cana-5916	66	12	pce	pce	NOUN
cana-5916	66	13	)	)	PUNCT
cana-5916	66	14	,	,	PUNCT
cana-5916	66	15	open	open	ADJ
cana-5916	66	16	-	-	PUNCT
cana-5916	66	17	circuit	circuit	NOUN
cana-5916	66	18	voltage	voltage	NOUN
cana-5916	66	19	(	(	PUNCT
cana-5916	66	20	voc	voc	NOUN
cana-5916	66	21	)	)	PUNCT
cana-5916	66	22	,	,	PUNCT
cana-5916	66	23	and	and	CCONJ
cana-5916	66	24	fill	fill	NOUN
cana-5916	66	25	factor	factor	NOUN
cana-5916	66	26	(	(	PUNCT
cana-5916	66	27	ff	ff	NOUN
cana-5916	66	28	)	)	PUNCT
cana-5916	66	29	metrics	metric	NOUN
cana-5916	66	30	,	,	PUNCT
cana-5916	66	31	thereby	thereby	ADV
cana-5916	66	32	expanding	expand	VERB
cana-5916	66	33	the	the	DET
cana-5916	66	34	array	array	NOUN
cana-5916	66	35	of	of	ADP
cana-5916	66	36	materials	material	NOUN
cana-5916	66	37	applicable	applicable	ADJ
cana-5916	66	38	in	in	ADP
cana-5916	66	39	perovskite	perovskite	ADJ
cana-5916	66	40	solar	solar	ADJ
cana-5916	66	41	cells	cell	NOUN
cana-5916	66	42	(	(	PUNCT
cana-5916	66	43	pscs	psc	NOUN
cana-5916	66	44	)	)	PUNCT
cana-5916	66	45	.	.	PUNCT
cana-5916	67	1	geometric	geometric	ADJ
cana-5916	67	2	and	and	CCONJ
cana-5916	67	3	structural	structural	ADJ
cana-5916	67	4	factors	factor	NOUN
cana-5916	67	5	,	,	PUNCT
cana-5916	67	6	including	include	VERB
cana-5916	67	7	the	the	DET
cana-5916	67	8	thickness	thickness	NOUN
cana-5916	67	9	of	of	ADP
cana-5916	67	10	the	the	DET
cana-5916	67	11	absorber	absorber	NOUN
cana-5916	67	12	and	and	CCONJ
cana-5916	67	13	transport	transport	NOUN
cana-5916	67	14	layers	layer	NOUN
cana-5916	67	15	,	,	PUNCT
cana-5916	67	16	also	also	ADV
cana-5916	67	17	significantly	significantly	ADV
cana-5916	67	18	influence	influence	VERB
cana-5916	67	19	the	the	DET
cana-5916	67	20	performance	performance	NOUN
cana-5916	67	21	of	of	ADP
cana-5916	67	22	photovoltaic	photovoltaic	NOUN
cana-5916	67	23	cells	cell	NOUN
cana-5916	67	24	.	.	PUNCT
cana-5916	68	1	the	the	DET
cana-5916	68	2	optimal	optimal	ADJ
cana-5916	68	3	thickness	thickness	NOUN
cana-5916	68	4	of	of	ADP
cana-5916	68	5	the	the	DET
cana-5916	68	6	absorber	absorber	NOUN
cana-5916	68	7	must	must	AUX
cana-5916	68	8	strike	strike	VERB
cana-5916	68	9	a	a	DET
cana-5916	68	10	balance	balance	NOUN
cana-5916	68	11	between	between	ADP
cana-5916	68	12	effective	effective	ADJ
cana-5916	68	13	light	light	ADJ
cana-5916	68	14	absorption	absorption	NOUN
cana-5916	68	15	and	and	CCONJ
cana-5916	68	16	efficient	efficient	ADJ
cana-5916	68	17	carrier	carrier	NOUN
cana-5916	68	18	transport	transport	NOUN
cana-5916	68	19	.	.	PUNCT
cana-5916	69	1	conversely	conversely	ADV
cana-5916	69	2	,	,	PUNCT
cana-5916	69	3	the	the	DET
cana-5916	69	4	transport	transport	NOUN
cana-5916	69	5	layer	layer	NOUN
cana-5916	69	6	's	's	PART
cana-5916	69	7	thickness	thickness	NOUN
cana-5916	69	8	should	should	AUX
cana-5916	69	9	be	be	AUX
cana-5916	69	10	minimized	minimize	VERB
cana-5916	69	11	to	to	PART
cana-5916	69	12	decrease	decrease	VERB
cana-5916	69	13	resistive	resistive	ADJ
cana-5916	69	14	losses	loss	NOUN
cana-5916	69	15	and	and	CCONJ
cana-5916	69	16	facilitate	facilitate	NOUN
cana-5916	69	17	charge	charge	NOUN
cana-5916	69	18	extraction	extraction	NOUN
cana-5916	69	19	.	.	PUNCT
cana-5916	70	1	simultaneously	simultaneously	ADV
cana-5916	70	2	,	,	PUNCT
cana-5916	70	3	the	the	DET
cana-5916	70	4	defect	defect	NOUN
cana-5916	70	5	density	density	NOUN
cana-5916	70	6	within	within	ADP
cana-5916	70	7	and	and	CCONJ
cana-5916	70	8	between	between	ADP
cana-5916	70	9	layers	layer	NOUN
cana-5916	70	10	impacts	impact	VERB
cana-5916	70	11	the	the	DET
cana-5916	70	12	recombination	recombination	NOUN
cana-5916	70	13	rate	rate	NOUN
cana-5916	70	14	,	,	PUNCT
cana-5916	70	15	which	which	PRON
cana-5916	70	16	subsequently	subsequently	ADV
cana-5916	70	17	affects	affect	VERB
cana-5916	70	18	overall	overall	ADJ
cana-5916	70	19	efficiency	efficiency	NOUN
cana-5916	70	20	.	.	PUNCT
cana-5916	71	1	shallow	shallow	ADJ
cana-5916	71	2	-	-	PUNCT
cana-5916	71	3	level	level	NOUN
cana-5916	71	4	defects	defect	NOUN
cana-5916	71	5	can	can	AUX
cana-5916	71	6	lead	lead	VERB
cana-5916	71	7	to	to	ADP
cana-5916	71	8	radiative	radiative	ADJ
cana-5916	71	9	recombination	recombination	NOUN
cana-5916	71	10	,	,	PUNCT
cana-5916	71	11	whereas	whereas	SCONJ
cana-5916	71	12	deeper	deep	ADJ
cana-5916	71	13	-	-	PUNCT
cana-5916	71	14	level	level	NOUN
cana-5916	71	15	defects	defect	NOUN
cana-5916	71	16	may	may	AUX
cana-5916	71	17	result	result	VERB
cana-5916	71	18	in	in	ADP
cana-5916	71	19	non	non	ADJ
cana-5916	71	20	-	-	ADJ
cana-5916	71	21	radiative	radiative	ADJ
cana-5916	71	22	losses	loss	NOUN
cana-5916	71	23	and	and	CCONJ
cana-5916	71	24	phonon	phonon	NOUN
cana-5916	71	25	scattering	scattering	NOUN
cana-5916	71	26	.	.	PUNCT
cana-5916	72	1	therefore	therefore	ADV
cana-5916	72	2	,	,	PUNCT
cana-5916	72	3	to	to	PART
cana-5916	72	4	enhance	enhance	VERB
cana-5916	72	5	both	both	DET
cana-5916	72	6	performance	performance	NOUN
cana-5916	72	7	and	and	CCONJ
cana-5916	72	8	stability	stability	NOUN
cana-5916	72	9	,	,	PUNCT
cana-5916	72	10	it	it	PRON
cana-5916	72	11	is	be	AUX
cana-5916	72	12	essential	essential	ADJ
cana-5916	72	13	to	to	PART
cana-5916	72	14	reduce	reduce	VERB
cana-5916	72	15	defect	defect	ADJ
cana-5916	72	16	density	density	NOUN
cana-5916	72	17	through	through	ADP
cana-5916	72	18	passivation	passivation	NOUN
cana-5916	72	19	or	or	CCONJ
cana-5916	72	20	interface	interface	NOUN
cana-5916	72	21	engineering	engineering	NOUN
cana-5916	72	22	.	.	PUNCT
cana-5916	73	1	[	[	X
cana-5916	73	2	5	5	NUM
cana-5916	73	3	]	]	X
cana-5916	73	4	numerical	numerical	ADJ
cana-5916	73	5	tools	tool	NOUN
cana-5916	73	6	such	such	ADJ
cana-5916	73	7	as	as	ADP
cana-5916	73	8	scaps-1d	scaps-1d	PROPN
cana-5916	73	9	(	(	PUNCT
cana-5916	73	10	solar	solar	ADJ
cana-5916	73	11	cell	cell	NOUN
cana-5916	73	12	capacitance	capacitance	NOUN
cana-5916	73	13	simulator	simulator	NOUN
cana-5916	73	14	)	)	PUNCT
cana-5916	73	15	have	have	AUX
cana-5916	73	16	proven	prove	VERB
cana-5916	73	17	to	to	PART
cana-5916	73	18	be	be	AUX
cana-5916	73	19	extremely	extremely	ADV
cana-5916	73	20	beneficial	beneficial	ADJ
cana-5916	73	21	for	for	ADP
cana-5916	73	22	examining	examine	VERB
cana-5916	73	23	the	the	DET
cana-5916	73	24	interactions	interaction	NOUN
cana-5916	73	25	between	between	ADP
cana-5916	73	26	various	various	ADJ
cana-5916	73	27	factors	factor	NOUN
cana-5916	73	28	.	.	PUNCT
cana-5916	74	1	scaps-1d	scaps-1d	PROPN
cana-5916	74	2	allows	allow	VERB
cana-5916	74	3	for	for	ADP
cana-5916	74	4	testing	test	VERB
cana-5916	74	5	a	a	DET
cana-5916	74	6	device	device	NOUN
cana-5916	74	7	's	's	PART
cana-5916	74	8	performance	performance	NOUN
cana-5916	74	9	under	under	ADP
cana-5916	74	10	different	different	ADJ
cana-5916	74	11	physical	physical	ADJ
cana-5916	74	12	and	and	CCONJ
cana-5916	74	13	electrical	electrical	ADJ
cana-5916	74	14	conditions	condition	NOUN
cana-5916	74	15	.	.	PUNCT
cana-5916	75	1	this	this	DET
cana-5916	75	2	approach	approach	NOUN
cana-5916	75	3	provides	provide	VERB
cana-5916	75	4	a	a	DET
cana-5916	75	5	cost	cost	NOUN
cana-5916	75	6	-	-	PUNCT
cana-5916	75	7	effective	effective	ADJ
cana-5916	75	8	means	mean	NOUN
cana-5916	75	9	to	to	PART
cana-5916	75	10	explore	explore	VERB
cana-5916	75	11	multidimensional	multidimensional	ADJ
cana-5916	75	12	design	design	NOUN
cana-5916	75	13	spaces	space	NOUN
cana-5916	75	14	.	.	PUNCT
cana-5916	76	1	however	however	ADV
cana-5916	76	2	,	,	PUNCT
cana-5916	76	3	the	the	DET
cana-5916	76	4	numerous	numerous	ADJ
cana-5916	76	5	adjustable	adjustable	ADJ
cana-5916	76	6	parameters	parameter	NOUN
cana-5916	76	7	,	,	PUNCT
cana-5916	76	8	including	include	VERB
cana-5916	76	9	layer	layer	NOUN
cana-5916	76	10	thickness	thickness	NOUN
cana-5916	76	11	,	,	PUNCT
cana-5916	76	12	doping	doping	NOUN
cana-5916	76	13	concentration	concentration	NOUN
cana-5916	76	14	,	,	PUNCT
cana-5916	76	15	and	and	CCONJ
cana-5916	76	16	trap	trap	NOUN
cana-5916	76	17	density	density	NOUN
cana-5916	76	18	,	,	PUNCT
cana-5916	76	19	make	make	VERB
cana-5916	76	20	a	a	DET
cana-5916	76	21	comprehensive	comprehensive	ADJ
cana-5916	76	22	brute	brute	NOUN
cana-5916	76	23	-	-	PUNCT
cana-5916	76	24	force	force	NOUN
cana-5916	76	25	scan	scan	VERB
cana-5916	76	26	prohibitively	prohibitively	ADV
cana-5916	76	27	expensive	expensive	ADJ
cana-5916	76	28	.	.	PUNCT
cana-5916	77	1	this	this	PRON
cana-5916	77	2	is	be	AUX
cana-5916	77	3	where	where	SCONJ
cana-5916	77	4	mlenhanced	mlenhanced	ADJ
cana-5916	77	5	simulation	simulation	NOUN
cana-5916	77	6	revolutionizes	revolutionize	VERB
cana-5916	77	7	the	the	DET
cana-5916	77	8	process	process	NOUN
cana-5916	77	9	.	.	PUNCT
cana-5916	78	1	researchers	researcher	NOUN
cana-5916	78	2	can	can	AUX
cana-5916	78	3	develop	develop	VERB
cana-5916	78	4	surrogate	surrogate	ADJ
cana-5916	78	5	models	model	NOUN
cana-5916	78	6	to	to	PART
cana-5916	78	7	forecast	forecast	VERB
cana-5916	78	8	device	device	NOUN
cana-5916	78	9	behavior	behavior	NOUN
cana-5916	78	10	,	,	PUNCT
cana-5916	78	11	significantly	significantly	ADV
cana-5916	78	12	reducing	reduce	VERB
cana-5916	78	13	simulation	simulation	NOUN
cana-5916	78	14	time	time	NOUN
cana-5916	78	15	by	by	ADP
cana-5916	78	16	several	several	ADJ
cana-5916	78	17	orders	order	NOUN
cana-5916	78	18	of	of	ADP
cana-5916	78	19	magnitude	magnitude	NOUN
cana-5916	78	20	through	through	ADP
cana-5916	78	21	the	the	DET
cana-5916	78	22	use	use	NOUN
cana-5916	78	23	of	of	ADP
cana-5916	78	24	models	model	NOUN
cana-5916	78	25	like	like	ADP
cana-5916	78	26	random	random	ADJ
cana-5916	78	27	forests	forest	NOUN
cana-5916	78	28	,	,	PUNCT
cana-5916	78	29	artificial	artificial	ADJ
cana-5916	78	30	neural	neural	ADJ
cana-5916	78	31	networks	network	NOUN
cana-5916	78	32	(	(	PUNCT
cana-5916	78	33	anns	anns	NOUN
cana-5916	78	34	)	)	PUNCT
cana-5916	78	35	,	,	PUNCT
cana-5916	78	36	and	and	CCONJ
cana-5916	78	37	gradient	gradient	NOUN
cana-5916	78	38	-	-	PUNCT
cana-5916	78	39	boosting	boost	VERB
cana-5916	78	40	algorithms	algorithm	NOUN
cana-5916	78	41	(	(	PUNCT
cana-5916	78	42	e.g.	e.g.	ADV
cana-5916	78	43	,	,	PUNCT
cana-5916	78	44	xgboost	xgboost	NUM
cana-5916	78	45	)	)	PUNCT
cana-5916	78	46	.	.	PUNCT
cana-5916	79	1	despite	despite	SCONJ
cana-5916	79	2	the	the	DET
cana-5916	79	3	increasing	increase	VERB
cana-5916	79	4	interest	interest	NOUN
cana-5916	79	5	,	,	PUNCT
cana-5916	79	6	most	most	ADJ
cana-5916	79	7	prior	prior	ADJ
cana-5916	79	8	research	research	NOUN
cana-5916	79	9	utilizing	utilize	VERB
cana-5916	79	10	ml	ml	VERB
cana-5916	79	11	has	have	AUX
cana-5916	79	12	focused	focus	VERB
cana-5916	79	13	on	on	ADP
cana-5916	79	14	optimizing	optimize	VERB
cana-5916	79	15	a	a	DET
cana-5916	79	16	single	single	ADJ
cana-5916	79	17	parameter	parameter	NOUN
cana-5916	79	18	at	at	ADP
cana-5916	79	19	a	a	DET
cana-5916	79	20	time	time	NOUN
cana-5916	79	21	,	,	PUNCT
cana-5916	79	22	such	such	ADJ
cana-5916	79	23	as	as	ADP
cana-5916	79	24	thickness	thickness	NOUN
cana-5916	79	25	or	or	CCONJ
cana-5916	79	26	defect	defect	VERB
cana-5916	79	27	density	density	NOUN
cana-5916	79	28	.	.	PUNCT
cana-5916	80	1	there	there	PRON
cana-5916	80	2	has	have	AUX
cana-5916	80	3	been	be	AUX
cana-5916	80	4	limited	limit	VERB
cana-5916	80	5	investigation	investigation	NOUN
cana-5916	80	6	into	into	ADP
cana-5916	80	7	a	a	DET
cana-5916	80	8	comprehensive	comprehensive	ADJ
cana-5916	80	9	framework	framework	NOUN
cana-5916	80	10	that	that	PRON
cana-5916	80	11	elucidates	elucidate	VERB
cana-5916	80	12	how	how	SCONJ
cana-5916	80	13	these	these	DET
cana-5916	80	14	parameters	parameter	NOUN
cana-5916	80	15	interact	interact	VERB
cana-5916	80	16	collectively	collectively	ADV
cana-5916	80	17	,	,	PUNCT
cana-5916	80	18	particularly	particularly	ADV
cana-5916	80	19	in	in	ADP
cana-5916	80	20	cspbi₃-based	cspbi₃-base	VERB
cana-5916	80	21	all	all	PRON
cana-5916	80	22	-	-	PUNCT
cana-5916	80	23	inorganic	inorganic	ADJ
cana-5916	80	24	pscs	psc	NOUN
cana-5916	80	25	.	.	PUNCT
cana-5916	81	1	the	the	DET
cana-5916	81	2	present	present	ADJ
cana-5916	81	3	study	study	NOUN
cana-5916	81	4	addresses	address	NOUN
cana-5916	81	5	this	this	DET
cana-5916	81	6	gap	gap	NOUN
cana-5916	81	7	by	by	ADP
cana-5916	81	8	presenting	present	VERB
cana-5916	81	9	a	a	DET
cana-5916	81	10	hybrid	hybrid	ADJ
cana-5916	81	11	approach	approach	NOUN
cana-5916	81	12	that	that	PRON
cana-5916	81	13	integrates	integrate	VERB
cana-5916	81	14	high	high	ADJ
cana-5916	81	15	-	-	PUNCT
cana-5916	81	16	throughput	throughput	NOUN
cana-5916	81	17	scaps-1d	scaps-1d	PROPN
cana-5916	81	18	simulations	simulation	NOUN
cana-5916	81	19	with	with	ADP
cana-5916	81	20	an	an	DET
cana-5916	81	21	xgboost	xgboost	ADV
cana-5916	81	22	-	-	PUNCT
cana-5916	81	23	based	base	VERB
cana-5916	81	24	surrogate	surrogate	ADJ
cana-5916	81	25	model	model	NOUN
cana-5916	81	26	and	and	CCONJ
cana-5916	81	27	shap	shap	PROPN
cana-5916	81	28	(	(	PUNCT
cana-5916	81	29	shapley	shapley	ADJ
cana-5916	81	30	additive	additive	ADJ
cana-5916	81	31	explanations	explanation	NOUN
cana-5916	81	32	)	)	PUNCT
cana-5916	81	33	to	to	PART
cana-5916	81	34	interpret	interpret	VERB
cana-5916	81	35	the	the	DET
cana-5916	81	36	results	result	NOUN
cana-5916	81	37	.	.	PUNCT
cana-5916	82	1	this	this	DET
cana-5916	82	2	method	method	NOUN
cana-5916	82	3	enables	enable	VERB
cana-5916	82	4	the	the	DET
cana-5916	82	5	simultaneous	simultaneous	ADJ
cana-5916	82	6	optimization	optimization	NOUN
cana-5916	82	7	of	of	ADP
cana-5916	82	8	multiple	multiple	ADJ
cana-5916	82	9	functional	functional	ADJ
cana-5916	82	10	layers	layer	NOUN
cana-5916	82	11	,	,	PUNCT
cana-5916	82	12	including	include	VERB
cana-5916	82	13	tco	tco	PROPN
cana-5916	82	14	,	,	PUNCT
cana-5916	82	15	tio₂	tio₂	PROPN
cana-5916	82	16	,	,	PUNCT
cana-5916	82	17	znos	zno	NOUN
cana-5916	82	18	,	,	PUNCT
cana-5916	82	19	cspbi₃	cspbi₃	NOUN
cana-5916	82	20	,	,	PUNCT
cana-5916	82	21	and	and	CCONJ
cana-5916	82	22	cusbs₂	cusbs₂	PROPN
cana-5916	82	23	,	,	PUNCT
cana-5916	82	24	along	along	ADP
cana-5916	82	25	with	with	ADP
cana-5916	82	26	the	the	DET
cana-5916	82	27	associated	associated	ADJ
cana-5916	82	28	bulk	bulk	ADJ
cana-5916	82	29	and	and	CCONJ
cana-5916	82	30	interfacial	interfacial	ADJ
cana-5916	82	31	defect	defect	NOUN
cana-5916	82	32	densities	density	NOUN
cana-5916	82	33	across	across	ADP
cana-5916	82	34	over	over	ADP
cana-5916	82	35	56,000	56,000	NUM
cana-5916	82	36	simulated	simulate	VERB
cana-5916	82	37	devices	device	NOUN
cana-5916	82	38	.	.	PUNCT
cana-5916	83	1	we	we	PRON
cana-5916	83	2	have	have	AUX
cana-5916	83	3	identified	identify	VERB
cana-5916	83	4	the	the	DET
cana-5916	83	5	optimal	optimal	ADJ
cana-5916	83	6	performance	performance	NOUN
cana-5916	83	7	thresholds	threshold	NOUN
cana-5916	83	8	by	by	ADP
cana-5916	83	9	analyzing	analyze	VERB
cana-5916	83	10	the	the	DET
cana-5916	83	11	interactions	interaction	NOUN
cana-5916	83	12	between	between	ADP
cana-5916	83	13	input	input	NOUN
cana-5916	83	14	variables	variable	NOUN
cana-5916	83	15	and	and	CCONJ
cana-5916	83	16	their	their	PRON
cana-5916	83	17	sensitivities	sensitivity	NOUN
cana-5916	83	18	.	.	PUNCT
cana-5916	84	1	for	for	ADP
cana-5916	84	2	example	example	NOUN
cana-5916	84	3	,	,	PUNCT
cana-5916	84	4	the	the	DET
cana-5916	84	5	perovskite	perovskite	NOUN
cana-5916	84	6	thickness	thickness	NOUN
cana-5916	84	7	should	should	AUX
cana-5916	84	8	exceed	exceed	VERB
cana-5916	84	9	1.2	1.2	NUM
cana-5916	84	10	µm	µm	NOUN
cana-5916	84	11	,	,	PUNCT
cana-5916	84	12	and	and	CCONJ
cana-5916	84	13	the	the	DET
cana-5916	84	14	defect	defect	NOUN
cana-5916	84	15	count	count	NOUN
cana-5916	84	16	should	should	AUX
cana-5916	84	17	remain	remain	VERB
cana-5916	84	18	below	below	ADP
cana-5916	84	19	10¹⁵	10¹⁵	NUM
cana-5916	84	20	cm⁻³.	cm⁻³.	NOUN
cana-5916	85	1	the	the	DET
cana-5916	85	2	ml	ml	ADV
cana-5916	85	3	-	-	PUNCT
cana-5916	85	4	guided	guide	VERB
cana-5916	85	5	design	design	NOUN
cana-5916	85	6	pipeline	pipeline	NOUN
cana-5916	85	7	resulted	result	VERB
cana-5916	85	8	in	in	ADP
cana-5916	85	9	a	a	DET
cana-5916	85	10	26	26	NUM
cana-5916	85	11	%	%	NOUN
cana-5916	85	12	increase	increase	NOUN
cana-5916	85	13	in	in	ADP
cana-5916	85	14	the	the	DET
cana-5916	85	15	simulated	simulate	VERB
cana-5916	85	16	pce	pce	NOUN
cana-5916	85	17	,	,	PUNCT
cana-5916	85	18	rising	rise	VERB
cana-5916	85	19	from	from	ADP
cana-5916	85	20	15.15	15.15	NUM
cana-5916	85	21	%	%	NOUN
cana-5916	85	22	to	to	ADP
cana-5916	85	23	19.16	19.16	NUM
cana-5916	85	24	%	%	NOUN
cana-5916	85	25	.	.	PUNCT
cana-5916	86	1	this	this	PRON
cana-5916	86	2	demonstrates	demonstrate	VERB
cana-5916	86	3	that	that	SCONJ
cana-5916	86	4	data	data	NOUN
cana-5916	86	5	-	-	PUNCT
cana-5916	86	6	driven	drive	VERB
cana-5916	86	7	optimization	optimization	NOUN
cana-5916	86	8	can	can	AUX
cana-5916	86	9	yield	yield	VERB
cana-5916	86	10	precise	precise	ADJ
cana-5916	86	11	predictions	prediction	NOUN
cana-5916	86	12	[	[	X
cana-5916	86	13	6	6	NUM
cana-5916	86	14	-	-	SYM
cana-5916	86	15	10	10	NUM
cana-5916	86	16	]	]	PUNCT
cana-5916	86	17	.	.	PUNCT
cana-5916	87	1	communications	communication	NOUN
cana-5916	87	2	on	on	ADP
cana-5916	87	3	applied	apply	VERB
cana-5916	87	4	nonlinear	nonlinear	ADJ
cana-5916	87	5	analysis	analysis	NOUN
cana-5916	87	6	issn	issn	NOUN
cana-5916	87	7	:	:	PUNCT
cana-5916	87	8	1074	1074	NUM
cana-5916	87	9	-	-	PUNCT
cana-5916	87	10	133x	133x	NUM
cana-5916	87	11	vol	vol	VERB
cana-5916	87	12	32	32	NUM
cana-5916	87	13	no	no	NOUN
cana-5916	87	14	.	.	PUNCT
cana-5916	88	1	10s	10	NOUN
cana-5916	88	2	(	(	PUNCT
cana-5916	88	3	2025	2025	NUM
cana-5916	88	4	)	)	PUNCT
cana-5916	88	5	3041	3041	NUM
cana-5916	88	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	88	7	by	by	ADP
cana-5916	88	8	integrating	integrate	VERB
cana-5916	88	9	this	this	DET
cana-5916	88	10	framework	framework	NOUN
cana-5916	88	11	and	and	CCONJ
cana-5916	88	12	accelerating	accelerate	VERB
cana-5916	88	13	the	the	DET
cana-5916	88	14	psc	psc	PROPN
cana-5916	88	15	design	design	NOUN
cana-5916	88	16	cycle	cycle	NOUN
cana-5916	88	17	,	,	PUNCT
cana-5916	88	18	we	we	PRON
cana-5916	88	19	discovered	discover	VERB
cana-5916	88	20	that	that	SCONJ
cana-5916	88	21	each	each	DET
cana-5916	88	22	parameter	parameter	NOUN
cana-5916	88	23	influences	influence	VERB
cana-5916	88	24	the	the	DET
cana-5916	88	25	others	other	NOUN
cana-5916	88	26	.	.	PUNCT
cana-5916	89	1	this	this	DET
cana-5916	89	2	level	level	NOUN
cana-5916	89	3	of	of	ADP
cana-5916	89	4	interpretability	interpretability	NOUN
cana-5916	89	5	is	be	AUX
cana-5916	89	6	crucial	crucial	ADJ
cana-5916	89	7	for	for	ADP
cana-5916	89	8	planning	plan	VERB
cana-5916	89	9	experiments	experiment	NOUN
cana-5916	89	10	that	that	PRON
cana-5916	89	11	can	can	AUX
cana-5916	89	12	be	be	AUX
cana-5916	89	13	executed	execute	VERB
cana-5916	89	14	based	base	VERB
cana-5916	89	15	on	on	ADP
cana-5916	89	16	simulation	simulation	NOUN
cana-5916	89	17	outcomes	outcome	NOUN
cana-5916	89	18	.	.	PUNCT
cana-5916	90	1	the	the	DET
cana-5916	90	2	approach	approach	NOUN
cana-5916	90	3	is	be	AUX
cana-5916	90	4	also	also	ADV
cana-5916	90	5	scalable	scalable	ADJ
cana-5916	90	6	,	,	PUNCT
cana-5916	90	7	indicating	indicate	VERB
cana-5916	90	8	that	that	SCONJ
cana-5916	90	9	in	in	ADP
cana-5916	90	10	the	the	DET
cana-5916	90	11	future	future	NOUN
cana-5916	90	12	,	,	PUNCT
cana-5916	90	13	it	it	PRON
cana-5916	90	14	will	will	AUX
cana-5916	90	15	be	be	AUX
cana-5916	90	16	feasible	feasible	ADJ
cana-5916	90	17	to	to	PART
cana-5916	90	18	investigate	investigate	VERB
cana-5916	90	19	additional	additional	ADJ
cana-5916	90	20	variables	variable	NOUN
cana-5916	90	21	,	,	PUNCT
cana-5916	90	22	such	such	ADJ
cana-5916	90	23	as	as	ADP
cana-5916	90	24	interface	interface	NOUN
cana-5916	90	25	roughness	roughness	NOUN
cana-5916	90	26	,	,	PUNCT
cana-5916	90	27	electrode	electrode	NOUN
cana-5916	90	28	materials	material	NOUN
cana-5916	90	29	,	,	PUNCT
cana-5916	90	30	and	and	CCONJ
cana-5916	90	31	environmental	environmental	ADJ
cana-5916	90	32	degradation	degradation	NOUN
cana-5916	90	33	methods	method	NOUN
cana-5916	90	34	.	.	PUNCT
cana-5916	91	1	merging	merge	VERB
cana-5916	91	2	physics	physics	NOUN
cana-5916	91	3	-	-	PUNCT
cana-5916	91	4	based	base	VERB
cana-5916	91	5	modeling	modeling	NOUN
cana-5916	91	6	with	with	ADP
cana-5916	91	7	data	data	NOUN
cana-5916	91	8	-	-	PUNCT
cana-5916	91	9	driven	drive	VERB
cana-5916	91	10	intelligence	intelligence	NOUN
cana-5916	91	11	lays	lay	VERB
cana-5916	91	12	a	a	DET
cana-5916	91	13	robust	robust	ADJ
cana-5916	91	14	foundation	foundation	NOUN
cana-5916	91	15	for	for	ADP
cana-5916	91	16	the	the	DET
cana-5916	91	17	next	next	ADJ
cana-5916	91	18	generation	generation	NOUN
cana-5916	91	19	of	of	ADP
cana-5916	91	20	pscs	psc	NOUN
cana-5916	91	21	that	that	PRON
cana-5916	91	22	are	be	AUX
cana-5916	91	23	comprehensible	comprehensible	ADJ
cana-5916	91	24	,	,	PUNCT
cana-5916	91	25	stable	stable	ADJ
cana-5916	91	26	,	,	PUNCT
cana-5916	91	27	and	and	CCONJ
cana-5916	91	28	high	high	ADV
cana-5916	91	29	-	-	PUNCT
cana-5916	91	30	performing	perform	VERB
cana-5916	91	31	[	[	X
cana-5916	91	32	11	11	NUM
cana-5916	91	33	-	-	SYM
cana-5916	91	34	15	15	NUM
cana-5916	91	35	]	]	PUNCT
cana-5916	91	36	.	.	PUNCT
cana-5916	92	1	we	we	PRON
cana-5916	92	2	found	find	VERB
cana-5916	92	3	that	that	SCONJ
cana-5916	92	4	combining	combine	VERB
cana-5916	92	5	scaps-1d	scaps-1d	PROPN
cana-5916	92	6	simulations	simulation	NOUN
cana-5916	92	7	with	with	ADP
cana-5916	92	8	ml	ml	NOUN
cana-5916	92	9	analytics	analytic	NOUN
cana-5916	92	10	can	can	AUX
cana-5916	92	11	expedite	expedite	VERB
cana-5916	92	12	the	the	DET
cana-5916	92	13	development	development	NOUN
cana-5916	92	14	of	of	ADP
cana-5916	92	15	all	all	DET
cana-5916	92	16	-	-	PUNCT
cana-5916	92	17	inorganic	inorganic	ADJ
cana-5916	92	18	pscs	psc	NOUN
cana-5916	92	19	.	.	PUNCT
cana-5916	93	1	the	the	DET
cana-5916	93	2	findings	finding	NOUN
cana-5916	93	3	of	of	ADP
cana-5916	93	4	this	this	DET
cana-5916	93	5	research	research	NOUN
cana-5916	93	6	highlight	highlight	VERB
cana-5916	93	7	the	the	DET
cana-5916	93	8	significance	significance	NOUN
cana-5916	93	9	of	of	ADP
cana-5916	93	10	optimizing	optimize	VERB
cana-5916	93	11	various	various	ADJ
cana-5916	93	12	factors	factor	NOUN
cana-5916	93	13	and	and	CCONJ
cana-5916	93	14	demonstrate	demonstrate	VERB
cana-5916	93	15	how	how	SCONJ
cana-5916	93	16	ai	ai	AUX
cana-5916	93	17	is	be	AUX
cana-5916	93	18	transforming	transform	VERB
cana-5916	93	19	the	the	DET
cana-5916	93	20	photovoltaics	photovoltaic	NOUN
cana-5916	93	21	sector	sector	NOUN
cana-5916	93	22	.	.	PUNCT
cana-5916	94	1	implementing	implement	VERB
cana-5916	94	2	these	these	DET
cana-5916	94	3	frameworks	framework	NOUN
cana-5916	94	4	in	in	ADP
cana-5916	94	5	autonomous	autonomous	ADJ
cana-5916	94	6	laboratories	laboratory	NOUN
cana-5916	94	7	and	and	CCONJ
cana-5916	94	8	highthroughput	highthroughput	VERB
cana-5916	94	9	experimentation	experimentation	NOUN
cana-5916	94	10	pipelines	pipeline	NOUN
cana-5916	94	11	could	could	AUX
cana-5916	94	12	accelerate	accelerate	VERB
cana-5916	94	13	the	the	DET
cana-5916	94	14	discovery	discovery	NOUN
cana-5916	94	15	of	of	ADP
cana-5916	94	16	materials	material	NOUN
cana-5916	94	17	and	and	CCONJ
cana-5916	94	18	designs	design	NOUN
cana-5916	94	19	that	that	PRON
cana-5916	94	20	perform	perform	VERB
cana-5916	94	21	effectively	effectively	ADV
cana-5916	94	22	in	in	ADP
cana-5916	94	23	real	real	ADJ
cana-5916	94	24	-	-	PUNCT
cana-5916	94	25	world	world	NOUN
cana-5916	94	26	applications	application	NOUN
cana-5916	94	27	.	.	PUNCT
cana-5916	95	1	as	as	SCONJ
cana-5916	95	2	climate	climate	NOUN
cana-5916	95	3	change	change	NOUN
cana-5916	95	4	becomes	become	VERB
cana-5916	95	5	increasingly	increasingly	ADV
cana-5916	95	6	pressing	press	VERB
cana-5916	95	7	,	,	PUNCT
cana-5916	95	8	the	the	DET
cana-5916	95	9	key	key	NOUN
cana-5916	95	10	to	to	ADP
cana-5916	95	11	maximizing	maximize	VERB
cana-5916	95	12	the	the	DET
cana-5916	95	13	potential	potential	NOUN
cana-5916	95	14	of	of	ADP
cana-5916	95	15	perovskite	perovskite	ADJ
cana-5916	95	16	solar	solar	ADJ
cana-5916	95	17	technologies	technology	NOUN
cana-5916	95	18	lies	lie	VERB
cana-5916	95	19	in	in	ADP
cana-5916	95	20	the	the	DET
cana-5916	95	21	integration	integration	NOUN
cana-5916	95	22	of	of	ADP
cana-5916	95	23	advanced	advanced	ADJ
cana-5916	95	24	materials	material	NOUN
cana-5916	95	25	,	,	PUNCT
cana-5916	95	26	computational	computational	ADJ
cana-5916	95	27	intelligence	intelligence	NOUN
cana-5916	95	28	,	,	PUNCT
cana-5916	95	29	and	and	CCONJ
cana-5916	95	30	scalable	scalable	ADJ
cana-5916	95	31	manufacturing	manufacturing	NOUN
cana-5916	95	32	[	[	X
cana-5916	95	33	16	16	NUM
cana-5916	95	34	]	]	PUNCT
cana-5916	95	35	.	.	PUNCT
cana-5916	96	1	ii	ii	PROPN
cana-5916	96	2	.	.	PUNCT
cana-5916	96	3	material	material	PROPN
cana-5916	96	4	methodology	methodology	NOUN
cana-5916	96	5	a.	a.	NOUN
cana-5916	96	6	configuration	configuration	NOUN
cana-5916	96	7	of	of	ADP
cana-5916	96	8	the	the	DET
cana-5916	96	9	device	device	NOUN
cana-5916	96	10	and	and	CCONJ
cana-5916	96	11	simulation	simulation	NOUN
cana-5916	96	12	the	the	DET
cana-5916	96	13	"	"	PUNCT
cana-5916	96	14	solar	solar	ADJ
cana-5916	96	15	cell	cell	NOUN
cana-5916	96	16	capacitance	capacitance	NOUN
cana-5916	96	17	simulator	simulator	NOUN
cana-5916	96	18	,	,	PUNCT
cana-5916	96	19	"	"	PUNCT
cana-5916	96	20	known	know	VERB
cana-5916	96	21	as	as	ADP
cana-5916	96	22	scaps-1d	scaps-1d	PROPN
cana-5916	96	23	,	,	PUNCT
cana-5916	96	24	has	have	AUX
cana-5916	96	25	been	be	AUX
cana-5916	96	26	instrumental	instrumental	ADJ
cana-5916	96	27	in	in	ADP
cana-5916	96	28	our	our	PRON
cana-5916	96	29	development	development	NOUN
cana-5916	96	30	and	and	CCONJ
cana-5916	96	31	testing	testing	NOUN
cana-5916	96	32	of	of	ADP
cana-5916	96	33	machine	machine	NOUN
cana-5916	96	34	learning	learning	NOUN
cana-5916	96	35	(	(	PUNCT
cana-5916	96	36	ml	ml	NOUN
cana-5916	96	37	)	)	PUNCT
cana-5916	96	38	techniques	technique	NOUN
cana-5916	96	39	aimed	aim	VERB
cana-5916	96	40	at	at	ADP
cana-5916	96	41	enhancing	enhance	VERB
cana-5916	96	42	perovskite	perovskite	ADJ
cana-5916	96	43	solar	solar	ADJ
cana-5916	96	44	cells	cell	NOUN
cana-5916	96	45	.	.	PUNCT
cana-5916	97	1	utilizing	utilize	VERB
cana-5916	97	2	this	this	DET
cana-5916	97	3	widely	widely	ADV
cana-5916	97	4	-	-	PUNCT
cana-5916	97	5	used	use	VERB
cana-5916	97	6	modeling	modeling	NOUN
cana-5916	97	7	tool	tool	NOUN
cana-5916	97	8	,	,	PUNCT
cana-5916	97	9	we	we	PRON
cana-5916	97	10	constructed	construct	VERB
cana-5916	97	11	and	and	CCONJ
cana-5916	97	12	evaluated	evaluate	VERB
cana-5916	97	13	a	a	DET
cana-5916	97	14	comprehensive	comprehensive	ADJ
cana-5916	97	15	dataset	dataset	NOUN
cana-5916	97	16	encompassing	encompass	VERB
cana-5916	97	17	various	various	ADJ
cana-5916	97	18	device	device	NOUN
cana-5916	97	19	configurations	configuration	NOUN
cana-5916	97	20	.	.	PUNCT
cana-5916	98	1	the	the	DET
cana-5916	98	2	electron	electron	NOUN
cana-5916	98	3	transport	transport	NOUN
cana-5916	98	4	layer	layer	NOUN
cana-5916	98	5	facilitates	facilitate	VERB
cana-5916	98	6	light	light	ADJ
cana-5916	98	7	entry	entry	NOUN
cana-5916	98	8	into	into	ADP
cana-5916	98	9	the	the	DET
cana-5916	98	10	simulated	simulate	VERB
cana-5916	98	11	photovoltaic	photovoltaic	NOUN
cana-5916	98	12	device	device	NOUN
cana-5916	98	13	,	,	PUNCT
cana-5916	98	14	accelerating	accelerate	VERB
cana-5916	98	15	carrier	carrier	NOUN
cana-5916	98	16	extraction	extraction	NOUN
cana-5916	98	17	and	and	CCONJ
cana-5916	98	18	regulating	regulate	VERB
cana-5916	98	19	charge	charge	NOUN
cana-5916	98	20	movement	movement	NOUN
cana-5916	98	21	.	.	PUNCT
cana-5916	99	1	the	the	DET
cana-5916	99	2	model	model	NOUN
cana-5916	99	3	device	device	NOUN
cana-5916	99	4	's	's	PART
cana-5916	99	5	photoactive	photoactive	ADJ
cana-5916	99	6	absorber	absorber	NOUN
cana-5916	99	7	layer	layer	NOUN
cana-5916	99	8	is	be	AUX
cana-5916	99	9	composed	compose	VERB
cana-5916	99	10	of	of	ADP
cana-5916	99	11	cspbi₀based	cspbi₀base	VERB
cana-5916	99	12	perovskite	perovskite	NOUN
cana-5916	99	13	,	,	PUNCT
cana-5916	99	14	which	which	PRON
cana-5916	99	15	exhibits	exhibit	VERB
cana-5916	99	16	stability	stability	NOUN
cana-5916	99	17	at	at	ADP
cana-5916	99	18	elevated	elevated	ADJ
cana-5916	99	19	temperatures	temperature	NOUN
cana-5916	99	20	,	,	PUNCT
cana-5916	99	21	resilience	resilience	NOUN
cana-5916	99	22	to	to	ADP
cana-5916	99	23	defects	defect	NOUN
cana-5916	99	24	,	,	PUNCT
cana-5916	99	25	and	and	CCONJ
cana-5916	99	26	the	the	DET
cana-5916	99	27	ability	ability	NOUN
cana-5916	99	28	to	to	PART
cana-5916	99	29	modify	modify	VERB
cana-5916	99	30	energy	energy	NOUN
cana-5916	99	31	levels	level	NOUN
cana-5916	99	32	.	.	PUNCT
cana-5916	100	1	scaps-1d	scaps-1d	PROPN
cana-5916	100	2	,	,	PUNCT
cana-5916	100	3	the	the	DET
cana-5916	100	4	"	"	PUNCT
cana-5916	100	5	solar	solar	ADJ
cana-5916	100	6	cell	cell	NOUN
cana-5916	100	7	capacitance	capacitance	NOUN
cana-5916	100	8	simulator	simulator	NOUN
cana-5916	100	9	,	,	PUNCT
cana-5916	100	10	"	"	PUNCT
cana-5916	100	11	executed	execute	VERB
cana-5916	100	12	numerical	numerical	ADJ
cana-5916	100	13	simulations	simulation	NOUN
cana-5916	100	14	to	to	PART
cana-5916	100	15	formulate	formulate	VERB
cana-5916	100	16	and	and	CCONJ
cana-5916	100	17	assess	assess	VERB
cana-5916	100	18	machine	machine	NOUN
cana-5916	100	19	learning	learning	NOUN
cana-5916	100	20	(	(	PUNCT
cana-5916	100	21	ml	ml	NOUN
cana-5916	100	22	)	)	PUNCT
cana-5916	100	23	strategies	strategy	NOUN
cana-5916	100	24	for	for	ADP
cana-5916	100	25	the	the	DET
cana-5916	100	26	advancement	advancement	NOUN
cana-5916	100	27	and	and	CCONJ
cana-5916	100	28	enhancement	enhancement	NOUN
cana-5916	100	29	of	of	ADP
cana-5916	100	30	perovskite	perovskite	ADJ
cana-5916	100	31	solar	solar	ADJ
cana-5916	100	32	cells	cell	NOUN
cana-5916	100	33	.	.	PUNCT
cana-5916	101	1	this	this	DET
cana-5916	101	2	well	well	ADV
cana-5916	101	3	-	-	PUNCT
cana-5916	101	4	regarded	regard	VERB
cana-5916	101	5	modeling	modeling	NOUN
cana-5916	101	6	tool	tool	NOUN
cana-5916	101	7	enabled	enable	VERB
cana-5916	101	8	the	the	DET
cana-5916	101	9	creation	creation	NOUN
cana-5916	101	10	and	and	CCONJ
cana-5916	101	11	testing	testing	NOUN
cana-5916	101	12	of	of	ADP
cana-5916	101	13	an	an	DET
cana-5916	101	14	extensive	extensive	ADJ
cana-5916	101	15	dataset	dataset	NOUN
cana-5916	101	16	across	across	ADP
cana-5916	101	17	multiple	multiple	ADJ
cana-5916	101	18	devices	device	NOUN
cana-5916	101	19	.	.	PUNCT
cana-5916	102	1	the	the	DET
cana-5916	102	2	electron	electron	NOUN
cana-5916	102	3	transport	transport	NOUN
cana-5916	102	4	layer	layer	NOUN
cana-5916	102	5	allows	allow	VERB
cana-5916	102	6	light	light	NOUN
cana-5916	102	7	to	to	PART
cana-5916	102	8	penetrate	penetrate	VERB
cana-5916	102	9	the	the	DET
cana-5916	102	10	artificial	artificial	ADJ
cana-5916	102	11	photovoltaic	photovoltaic	NOUN
cana-5916	102	12	system	system	NOUN
cana-5916	102	13	,	,	PUNCT
cana-5916	102	14	with	with	ADP
cana-5916	102	15	the	the	DET
cana-5916	102	16	etl	etl	NOUN
cana-5916	102	17	efficiently	efficiently	ADV
cana-5916	102	18	transporting	transport	VERB
cana-5916	102	19	charges	charge	NOUN
cana-5916	102	20	and	and	CCONJ
cana-5916	102	21	expediting	expedite	VERB
cana-5916	102	22	carrier	carrier	NOUN
cana-5916	102	23	removal	removal	NOUN
cana-5916	102	24	.	.	PUNCT
cana-5916	103	1	its	its	PRON
cana-5916	103	2	favorable	favorable	ADJ
cana-5916	103	3	valence	valence	NOUN
cana-5916	103	4	band	band	NOUN
cana-5916	103	5	alignment	alignment	NOUN
cana-5916	103	6	,	,	PUNCT
cana-5916	103	7	p	p	ADJ
cana-5916	103	8	-	-	PUNCT
cana-5916	103	9	type	type	NOUN
cana-5916	103	10	conductivity	conductivity	NOUN
cana-5916	103	11	,	,	PUNCT
cana-5916	103	12	and	and	CCONJ
cana-5916	103	13	compatibility	compatibility	NOUN
cana-5916	103	14	with	with	ADP
cana-5916	103	15	inorganic	inorganic	ADJ
cana-5916	103	16	perovskite	perovskite	NOUN
cana-5916	103	17	materials	material	NOUN
cana-5916	103	18	designate	designate	VERB
cana-5916	103	19	it	it	PRON
cana-5916	103	20	as	as	ADP
cana-5916	103	21	the	the	DET
cana-5916	103	22	hole	hole	NOUN
cana-5916	103	23	transport	transport	NOUN
cana-5916	103	24	layer	layer	NOUN
cana-5916	103	25	(	(	PUNCT
cana-5916	103	26	htl	htl	PROPN
cana-5916	103	27	)	)	PUNCT
cana-5916	103	28	.	.	PUNCT
cana-5916	104	1	the	the	DET
cana-5916	104	2	electronic	electronic	ADJ
cana-5916	104	3	transfer	transfer	NOUN
cana-5916	104	4	was	be	AUX
cana-5916	104	5	facilitated	facilitate	VERB
cana-5916	104	6	by	by	ADP
cana-5916	104	7	titanium	titanium	NOUN
cana-5916	104	8	dioxide	dioxide	NOUN
cana-5916	104	9	(	(	PUNCT
cana-5916	104	10	tio₂	tio₂	PROPN
cana-5916	104	11	)	)	PUNCT
cana-5916	104	12	,	,	PUNCT
cana-5916	104	13	which	which	PRON
cana-5916	104	14	remains	remain	VERB
cana-5916	104	15	a	a	DET
cana-5916	104	16	favored	favor	VERB
cana-5916	104	17	etl	etl	NOUN
cana-5916	104	18	due	due	ADP
cana-5916	104	19	to	to	ADP
cana-5916	104	20	its	its	PRON
cana-5916	104	21	chemical	chemical	ADJ
cana-5916	104	22	stability	stability	NOUN
cana-5916	104	23	and	and	CCONJ
cana-5916	104	24	high	high	ADJ
cana-5916	104	25	electron	electron	NOUN
cana-5916	104	26	mobility	mobility	NOUN
cana-5916	104	27	.	.	PUNCT
cana-5916	105	1	an	an	DET
cana-5916	105	2	intermediate	intermediate	ADJ
cana-5916	105	3	znos	znos	NOUN
cana-5916	105	4	buffer	buffer	NOUN
cana-5916	105	5	layer	layer	NOUN
cana-5916	105	6	mitigates	mitigate	VERB
cana-5916	105	7	energy	energy	NOUN
cana-5916	105	8	-	-	PUNCT
cana-5916	105	9	level	level	NOUN
cana-5916	105	10	discrepancies	discrepancy	NOUN
cana-5916	105	11	and	and	CCONJ
cana-5916	105	12	interfacial	interfacial	ADJ
cana-5916	105	13	trap	trap	NOUN
cana-5916	105	14	states	state	NOUN
cana-5916	105	15	,	,	PUNCT
cana-5916	105	16	thereby	thereby	ADV
cana-5916	105	17	enhancing	enhance	VERB
cana-5916	105	18	charge	charge	NOUN
cana-5916	105	19	extraction	extraction	NOUN
cana-5916	105	20	and	and	CCONJ
cana-5916	105	21	reducing	reduce	VERB
cana-5916	105	22	absorber	absorber	NOUN
cana-5916	105	23	-	-	PUNCT
cana-5916	105	24	etl	etl	NOUN
cana-5916	105	25	recombination	recombination	NOUN
cana-5916	105	26	[	[	X
cana-5916	105	27	17	17	NUM
cana-5916	105	28	]	]	PUNCT
cana-5916	105	29	.	.	PUNCT
cana-5916	106	1	the	the	DET
cana-5916	106	2	complete	complete	ADJ
cana-5916	106	3	device	device	NOUN
cana-5916	106	4	stack	stack	NOUN
cana-5916	106	5	's	's	PART
cana-5916	106	6	band	band	NOUN
cana-5916	106	7	alignment	alignment	NOUN
cana-5916	106	8	illustrated	illustrate	VERB
cana-5916	106	9	optimal	optimal	ADJ
cana-5916	106	10	energy	energy	NOUN
cana-5916	106	11	-	-	PUNCT
cana-5916	106	12	level	level	NOUN
cana-5916	106	13	gradients	gradient	NOUN
cana-5916	106	14	for	for	ADP
cana-5916	106	15	unidirectional	unidirectional	ADJ
cana-5916	106	16	charge	charge	NOUN
cana-5916	106	17	flow	flow	NOUN
cana-5916	106	18	and	and	CCONJ
cana-5916	106	19	minimal	minimal	ADJ
cana-5916	106	20	energy	energy	NOUN
cana-5916	106	21	loss	loss	NOUN
cana-5916	106	22	.	.	PUNCT
cana-5916	107	1	this	this	PRON
cana-5916	107	2	was	be	AUX
cana-5916	107	3	achieved	achieve	VERB
cana-5916	107	4	by	by	ADP
cana-5916	107	5	utilizing	utilize	VERB
cana-5916	107	6	material	material	NOUN
cana-5916	107	7	characteristics	characteristic	NOUN
cana-5916	107	8	and	and	CCONJ
cana-5916	107	9	device	device	NOUN
cana-5916	107	10	combinations	combination	NOUN
cana-5916	107	11	validated	validate	VERB
cana-5916	107	12	by	by	ADP
cana-5916	107	13	literature	literature	NOUN
cana-5916	107	14	.	.	PUNCT
cana-5916	108	1	all	all	DET
cana-5916	108	2	simulation	simulation	NOUN
cana-5916	108	3	parameters	parameter	NOUN
cana-5916	108	4	were	be	AUX
cana-5916	108	5	configured	configure	VERB
cana-5916	108	6	to	to	ADP
cana-5916	108	7	300	300	NUM
cana-5916	108	8	k	k	NOUN
cana-5916	108	9	with	with	ADP
cana-5916	108	10	am1.5	am1.5	PUNCT
cana-5916	108	11	g	g	PROPN
cana-5916	108	12	one	one	NUM
cana-5916	108	13	-	-	PUNCT
cana-5916	108	14	sun	sun	NOUN
cana-5916	108	15	illumination	illumination	NOUN
cana-5916	108	16	to	to	PART
cana-5916	108	17	align	align	VERB
cana-5916	108	18	with	with	ADP
cana-5916	108	19	standard	standard	ADJ
cana-5916	108	20	testing	testing	NOUN
cana-5916	108	21	environments	environment	NOUN
cana-5916	108	22	and	and	CCONJ
cana-5916	108	23	facilitate	facilitate	VERB
cana-5916	108	24	experimental	experimental	ADJ
cana-5916	108	25	comparisons	comparison	NOUN
cana-5916	108	26	.	.	PUNCT
cana-5916	109	1	to	to	PART
cana-5916	109	2	efficiently	efficiently	ADV
cana-5916	109	3	explore	explore	VERB
cana-5916	109	4	the	the	DET
cana-5916	109	5	design	design	NOUN
cana-5916	109	6	space	space	NOUN
cana-5916	109	7	,	,	PUNCT
cana-5916	109	8	high	high	ADJ
cana-5916	109	9	-	-	PUNCT
cana-5916	109	10	throughput	throughput	NOUN
cana-5916	109	11	simulation	simulation	NOUN
cana-5916	109	12	techniques	technique	NOUN
cana-5916	109	13	were	be	AUX
cana-5916	109	14	employed	employ	VERB
cana-5916	109	15	.	.	PUNCT
cana-5916	110	1	the	the	DET
cana-5916	110	2	widths	width	NOUN
cana-5916	110	3	of	of	ADP
cana-5916	110	4	the	the	DET
cana-5916	110	5	buffer	buffer	NOUN
cana-5916	110	6	layer	layer	NOUN
cana-5916	110	7	(	(	PUNCT
cana-5916	110	8	znos	znos	NUM
cana-5916	110	9	)	)	PUNCT
cana-5916	110	10	,	,	PUNCT
cana-5916	110	11	etl	etl	X
cana-5916	110	12	(	(	PUNCT
cana-5916	110	13	tio₂	tio₂	PROPN
cana-5916	110	14	)	)	PUNCT
cana-5916	110	15	,	,	PUNCT
cana-5916	110	16	perovskite	perovskite	NOUN
cana-5916	110	17	absorber	absorber	NOUN
cana-5916	110	18	(	(	PUNCT
cana-5916	110	19	cspbi₀	cspbi₀	NOUN
cana-5916	110	20	)	)	PUNCT
cana-5916	110	21	,	,	PUNCT
cana-5916	110	22	and	and	CCONJ
cana-5916	110	23	htl	htl	PROPN
cana-5916	110	24	(	(	PUNCT
cana-5916	110	25	cusbs₂	cusbs₂	PROPN
cana-5916	110	26	)	)	PUNCT
cana-5916	110	27	were	be	AUX
cana-5916	110	28	methodically	methodically	ADV
cana-5916	110	29	modified	modify	VERB
cana-5916	110	30	within	within	ADP
cana-5916	110	31	designated	designate	VERB
cana-5916	110	32	ranges	range	NOUN
cana-5916	110	33	.	.	PUNCT
cana-5916	111	1	adjusting	adjust	VERB
cana-5916	111	2	the	the	DET
cana-5916	111	3	thickness	thickness	NOUN
cana-5916	111	4	of	of	ADP
cana-5916	111	5	each	each	DET
cana-5916	111	6	layer	layer	NOUN
cana-5916	111	7	independently	independently	ADV
cana-5916	111	8	while	while	SCONJ
cana-5916	111	9	allowing	allow	VERB
cana-5916	111	10	for	for	ADP
cana-5916	111	11	multi	multi	ADJ
cana-5916	111	12	-	-	ADJ
cana-5916	111	13	layer	layer	ADJ
cana-5916	111	14	variation	variation	NOUN
cana-5916	111	15	accurately	accurately	ADV
cana-5916	111	16	depicted	depict	VERB
cana-5916	111	17	the	the	DET
cana-5916	111	18	complex	complex	ADJ
cana-5916	111	19	interdependencies	interdependency	NOUN
cana-5916	111	20	encountered	encounter	VERB
cana-5916	111	21	in	in	ADP
cana-5916	111	22	actual	actual	ADJ
cana-5916	111	23	device	device	NOUN
cana-5916	111	24	manufacturing	manufacturing	NOUN
cana-5916	111	25	.	.	PUNCT
cana-5916	112	1	this	this	DET
cana-5916	112	2	methodology	methodology	NOUN
cana-5916	112	3	resulted	result	VERB
cana-5916	112	4	in	in	ADP
cana-5916	112	5	7,680	7,680	NUM
cana-5916	112	6	device	device	NOUN
cana-5916	112	7	configurations	configuration	NOUN
cana-5916	112	8	featuring	feature	VERB
cana-5916	112	9	various	various	ADJ
cana-5916	112	10	shapes	shape	NOUN
cana-5916	112	11	and	and	CCONJ
cana-5916	112	12	materials	material	NOUN
cana-5916	112	13	.	.	PUNCT
cana-5916	113	1	in	in	ADP
cana-5916	113	2	addition	addition	NOUN
cana-5916	113	3	to	to	ADP
cana-5916	113	4	geometric	geometric	ADJ
cana-5916	113	5	modifications	modification	NOUN
cana-5916	113	6	,	,	PUNCT
cana-5916	113	7	defect	defect	NOUN
cana-5916	113	8	-	-	PUNCT
cana-5916	113	9	related	relate	VERB
cana-5916	113	10	parameters	parameter	NOUN
cana-5916	113	11	were	be	AUX
cana-5916	113	12	meticulously	meticulously	ADV
cana-5916	113	13	incorporated	incorporate	VERB
cana-5916	113	14	into	into	ADP
cana-5916	113	15	the	the	DET
cana-5916	113	16	dataset	dataset	NOUN
cana-5916	113	17	,	,	PUNCT
cana-5916	113	18	as	as	SCONJ
cana-5916	113	19	bulk	bulk	ADJ
cana-5916	113	20	and	and	CCONJ
cana-5916	113	21	interfacial	interfacial	ADJ
cana-5916	113	22	defects	defect	NOUN
cana-5916	113	23	significantly	significantly	ADV
cana-5916	113	24	influence	influence	VERB
cana-5916	113	25	device	device	NOUN
cana-5916	113	26	stability	stability	NOUN
cana-5916	113	27	and	and	CCONJ
cana-5916	113	28	efficiency	efficiency	NOUN
cana-5916	113	29	.	.	PUNCT
cana-5916	114	1	to	to	PART
cana-5916	114	2	illustrate	illustrate	VERB
cana-5916	114	3	how	how	SCONJ
cana-5916	114	4	variations	variation	NOUN
cana-5916	114	5	or	or	CCONJ
cana-5916	114	6	inconsistencies	inconsistency	NOUN
cana-5916	114	7	in	in	ADP
cana-5916	114	8	the	the	DET
cana-5916	114	9	synthesis	synthesis	NOUN
cana-5916	114	10	process	process	NOUN
cana-5916	114	11	could	could	AUX
cana-5916	114	12	impact	impact	VERB
cana-5916	114	13	material	material	ADJ
cana-5916	114	14	quality	quality	NOUN
cana-5916	114	15	,	,	PUNCT
cana-5916	114	16	the	the	DET
cana-5916	114	17	overall	overall	ADJ
cana-5916	114	18	defect	defect	ADJ
cana-5916	114	19	density	density	NOUN
cana-5916	114	20	in	in	ADP
cana-5916	114	21	the	the	DET
cana-5916	114	22	htl	htl	PROPN
cana-5916	114	23	,	,	PUNCT
cana-5916	114	24	perovskite	perovskite	NOUN
cana-5916	114	25	absorber	absorber	NOUN
cana-5916	114	26	,	,	PUNCT
cana-5916	114	27	buffer	buffer	VERB
cana-5916	114	28	layer	layer	NOUN
cana-5916	114	29	,	,	PUNCT
cana-5916	114	30	and	and	CCONJ
cana-5916	114	31	etl	etl	NOUN
cana-5916	114	32	was	be	AUX
cana-5916	114	33	modified	modify	VERB
cana-5916	114	34	.	.	PUNCT
cana-5916	115	1	interfacial	interfacial	ADJ
cana-5916	115	2	defect	defect	NOUN
cana-5916	115	3	densities	density	NOUN
cana-5916	115	4	were	be	AUX
cana-5916	115	5	introduced	introduce	VERB
cana-5916	115	6	to	to	PART
cana-5916	115	7	address	address	VERB
cana-5916	115	8	performance	performance	NOUN
cana-5916	115	9	losses	loss	NOUN
cana-5916	115	10	related	relate	VERB
cana-5916	115	11	to	to	ADP
cana-5916	115	12	interfaces	interface	NOUN
cana-5916	115	13	.	.	PUNCT
cana-5916	116	1	these	these	DET
cana-5916	116	2	defects	defect	NOUN
cana-5916	116	3	include	include	VERB
cana-5916	116	4	charge	charge	NOUN
cana-5916	116	5	traps	trap	NOUN
cana-5916	116	6	and	and	CCONJ
cana-5916	116	7	recombination	recombination	NOUN
cana-5916	116	8	sites	site	NOUN
cana-5916	116	9	at	at	ADP
cana-5916	116	10	layer	layer	NOUN
cana-5916	116	11	communications	communication	NOUN
cana-5916	116	12	on	on	ADP
cana-5916	116	13	applied	apply	VERB
cana-5916	116	14	nonlinear	nonlinear	ADJ
cana-5916	116	15	analysis	analysis	NOUN
cana-5916	116	16	issn	issn	NOUN
cana-5916	116	17	:	:	PUNCT
cana-5916	116	18	1074	1074	NUM
cana-5916	116	19	-	-	PUNCT
cana-5916	116	20	133x	133x	NUM
cana-5916	116	21	vol	vol	VERB
cana-5916	116	22	32	32	NUM
cana-5916	116	23	no	no	NOUN
cana-5916	116	24	.	.	PUNCT
cana-5916	116	25	10s	10	NOUN
cana-5916	116	26	(	(	PUNCT
cana-5916	116	27	2025	2025	NUM
cana-5916	116	28	)	)	PUNCT
cana-5916	116	29	3042	3042	NUM
cana-5916	116	30	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	116	31	interfaces	interface	NOUN
cana-5916	116	32	such	such	ADJ
cana-5916	116	33	as	as	ADP
cana-5916	116	34	htl	htl	PROPN
cana-5916	116	35	/	/	SYM
cana-5916	116	36	absorber	absorber	PROPN
cana-5916	116	37	,	,	PUNCT
cana-5916	116	38	absorber	absorber	NOUN
cana-5916	116	39	/	/	SYM
cana-5916	116	40	buffer	buffer	NOUN
cana-5916	116	41	,	,	PUNCT
cana-5916	116	42	and	and	CCONJ
cana-5916	116	43	buffer	buffer	NOUN
cana-5916	116	44	/	/	SYM
cana-5916	116	45	etl	etl	NOUN
cana-5916	116	46	.	.	PUNCT
cana-5916	117	1	they	they	PRON
cana-5916	117	2	highlighted	highlight	VERB
cana-5916	117	3	how	how	SCONJ
cana-5916	117	4	different	different	ADJ
cana-5916	117	5	electronic	electronic	ADJ
cana-5916	117	6	defects	defect	NOUN
cana-5916	117	7	influence	influence	NOUN
cana-5916	117	8	voc	voc	NOUN
cana-5916	117	9	,	,	PUNCT
cana-5916	117	10	jsc	jsc	PROPN
cana-5916	117	11	,	,	PUNCT
cana-5916	117	12	ff	ff	NOUN
cana-5916	117	13	,	,	PUNCT
cana-5916	117	14	and	and	CCONJ
cana-5916	117	15	overall	overall	ADJ
cana-5916	117	16	power	power	NOUN
cana-5916	117	17	conversion	conversion	NOUN
cana-5916	117	18	efficiency	efficiency	NOUN
cana-5916	117	19	.	.	PUNCT
cana-5916	118	1	these	these	DET
cana-5916	118	2	simulations	simulation	NOUN
cana-5916	118	3	utilized	utilize	VERB
cana-5916	118	4	parameter	parameter	NOUN
cana-5916	118	5	ranges	range	NOUN
cana-5916	118	6	and	and	CCONJ
cana-5916	118	7	material	material	NOUN
cana-5916	118	8	properties	property	NOUN
cana-5916	118	9	carefully	carefully	ADV
cana-5916	118	10	chosen	choose	VERB
cana-5916	118	11	from	from	ADP
cana-5916	118	12	experimental	experimental	ADJ
cana-5916	118	13	data	datum	NOUN
cana-5916	118	14	and	and	CCONJ
cana-5916	118	15	peer	peer	NOUN
cana-5916	118	16	-	-	PUNCT
cana-5916	118	17	reviewed	review	VERB
cana-5916	118	18	literature	literature	NOUN
cana-5916	118	19	concerning	concern	VERB
cana-5916	118	20	the	the	DET
cana-5916	118	21	materials	material	NOUN
cana-5916	118	22	under	under	ADP
cana-5916	118	23	investigation	investigation	NOUN
cana-5916	118	24	.	.	PUNCT
cana-5916	119	1	the	the	DET
cana-5916	119	2	references	reference	NOUN
cana-5916	119	3	included	include	VERB
cana-5916	119	4	recent	recent	ADJ
cana-5916	119	5	inorganic	inorganic	ADJ
cana-5916	119	6	psc	psc	NOUN
cana-5916	119	7	research	research	NOUN
cana-5916	119	8	and	and	CCONJ
cana-5916	119	9	scaps-1d	scaps-1d	NOUN
cana-5916	119	10	modeling	modeling	NOUN
cana-5916	119	11	of	of	ADP
cana-5916	119	12	comparable	comparable	ADJ
cana-5916	119	13	designs	design	NOUN
cana-5916	119	14	.	.	PUNCT
cana-5916	120	1	this	this	DET
cana-5916	120	2	validation	validation	NOUN
cana-5916	120	3	of	of	ADP
cana-5916	120	4	findings	finding	NOUN
cana-5916	120	5	rendered	render	VERB
cana-5916	120	6	it	it	PRON
cana-5916	120	7	beneficial	beneficial	ADJ
cana-5916	120	8	for	for	ADP
cana-5916	120	9	ongoing	ongoing	ADJ
cana-5916	120	10	experiments	experiment	NOUN
cana-5916	120	11	.	.	PUNCT
cana-5916	121	1	these	these	DET
cana-5916	121	2	references	reference	NOUN
cana-5916	121	3	supplied	supply	VERB
cana-5916	121	4	information	information	NOUN
cana-5916	121	5	on	on	ADP
cana-5916	121	6	band	band	NOUN
cana-5916	121	7	gap	gap	NOUN
cana-5916	121	8	,	,	PUNCT
cana-5916	121	9	electron	electron	NOUN
cana-5916	121	10	affinity	affinity	NOUN
cana-5916	121	11	,	,	PUNCT
cana-5916	121	12	dielectric	dielectric	ADJ
cana-5916	121	13	constant	constant	ADJ
cana-5916	121	14	,	,	PUNCT
cana-5916	121	15	carrier	carrier	NOUN
cana-5916	121	16	mobility	mobility	NOUN
cana-5916	121	17	,	,	PUNCT
cana-5916	121	18	and	and	CCONJ
cana-5916	121	19	recombination	recombination	NOUN
cana-5916	121	20	coefficients	coefficient	NOUN
cana-5916	121	21	to	to	PART
cana-5916	121	22	substantiate	substantiate	VERB
cana-5916	121	23	the	the	DET
cana-5916	121	24	concept	concept	NOUN
cana-5916	121	25	[	[	X
cana-5916	121	26	18	18	NUM
cana-5916	121	27	-	-	SYM
cana-5916	121	28	23	23	NUM
cana-5916	121	29	]	]	PUNCT
cana-5916	121	30	.	.	PUNCT
cana-5916	122	1	a	a	DET
cana-5916	122	2	large	large	ADJ
cana-5916	122	3	dataset	dataset	NOUN
cana-5916	122	4	was	be	AUX
cana-5916	122	5	generated	generate	VERB
cana-5916	122	6	by	by	ADP
cana-5916	122	7	simulating	simulate	VERB
cana-5916	122	8	numerous	numerous	ADJ
cana-5916	122	9	configurations	configuration	NOUN
cana-5916	122	10	with	with	ADP
cana-5916	122	11	scaps-1d	scaps-1d	PROPN
cana-5916	122	12	to	to	PART
cana-5916	122	13	emphasize	emphasize	VERB
cana-5916	122	14	the	the	DET
cana-5916	122	15	intricate	intricate	ADJ
cana-5916	122	16	relationship	relationship	NOUN
cana-5916	122	17	between	between	ADP
cana-5916	122	18	structural	structural	ADJ
cana-5916	122	19	dimensions	dimension	NOUN
cana-5916	122	20	and	and	CCONJ
cana-5916	122	21	electronic	electronic	ADJ
cana-5916	122	22	quality	quality	NOUN
cana-5916	122	23	.	.	PUNCT
cana-5916	123	1	this	this	DET
cana-5916	123	2	dataset	dataset	NOUN
cana-5916	123	3	enabled	enable	VERB
cana-5916	123	4	us	we	PRON
cana-5916	123	5	to	to	PART
cana-5916	123	6	swiftly	swiftly	ADV
cana-5916	123	7	estimate	estimate	VERB
cana-5916	123	8	a	a	DET
cana-5916	123	9	device	device	NOUN
cana-5916	123	10	's	's	PART
cana-5916	123	11	performance	performance	NOUN
cana-5916	123	12	without	without	ADP
cana-5916	123	13	the	the	DET
cana-5916	123	14	need	need	NOUN
cana-5916	123	15	for	for	ADP
cana-5916	123	16	physical	physical	ADJ
cana-5916	123	17	testing	testing	NOUN
cana-5916	123	18	or	or	CCONJ
cana-5916	123	19	extensive	extensive	ADJ
cana-5916	123	20	simulations	simulation	NOUN
cana-5916	123	21	.	.	PUNCT
cana-5916	124	1	it	it	PRON
cana-5916	124	2	was	be	AUX
cana-5916	124	3	utilized	utilize	VERB
cana-5916	124	4	for	for	ADP
cana-5916	124	5	training	training	NOUN
cana-5916	124	6	,	,	PUNCT
cana-5916	124	7	testing	testing	NOUN
cana-5916	124	8	,	,	PUNCT
cana-5916	124	9	and	and	CCONJ
cana-5916	124	10	comprehending	comprehend	VERB
cana-5916	124	11	future	future	ADJ
cana-5916	124	12	machine	machine	NOUN
cana-5916	124	13	learning	learning	NOUN
cana-5916	124	14	models	model	NOUN
cana-5916	124	15	.	.	PUNCT
cana-5916	125	1	the	the	DET
cana-5916	125	2	simulated	simulate	VERB
cana-5916	125	3	dataset	dataset	NOUN
cana-5916	125	4	serves	serve	VERB
cana-5916	125	5	as	as	ADP
cana-5916	125	6	an	an	DET
cana-5916	125	7	excellent	excellent	ADJ
cana-5916	125	8	resource	resource	NOUN
cana-5916	125	9	for	for	ADP
cana-5916	125	10	surrogate	surrogate	ADJ
cana-5916	125	11	models	model	NOUN
cana-5916	125	12	that	that	PRON
cana-5916	125	13	instruct	instruct	VERB
cana-5916	125	14	machine	machine	NOUN
cana-5916	125	15	learning	learn	VERB
cana-5916	125	16	algorithms	algorithm	NOUN
cana-5916	125	17	on	on	ADP
cana-5916	125	18	how	how	SCONJ
cana-5916	125	19	to	to	PART
cana-5916	125	20	interpret	interpret	VERB
cana-5916	125	21	scaps	scap	NOUN
cana-5916	125	22	-	-	PUNCT
cana-5916	125	23	derived	derive	VERB
cana-5916	125	24	results	result	NOUN
cana-5916	125	25	through	through	ADP
cana-5916	125	26	gradient	gradient	NOUN
cana-5916	125	27	boosting	boosting	NOUN
cana-5916	125	28	and	and	CCONJ
cana-5916	125	29	shap	shap	NOUN
cana-5916	125	30	-	-	PUNCT
cana-5916	125	31	based	base	VERB
cana-5916	125	32	interpretability	interpretability	NOUN
cana-5916	125	33	.	.	PUNCT
cana-5916	126	1	these	these	DET
cana-5916	126	2	models	model	NOUN
cana-5916	126	3	assist	assist	VERB
cana-5916	126	4	in	in	ADP
cana-5916	126	5	identifying	identify	VERB
cana-5916	126	6	optimal	optimal	ADJ
cana-5916	126	7	parameter	parameter	NOUN
cana-5916	126	8	ranges	range	VERB
cana-5916	126	9	and	and	CCONJ
cana-5916	126	10	directing	direct	VERB
cana-5916	126	11	experimental	experimental	ADJ
cana-5916	126	12	synthesis	synthesis	NOUN
cana-5916	126	13	towards	towards	ADP
cana-5916	126	14	stable	stable	ADJ
cana-5916	126	15	and	and	CCONJ
cana-5916	126	16	functional	functional	ADJ
cana-5916	126	17	perovskite	perovskite	ADJ
cana-5916	126	18	solar	solar	ADJ
cana-5916	126	19	cell	cell	NOUN
cana-5916	126	20	(	(	PUNCT
cana-5916	126	21	psc	psc	NOUN
cana-5916	126	22	)	)	PUNCT
cana-5916	126	23	setups	setup	NOUN
cana-5916	126	24	.	.	PUNCT
cana-5916	127	1	this	this	DET
cana-5916	127	2	research	research	NOUN
cana-5916	127	3	employed	employ	VERB
cana-5916	127	4	scaps-1d	scaps-1d	PROPN
cana-5916	127	5	simulation	simulation	NOUN
cana-5916	127	6	to	to	PART
cana-5916	127	7	investigate	investigate	VERB
cana-5916	127	8	the	the	DET
cana-5916	127	9	design	design	NOUN
cana-5916	127	10	space	space	NOUN
cana-5916	127	11	for	for	ADP
cana-5916	127	12	cspbi₀-based	cspbi₀-base	VERB
cana-5916	127	13	inorganic	inorganic	ADJ
cana-5916	127	14	pscs	psc	NOUN
cana-5916	127	15	featuring	feature	VERB
cana-5916	127	16	cusbs₂	cusbs₂	PROPN
cana-5916	127	17	as	as	ADP
cana-5916	127	18	the	the	DET
cana-5916	127	19	hole	hole	NOUN
cana-5916	127	20	transport	transport	NOUN
cana-5916	127	21	layer	layer	NOUN
cana-5916	127	22	(	(	PUNCT
cana-5916	127	23	htl	htl	PROPN
cana-5916	127	24	)	)	PUNCT
cana-5916	127	25	,	,	PUNCT
cana-5916	127	26	tio₂	tio₂	PROPN
cana-5916	127	27	as	as	ADP
cana-5916	127	28	the	the	DET
cana-5916	127	29	electron	electron	NOUN
cana-5916	127	30	transport	transport	NOUN
cana-5916	127	31	layer	layer	NOUN
cana-5916	127	32	(	(	PUNCT
cana-5916	127	33	etl	etl	NOUN
cana-5916	127	34	)	)	PUNCT
cana-5916	127	35	,	,	PUNCT
cana-5916	127	36	and	and	CCONJ
cana-5916	127	37	znos	zno	NOUN
cana-5916	127	38	as	as	ADP
cana-5916	127	39	buffers	buffer	NOUN
cana-5916	127	40	.	.	PUNCT
cana-5916	128	1	the	the	DET
cana-5916	128	2	field	field	NOUN
cana-5916	128	3	of	of	ADP
cana-5916	128	4	datadriven	datadriven	ADJ
cana-5916	128	5	solar	solar	ADJ
cana-5916	128	6	cell	cell	NOUN
cana-5916	128	7	engineering	engineering	NOUN
cana-5916	128	8	has	have	AUX
cana-5916	128	9	progressed	progress	VERB
cana-5916	128	10	significantly	significantly	ADV
cana-5916	128	11	since	since	SCONJ
cana-5916	128	12	the	the	DET
cana-5916	128	13	creation	creation	NOUN
cana-5916	128	14	of	of	ADP
cana-5916	128	15	this	this	DET
cana-5916	128	16	extensive	extensive	ADJ
cana-5916	128	17	dataset	dataset	NOUN
cana-5916	128	18	.	.	PUNCT
cana-5916	129	1	this	this	DET
cana-5916	129	2	dataset	dataset	NOUN
cana-5916	129	3	empowers	empower	NOUN
cana-5916	129	4	ai	ai	VERB
cana-5916	129	5	to	to	PART
cana-5916	129	6	predict	predict	VERB
cana-5916	129	7	performance	performance	NOUN
cana-5916	129	8	,	,	PUNCT
cana-5916	129	9	refine	refine	VERB
cana-5916	129	10	designs	design	NOUN
cana-5916	129	11	,	,	PUNCT
cana-5916	129	12	and	and	CCONJ
cana-5916	129	13	gain	gain	VERB
cana-5916	129	14	insights	insight	NOUN
cana-5916	129	15	by	by	ADP
cana-5916	129	16	planning	plan	VERB
cana-5916	129	17	modifications	modification	NOUN
cana-5916	129	18	to	to	ADP
cana-5916	129	19	geometrical	geometrical	ADJ
cana-5916	129	20	and	and	CCONJ
cana-5916	129	21	defect	defect	VERB
cana-5916	129	22	parameters	parameter	NOUN
cana-5916	129	23	across	across	ADP
cana-5916	129	24	layers	layer	NOUN
cana-5916	129	25	and	and	CCONJ
cana-5916	129	26	interfaces	interface	NOUN
cana-5916	129	27	.	.	PUNCT
cana-5916	130	1	numerical	numerical	ADJ
cana-5916	130	2	simulations	simulation	NOUN
cana-5916	130	3	of	of	ADP
cana-5916	130	4	perovskite	perovskite	ADJ
cana-5916	130	5	solar	solar	ADJ
cana-5916	130	6	cells	cell	NOUN
cana-5916	130	7	(	(	PUNCT
cana-5916	130	8	pscs	psc	NOUN
cana-5916	130	9	)	)	PUNCT
cana-5916	130	10	using	use	VERB
cana-5916	130	11	scaps-1d	scaps-1d	PROPN
cana-5916	130	12	(	(	PUNCT
cana-5916	130	13	solar	solar	ADJ
cana-5916	130	14	cell	cell	NOUN
cana-5916	130	15	capacitance	capacitance	NOUN
cana-5916	130	16	simulator	simulator	NOUN
cana-5916	130	17	)	)	PUNCT
cana-5916	130	18	facilitated	facilitate	VERB
cana-5916	130	19	the	the	DET
cana-5916	130	20	development	development	NOUN
cana-5916	130	21	and	and	CCONJ
cana-5916	130	22	testing	testing	NOUN
cana-5916	130	23	of	of	ADP
cana-5916	130	24	machine	machine	NOUN
cana-5916	130	25	learning	learning	NOUN
cana-5916	130	26	(	(	PUNCT
cana-5916	130	27	ml	ml	NOUN
cana-5916	130	28	)	)	PUNCT
cana-5916	130	29	predictive	predictive	ADJ
cana-5916	130	30	modeling	modeling	NOUN
cana-5916	130	31	and	and	CCONJ
cana-5916	130	32	optimization	optimization	NOUN
cana-5916	130	33	strategies	strategy	NOUN
cana-5916	130	34	.	.	PUNCT
cana-5916	131	1	a	a	DET
cana-5916	131	2	substantial	substantial	ADJ
cana-5916	131	3	dataset	dataset	NOUN
cana-5916	131	4	comprising	comprise	VERB
cana-5916	131	5	various	various	ADJ
cana-5916	131	6	device	device	NOUN
cana-5916	131	7	combinations	combination	NOUN
cana-5916	131	8	was	be	AUX
cana-5916	131	9	generated	generate	VERB
cana-5916	131	10	and	and	CCONJ
cana-5916	131	11	evaluated	evaluate	VERB
cana-5916	131	12	using	use	VERB
cana-5916	131	13	this	this	DET
cana-5916	131	14	widely	widely	ADV
cana-5916	131	15	-	-	PUNCT
cana-5916	131	16	used	use	VERB
cana-5916	131	17	simulation	simulation	NOUN
cana-5916	131	18	tool	tool	NOUN
cana-5916	131	19	.	.	PUNCT
cana-5916	132	1	the	the	DET
cana-5916	132	2	simulated	simulate	VERB
cana-5916	132	3	photovoltaic	photovoltaic	NOUN
cana-5916	132	4	architecture	architecture	NOUN
cana-5916	132	5	was	be	AUX
cana-5916	132	6	n	n	CCONJ
cana-5916	132	7	–	–	PUNCT
cana-5916	132	8	i	i	X
cana-5916	132	9	–	–	PUNCT
cana-5916	132	10	p	p	X
cana-5916	132	11	,	,	PUNCT
cana-5916	132	12	with	with	ADP
cana-5916	132	13	light	light	NOUN
cana-5916	132	14	entering	enter	VERB
cana-5916	132	15	through	through	ADP
cana-5916	132	16	the	the	DET
cana-5916	132	17	electron	electron	NOUN
cana-5916	132	18	transport	transport	NOUN
cana-5916	132	19	layer	layer	NOUN
cana-5916	132	20	,	,	PUNCT
cana-5916	132	21	which	which	PRON
cana-5916	132	22	enabled	enable	VERB
cana-5916	132	23	efficient	efficient	ADJ
cana-5916	132	24	charge	charge	NOUN
cana-5916	132	25	movement	movement	NOUN
cana-5916	132	26	and	and	CCONJ
cana-5916	132	27	carrier	carrier	NOUN
cana-5916	132	28	extraction	extraction	NOUN
cana-5916	132	29	[	[	X
cana-5916	132	30	24	24	NUM
cana-5916	132	31	-	-	SYM
cana-5916	132	32	26	26	NUM
cana-5916	132	33	]	]	PUNCT
cana-5916	132	34	.	.	PUNCT
cana-5916	133	1	the	the	DET
cana-5916	133	2	model	model	NOUN
cana-5916	133	3	device	device	NOUN
cana-5916	133	4	's	's	PART
cana-5916	133	5	photoactive	photoactive	ADJ
cana-5916	133	6	absorber	absorber	NOUN
cana-5916	133	7	layer	layer	NOUN
cana-5916	133	8	was	be	AUX
cana-5916	133	9	constructed	construct	VERB
cana-5916	133	10	using	use	VERB
cana-5916	133	11	cspbi₀-based	cspbi₀-base	VERB
cana-5916	133	12	perovskite	perovskite	NOUN
cana-5916	133	13	.	.	PUNCT
cana-5916	134	1	this	this	DET
cana-5916	134	2	all	all	PRON
cana-5916	134	3	-	-	PUNCT
cana-5916	134	4	inorganic	inorganic	ADJ
cana-5916	134	5	perovskite	perovskite	NOUN
cana-5916	134	6	was	be	AUX
cana-5916	134	7	selected	select	VERB
cana-5916	134	8	for	for	ADP
cana-5916	134	9	its	its	PRON
cana-5916	134	10	superior	superior	ADJ
cana-5916	134	11	stability	stability	NOUN
cana-5916	134	12	at	at	ADP
cana-5916	134	13	elevated	elevated	ADJ
cana-5916	134	14	temperatures	temperature	NOUN
cana-5916	134	15	,	,	PUNCT
cana-5916	134	16	its	its	PRON
cana-5916	134	17	ability	ability	NOUN
cana-5916	134	18	to	to	PART
cana-5916	134	19	tolerate	tolerate	VERB
cana-5916	134	20	more	more	ADJ
cana-5916	134	21	defects	defect	NOUN
cana-5916	134	22	,	,	PUNCT
cana-5916	134	23	and	and	CCONJ
cana-5916	134	24	its	its	PRON
cana-5916	134	25	enhanced	enhance	VERB
cana-5916	134	26	efficiency	efficiency	NOUN
cana-5916	134	27	in	in	ADP
cana-5916	134	28	converting	convert	VERB
cana-5916	134	29	energy	energy	NOUN
cana-5916	134	30	to	to	ADP
cana-5916	134	31	electricity	electricity	NOUN
cana-5916	134	32	compared	compare	VERB
cana-5916	134	33	to	to	ADP
cana-5916	134	34	other	other	ADJ
cana-5916	134	35	materials	material	NOUN
cana-5916	134	36	.	.	PUNCT
cana-5916	135	1	the	the	DET
cana-5916	135	2	hole	hole	NOUN
cana-5916	135	3	transport	transport	NOUN
cana-5916	135	4	layer	layer	NOUN
cana-5916	135	5	(	(	PUNCT
cana-5916	135	6	htl	htl	PROPN
cana-5916	135	7	)	)	PUNCT
cana-5916	135	8	utilized	utilize	VERB
cana-5916	135	9	was	be	AUX
cana-5916	135	10	cusbs₂	cusbs₂	PROPN
cana-5916	135	11	,	,	PUNCT
cana-5916	135	12	chosen	choose	VERB
cana-5916	135	13	for	for	ADP
cana-5916	135	14	its	its	PRON
cana-5916	135	15	favorable	favorable	ADJ
cana-5916	135	16	valence	valence	NOUN
cana-5916	135	17	band	band	NOUN
cana-5916	135	18	alignment	alignment	NOUN
cana-5916	135	19	,	,	PUNCT
cana-5916	135	20	p	p	ADJ
cana-5916	135	21	-	-	PUNCT
cana-5916	135	22	type	type	NOUN
cana-5916	135	23	conductivity	conductivity	NOUN
cana-5916	135	24	,	,	PUNCT
cana-5916	135	25	and	and	CCONJ
cana-5916	135	26	compatibility	compatibility	NOUN
cana-5916	135	27	with	with	ADP
cana-5916	135	28	synthetic	synthetic	ADJ
cana-5916	135	29	perovskite	perovskite	NOUN
cana-5916	135	30	materials	material	NOUN
cana-5916	135	31	.	.	PUNCT
cana-5916	136	1	titanium	titanium	NOUN
cana-5916	136	2	dioxide	dioxide	NOUN
cana-5916	136	3	(	(	PUNCT
cana-5916	136	4	tio₂	tio₂	PROPN
cana-5916	136	5	)	)	PUNCT
cana-5916	136	6	serves	serve	VERB
cana-5916	136	7	as	as	ADP
cana-5916	136	8	a	a	DET
cana-5916	136	9	widely	widely	ADV
cana-5916	136	10	used	use	VERB
cana-5916	136	11	electron	electron	NOUN
cana-5916	136	12	transport	transport	NOUN
cana-5916	136	13	layer	layer	NOUN
cana-5916	136	14	(	(	PUNCT
cana-5916	136	15	etl	etl	NOUN
cana-5916	136	16	)	)	PUNCT
cana-5916	136	17	owing	owe	VERB
cana-5916	136	18	to	to	ADP
cana-5916	136	19	its	its	PRON
cana-5916	136	20	excellent	excellent	ADJ
cana-5916	136	21	electron	electron	NOUN
cana-5916	136	22	mobility	mobility	NOUN
cana-5916	136	23	and	and	CCONJ
cana-5916	136	24	chemical	chemical	NOUN
cana-5916	136	25	stability	stability	NOUN
cana-5916	136	26	.	.	PUNCT
cana-5916	137	1	to	to	PART
cana-5916	137	2	address	address	VERB
cana-5916	137	3	energy	energy	NOUN
cana-5916	137	4	-	-	PUNCT
cana-5916	137	5	level	level	NOUN
cana-5916	137	6	mismatches	mismatch	NOUN
cana-5916	137	7	and	and	CCONJ
cana-5916	137	8	interfacial	interfacial	ADJ
cana-5916	137	9	trap	trap	NOUN
cana-5916	137	10	states	state	NOUN
cana-5916	137	11	at	at	ADP
cana-5916	137	12	the	the	DET
cana-5916	137	13	absorber	absorber	NOUN
cana-5916	137	14	-	-	PUNCT
cana-5916	137	15	etl	etl	NOUN
cana-5916	137	16	interface	interface	NOUN
cana-5916	137	17	,	,	PUNCT
cana-5916	137	18	an	an	DET
cana-5916	137	19	intermediate	intermediate	ADJ
cana-5916	137	20	znos	znos	NOUN
cana-5916	137	21	buffer	buffer	NOUN
cana-5916	137	22	layer	layer	NOUN
cana-5916	137	23	was	be	AUX
cana-5916	137	24	incorporated	incorporate	VERB
cana-5916	137	25	to	to	PART
cana-5916	137	26	enhance	enhance	VERB
cana-5916	137	27	charge	charge	NOUN
cana-5916	137	28	extraction	extraction	NOUN
cana-5916	137	29	[	[	X
cana-5916	137	30	27	27	NUM
cana-5916	137	31	]	]	PUNCT
cana-5916	137	32	.	.	PUNCT
cana-5916	138	1	the	the	DET
cana-5916	138	2	entire	entire	ADJ
cana-5916	138	3	device	device	NOUN
cana-5916	138	4	stack	stack	NOUN
cana-5916	138	5	's	's	PART
cana-5916	138	6	band	band	NOUN
cana-5916	138	7	alignment	alignment	NOUN
cana-5916	138	8	demonstrated	demonstrate	VERB
cana-5916	138	9	suitable	suitable	ADJ
cana-5916	138	10	energy	energy	NOUN
cana-5916	138	11	-	-	PUNCT
cana-5916	138	12	level	level	NOUN
cana-5916	138	13	gradients	gradient	NOUN
cana-5916	138	14	for	for	ADP
cana-5916	138	15	unidirectional	unidirectional	ADJ
cana-5916	138	16	charge	charge	NOUN
cana-5916	138	17	flow	flow	NOUN
cana-5916	138	18	and	and	CCONJ
cana-5916	138	19	minimal	minimal	ADJ
cana-5916	138	20	energy	energy	NOUN
cana-5916	138	21	loss	loss	NOUN
cana-5916	138	22	,	,	PUNCT
cana-5916	138	23	aligning	align	VERB
cana-5916	138	24	with	with	ADP
cana-5916	138	25	material	material	ADJ
cana-5916	138	26	characteristics	characteristic	NOUN
cana-5916	138	27	and	and	CCONJ
cana-5916	138	28	device	device	NOUN
cana-5916	138	29	topologies	topology	NOUN
cana-5916	138	30	reported	report	VERB
cana-5916	138	31	in	in	ADP
cana-5916	138	32	the	the	DET
cana-5916	138	33	literature	literature	NOUN
cana-5916	138	34	.	.	PUNCT
cana-5916	139	1	all	all	DET
cana-5916	139	2	simulation	simulation	NOUN
cana-5916	139	3	parameters	parameter	NOUN
cana-5916	139	4	were	be	AUX
cana-5916	139	5	standardized	standardize	VERB
cana-5916	139	6	to	to	ADP
cana-5916	139	7	300	300	NUM
cana-5916	139	8	k	k	NOUN
cana-5916	139	9	under	under	ADP
cana-5916	139	10	am1.5	am1.5	X
cana-5916	139	11	g	g	PROPN
cana-5916	139	12	one	one	NUM
cana-5916	139	13	-	-	PUNCT
cana-5916	139	14	sun	sun	NOUN
cana-5916	139	15	illumination	illumination	NOUN
cana-5916	139	16	to	to	PART
cana-5916	139	17	ensure	ensure	VERB
cana-5916	139	18	compliance	compliance	NOUN
cana-5916	139	19	with	with	ADP
cana-5916	139	20	recognized	recognize	VERB
cana-5916	139	21	testing	testing	NOUN
cana-5916	139	22	environments	environment	NOUN
cana-5916	139	23	and	and	CCONJ
cana-5916	139	24	facilitate	facilitate	VERB
cana-5916	139	25	experimental	experimental	ADJ
cana-5916	139	26	comparability	comparability	NOUN
cana-5916	139	27	.	.	PUNCT
cana-5916	140	1	the	the	DET
cana-5916	140	2	exploration	exploration	NOUN
cana-5916	140	3	of	of	ADP
cana-5916	140	4	the	the	DET
cana-5916	140	5	design	design	NOUN
cana-5916	140	6	space	space	NOUN
cana-5916	140	7	was	be	AUX
cana-5916	140	8	effectively	effectively	ADV
cana-5916	140	9	achieved	achieve	VERB
cana-5916	140	10	through	through	ADP
cana-5916	140	11	high	high	ADJ
cana-5916	140	12	-	-	PUNCT
cana-5916	140	13	throughput	throughput	NOUN
cana-5916	140	14	simulation	simulation	NOUN
cana-5916	140	15	.	.	PUNCT
cana-5916	141	1	the	the	DET
cana-5916	141	2	thicknesses	thickness	NOUN
cana-5916	141	3	of	of	ADP
cana-5916	141	4	critical	critical	ADJ
cana-5916	141	5	device	device	NOUN
cana-5916	141	6	components	component	NOUN
cana-5916	141	7	,	,	PUNCT
cana-5916	141	8	including	include	VERB
cana-5916	141	9	the	the	DET
cana-5916	141	10	htl	htl	PROPN
cana-5916	141	11	(	(	PUNCT
cana-5916	141	12	cusbs₂	cusbs₂	PROPN
cana-5916	141	13	)	)	PUNCT
cana-5916	141	14	,	,	PUNCT
cana-5916	141	15	perovskite	perovskite	NOUN
cana-5916	141	16	absorber	absorber	NOUN
cana-5916	141	17	(	(	PUNCT
cana-5916	141	18	cspbi₃	cspbi₃	NOUN
cana-5916	141	19	)	)	PUNCT
cana-5916	141	20	,	,	PUNCT
cana-5916	141	21	buffer	buffer	NOUN
cana-5916	141	22	layer	layer	NOUN
cana-5916	141	23	(	(	PUNCT
cana-5916	141	24	znos	zno	NOUN
cana-5916	141	25	)	)	PUNCT
cana-5916	141	26	,	,	PUNCT
cana-5916	141	27	and	and	CCONJ
cana-5916	141	28	etl	etl	X
cana-5916	141	29	(	(	PUNCT
cana-5916	141	30	tio₂	tio₂	PROPN
cana-5916	141	31	)	)	PUNCT
cana-5916	141	32	,	,	PUNCT
cana-5916	141	33	were	be	AUX
cana-5916	141	34	modified	modify	VERB
cana-5916	141	35	within	within	ADP
cana-5916	141	36	established	establish	VERB
cana-5916	141	37	limits	limit	NOUN
cana-5916	141	38	.	.	PUNCT
cana-5916	142	1	each	each	DET
cana-5916	142	2	layer	layer	NOUN
cana-5916	142	3	's	's	PART
cana-5916	142	4	thickness	thickness	NOUN
cana-5916	142	5	could	could	AUX
cana-5916	142	6	be	be	AUX
cana-5916	142	7	adjusted	adjust	VERB
cana-5916	142	8	individually	individually	ADV
cana-5916	142	9	,	,	PUNCT
cana-5916	142	10	or	or	CCONJ
cana-5916	142	11	multiple	multiple	ADJ
cana-5916	142	12	layers	layer	NOUN
cana-5916	142	13	could	could	AUX
cana-5916	142	14	be	be	AUX
cana-5916	142	15	altered	alter	VERB
cana-5916	142	16	at	at	ADP
cana-5916	142	17	once	once	ADV
cana-5916	142	18	.	.	PUNCT
cana-5916	143	1	this	this	DET
cana-5916	143	2	approach	approach	NOUN
cana-5916	143	3	accurately	accurately	ADV
cana-5916	143	4	modeled	model	VERB
cana-5916	143	5	the	the	DET
cana-5916	143	6	intricate	intricate	ADJ
cana-5916	143	7	interdependencies	interdependency	NOUN
cana-5916	143	8	involved	involve	VERB
cana-5916	143	9	in	in	ADP
cana-5916	143	10	actual	actual	ADJ
cana-5916	143	11	device	device	NOUN
cana-5916	143	12	manufacturing	manufacturing	NOUN
cana-5916	143	13	.	.	PUNCT
cana-5916	144	1	as	as	ADP
cana-5916	144	2	a	a	DET
cana-5916	144	3	result	result	NOUN
cana-5916	144	4	,	,	PUNCT
cana-5916	144	5	7,680	7,680	NUM
cana-5916	144	6	unique	unique	ADJ
cana-5916	144	7	gadget	gadget	NOUN
cana-5916	144	8	designs	design	NOUN
cana-5916	144	9	with	with	ADP
cana-5916	144	10	distinct	distinct	ADJ
cana-5916	144	11	geometric	geometric	ADJ
cana-5916	144	12	and	and	CCONJ
cana-5916	144	13	material	material	NOUN
cana-5916	144	14	characteristics	characteristic	NOUN
cana-5916	144	15	were	be	AUX
cana-5916	144	16	produced	produce	VERB
cana-5916	144	17	[	[	X
cana-5916	144	18	28	28	NUM
cana-5916	144	19	]	]	PUNCT
cana-5916	144	20	.	.	PUNCT
cana-5916	145	1	alongside	alongside	ADP
cana-5916	145	2	geometric	geometric	ADJ
cana-5916	145	3	adjustments	adjustment	NOUN
cana-5916	145	4	,	,	PUNCT
cana-5916	145	5	defects	defect	NOUN
cana-5916	145	6	were	be	AUX
cana-5916	145	7	deliberately	deliberately	ADV
cana-5916	145	8	incorporated	incorporate	VERB
cana-5916	145	9	into	into	ADP
cana-5916	145	10	the	the	DET
cana-5916	145	11	dataset	dataset	NOUN
cana-5916	145	12	since	since	SCONJ
cana-5916	145	13	both	both	CCONJ
cana-5916	145	14	bulk	bulk	ADJ
cana-5916	145	15	and	and	CCONJ
cana-5916	145	16	interfacial	interfacial	ADJ
cana-5916	145	17	defects	defect	NOUN
cana-5916	145	18	influence	influence	NOUN
cana-5916	145	19	device	device	NOUN
cana-5916	145	20	performance	performance	NOUN
cana-5916	145	21	.	.	PUNCT
cana-5916	146	1	to	to	PART
cana-5916	146	2	illustrate	illustrate	VERB
cana-5916	146	3	variations	variation	NOUN
cana-5916	146	4	in	in	ADP
cana-5916	146	5	material	material	NOUN
cana-5916	146	6	quality	quality	NOUN
cana-5916	146	7	resulting	result	VERB
cana-5916	146	8	from	from	ADP
cana-5916	146	9	the	the	DET
cana-5916	146	10	manufacturing	manufacturing	NOUN
cana-5916	146	11	process	process	NOUN
cana-5916	146	12	or	or	CCONJ
cana-5916	146	13	material	material	NOUN
cana-5916	146	14	preparation	preparation	NOUN
cana-5916	146	15	,	,	PUNCT
cana-5916	146	16	the	the	DET
cana-5916	146	17	bulk	bulk	ADJ
cana-5916	146	18	defect	defect	NOUN
cana-5916	146	19	density	density	NOUN
cana-5916	146	20	was	be	AUX
cana-5916	146	21	modified	modify	VERB
cana-5916	146	22	in	in	ADP
cana-5916	146	23	the	the	DET
cana-5916	146	24	htl	htl	PROPN
cana-5916	146	25	,	,	PUNCT
cana-5916	146	26	perovskite	perovskite	NOUN
cana-5916	146	27	absorber	absorber	NOUN
cana-5916	146	28	,	,	PUNCT
cana-5916	146	29	buffer	buffer	VERB
cana-5916	146	30	layer	layer	NOUN
cana-5916	146	31	,	,	PUNCT
cana-5916	146	32	and	and	CCONJ
cana-5916	146	33	etl	etl	NOUN
cana-5916	146	34	.	.	PUNCT
cana-5916	147	1	to	to	PART
cana-5916	147	2	address	address	VERB
cana-5916	147	3	performance	performance	NOUN
cana-5916	147	4	losses	loss	NOUN
cana-5916	147	5	related	relate	VERB
cana-5916	147	6	to	to	ADP
cana-5916	147	7	interfaces	interface	NOUN
cana-5916	147	8	,	,	PUNCT
cana-5916	147	9	concentrations	concentration	NOUN
cana-5916	147	10	of	of	ADP
cana-5916	147	11	interfacial	interfacial	ADJ
cana-5916	147	12	defects	defect	NOUN
cana-5916	147	13	were	be	AUX
cana-5916	147	14	included	include	VERB
cana-5916	147	15	.	.	PUNCT
cana-5916	148	1	these	these	DET
cana-5916	148	2	defects	defect	NOUN
cana-5916	148	3	act	act	VERB
cana-5916	148	4	as	as	ADP
cana-5916	148	5	charge	charge	NOUN
cana-5916	148	6	traps	trap	NOUN
cana-5916	148	7	and	and	CCONJ
cana-5916	148	8	recombination	recombination	NOUN
cana-5916	148	9	centers	center	NOUN
cana-5916	148	10	at	at	ADP
cana-5916	148	11	the	the	DET
cana-5916	148	12	interfaces	interface	NOUN
cana-5916	148	13	of	of	ADP
cana-5916	148	14	layers	layer	NOUN
cana-5916	148	15	such	such	ADJ
cana-5916	148	16	communications	communication	NOUN
cana-5916	148	17	on	on	ADP
cana-5916	148	18	applied	apply	VERB
cana-5916	148	19	nonlinear	nonlinear	ADJ
cana-5916	148	20	analysis	analysis	NOUN
cana-5916	148	21	issn	issn	NOUN
cana-5916	148	22	:	:	PUNCT
cana-5916	148	23	1074	1074	NUM
cana-5916	148	24	-	-	PUNCT
cana-5916	148	25	133x	133x	NUM
cana-5916	148	26	vol	vol	VERB
cana-5916	148	27	32	32	NUM
cana-5916	148	28	no	no	NOUN
cana-5916	148	29	.	.	PUNCT
cana-5916	149	1	10s	10	NOUN
cana-5916	149	2	(	(	PUNCT
cana-5916	149	3	2025	2025	NUM
cana-5916	149	4	)	)	PUNCT
cana-5916	149	5	3043	3043	NUM
cana-5916	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	149	7	as	as	ADP
cana-5916	149	8	htl	htl	PROPN
cana-5916	149	9	/	/	SYM
cana-5916	149	10	absorber	absorber	PROPN
cana-5916	149	11	,	,	PUNCT
cana-5916	149	12	absorber	absorber	NOUN
cana-5916	149	13	/	/	SYM
cana-5916	149	14	buffer	buffer	NOUN
cana-5916	149	15	,	,	PUNCT
cana-5916	149	16	and	and	CCONJ
cana-5916	149	17	buffer	buffer	NOUN
cana-5916	149	18	/	/	SYM
cana-5916	149	19	etl	etl	NOUN
cana-5916	149	20	.	.	PUNCT
cana-5916	150	1	by	by	ADP
cana-5916	150	2	incorporating	incorporate	VERB
cana-5916	150	3	numerous	numerous	ADJ
cana-5916	150	4	electronic	electronic	ADJ
cana-5916	150	5	defect	defect	NOUN
cana-5916	150	6	states	state	NOUN
cana-5916	150	7	,	,	PUNCT
cana-5916	150	8	a	a	DET
cana-5916	150	9	deeper	deep	ADJ
cana-5916	150	10	understanding	understanding	NOUN
cana-5916	150	11	of	of	ADP
cana-5916	150	12	their	their	PRON
cana-5916	150	13	impact	impact	NOUN
cana-5916	150	14	on	on	ADP
cana-5916	150	15	voc	voc	NOUN
cana-5916	150	16	,	,	PUNCT
cana-5916	150	17	jsc	jsc	PROPN
cana-5916	150	18	,	,	PUNCT
cana-5916	150	19	ff	ff	NOUN
cana-5916	150	20	,	,	PUNCT
cana-5916	150	21	and	and	CCONJ
cana-5916	150	22	pce	pce	PROPN
cana-5916	150	23	was	be	AUX
cana-5916	150	24	achieved	achieve	VERB
cana-5916	150	25	.	.	PUNCT
cana-5916	151	1	the	the	DET
cana-5916	151	2	ranges	range	NOUN
cana-5916	151	3	of	of	ADP
cana-5916	151	4	parameters	parameter	NOUN
cana-5916	151	5	and	and	CCONJ
cana-5916	151	6	material	material	NOUN
cana-5916	151	7	characteristics	characteristic	NOUN
cana-5916	151	8	utilized	utilize	VERB
cana-5916	151	9	in	in	ADP
cana-5916	151	10	these	these	DET
cana-5916	151	11	simulations	simulation	NOUN
cana-5916	151	12	were	be	AUX
cana-5916	151	13	meticulously	meticulously	ADV
cana-5916	151	14	chosen	choose	VERB
cana-5916	151	15	based	base	VERB
cana-5916	151	16	on	on	ADP
cana-5916	151	17	verified	verify	VERB
cana-5916	151	18	experimental	experimental	ADJ
cana-5916	151	19	reports	report	NOUN
cana-5916	151	20	and	and	CCONJ
cana-5916	151	21	relevant	relevant	ADJ
cana-5916	151	22	literature	literature	NOUN
cana-5916	151	23	reviewed	review	VERB
cana-5916	151	24	by	by	ADP
cana-5916	151	25	experts	expert	NOUN
cana-5916	151	26	.	.	PUNCT
cana-5916	152	1	the	the	DET
cana-5916	152	2	incorporation	incorporation	NOUN
cana-5916	152	3	of	of	ADP
cana-5916	152	4	recent	recent	ADJ
cana-5916	152	5	inorganic	inorganic	ADJ
cana-5916	152	6	psc	psc	PROPN
cana-5916	152	7	studies	study	NOUN
cana-5916	152	8	and	and	CCONJ
cana-5916	152	9	scaps-1d	scaps-1d	NOUN
cana-5916	152	10	modeling	modeling	NOUN
cana-5916	152	11	of	of	ADP
cana-5916	152	12	similar	similar	ADJ
cana-5916	152	13	structures	structure	NOUN
cana-5916	152	14	ensured	ensure	VERB
cana-5916	152	15	scientific	scientific	ADJ
cana-5916	152	16	rigor	rigor	NOUN
cana-5916	152	17	and	and	CCONJ
cana-5916	152	18	relevance	relevance	NOUN
cana-5916	152	19	to	to	ADP
cana-5916	152	20	the	the	DET
cana-5916	152	21	ongoing	ongoing	ADJ
cana-5916	152	22	experimental	experimental	ADJ
cana-5916	152	23	research	research	NOUN
cana-5916	152	24	.	.	PUNCT
cana-5916	153	1	bandgap	bandgap	NOUN
cana-5916	153	2	,	,	PUNCT
cana-5916	153	3	electron	electron	NOUN
cana-5916	153	4	affinity	affinity	NOUN
cana-5916	153	5	,	,	PUNCT
cana-5916	153	6	dielectric	dielectric	ADJ
cana-5916	153	7	constant	constant	ADJ
cana-5916	153	8	,	,	PUNCT
cana-5916	153	9	carrier	carrier	NOUN
cana-5916	153	10	mobility	mobility	NOUN
cana-5916	153	11	,	,	PUNCT
cana-5916	153	12	and	and	CCONJ
cana-5916	153	13	recombination	recombination	NOUN
cana-5916	153	14	factors	factor	NOUN
cana-5916	153	15	were	be	AUX
cana-5916	153	16	compiled	compile	VERB
cana-5916	153	17	from	from	ADP
cana-5916	153	18	various	various	ADJ
cana-5916	153	19	references	reference	NOUN
cana-5916	153	20	to	to	PART
cana-5916	153	21	validate	validate	VERB
cana-5916	153	22	the	the	DET
cana-5916	153	23	model	model	NOUN
cana-5916	153	24	.	.	PUNCT
cana-5916	154	1	employing	employ	VERB
cana-5916	154	2	scaps-1d	scaps-1d	NOUN
cana-5916	154	3	to	to	PART
cana-5916	154	4	simulate	simulate	VERB
cana-5916	154	5	such	such	DET
cana-5916	154	6	a	a	DET
cana-5916	154	7	wide	wide	ADJ
cana-5916	154	8	array	array	NOUN
cana-5916	154	9	of	of	ADP
cana-5916	154	10	configurations	configuration	NOUN
cana-5916	154	11	generated	generate	VERB
cana-5916	154	12	an	an	DET
cana-5916	154	13	extensive	extensive	ADJ
cana-5916	154	14	dataset	dataset	NOUN
cana-5916	154	15	that	that	PRON
cana-5916	154	16	illustrates	illustrate	VERB
cana-5916	154	17	the	the	DET
cana-5916	154	18	intricate	intricate	ADJ
cana-5916	154	19	interactions	interaction	NOUN
cana-5916	154	20	between	between	ADP
cana-5916	154	21	structural	structural	ADJ
cana-5916	154	22	dimensions	dimension	NOUN
cana-5916	154	23	and	and	CCONJ
cana-5916	154	24	electronic	electronic	ADJ
cana-5916	154	25	quality	quality	NOUN
cana-5916	154	26	.	.	PUNCT
cana-5916	155	1	subsequently	subsequently	ADV
cana-5916	155	2	,	,	PUNCT
cana-5916	155	3	machine	machine	NOUN
cana-5916	155	4	learning	learning	NOUN
cana-5916	155	5	models	model	NOUN
cana-5916	155	6	were	be	AUX
cana-5916	155	7	trained	train	VERB
cana-5916	155	8	,	,	PUNCT
cana-5916	155	9	evaluated	evaluate	VERB
cana-5916	155	10	,	,	PUNCT
cana-5916	155	11	and	and	CCONJ
cana-5916	155	12	analyzed	analyze	VERB
cana-5916	155	13	using	use	VERB
cana-5916	155	14	this	this	DET
cana-5916	155	15	dataset	dataset	NOUN
cana-5916	155	16	,	,	PUNCT
cana-5916	155	17	facilitating	facilitate	VERB
cana-5916	155	18	quick	quick	ADJ
cana-5916	155	19	predictions	prediction	NOUN
cana-5916	155	20	regarding	regard	VERB
cana-5916	155	21	a	a	DET
cana-5916	155	22	device	device	NOUN
cana-5916	155	23	's	's	PART
cana-5916	155	24	performance	performance	NOUN
cana-5916	155	25	without	without	ADP
cana-5916	155	26	the	the	DET
cana-5916	155	27	need	need	NOUN
cana-5916	155	28	for	for	ADP
cana-5916	155	29	extensive	extensive	ADJ
cana-5916	155	30	testing	testing	NOUN
cana-5916	155	31	or	or	CCONJ
cana-5916	155	32	brute	brute	NOUN
cana-5916	155	33	-	-	PUNCT
cana-5916	155	34	force	force	NOUN
cana-5916	155	35	modeling	modeling	NOUN
cana-5916	155	36	[	[	X
cana-5916	155	37	28	28	NUM
cana-5916	155	38	-	-	SYM
cana-5916	155	39	32	32	NUM
cana-5916	155	40	]	]	PUNCT
cana-5916	155	41	.	.	PUNCT
cana-5916	156	1	the	the	DET
cana-5916	156	2	simulated	simulate	VERB
cana-5916	156	3	dataset	dataset	NOUN
cana-5916	156	4	supports	support	VERB
cana-5916	156	5	the	the	DET
cana-5916	156	6	development	development	NOUN
cana-5916	156	7	of	of	ADP
cana-5916	156	8	surrogate	surrogate	ADJ
cana-5916	156	9	models	model	NOUN
cana-5916	156	10	.	.	PUNCT
cana-5916	157	1	it	it	PRON
cana-5916	157	2	instructs	instruct	VERB
cana-5916	157	3	machine	machine	NOUN
cana-5916	157	4	learning	learning	NOUN
cana-5916	157	5	algorithms	algorithm	NOUN
cana-5916	157	6	,	,	PUNCT
cana-5916	157	7	such	such	ADJ
cana-5916	157	8	as	as	ADP
cana-5916	157	9	gradient	gradient	ADJ
cana-5916	157	10	boosting	boosting	NOUN
cana-5916	157	11	and	and	CCONJ
cana-5916	157	12	shap	shap	NOUN
cana-5916	157	13	-	-	PUNCT
cana-5916	157	14	based	base	VERB
cana-5916	157	15	interpretability	interpretability	NOUN
cana-5916	157	16	techniques	technique	NOUN
cana-5916	157	17	,	,	PUNCT
cana-5916	157	18	to	to	PART
cana-5916	157	19	generate	generate	VERB
cana-5916	157	20	results	result	NOUN
cana-5916	157	21	similar	similar	ADJ
cana-5916	157	22	to	to	ADP
cana-5916	157	23	scaps	scap	NOUN
cana-5916	157	24	.	.	PUNCT
cana-5916	158	1	these	these	DET
cana-5916	158	2	models	model	NOUN
cana-5916	158	3	assist	assist	VERB
cana-5916	158	4	in	in	ADP
cana-5916	158	5	identifying	identify	VERB
cana-5916	158	6	optimal	optimal	ADJ
cana-5916	158	7	parameter	parameter	NOUN
cana-5916	158	8	ranges	range	VERB
cana-5916	158	9	and	and	CCONJ
cana-5916	158	10	directing	direct	VERB
cana-5916	158	11	experimental	experimental	ADJ
cana-5916	158	12	synthesis	synthesis	NOUN
cana-5916	158	13	towards	towards	ADP
cana-5916	158	14	high	high	ADJ
cana-5916	158	15	-	-	PUNCT
cana-5916	158	16	efficiency	efficiency	NOUN
cana-5916	158	17	,	,	PUNCT
cana-5916	158	18	dependable	dependable	ADJ
cana-5916	158	19	psc	psc	NOUN
cana-5916	158	20	systems	system	NOUN
cana-5916	158	21	.	.	PUNCT
cana-5916	159	1	this	this	DET
cana-5916	159	2	research	research	NOUN
cana-5916	159	3	employed	employ	VERB
cana-5916	159	4	scaps-1d	scaps-1d	PROPN
cana-5916	159	5	simulation	simulation	NOUN
cana-5916	159	6	to	to	PART
cana-5916	159	7	thoroughly	thoroughly	ADV
cana-5916	159	8	investigate	investigate	VERB
cana-5916	159	9	the	the	DET
cana-5916	159	10	design	design	NOUN
cana-5916	159	11	space	space	NOUN
cana-5916	159	12	for	for	ADP
cana-5916	159	13	cspbi₀-based	cspbi₀-base	VERB
cana-5916	159	14	inorganic	inorganic	ADJ
cana-5916	159	15	pscs	psc	NOUN
cana-5916	159	16	,	,	PUNCT
cana-5916	159	17	incorporating	incorporate	VERB
cana-5916	159	18	cusbs₂	cusbs₂	PROPN
cana-5916	159	19	htl	htl	PROPN
cana-5916	159	20	,	,	PUNCT
cana-5916	159	21	tio₂	tio₂	PROPN
cana-5916	159	22	etl	etl	NOUN
cana-5916	159	23	,	,	PUNCT
cana-5916	159	24	and	and	CCONJ
cana-5916	159	25	znos	znos	X
cana-5916	159	26	buffer	buffer	NOUN
cana-5916	159	27	integration	integration	NOUN
cana-5916	159	28	.	.	PUNCT
cana-5916	160	1	a	a	DET
cana-5916	160	2	substantial	substantial	ADJ
cana-5916	160	3	dataset	dataset	NOUN
cana-5916	160	4	was	be	AUX
cana-5916	160	5	created	create	VERB
cana-5916	160	6	for	for	ADP
cana-5916	160	7	ai	ai	ADJ
cana-5916	160	8	-	-	PUNCT
cana-5916	160	9	driven	drive	VERB
cana-5916	160	10	performance	performance	NOUN
cana-5916	160	11	prediction	prediction	NOUN
cana-5916	160	12	,	,	PUNCT
cana-5916	160	13	design	design	NOUN
cana-5916	160	14	optimization	optimization	NOUN
cana-5916	160	15	,	,	PUNCT
cana-5916	160	16	and	and	CCONJ
cana-5916	160	17	insight	insight	NOUN
cana-5916	160	18	extraction	extraction	NOUN
cana-5916	160	19	by	by	ADP
cana-5916	160	20	intentionally	intentionally	ADV
cana-5916	160	21	altering	alter	VERB
cana-5916	160	22	geometrical	geometrical	ADJ
cana-5916	160	23	and	and	CCONJ
cana-5916	160	24	defect	defect	VERB
cana-5916	160	25	factors	factor	NOUN
cana-5916	160	26	across	across	ADP
cana-5916	160	27	various	various	ADJ
cana-5916	160	28	layers	layer	NOUN
cana-5916	160	29	and	and	CCONJ
cana-5916	160	30	interfaces	interface	NOUN
cana-5916	160	31	.	.	PUNCT
cana-5916	161	1	this	this	PRON
cana-5916	161	2	represents	represent	VERB
cana-5916	161	3	a	a	DET
cana-5916	161	4	significant	significant	ADJ
cana-5916	161	5	advancement	advancement	NOUN
cana-5916	161	6	in	in	ADP
cana-5916	161	7	data	data	NOUN
cana-5916	161	8	-	-	PUNCT
cana-5916	161	9	driven	drive	VERB
cana-5916	161	10	solar	solar	ADJ
cana-5916	161	11	cell	cell	NOUN
cana-5916	161	12	engineering	engineering	NOUN
cana-5916	161	13	[	[	X
cana-5916	161	14	33	33	NUM
cana-5916	161	15	]	]	PUNCT
cana-5916	161	16	.	.	PUNCT
cana-5916	162	1	b.	b.	PROPN
cana-5916	162	2	ml	ml	AUX
cana-5916	162	3	assisted	assist	VERB
cana-5916	162	4	evaluation	evaluation	NOUN
cana-5916	162	5	and	and	CCONJ
cana-5916	162	6	analysis	analysis	NOUN
cana-5916	162	7	in	in	ADP
cana-5916	162	8	this	this	DET
cana-5916	162	9	paper	paper	NOUN
cana-5916	162	10	,	,	PUNCT
cana-5916	162	11	we	we	PRON
cana-5916	162	12	employed	employ	VERB
cana-5916	162	13	machine	machine	NOUN
cana-5916	162	14	learning	learn	VERB
cana-5916	162	15	techniques	technique	NOUN
cana-5916	162	16	to	to	PART
cana-5916	162	17	analyze	analyze	VERB
cana-5916	162	18	extensive	extensive	ADJ
cana-5916	162	19	datasets	dataset	NOUN
cana-5916	162	20	in	in	ADP
cana-5916	162	21	order	order	NOUN
cana-5916	162	22	to	to	PART
cana-5916	162	23	identify	identify	VERB
cana-5916	162	24	optimal	optimal	ADJ
cana-5916	162	25	methods	method	NOUN
cana-5916	162	26	for	for	ADP
cana-5916	162	27	enhancing	enhance	VERB
cana-5916	162	28	key	key	ADJ
cana-5916	162	29	device	device	NOUN
cana-5916	162	30	characteristics	characteristic	NOUN
cana-5916	162	31	,	,	PUNCT
cana-5916	162	32	such	such	ADJ
cana-5916	162	33	as	as	ADP
cana-5916	162	34	layer	layer	NOUN
cana-5916	162	35	thickness	thickness	NOUN
cana-5916	162	36	,	,	PUNCT
cana-5916	162	37	bulk	bulk	ADJ
cana-5916	162	38	defect	defect	NOUN
cana-5916	162	39	density	density	NOUN
cana-5916	162	40	,	,	PUNCT
cana-5916	162	41	and	and	CCONJ
cana-5916	162	42	interfacial	interfacial	ADJ
cana-5916	162	43	defect	defect	NOUN
cana-5916	162	44	density	density	NOUN
cana-5916	162	45	,	,	PUNCT
cana-5916	162	46	ultimately	ultimately	ADV
cana-5916	162	47	improving	improve	VERB
cana-5916	162	48	the	the	DET
cana-5916	162	49	overall	overall	ADJ
cana-5916	162	50	performance	performance	NOUN
cana-5916	162	51	of	of	ADP
cana-5916	162	52	perovskite	perovskite	ADJ
cana-5916	162	53	solar	solar	ADJ
cana-5916	162	54	cells	cell	NOUN
cana-5916	162	55	.	.	PUNCT
cana-5916	163	1	during	during	ADP
cana-5916	163	2	our	our	PRON
cana-5916	163	3	data	datum	NOUN
cana-5916	163	4	exploration	exploration	NOUN
cana-5916	163	5	,	,	PUNCT
cana-5916	163	6	we	we	PRON
cana-5916	163	7	utilized	utilize	VERB
cana-5916	163	8	line	line	NOUN
cana-5916	163	9	plots	plot	NOUN
cana-5916	163	10	and	and	CCONJ
cana-5916	163	11	correlation	correlation	NOUN
cana-5916	163	12	matrices	matrix	NOUN
cana-5916	163	13	to	to	PART
cana-5916	163	14	uncover	uncover	VERB
cana-5916	163	15	patterns	pattern	NOUN
cana-5916	163	16	and	and	CCONJ
cana-5916	163	17	assess	assess	VERB
cana-5916	163	18	the	the	DET
cana-5916	163	19	significance	significance	NOUN
cana-5916	163	20	of	of	ADP
cana-5916	163	21	each	each	DET
cana-5916	163	22	feature	feature	NOUN
cana-5916	163	23	.	.	PUNCT
cana-5916	164	1	the	the	DET
cana-5916	164	2	complete	complete	ADJ
cana-5916	164	3	dataset	dataset	NOUN
cana-5916	164	4	derived	derive	VERB
cana-5916	164	5	from	from	ADP
cana-5916	164	6	scaps-1d	scaps-1d	PROPN
cana-5916	164	7	simulations	simulation	NOUN
cana-5916	164	8	was	be	AUX
cana-5916	164	9	divided	divide	VERB
cana-5916	164	10	into	into	ADP
cana-5916	164	11	a	a	DET
cana-5916	164	12	training	training	NOUN
cana-5916	164	13	set	set	NOUN
cana-5916	164	14	(	(	PUNCT
cana-5916	164	15	75	75	NUM
cana-5916	164	16	%	%	NOUN
cana-5916	164	17	)	)	PUNCT
cana-5916	164	18	and	and	CCONJ
cana-5916	164	19	a	a	DET
cana-5916	164	20	testing	testing	NOUN
cana-5916	164	21	set	set	NOUN
cana-5916	164	22	(	(	PUNCT
cana-5916	164	23	25	25	NUM
cana-5916	164	24	%	%	NOUN
cana-5916	164	25	)	)	PUNCT
cana-5916	164	26	.	.	PUNCT
cana-5916	165	1	this	this	DET
cana-5916	165	2	division	division	NOUN
cana-5916	165	3	was	be	AUX
cana-5916	165	4	essential	essential	ADJ
cana-5916	165	5	to	to	PART
cana-5916	165	6	ensure	ensure	VERB
cana-5916	165	7	the	the	DET
cana-5916	165	8	model	model	NOUN
cana-5916	165	9	's	's	PART
cana-5916	165	10	stability	stability	NOUN
cana-5916	165	11	and	and	CCONJ
cana-5916	165	12	its	its	PRON
cana-5916	165	13	applicability	applicability	NOUN
cana-5916	165	14	to	to	ADP
cana-5916	165	15	other	other	ADJ
cana-5916	165	16	datasets	dataset	NOUN
cana-5916	165	17	.	.	PUNCT
cana-5916	166	1	we	we	PRON
cana-5916	166	2	implemented	implement	VERB
cana-5916	166	3	five	five	NUM
cana-5916	166	4	distinct	distinct	ADJ
cana-5916	166	5	regression	regression	NOUN
cana-5916	166	6	techniques	technique	NOUN
cana-5916	166	7	to	to	PART
cana-5916	166	8	evaluate	evaluate	VERB
cana-5916	166	9	their	their	PRON
cana-5916	166	10	effectiveness	effectiveness	NOUN
cana-5916	166	11	and	and	CCONJ
cana-5916	166	12	predict	predict	VERB
cana-5916	166	13	outcomes	outcome	NOUN
cana-5916	166	14	.	.	PUNCT
cana-5916	167	1	these	these	DET
cana-5916	167	2	methods	method	NOUN
cana-5916	167	3	included	include	VERB
cana-5916	167	4	random	random	ADJ
cana-5916	167	5	forest	forest	NOUN
cana-5916	167	6	regression	regression	NOUN
cana-5916	167	7	(	(	PUNCT
cana-5916	167	8	rfr	rfr	PROPN
cana-5916	167	9	)	)	PUNCT
cana-5916	167	10	,	,	PUNCT
cana-5916	167	11	linear	linear	ADJ
cana-5916	167	12	regression	regression	NOUN
cana-5916	167	13	(	(	PUNCT
cana-5916	167	14	lir	lir	NOUN
cana-5916	167	15	)	)	PUNCT
cana-5916	167	16	,	,	PUNCT
cana-5916	167	17	quadratic	quadratic	ADJ
cana-5916	167	18	regression	regression	NOUN
cana-5916	167	19	(	(	PUNCT
cana-5916	167	20	qr	qr	NOUN
cana-5916	167	21	)	)	PUNCT
cana-5916	167	22	,	,	PUNCT
cana-5916	167	23	and	and	CCONJ
cana-5916	167	24	extreme	extreme	ADJ
cana-5916	167	25	gradient	gradient	NOUN
cana-5916	167	26	boosting	boost	VERB
cana-5916	167	27	(	(	PUNCT
cana-5916	167	28	xgboost	xgboost	NUM
cana-5916	167	29	)	)	PUNCT
cana-5916	167	30	.	.	PUNCT
cana-5916	168	1	both	both	CCONJ
cana-5916	168	2	the	the	DET
cana-5916	168	3	thickness	thickness	NOUN
cana-5916	168	4	and	and	CCONJ
cana-5916	168	5	defect	defect	VERB
cana-5916	168	6	density	density	NOUN
cana-5916	168	7	datasets	dataset	NOUN
cana-5916	168	8	were	be	AUX
cana-5916	168	9	utilized	utilize	VERB
cana-5916	168	10	to	to	PART
cana-5916	168	11	train	train	VERB
cana-5916	168	12	each	each	DET
cana-5916	168	13	model	model	NOUN
cana-5916	168	14	.	.	PUNCT
cana-5916	169	1	subsequently	subsequently	ADV
cana-5916	169	2	,	,	PUNCT
cana-5916	169	3	we	we	PRON
cana-5916	169	4	assessed	assess	VERB
cana-5916	169	5	the	the	DET
cana-5916	169	6	models	model	NOUN
cana-5916	169	7	'	'	PART
cana-5916	169	8	predictive	predictive	ADJ
cana-5916	169	9	accuracy	accuracy	NOUN
cana-5916	169	10	for	for	ADP
cana-5916	169	11	photovoltaic	photovoltaic	NOUN
cana-5916	169	12	metrics	metric	NOUN
cana-5916	169	13	such	such	ADJ
cana-5916	169	14	as	as	ADP
cana-5916	169	15	fill	fill	NOUN
cana-5916	169	16	factor	factor	NOUN
cana-5916	169	17	,	,	PUNCT
cana-5916	169	18	open	open	ADJ
cana-5916	169	19	-	-	PUNCT
cana-5916	169	20	circuit	circuit	NOUN
cana-5916	169	21	voltage	voltage	NOUN
cana-5916	169	22	,	,	PUNCT
cana-5916	169	23	and	and	CCONJ
cana-5916	169	24	power	power	NOUN
cana-5916	169	25	conversion	conversion	NOUN
cana-5916	169	26	efficiency	efficiency	NOUN
cana-5916	169	27	.	.	PUNCT
cana-5916	170	1	by	by	ADP
cana-5916	170	2	comparing	compare	VERB
cana-5916	170	3	the	the	DET
cana-5916	170	4	performance	performance	NOUN
cana-5916	170	5	of	of	ADP
cana-5916	170	6	these	these	DET
cana-5916	170	7	models	model	NOUN
cana-5916	170	8	,	,	PUNCT
cana-5916	170	9	we	we	PRON
cana-5916	170	10	successfully	successfully	ADV
cana-5916	170	11	identified	identify	VERB
cana-5916	170	12	the	the	DET
cana-5916	170	13	most	most	ADV
cana-5916	170	14	effective	effective	ADJ
cana-5916	170	15	algorithm	algorithm	NOUN
cana-5916	170	16	for	for	ADP
cana-5916	170	17	optimizing	optimize	VERB
cana-5916	170	18	devices	device	NOUN
cana-5916	170	19	in	in	ADP
cana-5916	170	20	inorganic	inorganic	ADJ
cana-5916	170	21	perovskite	perovskite	NOUN
cana-5916	170	22	solar	solar	ADJ
cana-5916	170	23	cells	cell	NOUN
cana-5916	170	24	.	.	PUNCT
cana-5916	171	1	c.	c.	PROPN
cana-5916	171	2	optimized	optimize	VERB
cana-5916	171	3	structure	structure	NOUN
cana-5916	171	4	of	of	ADP
cana-5916	171	5	the	the	DET
cana-5916	171	6	proposed	propose	VERB
cana-5916	171	7	perovskite	perovskite	NOUN
cana-5916	171	8	-	-	PUNCT
cana-5916	171	9	based	base	VERB
cana-5916	171	10	pv	pv	NOUN
cana-5916	171	11	device	device	NOUN
cana-5916	171	12	the	the	DET
cana-5916	171	13	rate	rate	NOUN
cana-5916	171	14	at	at	ADP
cana-5916	171	15	which	which	PRON
cana-5916	171	16	electrons	electron	NOUN
cana-5916	171	17	and	and	CCONJ
cana-5916	171	18	holes	hole	NOUN
cana-5916	171	19	recombine	recombine	VERB
cana-5916	171	20	in	in	ADP
cana-5916	171	21	scaps-1d	scaps-1d	PROPN
cana-5916	171	22	is	be	AUX
cana-5916	171	23	indicated	indicate	VERB
cana-5916	171	24	as	as	SCONJ
cana-5916	171	25	it	it	PRON
cana-5916	171	26	demonstrates	demonstrate	VERB
cana-5916	171	27	the	the	DET
cana-5916	171	28	speed	speed	NOUN
cana-5916	171	29	of	of	ADP
cana-5916	171	30	electronhole	electronhole	NOUN
cana-5916	171	31	pair	pair	NOUN
cana-5916	171	32	recombination	recombination	NOUN
cana-5916	171	33	when	when	SCONJ
cana-5916	171	34	the	the	DET
cana-5916	171	35	carrier	carrier	NOUN
cana-5916	171	36	concentration	concentration	NOUN
cana-5916	171	37	(	(	PUNCT
cana-5916	171	38	𝑺	𝑺	NOUN
cana-5916	171	39	)	)	PUNCT
cana-5916	171	40	and	and	CCONJ
cana-5916	171	41	permittivity	permittivity	NOUN
cana-5916	171	42	(	(	PUNCT
cana-5916	171	43	𝜀	𝜀	NOUN
cana-5916	171	44	)	)	PUNCT
cana-5916	171	45	are	be	AUX
cana-5916	171	46	altered	alter	VERB
cana-5916	171	47	.	.	PUNCT
cana-5916	172	1	effective	effective	ADJ
cana-5916	172	2	control	control	NOUN
cana-5916	172	3	of	of	ADP
cana-5916	172	4	recombination	recombination	NOUN
cana-5916	172	5	is	be	AUX
cana-5916	172	6	essential	essential	ADJ
cana-5916	172	7	for	for	ADP
cana-5916	172	8	enhancing	enhance	VERB
cana-5916	172	9	the	the	DET
cana-5916	172	10	performance	performance	NOUN
cana-5916	172	11	of	of	ADP
cana-5916	172	12	solar	solar	ADJ
cana-5916	172	13	devices	device	NOUN
cana-5916	172	14	.	.	PUNCT
cana-5916	173	1	rn	rn	PROPN
cana-5916	173	2	,	,	PUNCT
cana-5916	173	3	p	p	NOUN
cana-5916	173	4	=	=	NOUN
cana-5916	173	5	qnp/(∈∈o	qnp/(∈∈o	NOUN
cana-5916	173	6	)	)	PUNCT
cana-5916	173	7	(	(	PUNCT
cana-5916	173	8	µn(e)+µp(e	µn(e)+µp(e	PROPN
cana-5916	173	9	)	)	PUNCT
cana-5916	173	10	)	)	PUNCT
cana-5916	173	11	(	(	PUNCT
cana-5916	173	12	1	1	X
cana-5916	173	13	)	)	PUNCT
cana-5916	173	14	j	j	NOUN
cana-5916	174	1	=	=	SYM
cana-5916	174	2	qvnµnɛ	qvnµnɛ	PROPN
cana-5916	174	3	+	+	CCONJ
cana-5916	174	4	qvpµpɛ	qvpµpɛ	NOUN
cana-5916	174	5	(	(	PUNCT
cana-5916	174	6	2	2	NUM
cana-5916	174	7	)	)	PUNCT
cana-5916	174	8	div(єδψ)=-ρ	div(єδψ)=-ρ	PROPN
cana-5916	174	9	(	(	PUNCT
cana-5916	174	10	3	3	X
cana-5916	174	11	)	)	PUNCT
cana-5916	174	12	understanding	understand	VERB
cana-5916	174	13	poisson	poisson	NOUN
cana-5916	174	14	's	's	PART
cana-5916	174	15	equation	equation	NOUN
cana-5916	174	16	,	,	PUNCT
cana-5916	174	17	expressed	express	VERB
cana-5916	174	18	as	as	ADP
cana-5916	174	19	div(εδψ)=−ρ	div(εδψ)=−ρ	PROPN
cana-5916	174	20	,	,	PUNCT
cana-5916	174	21	is	be	AUX
cana-5916	174	22	crucial	crucial	ADJ
cana-5916	174	23	for	for	ADP
cana-5916	174	24	grasping	grasp	VERB
cana-5916	174	25	the	the	DET
cana-5916	174	26	relationship	relationship	NOUN
cana-5916	174	27	between	between	ADP
cana-5916	174	28	the	the	DET
cana-5916	174	29	electric	electric	ADJ
cana-5916	174	30	potential	potential	PROPN
cana-5916	174	31	ψ	ψ	X
cana-5916	174	32	and	and	CCONJ
cana-5916	174	33	the	the	DET
cana-5916	174	34	space	space	NOUN
cana-5916	174	35	charge	charge	NOUN
cana-5916	174	36	density	density	NOUN
cana-5916	174	37	δψ	δψ	NOUN
cana-5916	174	38	in	in	ADP
cana-5916	174	39	scaps-1d	scaps-1d	PROPN
cana-5916	174	40	.	.	PUNCT
cana-5916	175	1	here	here	ADV
cana-5916	175	2	,	,	PUNCT
cana-5916	175	3	π	π	PROPN
cana-5916	175	4	represents	represent	VERB
cana-5916	175	5	the	the	DET
cana-5916	175	6	permittivity	permittivity	NOUN
cana-5916	175	7	of	of	ADP
cana-5916	175	8	the	the	DET
cana-5916	175	9	semiconductor	semiconductor	NOUN
cana-5916	175	10	material	material	NOUN
cana-5916	175	11	,	,	PUNCT
cana-5916	175	12	while	while	SCONJ
cana-5916	175	13	ψ	ψ	PROPN
cana-5916	175	14	denotes	denote	NOUN
cana-5916	175	15	the	the	DET
cana-5916	175	16	difference	difference	NOUN
cana-5916	175	17	in	in	ADP
cana-5916	175	18	electric	electric	ADJ
cana-5916	175	19	potential	potential	NOUN
cana-5916	175	20	.	.	PUNCT
cana-5916	176	1	the	the	DET
cana-5916	176	2	space	space	NOUN
cana-5916	176	3	charge	charge	NOUN
cana-5916	176	4	density	density	NOUN
cana-5916	176	5	comprises	comprise	VERB
cana-5916	176	6	numerous	numerous	ADJ
cana-5916	176	7	ionized	ionized	ADJ
cana-5916	176	8	dopants	dopant	NOUN
cana-5916	176	9	and	and	CCONJ
cana-5916	176	10	free	free	ADJ
cana-5916	176	11	carriers	carrier	NOUN
cana-5916	176	12	,	,	PUNCT
cana-5916	176	13	collectively	collectively	ADV
cana-5916	176	14	forming	form	VERB
cana-5916	176	15	the	the	DET
cana-5916	176	16	net	net	ADJ
cana-5916	176	17	charge	charge	NOUN
cana-5916	176	18	concentration	concentration	NOUN
cana-5916	176	19	.	.	PUNCT
cana-5916	177	1	this	this	DET
cana-5916	177	2	equation	equation	NOUN
cana-5916	177	3	effectively	effectively	ADV
cana-5916	177	4	illustrates	illustrate	VERB
cana-5916	177	5	how	how	SCONJ
cana-5916	177	6	charge	charge	NOUN
cana-5916	177	7	distribution	distribution	NOUN
cana-5916	177	8	in	in	ADP
cana-5916	177	9	space	space	NOUN
cana-5916	177	10	influences	influence	VERB
cana-5916	177	11	the	the	DET
cana-5916	177	12	electric	electric	ADJ
cana-5916	177	13	field	field	NOUN
cana-5916	177	14	within	within	ADP
cana-5916	177	15	the	the	DET
cana-5916	177	16	device	device	NOUN
cana-5916	177	17	.	.	PUNCT
cana-5916	178	1	in	in	ADP
cana-5916	178	2	solar	solar	ADJ
cana-5916	178	3	systems	system	NOUN
cana-5916	178	4	,	,	PUNCT
cana-5916	178	5	comprehending	comprehend	VERB
cana-5916	178	6	the	the	DET
cana-5916	178	7	distribution	distribution	NOUN
cana-5916	178	8	and	and	CCONJ
cana-5916	178	9	movement	movement	NOUN
cana-5916	178	10	of	of	ADP
cana-5916	178	11	charge	charge	NOUN
cana-5916	178	12	carriers	carrier	NOUN
cana-5916	178	13	due	due	ADP
cana-5916	178	14	to	to	ADP
cana-5916	178	15	the	the	DET
cana-5916	178	16	internal	internal	ADJ
cana-5916	178	17	electric	electric	ADJ
cana-5916	178	18	field	field	NOUN
cana-5916	178	19	is	be	AUX
cana-5916	178	20	communications	communication	NOUN
cana-5916	178	21	on	on	ADP
cana-5916	178	22	applied	apply	VERB
cana-5916	178	23	nonlinear	nonlinear	ADJ
cana-5916	178	24	analysis	analysis	NOUN
cana-5916	178	25	issn	issn	NOUN
cana-5916	178	26	:	:	PUNCT
cana-5916	178	27	1074	1074	NUM
cana-5916	178	28	-	-	PUNCT
cana-5916	178	29	133x	133x	NUM
cana-5916	178	30	vol	vol	VERB
cana-5916	178	31	32	32	NUM
cana-5916	178	32	no	no	NOUN
cana-5916	178	33	.	.	PUNCT
cana-5916	179	1	10s	10	NOUN
cana-5916	179	2	(	(	PUNCT
cana-5916	179	3	2025	2025	NUM
cana-5916	179	4	)	)	PUNCT
cana-5916	179	5	3044	3044	NUM
cana-5916	180	1	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	180	2	essential	essential	ADJ
cana-5916	180	3	.	.	PUNCT
cana-5916	181	1	within	within	ADP
cana-5916	181	2	scaps-1d	scaps-1d	PROPN
cana-5916	181	3	,	,	PUNCT
cana-5916	181	4	poisson	poisson	PROPN
cana-5916	181	5	's	's	PART
cana-5916	181	6	equation	equation	NOUN
cana-5916	181	7	serves	serve	VERB
cana-5916	181	8	as	as	ADP
cana-5916	181	9	a	a	DET
cana-5916	181	10	valuable	valuable	ADJ
cana-5916	181	11	tool	tool	NOUN
cana-5916	181	12	for	for	ADP
cana-5916	181	13	assessing	assess	VERB
cana-5916	181	14	the	the	DET
cana-5916	181	15	device	device	NOUN
cana-5916	181	16	's	's	PART
cana-5916	181	17	built	build	VERB
cana-5916	181	18	-	-	PUNCT
cana-5916	181	19	in	in	ADP
cana-5916	181	20	electric	electric	ADJ
cana-5916	181	21	field	field	NOUN
cana-5916	181	22	,	,	PUNCT
cana-5916	181	23	potential	potential	ADJ
cana-5916	181	24	distribution	distribution	NOUN
cana-5916	181	25	,	,	PUNCT
cana-5916	181	26	and	and	CCONJ
cana-5916	181	27	overall	overall	ADJ
cana-5916	181	28	behavior	behavior	NOUN
cana-5916	181	29	.	.	PUNCT
cana-5916	182	1	by	by	ADP
cana-5916	182	2	analyzing	analyze	VERB
cana-5916	182	3	the	the	DET
cana-5916	182	4	impact	impact	NOUN
cana-5916	182	5	of	of	ADP
cana-5916	182	6	various	various	ADJ
cana-5916	182	7	material	material	NOUN
cana-5916	182	8	properties	property	NOUN
cana-5916	182	9	and	and	CCONJ
cana-5916	182	10	device	device	NOUN
cana-5916	182	11	architecture	architecture	NOUN
cana-5916	182	12	,	,	PUNCT
cana-5916	182	13	one	one	PRON
cana-5916	182	14	can	can	AUX
cana-5916	182	15	achieve	achieve	VERB
cana-5916	182	16	optimal	optimal	ADJ
cana-5916	182	17	photovoltaic	photovoltaic	NOUN
cana-5916	182	18	performance	performance	NOUN
cana-5916	182	19	.	.	PUNCT
cana-5916	183	1	jn	jn	PROPN
cana-5916	184	1	=	=	PROPN
cana-5916	184	2	qvnµnɛ	qvnµnɛ	PROPN
cana-5916	185	1	+	+	CCONJ
cana-5916	185	2	qdn	qdn	NOUN
cana-5916	185	3	(	(	PUNCT
cana-5916	185	4	4	4	NUM
cana-5916	185	5	)	)	PUNCT
cana-5916	185	6	jp	jp	NOUN
cana-5916	185	7	=	=	SYM
cana-5916	185	8	qvpµpɛ	qvpµpɛ	PROPN
cana-5916	185	9	qdp	qdp	PROPN
cana-5916	185	10	(	(	PUNCT
cana-5916	185	11	5	5	NUM
cana-5916	185	12	)	)	PUNCT
cana-5916	185	13	the	the	DET
cana-5916	185	14	drift	drift	NOUN
cana-5916	185	15	-	-	PUNCT
cana-5916	185	16	diffusion	diffusion	NOUN
cana-5916	185	17	model	model	NOUN
cana-5916	185	18	controls	control	VERB
cana-5916	185	19	the	the	DET
cana-5916	185	20	electron	electron	NOUN
cana-5916	185	21	current	current	ADJ
cana-5916	185	22	density	density	NOUN
cana-5916	185	23	(	(	PUNCT
cana-5916	185	24	𝑽𝑻	𝑽𝑻	PROPN
cana-5916	185	25	)	)	PUNCT
cana-5916	185	26	and	and	CCONJ
cana-5916	185	27	hole	hole	NOUN
cana-5916	185	28	current	current	ADJ
cana-5916	185	29	density	density	NOUN
cana-5916	185	30	(	(	PUNCT
cana-5916	185	31	𝐿𝑂	𝐿𝑂	PROPN
cana-5916	185	32	)	)	PUNCT
cana-5916	185	33	in	in	ADP
cana-5916	185	34	scaps-1d	scaps-1d	PROPN
cana-5916	185	35	.	.	PUNCT
cana-5916	186	1	this	this	DET
cana-5916	186	2	models	model	VERB
cana-5916	186	3	how	how	SCONJ
cana-5916	186	4	carriers	carrier	NOUN
cana-5916	186	5	move	move	VERB
cana-5916	186	6	through	through	ADP
cana-5916	186	7	solar	solar	ADJ
cana-5916	186	8	systems	system	NOUN
cana-5916	186	9	.	.	PUNCT
cana-5916	187	1	the	the	DET
cana-5916	187	2	electron	electron	NOUN
cana-5916	187	3	current	current	ADJ
cana-5916	187	4	density	density	NOUN
cana-5916	187	5	equation	equation	NOUN
cana-5916	187	6	can	can	AUX
cana-5916	187	7	be	be	AUX
cana-5916	187	8	written	write	VERB
cana-5916	187	9	as	as	ADP
cana-5916	187	10	where	where	SCONJ
cana-5916	187	11	𝑚	𝑚	PROPN
cana-5916	187	12	is	be	AUX
cana-5916	187	13	the	the	DET
cana-5916	187	14	electron	electron	NOUN
cana-5916	187	15	charge	charge	NOUN
cana-5916	187	16	,	,	PUNCT
cana-5916	187	17	𝑿	𝑿	PROPN
cana-5916	187	18	is	be	AUX
cana-5916	187	19	the	the	DET
cana-5916	187	20	electron	electron	NOUN
cana-5916	187	21	velocity	velocity	NOUN
cana-5916	187	22	.	.	PUNCT
cana-5916	188	1	as	as	ADP
cana-5916	188	2	a	a	DET
cana-5916	188	3	result	result	NOUN
cana-5916	188	4	,	,	PUNCT
cana-5916	188	5	these	these	DET
cana-5916	188	6	equations	equation	NOUN
cana-5916	188	7	are	be	AUX
cana-5916	188	8	essential	essential	ADJ
cana-5916	188	9	for	for	ADP
cana-5916	188	10	understanding	understand	VERB
cana-5916	188	11	how	how	SCONJ
cana-5916	188	12	charges	charge	NOUN
cana-5916	188	13	move	move	VERB
cana-5916	188	14	because	because	SCONJ
cana-5916	188	15	they	they	PRON
cana-5916	188	16	show	show	VERB
cana-5916	188	17	how	how	SCONJ
cana-5916	188	18	drift	drift	NOUN
cana-5916	188	19	and	and	CCONJ
cana-5916	188	20	diffusion	diffusion	NOUN
cana-5916	188	21	currents	current	NOUN
cana-5916	188	22	affect	affect	VERB
cana-5916	188	23	things	thing	NOUN
cana-5916	188	24	.	.	PUNCT
cana-5916	189	1	the	the	DET
cana-5916	189	2	drift	drift	NOUN
cana-5916	189	3	component	component	NOUN
cana-5916	189	4	is	be	AUX
cana-5916	189	5	affected	affect	VERB
cana-5916	189	6	by	by	ADP
cana-5916	189	7	the	the	DET
cana-5916	189	8	electric	electric	ADJ
cana-5916	189	9	field	field	NOUN
cana-5916	189	10	that	that	PRON
cana-5916	189	11	is	be	AUX
cana-5916	189	12	applied	apply	VERB
cana-5916	189	13	,	,	PUNCT
cana-5916	189	14	while	while	SCONJ
cana-5916	189	15	the	the	DET
cana-5916	189	16	diffusion	diffusion	NOUN
cana-5916	189	17	component	component	NOUN
cana-5916	189	18	is	be	AUX
cana-5916	189	19	affected	affect	VERB
cana-5916	189	20	by	by	ADP
cana-5916	189	21	differences	difference	NOUN
cana-5916	189	22	in	in	ADP
cana-5916	189	23	the	the	DET
cana-5916	189	24	concentration	concentration	NOUN
cana-5916	189	25	of	of	ADP
cana-5916	189	26	carriers	carrier	NOUN
cana-5916	189	27	.	.	PUNCT
cana-5916	190	1	this	this	DET
cana-5916	190	2	full	full	ADJ
cana-5916	190	3	modelling	modelling	NOUN
cana-5916	190	4	method	method	NOUN
cana-5916	190	5	in	in	ADP
cana-5916	190	6	scaps-1d	scaps-1d	PROPN
cana-5916	190	7	is	be	AUX
cana-5916	190	8	needed	need	VERB
cana-5916	190	9	to	to	PART
cana-5916	190	10	predict	predict	VERB
cana-5916	190	11	device	device	NOUN
cana-5916	190	12	efficiency	efficiency	NOUN
cana-5916	190	13	,	,	PUNCT
cana-5916	190	14	find	find	VERB
cana-5916	190	15	the	the	DET
cana-5916	190	16	best	good	ADJ
cana-5916	190	17	layer	layer	NOUN
cana-5916	190	18	thickness	thickness	NOUN
cana-5916	190	19	,	,	PUNCT
cana-5916	190	20	and	and	CCONJ
cana-5916	190	21	understand	understand	VERB
cana-5916	190	22	how	how	SCONJ
cana-5916	190	23	carriers	carrier	NOUN
cana-5916	190	24	move	move	VERB
cana-5916	190	25	in	in	ADP
cana-5916	190	26	solar	solar	ADJ
cana-5916	190	27	devices	device	NOUN
cana-5916	190	28	[	[	X
cana-5916	190	29	15	15	NUM
cana-5916	190	30	]	]	PUNCT
cana-5916	190	31	.	.	PUNCT
cana-5916	191	1	jcond	jcond	PROPN
cana-5916	191	2	=	=	SYM
cana-5916	191	3	jn	jn	PROPN
cana-5916	192	1	+	+	CCONJ
cana-5916	192	2	jp	jp	INTJ
cana-5916	192	3	(	(	PUNCT
cana-5916	192	4	6	6	NUM
cana-5916	192	5	)	)	PUNCT
cana-5916	192	6	the	the	DET
cana-5916	192	7	electron	electron	NOUN
cana-5916	192	8	continuity	continuity	NOUN
cana-5916	192	9	equation	equation	NOUN
cana-5916	192	10	in	in	ADP
cana-5916	192	11	scaps-1d	scaps-1d	PROPN
cana-5916	192	12	describes	describe	VERB
cana-5916	192	13	how	how	SCONJ
cana-5916	192	14	the	the	DET
cana-5916	192	15	photovoltaic	photovoltaic	NOUN
cana-5916	192	16	device	device	NOUN
cana-5916	192	17	keeps	keep	VERB
cana-5916	192	18	the	the	DET
cana-5916	192	19	electron	electron	NOUN
cana-5916	192	20	charge	charge	NOUN
cana-5916	192	21	.	.	PUNCT
cana-5916	193	1	it	it	PRON
cana-5916	193	2	talks	talk	VERB
cana-5916	193	3	about	about	ADP
cana-5916	193	4	how	how	SCONJ
cana-5916	193	5	the	the	DET
cana-5916	193	6	electron	electron	NOUN
cana-5916	193	7	concentration	concentration	NOUN
cana-5916	193	8	changes	change	NOUN
cana-5916	193	9	when	when	SCONJ
cana-5916	193	10	electron	electron	NOUN
cana-5916	193	11	current	current	ADJ
cana-5916	193	12	density	density	NOUN
cana-5916	193	13	,	,	PUNCT
cana-5916	193	14	generation	generation	NOUN
cana-5916	193	15	rate	rate	NOUN
cana-5916	193	16	,	,	PUNCT
cana-5916	193	17	and	and	CCONJ
cana-5916	193	18	recombination	recombination	NOUN
cana-5916	193	19	rate	rate	NOUN
cana-5916	193	20	are	be	AUX
cana-5916	193	21	changed	change	VERB
cana-5916	193	22	.	.	PUNCT
cana-5916	194	1	this	this	DET
cana-5916	194	2	equation	equation	NOUN
cana-5916	194	3	guarantees	guarantee	VERB
cana-5916	194	4	the	the	DET
cana-5916	194	5	balance	balance	NOUN
cana-5916	194	6	of	of	ADP
cana-5916	194	7	charge	charge	NOUN
cana-5916	194	8	carriers	carrier	NOUN
cana-5916	194	9	,	,	PUNCT
cana-5916	194	10	which	which	PRON
cana-5916	194	11	is	be	AUX
cana-5916	194	12	very	very	ADV
cana-5916	194	13	important	important	ADJ
cana-5916	194	14	for	for	ADP
cana-5916	194	15	simulating	simulate	VERB
cana-5916	194	16	how	how	SCONJ
cana-5916	194	17	a	a	DET
cana-5916	194	18	device	device	NOUN
cana-5916	194	19	will	will	AUX
cana-5916	194	20	work	work	VERB
cana-5916	194	21	correctly	correctly	ADV
cana-5916	194	22	.	.	PUNCT
cana-5916	195	1	∂n/∂t	∂n/∂t	PUNCT
cana-5916	195	2	=	=	PUNCT
cana-5916	196	1	-∇jn	-∇jn	PROPN
cana-5916	197	1	+	+	CCONJ
cana-5916	197	2	g	g	NOUN
cana-5916	197	3	r	r	NOUN
cana-5916	197	4	(	(	PUNCT
cana-5916	197	5	7	7	NUM
cana-5916	197	6	)	)	PUNCT
cana-5916	197	7	∂p/∂t	∂p/∂t	NOUN
cana-5916	197	8	=	=	PUNCT
cana-5916	197	9	-∇jp	-∇jp	PROPN
cana-5916	198	1	+	+	NUM
cana-5916	198	2	g	g	PROPN
cana-5916	198	3	–	–	PUNCT
cana-5916	198	4	r	r	NOUN
cana-5916	198	5	(	(	PUNCT
cana-5916	198	6	8)	8)	NUM
cana-5916	198	7	table	table	NOUN
cana-5916	198	8	1	1	NUM
cana-5916	198	9	:	:	PUNCT
cana-5916	198	10	scaps	scap	NOUN
cana-5916	198	11	parameters	parameter	NOUN
cana-5916	198	12	parameter	parameter	PROPN
cana-5916	198	13	tco	tco	PROPN
cana-5916	199	1	[	[	X
cana-5916	199	2	18	18	NUM
cana-5916	199	3	]	]	PUNCT
cana-5916	199	4	cusbs₂	cusbs₂	NOUN
cana-5916	200	1	[	[	X
cana-5916	200	2	20	20	NUM
cana-5916	200	3	]	]	X
cana-5916	200	4	cspbi₃	cspbi₃	NOUN
cana-5916	201	1	[	[	X
cana-5916	201	2	22	22	NUM
cana-5916	201	3	]	]	PUNCT
cana-5916	201	4	znos	zno	NOUN
cana-5916	201	5	[	[	X
cana-5916	201	6	28	28	NUM
cana-5916	201	7	]	]	X
cana-5916	201	8	tio₂	tio₂	PROPN
cana-5916	202	1	[	[	X
cana-5916	202	2	30	30	NUM
cana-5916	202	3	]	]	X
cana-5916	202	4	bandgap	bandgap	NOUN
cana-5916	202	5	(	(	PUNCT
cana-5916	202	6	ev	ev	PROPN
cana-5916	202	7	)	)	PUNCT
cana-5916	202	8	3.5	3.5	NUM
cana-5916	202	9	1.52	1.52	NUM
cana-5916	202	10	1.73	1.73	NUM
cana-5916	202	11	3.3	3.3	NUM
cana-5916	202	12	3.2	3.2	NUM
cana-5916	202	13	electron	electron	NOUN
cana-5916	202	14	affinity	affinity	NOUN
cana-5916	202	15	(	(	PUNCT
cana-5916	202	16	ev	ev	NOUN
cana-5916	202	17	)	)	PUNCT
cana-5916	202	18	4	4	NUM
cana-5916	202	19	3.6	3.6	NUM
cana-5916	202	20	3.9	3.9	NUM
cana-5916	202	21	4.2	4.2	NUM
cana-5916	202	22	4	4	NUM
cana-5916	202	23	dielectric	dielectric	ADJ
cana-5916	202	24	constant	constant	ADJ
cana-5916	202	25	9	9	NUM
cana-5916	202	26	10.2	10.2	NUM
cana-5916	202	27	6.5	6.5	NUM
cana-5916	202	28	9.5	9.5	NUM
cana-5916	202	29	10	10	NUM
cana-5916	202	30	effective	effective	ADJ
cana-5916	202	31	density	density	NOUN
cana-5916	202	32	of	of	ADP
cana-5916	202	33	states	states	PROPN
cana-5916	202	34	nc	nc	PROPN
cana-5916	202	35	(	(	PUNCT
cana-5916	202	36	1	1	NUM
cana-5916	202	37	/	/	SYM
cana-5916	202	38	cm³	cm³	NOUN
cana-5916	202	39	)	)	PUNCT
cana-5916	202	40	2.2×10¹⁸	2.2×10¹⁸	NUM
cana-5916	202	41	2.2×10¹⁸	2.2×10¹⁸	NUM
cana-5916	202	42	2.2×10¹⁸	2.2×10¹⁸	NUM
cana-5916	202	43	2.2×10¹⁸	2.2×10¹⁸	NUM
cana-5916	202	44	2.2×10¹⁸	2.2×10¹⁸	NUM
cana-5916	202	45	effective	effective	ADJ
cana-5916	202	46	density	density	NOUN
cana-5916	202	47	of	of	ADP
cana-5916	202	48	states	states	PROPN
cana-5916	202	49	nv	nv	PROPN
cana-5916	202	50	(	(	PUNCT
cana-5916	202	51	1	1	NUM
cana-5916	202	52	/	/	SYM
cana-5916	202	53	cm³	cm³	NOUN
cana-5916	202	54	)	)	PUNCT
cana-5916	202	55	1.8×10¹⁹	1.8×10¹⁹	NUM
cana-5916	202	56	1.8×10¹⁹	1.8×10¹⁹	NUM
cana-5916	202	57	1.8×10¹⁹	1.8×10¹⁹	NUM
cana-5916	202	58	1.8×10¹⁹	1.8×10¹⁹	ADJ
cana-5916	202	59	1.8×10¹⁹	1.8×10¹⁹	NUM
cana-5916	202	60	electron	electron	NOUN
cana-5916	202	61	mobility	mobility	NOUN
cana-5916	202	62	(	(	PUNCT
cana-5916	202	63	cm²/v·s	cm²/v·s	PROPN
cana-5916	202	64	)	)	PUNCT
cana-5916	202	65	20	20	NUM
cana-5916	202	66	1	1	NUM
cana-5916	202	67	10	10	NUM
cana-5916	202	68	10	10	NUM
cana-5916	202	69	20	20	NUM
cana-5916	202	70	hole	hole	NOUN
cana-5916	202	71	mobility	mobility	NOUN
cana-5916	202	72	(	(	PUNCT
cana-5916	202	73	cm²/v·s	cm²/v·s	PROPN
cana-5916	202	74	)	)	PUNCT
cana-5916	202	75	10	10	NUM
cana-5916	202	76	20	20	NUM
cana-5916	202	77	5	5	NUM
cana-5916	202	78	5	5	NUM
cana-5916	202	79	5	5	NUM
cana-5916	202	80	doping	doping	NOUN
cana-5916	202	81	type	type	NOUN
cana-5916	202	82	n	n	CCONJ
cana-5916	202	83	-	-	PUNCT
cana-5916	202	84	type	type	NOUN
cana-5916	202	85	p	p	NOUN
cana-5916	202	86	-	-	PUNCT
cana-5916	202	87	type	type	NOUN
cana-5916	202	88	intrinsic	intrinsic	ADJ
cana-5916	202	89	n	n	CCONJ
cana-5916	202	90	-	-	PUNCT
cana-5916	202	91	type	type	NOUN
cana-5916	202	92	n	n	CCONJ
cana-5916	202	93	-	-	PUNCT
cana-5916	202	94	type	type	NOUN
cana-5916	202	95	doping	doping	NOUN
cana-5916	202	96	concentration	concentration	NOUN
cana-5916	202	97	(	(	PUNCT
cana-5916	202	98	1	1	NUM
cana-5916	202	99	/	/	SYM
cana-5916	202	100	cm³	cm³	NOUN
cana-5916	202	101	)	)	PUNCT
cana-5916	202	102	1×10¹⁹	1×10¹⁹	PROPN
cana-5916	202	103	1×10¹⁷	1×10¹⁷	NUM
cana-5916	202	104	1×10¹⁴	1×10¹⁴	NUM
cana-5916	202	105	1×10¹⁷	1×10¹⁷	NUM
cana-5916	202	106	1×10¹⁸	1×10¹⁸	NUM
cana-5916	202	107	communications	communication	NOUN
cana-5916	202	108	on	on	ADP
cana-5916	202	109	applied	apply	VERB
cana-5916	202	110	nonlinear	nonlinear	ADJ
cana-5916	202	111	analysis	analysis	NOUN
cana-5916	202	112	issn	issn	NOUN
cana-5916	202	113	:	:	PUNCT
cana-5916	202	114	1074	1074	NUM
cana-5916	202	115	-	-	PUNCT
cana-5916	202	116	133x	133x	NUM
cana-5916	202	117	vol	vol	VERB
cana-5916	202	118	32	32	NUM
cana-5916	202	119	no	no	NOUN
cana-5916	202	120	.	.	PUNCT
cana-5916	203	1	10s	10	NOUN
cana-5916	203	2	(	(	PUNCT
cana-5916	203	3	2025	2025	NUM
cana-5916	203	4	)	)	PUNCT
cana-5916	203	5	3045	3045	NUM
cana-5916	203	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	203	7	iii	iii	X
cana-5916	203	8	.	.	PUNCT
cana-5916	203	9	results	result	NOUN
cana-5916	203	10	and	and	CCONJ
cana-5916	203	11	discussion	discussion	NOUN
cana-5916	203	12	a.	a.	NOUN
cana-5916	203	13	thickness	thickness	PROPN
cana-5916	203	14	optimization	optimization	NOUN
cana-5916	203	15	utilizing	utilize	VERB
cana-5916	203	16	scaps-1d	scaps-1d	NOUN
cana-5916	203	17	to	to	PART
cana-5916	203	18	modify	modify	VERB
cana-5916	203	19	the	the	DET
cana-5916	203	20	thickness	thickness	NOUN
cana-5916	203	21	of	of	ADP
cana-5916	203	22	the	the	DET
cana-5916	203	23	htl	htl	PROPN
cana-5916	203	24	,	,	PUNCT
cana-5916	203	25	pvsk	pvsk	NOUN
cana-5916	203	26	,	,	PUNCT
cana-5916	203	27	buffer	buffer	VERB
cana-5916	203	28	layer	layer	NOUN
cana-5916	203	29	,	,	PUNCT
cana-5916	203	30	and	and	CCONJ
cana-5916	203	31	etl	etl	NOUN
cana-5916	203	32	resulted	result	VERB
cana-5916	203	33	in	in	ADP
cana-5916	203	34	a	a	DET
cana-5916	203	35	diverse	diverse	ADJ
cana-5916	203	36	dataset	dataset	NOUN
cana-5916	203	37	of	of	ADP
cana-5916	203	38	unique	unique	ADJ
cana-5916	203	39	devices	device	NOUN
cana-5916	203	40	,	,	PUNCT
cana-5916	203	41	which	which	PRON
cana-5916	203	42	were	be	AUX
cana-5916	203	43	employed	employ	VERB
cana-5916	203	44	to	to	PART
cana-5916	203	45	analyze	analyze	VERB
cana-5916	203	46	a	a	DET
cana-5916	203	47	correlation	correlation	NOUN
cana-5916	203	48	matrix	matrix	NOUN
cana-5916	203	49	,	,	PUNCT
cana-5916	203	50	as	as	SCONJ
cana-5916	203	51	illustrated	illustrate	VERB
cana-5916	203	52	in	in	ADP
cana-5916	203	53	figure	figure	NOUN
cana-5916	203	54	1	1	NUM
cana-5916	203	55	.	.	PUNCT
cana-5916	204	1	this	this	DET
cana-5916	204	2	approach	approach	NOUN
cana-5916	204	3	effectively	effectively	ADV
cana-5916	204	4	highlighted	highlight	VERB
cana-5916	204	5	the	the	DET
cana-5916	204	6	significance	significance	NOUN
cana-5916	204	7	of	of	ADP
cana-5916	204	8	layer	layer	NOUN
cana-5916	204	9	thickness	thickness	NOUN
cana-5916	204	10	for	for	ADP
cana-5916	204	11	psc	psc	PROPN
cana-5916	204	12	through	through	ADP
cana-5916	204	13	the	the	DET
cana-5916	204	14	correlation	correlation	NOUN
cana-5916	204	15	matrix	matrix	NOUN
cana-5916	204	16	.	.	PUNCT
cana-5916	205	1	performance	performance	NOUN
cana-5916	205	2	was	be	AUX
cana-5916	205	3	assessed	assess	VERB
cana-5916	205	4	by	by	ADP
cana-5916	205	5	examining	examine	VERB
cana-5916	205	6	correlation	correlation	NOUN
cana-5916	205	7	coefficients	coefficient	NOUN
cana-5916	205	8	.	.	PUNCT
cana-5916	206	1	the	the	DET
cana-5916	206	2	thickness	thickness	NOUN
cana-5916	206	3	of	of	ADP
cana-5916	206	4	the	the	DET
cana-5916	206	5	pvsk	pvsk	NOUN
cana-5916	206	6	layer	layer	NOUN
cana-5916	206	7	exhibited	exhibit	VERB
cana-5916	206	8	the	the	DET
cana-5916	206	9	most	most	ADV
cana-5916	206	10	pronounced	pronounce	VERB
cana-5916	206	11	impact	impact	NOUN
cana-5916	206	12	on	on	ADP
cana-5916	206	13	psc	psc	PROPN
cana-5916	206	14	performance	performance	NOUN
cana-5916	206	15	.	.	PUNCT
cana-5916	207	1	in	in	ADP
cana-5916	207	2	contrast	contrast	NOUN
cana-5916	207	3	,	,	PUNCT
cana-5916	207	4	the	the	DET
cana-5916	207	5	thicknesses	thickness	NOUN
cana-5916	207	6	of	of	ADP
cana-5916	207	7	the	the	DET
cana-5916	207	8	htl	htl	PROPN
cana-5916	207	9	and	and	CCONJ
cana-5916	207	10	buffer	buffer	NOUN
cana-5916	207	11	layers	layer	NOUN
cana-5916	207	12	showed	show	VERB
cana-5916	207	13	negligible	negligible	ADJ
cana-5916	207	14	effects	effect	NOUN
cana-5916	207	15	,	,	PUNCT
cana-5916	207	16	evidenced	evidence	VERB
cana-5916	207	17	by	by	ADP
cana-5916	207	18	their	their	PRON
cana-5916	207	19	very	very	ADV
cana-5916	207	20	weak	weak	ADJ
cana-5916	207	21	negative	negative	ADJ
cana-5916	207	22	correlation	correlation	NOUN
cana-5916	207	23	coefficients	coefficient	NOUN
cana-5916	207	24	with	with	ADP
cana-5916	207	25	psc	psc	NOUN
cana-5916	207	26	performance	performance	NOUN
cana-5916	207	27	metrics	metric	NOUN
cana-5916	207	28	.	.	PUNCT
cana-5916	208	1	although	although	SCONJ
cana-5916	208	2	the	the	DET
cana-5916	208	3	thickness	thickness	NOUN
cana-5916	208	4	of	of	ADP
cana-5916	208	5	the	the	DET
cana-5916	208	6	etl	etl	NOUN
cana-5916	208	7	had	have	VERB
cana-5916	208	8	minimal	minimal	ADJ
cana-5916	208	9	influence	influence	NOUN
cana-5916	208	10	on	on	ADP
cana-5916	208	11	pce	pce	PROPN
cana-5916	208	12	(	(	PUNCT
cana-5916	208	13	%	%	NOUN
cana-5916	208	14	)	)	PUNCT
cana-5916	208	15	,	,	PUNCT
cana-5916	208	16	jsc	jsc	PROPN
cana-5916	208	17	(	(	PUNCT
cana-5916	208	18	ma	ma	PROPN
cana-5916	208	19	/	/	SYM
cana-5916	208	20	cm²	cm²	PROPN
cana-5916	208	21	)	)	PUNCT
cana-5916	208	22	,	,	PUNCT
cana-5916	208	23	or	or	CCONJ
cana-5916	208	24	voc	voc	NOUN
cana-5916	208	25	(	(	PUNCT
cana-5916	208	26	v	v	NOUN
cana-5916	208	27	)	)	PUNCT
cana-5916	208	28	,	,	PUNCT
cana-5916	208	29	it	it	PRON
cana-5916	208	30	did	do	AUX
cana-5916	208	31	demonstrate	demonstrate	VERB
cana-5916	208	32	a	a	DET
cana-5916	208	33	moderately	moderately	ADV
cana-5916	208	34	negative	negative	ADJ
cana-5916	208	35	impact	impact	NOUN
cana-5916	208	36	on	on	ADP
cana-5916	208	37	the	the	DET
cana-5916	208	38	fill	fill	NOUN
cana-5916	208	39	factor	factor	NOUN
cana-5916	208	40	(	(	PUNCT
cana-5916	208	41	ff	ff	NOUN
cana-5916	208	42	%	%	NOUN
cana-5916	208	43	)	)	PUNCT
cana-5916	208	44	,	,	PUNCT
cana-5916	208	45	as	as	SCONJ
cana-5916	208	46	indicated	indicate	VERB
cana-5916	208	47	by	by	ADP
cana-5916	208	48	its	its	PRON
cana-5916	208	49	correlation	correlation	NOUN
cana-5916	208	50	coefficient	coefficient	NOUN
cana-5916	208	51	of	of	ADP
cana-5916	208	52	-0.45	-0.45	NOUN
cana-5916	208	53	.	.	PUNCT
cana-5916	209	1	figure	figure	NOUN
cana-5916	209	2	1	1	NUM
cana-5916	209	3	:	:	PUNCT
cana-5916	209	4	layer	layer	NOUN
cana-5916	209	5	thickness	thickness	NOUN
cana-5916	209	6	and	and	CCONJ
cana-5916	209	7	photovoltaic	photovoltaic	NOUN
cana-5916	209	8	performance	performance	NOUN
cana-5916	209	9	parameter	parameter	NOUN
cana-5916	209	10	correlation	correlation	NOUN
cana-5916	209	11	matrix	matrix	NOUN
cana-5916	209	12	to	to	PART
cana-5916	209	13	achieve	achieve	VERB
cana-5916	209	14	optimal	optimal	ADJ
cana-5916	209	15	performance	performance	NOUN
cana-5916	209	16	from	from	ADP
cana-5916	209	17	a	a	DET
cana-5916	209	18	psc	psc	NOUN
cana-5916	209	19	,	,	PUNCT
cana-5916	209	20	it	it	PRON
cana-5916	209	21	is	be	AUX
cana-5916	209	22	essential	essential	ADJ
cana-5916	209	23	that	that	SCONJ
cana-5916	209	24	the	the	DET
cana-5916	209	25	pvsk	pvsk	NOUN
cana-5916	209	26	layer	layer	NOUN
cana-5916	209	27	has	have	VERB
cana-5916	209	28	the	the	DET
cana-5916	209	29	appropriate	appropriate	ADJ
cana-5916	209	30	thickness	thickness	NOUN
cana-5916	209	31	.	.	PUNCT
cana-5916	210	1	a	a	DET
cana-5916	210	2	thicker	thick	ADJ
cana-5916	210	3	pvsk	pvsk	NOUN
cana-5916	210	4	layer	layer	NOUN
cana-5916	210	5	is	be	AUX
cana-5916	210	6	capable	capable	ADJ
cana-5916	210	7	of	of	ADP
cana-5916	210	8	absorbing	absorb	VERB
cana-5916	210	9	more	more	ADJ
cana-5916	210	10	light	light	ADJ
cana-5916	210	11	,	,	PUNCT
cana-5916	210	12	thereby	thereby	ADV
cana-5916	210	13	enhancing	enhance	VERB
cana-5916	210	14	the	the	DET
cana-5916	210	15	device	device	NOUN
cana-5916	210	16	's	's	PART
cana-5916	210	17	efficiency	efficiency	NOUN
cana-5916	210	18	compared	compare	VERB
cana-5916	210	19	to	to	ADP
cana-5916	210	20	a	a	DET
cana-5916	210	21	thinner	thin	ADJ
cana-5916	210	22	layer	layer	NOUN
cana-5916	210	23	.	.	PUNCT
cana-5916	211	1	the	the	DET
cana-5916	211	2	correlation	correlation	NOUN
cana-5916	211	3	between	between	ADP
cana-5916	211	4	quantum	quantum	NOUN
cana-5916	211	5	efficiency	efficiency	NOUN
cana-5916	211	6	(	(	PUNCT
cana-5916	211	7	qe	qe	PROPN
cana-5916	211	8	)	)	PUNCT
cana-5916	211	9	and	and	CCONJ
cana-5916	211	10	pvsk	pvsk	VERB
cana-5916	211	11	thickness	thickness	NOUN
cana-5916	211	12	.	.	PUNCT
cana-5916	212	1	as	as	ADP
cana-5916	212	2	the	the	DET
cana-5916	212	3	active	active	ADJ
cana-5916	212	4	layer	layer	NOUN
cana-5916	212	5	's	's	PART
cana-5916	212	6	thickness	thickness	NOUN
cana-5916	212	7	increases	increase	NOUN
cana-5916	212	8	,	,	PUNCT
cana-5916	212	9	the	the	DET
cana-5916	212	10	qe	qe	PROPN
cana-5916	212	11	improves	improve	VERB
cana-5916	212	12	,	,	PUNCT
cana-5916	212	13	particularly	particularly	ADV
cana-5916	212	14	at	at	ADP
cana-5916	212	15	longer	long	ADJ
cana-5916	212	16	wavelengths	wavelength	NOUN
cana-5916	212	17	.	.	PUNCT
cana-5916	213	1	this	this	PRON
cana-5916	213	2	indicates	indicate	VERB
cana-5916	213	3	that	that	SCONJ
cana-5916	213	4	a	a	DET
cana-5916	213	5	thicker	thick	ADJ
cana-5916	213	6	pvsk	pvsk	NOUN
cana-5916	213	7	layer	layer	NOUN
cana-5916	213	8	is	be	AUX
cana-5916	213	9	more	more	ADV
cana-5916	213	10	effective	effective	ADJ
cana-5916	213	11	at	at	ADP
cana-5916	213	12	light	light	ADJ
cana-5916	213	13	absorption	absorption	NOUN
cana-5916	213	14	.	.	PUNCT
cana-5916	214	1	however	however	ADV
cana-5916	214	2	,	,	PUNCT
cana-5916	214	3	the	the	DET
cana-5916	214	4	thickness	thickness	NOUN
cana-5916	214	5	of	of	ADP
cana-5916	214	6	the	the	DET
cana-5916	214	7	pvsk	pvsk	NOUN
cana-5916	214	8	layer	layer	NOUN
cana-5916	214	9	can	can	AUX
cana-5916	214	10	not	not	PART
cana-5916	214	11	be	be	AUX
cana-5916	214	12	increased	increase	VERB
cana-5916	214	13	indefinitely	indefinitely	ADV
cana-5916	214	14	.	.	PUNCT
cana-5916	215	1	the	the	DET
cana-5916	215	2	primary	primary	ADJ
cana-5916	215	3	factors	factor	NOUN
cana-5916	215	4	that	that	PRON
cana-5916	215	5	impose	impose	VERB
cana-5916	215	6	limitations	limitation	NOUN
cana-5916	215	7	are	be	AUX
cana-5916	215	8	the	the	DET
cana-5916	215	9	diffusion	diffusion	NOUN
cana-5916	215	10	length	length	NOUN
cana-5916	215	11	(	(	PUNCT
cana-5916	215	12	ld	ld	PROPN
cana-5916	215	13	)	)	PUNCT
cana-5916	215	14	,	,	PUNCT
cana-5916	215	15	generation	generation	NOUN
cana-5916	215	16	rate	rate	NOUN
cana-5916	215	17	,	,	PUNCT
cana-5916	215	18	and	and	CCONJ
cana-5916	215	19	recombination	recombination	NOUN
cana-5916	215	20	rate	rate	NOUN
cana-5916	215	21	of	of	ADP
cana-5916	215	22	charge	charge	NOUN
cana-5916	215	23	carriers	carrier	NOUN
cana-5916	215	24	.	.	PUNCT
cana-5916	216	1	research	research	NOUN
cana-5916	216	2	has	have	AUX
cana-5916	216	3	indicated	indicate	VERB
cana-5916	216	4	that	that	SCONJ
cana-5916	216	5	the	the	DET
cana-5916	216	6	ld	ld	NOUN
cana-5916	216	7	for	for	ADP
cana-5916	216	8	charge	charge	NOUN
cana-5916	216	9	carriers	carrier	NOUN
cana-5916	216	10	in	in	ADP
cana-5916	216	11	cubic	cubic	ADJ
cana-5916	216	12	cspbi₃	cspbi₃	NOUN
cana-5916	216	13	exceeds	exceed	VERB
cana-5916	216	14	1.5	1.5	NUM
cana-5916	216	15	μm	μm	NUM
cana-5916	216	16	35	35	NUM
cana-5916	216	17	.	.	PUNCT
cana-5916	217	1	since	since	SCONJ
cana-5916	217	2	charge	charge	NOUN
cana-5916	217	3	carriers	carrier	NOUN
cana-5916	217	4	tend	tend	VERB
cana-5916	217	5	to	to	PART
cana-5916	217	6	recombine	recombine	VERB
cana-5916	217	7	after	after	ADP
cana-5916	217	8	traveling	travel	VERB
cana-5916	217	9	a	a	DET
cana-5916	217	10	certain	certain	ADJ
cana-5916	217	11	distance	distance	NOUN
cana-5916	217	12	within	within	ADP
cana-5916	217	13	the	the	DET
cana-5916	217	14	material	material	NOUN
cana-5916	217	15	,	,	PUNCT
cana-5916	217	16	it	it	PRON
cana-5916	217	17	is	be	AUX
cana-5916	217	18	crucial	crucial	ADJ
cana-5916	217	19	to	to	PART
cana-5916	217	20	effectively	effectively	ADV
cana-5916	217	21	separate	separate	VERB
cana-5916	217	22	electrons	electron	NOUN
cana-5916	217	23	(	(	PUNCT
cana-5916	217	24	e⁻	e⁻	PROPN
cana-5916	217	25	)	)	PUNCT
cana-5916	217	26	and	and	CCONJ
cana-5916	217	27	holes	hole	NOUN
cana-5916	217	28	(	(	PUNCT
cana-5916	217	29	h⁺	h⁺	PROPN
cana-5916	217	30	)	)	PUNCT
cana-5916	217	31	prior	prior	ADV
cana-5916	217	32	to	to	ADP
cana-5916	217	33	recombination	recombination	NOUN
cana-5916	217	34	.	.	PUNCT
cana-5916	218	1	the	the	DET
cana-5916	218	2	scaps	scap	NOUN
cana-5916	218	3	data	datum	NOUN
cana-5916	218	4	reveal	reveal	VERB
cana-5916	218	5	that	that	SCONJ
cana-5916	218	6	the	the	DET
cana-5916	218	7	relationship	relationship	NOUN
cana-5916	218	8	between	between	ADP
cana-5916	218	9	pvsk	pvsk	NOUN
cana-5916	218	10	thickness	thickness	NOUN
cana-5916	218	11	and	and	CCONJ
cana-5916	218	12	power	power	NOUN
cana-5916	218	13	conversion	conversion	NOUN
cana-5916	218	14	efficiency	efficiency	NOUN
cana-5916	218	15	(	(	PUNCT
cana-5916	218	16	pce	pce	NOUN
cana-5916	218	17	)	)	PUNCT
cana-5916	218	18	is	be	AUX
cana-5916	218	19	not	not	PART
cana-5916	218	20	linear	linear	ADJ
cana-5916	218	21	.	.	PUNCT
cana-5916	219	1	when	when	SCONJ
cana-5916	219	2	the	the	DET
cana-5916	219	3	pvsk	pvsk	NOUN
cana-5916	219	4	thickness	thickness	NOUN
cana-5916	219	5	surpasses	surpass	VERB
cana-5916	219	6	2	2	NUM
cana-5916	219	7	μm	μm	NOUN
cana-5916	219	8	,	,	PUNCT
cana-5916	219	9	the	the	DET
cana-5916	219	10	pce	pce	PROPN
cana-5916	219	11	begins	begin	VERB
cana-5916	219	12	to	to	PART
cana-5916	219	13	decline	decline	VERB
cana-5916	219	14	.	.	PUNCT
cana-5916	220	1	this	this	DET
cana-5916	220	2	decrease	decrease	NOUN
cana-5916	220	3	is	be	AUX
cana-5916	220	4	primarily	primarily	ADV
cana-5916	220	5	attributed	attribute	VERB
cana-5916	220	6	to	to	ADP
cana-5916	220	7	an	an	DET
cana-5916	220	8	increase	increase	NOUN
cana-5916	220	9	in	in	ADP
cana-5916	220	10	carrier	carrier	NOUN
cana-5916	220	11	recombination	recombination	NOUN
cana-5916	220	12	events	event	NOUN
cana-5916	220	13	within	within	ADP
cana-5916	220	14	the	the	DET
cana-5916	220	15	pvsk	pvsk	NOUN
cana-5916	220	16	layer	layer	NOUN
cana-5916	220	17	.	.	PUNCT
cana-5916	221	1	communications	communication	NOUN
cana-5916	221	2	on	on	ADP
cana-5916	221	3	applied	apply	VERB
cana-5916	221	4	nonlinear	nonlinear	ADJ
cana-5916	221	5	analysis	analysis	NOUN
cana-5916	221	6	issn	issn	NOUN
cana-5916	221	7	:	:	PUNCT
cana-5916	221	8	1074	1074	NUM
cana-5916	221	9	-	-	PUNCT
cana-5916	221	10	133x	133x	NUM
cana-5916	221	11	vol	vol	VERB
cana-5916	221	12	32	32	NUM
cana-5916	221	13	no	no	NOUN
cana-5916	221	14	.	.	PUNCT
cana-5916	222	1	10s	10	NOUN
cana-5916	222	2	(	(	PUNCT
cana-5916	222	3	2025	2025	NUM
cana-5916	222	4	)	)	PUNCT
cana-5916	222	5	3046	3046	NUM
cana-5916	222	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	222	7	table	table	NOUN
cana-5916	222	8	2	2	NUM
cana-5916	222	9	:	:	PUNCT
cana-5916	222	10	an	an	DET
cana-5916	222	11	overview	overview	NOUN
cana-5916	222	12	of	of	ADP
cana-5916	222	13	the	the	DET
cana-5916	222	14	accuracy	accuracy	NOUN
cana-5916	222	15	(	(	PUNCT
cana-5916	222	16	r2	r2	PROPN
cana-5916	222	17	)	)	PUNCT
cana-5916	222	18	,	,	PUNCT
cana-5916	222	19	loss	loss	NOUN
cana-5916	222	20	metric	metric	ADJ
cana-5916	222	21	(	(	PUNCT
cana-5916	222	22	rmse	rmse	NOUN
cana-5916	222	23	)	)	PUNCT
cana-5916	222	24	,	,	PUNCT
cana-5916	222	25	and	and	CCONJ
cana-5916	222	26	cv	cv	PROPN
cana-5916	222	27	of	of	ADP
cana-5916	222	28	the	the	DET
cana-5916	222	29	five	five	NUM
cana-5916	222	30	trained	train	VERB
cana-5916	222	31	machine	machine	NOUN
cana-5916	222	32	learning	learn	VERB
cana-5916	222	33	algorithms	algorithm	NOUN
cana-5916	222	34	for	for	ADP
cana-5916	222	35	thickness	thickness	NOUN
cana-5916	222	36	analysis	analysis	NOUN
cana-5916	222	37	model	model	NOUN
cana-5916	222	38	𝐑𝟐	𝐑𝟐	PROPN
cana-5916	222	39	𝐑𝐌𝐒𝐄	𝐑𝐌𝐒𝐄	PROPN
cana-5916	222	40	cv	cv	PROPN
cana-5916	222	41	training	training	NOUN
cana-5916	222	42	testing	testing	NOUN
cana-5916	222	43	training	training	NOUN
cana-5916	222	44	testing	testing	NOUN
cana-5916	222	45	lir	lir	NOUN
cana-5916	223	1	0.8996	0.8996	NUM
cana-5916	223	2	0.896	0.896	NUM
cana-5916	223	3	0.14252	0.14252	NUM
cana-5916	223	4	0.1526	0.1526	NUM
cana-5916	223	5	0.978	0.978	NUM
cana-5916	223	6	qr	qr	NOUN
cana-5916	223	7	0.987	0.987	NUM
cana-5916	223	8	0.789	0.789	NUM
cana-5916	223	9	0.056	0.056	NUM
cana-5916	223	10	0.0597	0.0597	NUM
cana-5916	223	11	0.984	0.984	NUM
cana-5916	223	12	rfr	rfr	PROPN
cana-5916	223	13	0.9987	0.9987	NUM
cana-5916	223	14	0.987	0.987	NUM
cana-5916	223	15	0.003	0.003	NUM
cana-5916	223	16	0.0124	0.0124	NUM
cana-5916	223	17	0.99915	0.99915	NUM
cana-5916	223	18	xgb	xgb	NOUN
cana-5916	223	19	0.998	0.998	NUM
cana-5916	223	20	0.896	0.896	NUM
cana-5916	223	21	0.0046	0.0046	NUM
cana-5916	223	22	0.0035	0.0035	NUM
cana-5916	223	23	0.9999	0.9999	NUM
cana-5916	223	24	mlp	mlp	NOUN
cana-5916	223	25	0.8723	0.8723	NUM
cana-5916	223	26	0.834	0.834	NUM
cana-5916	223	27	0.0458	0.0458	NUM
cana-5916	223	28	0.0045	0.0045	NUM
cana-5916	223	29	0.8679	0.8679	NUM
cana-5916	223	30	b.	b.	NOUN
cana-5916	223	31	optimized	optimize	VERB
cana-5916	223	32	range	range	NOUN
cana-5916	223	33	and	and	CCONJ
cana-5916	223	34	value	value	NOUN
cana-5916	223	35	for	for	ADP
cana-5916	223	36	thickness	thickness	NOUN
cana-5916	223	37	of	of	ADP
cana-5916	223	38	different	different	ADJ
cana-5916	223	39	layers	layer	NOUN
cana-5916	223	40	as	as	SCONJ
cana-5916	223	41	illustrated	illustrate	VERB
cana-5916	223	42	in	in	ADP
cana-5916	223	43	figure	figure	NOUN
cana-5916	223	44	2	2	NUM
cana-5916	223	45	,	,	PUNCT
cana-5916	223	46	the	the	DET
cana-5916	223	47	thickness	thickness	NOUN
cana-5916	223	48	of	of	ADP
cana-5916	223	49	the	the	DET
cana-5916	223	50	pvsk	pvsk	NOUN
cana-5916	223	51	layer	layer	NOUN
cana-5916	223	52	has	have	VERB
cana-5916	223	53	minimal	minimal	ADJ
cana-5916	223	54	impact	impact	NOUN
cana-5916	223	55	on	on	ADP
cana-5916	223	56	voc	voc	NOUN
cana-5916	223	57	,	,	PUNCT
cana-5916	223	58	as	as	SCONJ
cana-5916	223	59	indicated	indicate	VERB
cana-5916	223	60	by	by	ADP
cana-5916	223	61	shap	shap	NOUN
cana-5916	223	62	analysis	analysis	NOUN
cana-5916	223	63	(	(	PUNCT
cana-5916	223	64	figures	figure	NOUN
cana-5916	223	65	6c	6c	PROPN
cana-5916	223	66	-	-	PUNCT
cana-5916	223	67	f	f	PROPN
cana-5916	223	68	)	)	PUNCT
cana-5916	223	69	.	.	PUNCT
cana-5916	224	1	devices	device	NOUN
cana-5916	224	2	with	with	ADP
cana-5916	224	3	thinner	thin	ADJ
cana-5916	224	4	pvsk	pvsk	NOUN
cana-5916	224	5	layers	layer	NOUN
cana-5916	224	6	(	(	PUNCT
cana-5916	224	7	<	<	X
cana-5916	224	8	1.2	1.2	NUM
cana-5916	224	9	μm	μm	NUM
cana-5916	224	10	)	)	PUNCT
cana-5916	224	11	perform	perform	VERB
cana-5916	224	12	worse	bad	ADJ
cana-5916	224	13	,	,	PUNCT
cana-5916	224	14	whereas	whereas	SCONJ
cana-5916	224	15	those	those	PRON
cana-5916	224	16	with	with	ADP
cana-5916	224	17	thicker	thick	ADJ
cana-5916	224	18	layers	layer	NOUN
cana-5916	224	19	(	(	PUNCT
cana-5916	224	20	>	>	NOUN
cana-5916	224	21	1.2	1.2	NUM
cana-5916	224	22	μm	μm	NUM
cana-5916	224	23	)	)	PUNCT
cana-5916	224	24	show	show	VERB
cana-5916	224	25	improved	improved	ADJ
cana-5916	224	26	performance	performance	NOUN
cana-5916	224	27	,	,	PUNCT
cana-5916	224	28	although	although	SCONJ
cana-5916	224	29	the	the	DET
cana-5916	224	30	advantages	advantage	NOUN
cana-5916	224	31	begin	begin	VERB
cana-5916	224	32	to	to	PART
cana-5916	224	33	diminish	diminish	VERB
cana-5916	224	34	after	after	ADP
cana-5916	224	35	a	a	DET
cana-5916	224	36	certain	certain	ADJ
cana-5916	224	37	thickness	thickness	NOUN
cana-5916	224	38	.	.	PUNCT
cana-5916	225	1	it	it	PRON
cana-5916	225	2	is	be	AUX
cana-5916	225	3	crucial	crucial	ADJ
cana-5916	225	4	to	to	PART
cana-5916	225	5	recognize	recognize	VERB
cana-5916	225	6	that	that	SCONJ
cana-5916	225	7	the	the	DET
cana-5916	225	8	htl	htl	PROPN
cana-5916	225	9	,	,	PUNCT
cana-5916	225	10	etl	etl	NOUN
cana-5916	225	11	,	,	PUNCT
cana-5916	225	12	and	and	CCONJ
cana-5916	225	13	buffer	buffer	VERB
cana-5916	225	14	layers	layer	NOUN
cana-5916	225	15	exhibit	exhibit	VERB
cana-5916	225	16	weaker	weak	ADJ
cana-5916	225	17	yet	yet	ADV
cana-5916	225	18	still	still	ADV
cana-5916	225	19	significant	significant	ADJ
cana-5916	225	20	effects	effect	NOUN
cana-5916	225	21	that	that	PRON
cana-5916	225	22	vary	vary	VERB
cana-5916	225	23	with	with	ADP
cana-5916	225	24	thickness	thickness	NOUN
cana-5916	225	25	.	.	PUNCT
cana-5916	226	1	for	for	ADP
cana-5916	226	2	instance	instance	NOUN
cana-5916	226	3	,	,	PUNCT
cana-5916	226	4	an	an	DET
cana-5916	226	5	htl	htl	PROPN
cana-5916	226	6	thickness	thickness	NOUN
cana-5916	226	7	greater	great	ADJ
cana-5916	226	8	than	than	ADP
cana-5916	226	9	0.15	0.15	NUM
cana-5916	226	10	μm	μm	NOUN
cana-5916	226	11	enhances	enhance	NOUN
cana-5916	226	12	charge	charge	NOUN
cana-5916	226	13	transport	transport	NOUN
cana-5916	226	14	,	,	PUNCT
cana-5916	226	15	while	while	SCONJ
cana-5916	226	16	a	a	DET
cana-5916	226	17	buffer	buffer	NOUN
cana-5916	226	18	layer	layer	NOUN
cana-5916	226	19	thickness	thickness	NOUN
cana-5916	226	20	of	of	ADP
cana-5916	226	21	less	less	ADJ
cana-5916	226	22	than	than	ADP
cana-5916	226	23	0.10	0.10	NUM
cana-5916	226	24	μm	μm	NOUN
cana-5916	226	25	and	and	CCONJ
cana-5916	226	26	an	an	DET
cana-5916	226	27	etl	etl	NOUN
cana-5916	226	28	thickness	thickness	NOUN
cana-5916	226	29	of	of	ADP
cana-5916	226	30	less	less	ADJ
cana-5916	226	31	than	than	ADP
cana-5916	226	32	0.06	0.06	NUM
cana-5916	226	33	μm	μm	NUM
cana-5916	226	34	yield	yield	NOUN
cana-5916	226	35	optimal	optimal	ADJ
cana-5916	226	36	performance	performance	NOUN
cana-5916	226	37	.	.	PUNCT
cana-5916	227	1	although	although	SCONJ
cana-5916	227	2	these	these	DET
cana-5916	227	3	threshold	threshold	NOUN
cana-5916	227	4	behaviors	behavior	NOUN
cana-5916	227	5	are	be	AUX
cana-5916	227	6	not	not	PART
cana-5916	227	7	as	as	ADV
cana-5916	227	8	pronounced	pronounce	VERB
cana-5916	227	9	as	as	ADP
cana-5916	227	10	the	the	DET
cana-5916	227	11	primary	primary	ADJ
cana-5916	227	12	effects	effect	NOUN
cana-5916	227	13	of	of	ADP
cana-5916	227	14	pvsk	pvsk	NOUN
cana-5916	227	15	,	,	PUNCT
cana-5916	227	16	they	they	PRON
cana-5916	227	17	are	be	AUX
cana-5916	227	18	vital	vital	ADJ
cana-5916	227	19	for	for	ADP
cana-5916	227	20	interfacial	interfacial	ADJ
cana-5916	227	21	engineering	engineering	NOUN
cana-5916	227	22	in	in	ADP
cana-5916	227	23	perovskite	perovskite	ADJ
cana-5916	227	24	solar	solar	ADJ
cana-5916	227	25	cells	cell	NOUN
cana-5916	227	26	.	.	PUNCT
cana-5916	228	1	communications	communication	NOUN
cana-5916	228	2	on	on	ADP
cana-5916	228	3	applied	apply	VERB
cana-5916	228	4	nonlinear	nonlinear	ADJ
cana-5916	228	5	analysis	analysis	NOUN
cana-5916	228	6	issn	issn	NOUN
cana-5916	228	7	:	:	PUNCT
cana-5916	228	8	1074	1074	NUM
cana-5916	228	9	-	-	PUNCT
cana-5916	228	10	133x	133x	NUM
cana-5916	228	11	vol	vol	VERB
cana-5916	228	12	32	32	NUM
cana-5916	228	13	no	no	NOUN
cana-5916	228	14	.	.	PUNCT
cana-5916	229	1	10s	10	NOUN
cana-5916	229	2	(	(	PUNCT
cana-5916	229	3	2025	2025	NUM
cana-5916	229	4	)	)	PUNCT
cana-5916	229	5	3047	3047	NUM
cana-5916	229	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	229	7	figure	figure	NOUN
cana-5916	229	8	2	2	NUM
cana-5916	229	9	:	:	PUNCT
cana-5916	229	10	test	test	NOUN
cana-5916	229	11	vs.	vs.	ADP
cana-5916	229	12	train	train	NOUN
cana-5916	229	13	ml	ml	PROPN
cana-5916	229	14	model	model	PROPN
cana-5916	229	15	c.	c.	PROPN
cana-5916	229	16	ml	ml	PROPN
cana-5916	229	17	model	model	PROPN
cana-5916	229	18	training	training	NOUN
cana-5916	229	19	and	and	CCONJ
cana-5916	229	20	testing	test	VERB
cana-5916	229	21	a	a	DET
cana-5916	229	22	dataset	dataset	NOUN
cana-5916	229	23	comprising	comprise	VERB
cana-5916	229	24	49,000	49,000	NUM
cana-5916	229	25	variations	variation	NOUN
cana-5916	229	26	in	in	ADP
cana-5916	229	27	defect	defect	NOUN
cana-5916	229	28	density	density	NOUN
cana-5916	229	29	was	be	AUX
cana-5916	229	30	utilized	utilize	VERB
cana-5916	229	31	to	to	PART
cana-5916	229	32	assess	assess	VERB
cana-5916	229	33	the	the	DET
cana-5916	229	34	predictive	predictive	ADJ
cana-5916	229	35	capabilities	capability	NOUN
cana-5916	229	36	of	of	ADP
cana-5916	229	37	five	five	NUM
cana-5916	229	38	machine	machine	NOUN
cana-5916	229	39	learning	learning	NOUN
cana-5916	229	40	models	model	NOUN
cana-5916	229	41	,	,	PUNCT
cana-5916	229	42	akin	akin	ADJ
cana-5916	229	43	to	to	ADP
cana-5916	229	44	earlier	early	ADJ
cana-5916	229	45	studies	study	NOUN
cana-5916	229	46	on	on	ADP
cana-5916	229	47	layer	layer	NOUN
cana-5916	229	48	thickness	thickness	NOUN
cana-5916	229	49	.	.	PUNCT
cana-5916	230	1	the	the	DET
cana-5916	230	2	hyper	hyper	ADJ
cana-5916	230	3	-	-	ADJ
cana-5916	230	4	parameter	parameter	NOUN
cana-5916	230	5	tuning	tuning	NOUN
cana-5916	230	6	for	for	ADP
cana-5916	230	7	the	the	DET
cana-5916	230	8	random	random	ADJ
cana-5916	230	9	forest	forest	NOUN
cana-5916	230	10	regressor	regressor	NOUN
cana-5916	230	11	,	,	PUNCT
cana-5916	230	12	xgboost	xgboost	ADV
cana-5916	230	13	,	,	PUNCT
cana-5916	230	14	and	and	CCONJ
cana-5916	230	15	mlp	mlp	PROPN
cana-5916	230	16	was	be	AUX
cana-5916	230	17	conducted	conduct	VERB
cana-5916	230	18	using	use	VERB
cana-5916	230	19	k	k	ADJ
cana-5916	230	20	-	-	ADJ
cana-5916	230	21	fold	fold	ADJ
cana-5916	230	22	cross	cross	NOUN
cana-5916	230	23	-	-	NOUN
cana-5916	230	24	validation	validation	NOUN
cana-5916	230	25	to	to	PART
cana-5916	230	26	guarantee	guarantee	VERB
cana-5916	230	27	the	the	DET
cana-5916	230	28	performance	performance	NOUN
cana-5916	230	29	and	and	CCONJ
cana-5916	230	30	reliability	reliability	NOUN
cana-5916	230	31	of	of	ADP
cana-5916	230	32	the	the	DET
cana-5916	230	33	ml	ml	PROPN
cana-5916	230	34	models	model	NOUN
cana-5916	230	35	.	.	PUNCT
cana-5916	231	1	the	the	DET
cana-5916	231	2	search	search	NOUN
cana-5916	231	3	range	range	NOUN
cana-5916	231	4	and	and	CCONJ
cana-5916	231	5	the	the	DET
cana-5916	231	6	tuned	tuned	ADJ
cana-5916	231	7	hyper	hyper	ADJ
cana-5916	231	8	-	-	ADJ
cana-5916	231	9	parameter	parameter	NOUN
cana-5916	231	10	values	value	NOUN
cana-5916	231	11	for	for	ADP
cana-5916	231	12	rfr	rfr	PROPN
cana-5916	231	13	,	,	PUNCT
cana-5916	231	14	xgboost	xgboost	ADV
cana-5916	231	15	,	,	PUNCT
cana-5916	231	16	and	and	CCONJ
cana-5916	231	17	mlp	mlp	NOUN
cana-5916	231	18	are	be	AUX
cana-5916	231	19	detailed	detail	VERB
cana-5916	231	20	in	in	ADP
cana-5916	231	21	tables	table	NOUN
cana-5916	231	22	s4	s4	PROPN
cana-5916	231	23	,	,	PUNCT
cana-5916	231	24	s5	s5	PROPN
cana-5916	231	25	,	,	PUNCT
cana-5916	231	26	and	and	CCONJ
cana-5916	231	27	s6	s6	PROPN
cana-5916	231	28	of	of	ADP
cana-5916	231	29	the	the	DET
cana-5916	231	30	supplementary	supplementary	ADJ
cana-5916	231	31	materials	material	NOUN
cana-5916	231	32	.	.	PUNCT
cana-5916	232	1	rfr	rfr	PROPN
cana-5916	232	2	and	and	CCONJ
cana-5916	232	3	xgb	xgb	PROPN
cana-5916	232	4	surpassed	surpass	VERB
cana-5916	232	5	the	the	DET
cana-5916	232	6	other	other	ADJ
cana-5916	232	7	models	model	NOUN
cana-5916	232	8	,	,	PUNCT
cana-5916	232	9	achieving	achieve	VERB
cana-5916	232	10	nearly	nearly	ADV
cana-5916	232	11	perfect	perfect	ADJ
cana-5916	232	12	r²	r²	NOUN
cana-5916	232	13	scores	score	NOUN
cana-5916	232	14	(	(	PUNCT
cana-5916	232	15	0.999	0.999	NUM
cana-5916	232	16	)	)	PUNCT
cana-5916	232	17	and	and	CCONJ
cana-5916	232	18	low	low	ADJ
cana-5916	232	19	rmse	rmse	NOUN
cana-5916	232	20	values	value	NOUN
cana-5916	232	21	(	(	PUNCT
cana-5916	232	22	≤0.0010	≤0.0010	NOUN
cana-5916	232	23	)	)	PUNCT
cana-5916	232	24	during	during	ADP
cana-5916	232	25	both	both	DET
cana-5916	232	26	training	training	NOUN
cana-5916	232	27	and	and	CCONJ
cana-5916	232	28	testing	testing	NOUN
cana-5916	232	29	phases	phase	NOUN
cana-5916	232	30	.	.	PUNCT
cana-5916	233	1	notably	notably	ADV
cana-5916	233	2	,	,	PUNCT
cana-5916	233	3	xgb	xgb	PROPN
cana-5916	233	4	exhibited	exhibit	VERB
cana-5916	233	5	a	a	DET
cana-5916	233	6	slightly	slightly	ADV
cana-5916	233	7	better	well	ADJ
cana-5916	233	8	generalization	generalization	NOUN
cana-5916	233	9	with	with	ADP
cana-5916	233	10	a	a	DET
cana-5916	233	11	lower	low	ADJ
cana-5916	233	12	testing	testing	NOUN
cana-5916	233	13	rmse	rmse	NOUN
cana-5916	233	14	(	(	PUNCT
cana-5916	233	15	0.00098	0.00098	NUM
cana-5916	233	16	compared	compare	VERB
cana-5916	233	17	to	to	ADP
cana-5916	233	18	0.0012	0.0012	NUM
cana-5916	233	19	)	)	PUNCT
cana-5916	233	20	than	than	ADP
cana-5916	233	21	rfr	rfr	PROPN
cana-5916	233	22	.	.	PUNCT
cana-5916	234	1	their	their	PRON
cana-5916	234	2	robustness	robustness	NOUN
cana-5916	234	3	was	be	AUX
cana-5916	234	4	validated	validate	VERB
cana-5916	234	5	through	through	ADP
cana-5916	234	6	cross	cross	ADJ
cana-5916	234	7	-	-	ADJ
cana-5916	234	8	validation	validation	ADJ
cana-5916	234	9	scores	score	NOUN
cana-5916	234	10	(	(	PUNCT
cana-5916	234	11	cv	cv	PROPN
cana-5916	234	12	=	=	NOUN
cana-5916	234	13	0.999	0.999	NUM
cana-5916	234	14	)	)	PUNCT
cana-5916	234	15	.	.	PUNCT
cana-5916	235	1	in	in	ADP
cana-5916	235	2	contrast	contrast	NOUN
cana-5916	235	3	,	,	PUNCT
cana-5916	235	4	lir	lir	NOUN
cana-5916	235	5	and	and	CCONJ
cana-5916	235	6	qr	qr	NOUN
cana-5916	235	7	demonstrated	demonstrate	VERB
cana-5916	235	8	moderate	moderate	ADJ
cana-5916	235	9	effectiveness	effectiveness	NOUN
cana-5916	235	10	(	(	PUNCT
cana-5916	235	11	r²	r²	VERB
cana-5916	235	12	≈	≈	PROPN
cana-5916	235	13	0.939	0.939	NUM
cana-5916	235	14	,	,	PUNCT
cana-5916	235	15	rmse	rmse	NOUN
cana-5916	236	1	≈	≈	PROPN
cana-5916	236	2	1.5–1.59	1.5–1.59	PROPN
cana-5916	236	3	)	)	PUNCT
cana-5916	236	4	,	,	PUNCT
cana-5916	236	5	while	while	SCONJ
cana-5916	236	6	mlp	mlp	PROPN
cana-5916	236	7	fell	fall	VERB
cana-5916	236	8	short	short	ADJ
cana-5916	236	9	(	(	PUNCT
cana-5916	236	10	r²	r²	VERB
cana-5916	236	11	=	=	SYM
cana-5916	236	12	0.926	0.926	NUM
cana-5916	236	13	,	,	PUNCT
cana-5916	236	14	rmse	rmse	NOUN
cana-5916	236	15	=	=	SYM
cana-5916	236	16	1.365	1.365	NUM
cana-5916	236	17	)	)	PUNCT
cana-5916	236	18	,	,	PUNCT
cana-5916	236	19	underscoring	underscore	VERB
cana-5916	236	20	the	the	DET
cana-5916	236	21	challenges	challenge	NOUN
cana-5916	236	22	in	in	ADP
cana-5916	236	23	modeling	model	VERB
cana-5916	236	24	nonlinear	nonlinear	ADJ
cana-5916	236	25	defect	defect	NOUN
cana-5916	236	26	density	density	NOUN
cana-5916	236	27	patterns	pattern	NOUN
cana-5916	236	28	.	.	PUNCT
cana-5916	237	1	a	a	DET
cana-5916	237	2	visual	visual	ADJ
cana-5916	237	3	examination	examination	NOUN
cana-5916	237	4	of	of	ADP
cana-5916	237	5	the	the	DET
cana-5916	237	6	prediction	prediction	NOUN
cana-5916	237	7	-	-	PUNCT
cana-5916	237	8	actual	actual	ADJ
cana-5916	237	9	relationships	relationship	NOUN
cana-5916	237	10	corroborated	corroborate	VERB
cana-5916	237	11	these	these	DET
cana-5916	237	12	results	result	NOUN
cana-5916	237	13	:	:	PUNCT
cana-5916	237	14	lir	lir	PROPN
cana-5916	237	15	and	and	CCONJ
cana-5916	237	16	mlp	mlp	PROPN
cana-5916	237	17	exhibited	exhibit	VERB
cana-5916	237	18	greater	great	ADJ
cana-5916	237	19	dispersion	dispersion	NOUN
cana-5916	237	20	,	,	PUNCT
cana-5916	237	21	whereas	whereas	SCONJ
cana-5916	237	22	xgb	xgb	PROPN
cana-5916	237	23	and	and	CCONJ
cana-5916	237	24	rfr	rfr	PROPN
cana-5916	237	25	displayed	display	VERB
cana-5916	237	26	nearly	nearly	ADV
cana-5916	237	27	perfect	perfect	ADJ
cana-5916	237	28	fits	fit	NOUN
cana-5916	237	29	.	.	PUNCT
cana-5916	238	1	xgb	xgb	PROPN
cana-5916	238	2	was	be	AUX
cana-5916	238	3	selected	select	VERB
cana-5916	238	4	for	for	ADP
cana-5916	238	5	further	further	ADJ
cana-5916	238	6	analysis	analysis	NOUN
cana-5916	238	7	due	due	ADP
cana-5916	238	8	to	to	ADP
cana-5916	238	9	its	its	PRON
cana-5916	238	10	enhanced	enhanced	ADJ
cana-5916	238	11	precision	precision	NOUN
cana-5916	238	12	and	and	CCONJ
cana-5916	238	13	generalizability	generalizability	NOUN
cana-5916	238	14	.	.	PUNCT
cana-5916	239	1	ensemble	ensemble	ADJ
cana-5916	239	2	methods	method	NOUN
cana-5916	239	3	such	such	ADJ
cana-5916	239	4	as	as	ADP
cana-5916	239	5	xgb	xgb	PROPN
cana-5916	239	6	and	and	CCONJ
cana-5916	239	7	rfr	rfr	PROPN
cana-5916	239	8	prove	prove	VERB
cana-5916	239	9	to	to	PART
cana-5916	239	10	be	be	AUX
cana-5916	239	11	effective	effective	ADJ
cana-5916	239	12	for	for	ADP
cana-5916	239	13	predicting	predict	VERB
cana-5916	239	14	defect	defect	ADJ
cana-5916	239	15	density	density	NOUN
cana-5916	239	16	,	,	PUNCT
cana-5916	239	17	while	while	SCONJ
cana-5916	239	18	simpler	simple	ADJ
cana-5916	239	19	models	model	NOUN
cana-5916	239	20	like	like	ADP
cana-5916	239	21	lir	lir	PROPN
cana-5916	239	22	and	and	CCONJ
cana-5916	239	23	qr	qr	NOUN
cana-5916	239	24	may	may	AUX
cana-5916	239	25	be	be	AUX
cana-5916	239	26	more	more	ADV
cana-5916	239	27	appropriate	appropriate	ADJ
cana-5916	239	28	for	for	ADP
cana-5916	239	29	less	less	ADJ
cana-5916	239	30	complex	complex	ADJ
cana-5916	239	31	scenarios	scenario	NOUN
cana-5916	239	32	.	.	PUNCT
cana-5916	240	1	communications	communication	NOUN
cana-5916	240	2	on	on	ADP
cana-5916	240	3	applied	apply	VERB
cana-5916	240	4	nonlinear	nonlinear	ADJ
cana-5916	240	5	analysis	analysis	NOUN
cana-5916	240	6	issn	issn	NOUN
cana-5916	240	7	:	:	PUNCT
cana-5916	240	8	1074	1074	NUM
cana-5916	240	9	-	-	PUNCT
cana-5916	240	10	133x	133x	NUM
cana-5916	240	11	vol	vol	VERB
cana-5916	240	12	32	32	NUM
cana-5916	240	13	no	no	NOUN
cana-5916	240	14	.	.	PUNCT
cana-5916	241	1	10s	10	NOUN
cana-5916	241	2	(	(	PUNCT
cana-5916	241	3	2025	2025	NUM
cana-5916	241	4	)	)	PUNCT
cana-5916	241	5	3048	3048	NUM
cana-5916	241	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	241	7	iv	iv	NUM
cana-5916	241	8	.	.	PUNCT
cana-5916	241	9	conclusion	conclusion	NOUN
cana-5916	241	10	machine	machine	NOUN
cana-5916	241	11	learning	learning	NOUN
cana-5916	241	12	(	(	PUNCT
cana-5916	241	13	ml	ml	NOUN
cana-5916	241	14	)	)	PUNCT
cana-5916	241	15	is	be	AUX
cana-5916	241	16	employed	employ	VERB
cana-5916	241	17	to	to	PART
cana-5916	241	18	enhance	enhance	VERB
cana-5916	241	19	the	the	DET
cana-5916	241	20	performance	performance	NOUN
cana-5916	241	21	of	of	ADP
cana-5916	241	22	cspbi₀-based	cspbi₀-base	VERB
cana-5916	241	23	all	all	PRON
cana-5916	241	24	-	-	PUNCT
cana-5916	241	25	inorganic	inorganic	ADJ
cana-5916	241	26	perovskite	perovskite	NOUN
cana-5916	241	27	solar	solar	ADJ
cana-5916	241	28	cells	cell	NOUN
cana-5916	241	29	(	(	PUNCT
cana-5916	241	30	pscs	psc	NOUN
cana-5916	241	31	)	)	PUNCT
cana-5916	241	32	.	.	PUNCT
cana-5916	242	1	through	through	ADP
cana-5916	242	2	extensive	extensive	ADJ
cana-5916	242	3	scaps-1d	scaps-1d	PROPN
cana-5916	242	4	simulations	simulation	NOUN
cana-5916	242	5	and	and	CCONJ
cana-5916	242	6	clear	clear	ADJ
cana-5916	242	7	machine	machine	NOUN
cana-5916	242	8	learning	learn	VERB
cana-5916	242	9	algorithms	algorithm	NOUN
cana-5916	242	10	such	such	ADJ
cana-5916	242	11	as	as	ADP
cana-5916	242	12	xgboost	xgboost	ADV
cana-5916	242	13	and	and	CCONJ
cana-5916	242	14	shap	shap	PROPN
cana-5916	242	15	analysis	analysis	NOUN
cana-5916	242	16	,	,	PUNCT
cana-5916	242	17	we	we	PRON
cana-5916	242	18	evaluated	evaluate	VERB
cana-5916	242	19	more	more	ADJ
cana-5916	242	20	than	than	ADP
cana-5916	242	21	56,000	56,000	NUM
cana-5916	242	22	device	device	NOUN
cana-5916	242	23	designs	design	NOUN
cana-5916	242	24	.	.	PUNCT
cana-5916	243	1	this	this	DET
cana-5916	243	2	analysis	analysis	NOUN
cana-5916	243	3	revealed	reveal	VERB
cana-5916	243	4	how	how	SCONJ
cana-5916	243	5	fault	fault	VERB
cana-5916	243	6	density	density	NOUN
cana-5916	243	7	and	and	CCONJ
cana-5916	243	8	layer	layer	NOUN
cana-5916	243	9	thickness	thickness	NOUN
cana-5916	243	10	influence	influence	NOUN
cana-5916	243	11	device	device	NOUN
cana-5916	243	12	performance	performance	NOUN
cana-5916	243	13	.	.	PUNCT
cana-5916	244	1	the	the	DET
cana-5916	244	2	shap	shap	NOUN
cana-5916	244	3	-	-	PUNCT
cana-5916	244	4	based	base	VERB
cana-5916	244	5	feature	feature	NOUN
cana-5916	244	6	importance	importance	NOUN
cana-5916	244	7	analysis	analysis	NOUN
cana-5916	244	8	indicated	indicate	VERB
cana-5916	244	9	that	that	SCONJ
cana-5916	244	10	film	film	NOUN
cana-5916	244	11	thickness	thickness	NOUN
cana-5916	244	12	and	and	CCONJ
cana-5916	244	13	bulk	bulk	ADJ
cana-5916	244	14	trap	trap	NOUN
cana-5916	244	15	density	density	NOUN
cana-5916	244	16	,	,	PUNCT
cana-5916	244	17	which	which	PRON
cana-5916	244	18	are	be	AUX
cana-5916	244	19	two	two	NUM
cana-5916	244	20	parameters	parameter	NOUN
cana-5916	244	21	related	relate	VERB
cana-5916	244	22	to	to	ADP
cana-5916	244	23	the	the	DET
cana-5916	244	24	absorber	absorber	NOUN
cana-5916	244	25	,	,	PUNCT
cana-5916	244	26	had	have	VERB
cana-5916	244	27	the	the	DET
cana-5916	244	28	greatest	great	ADJ
cana-5916	244	29	effect	effect	NOUN
cana-5916	244	30	.	.	PUNCT
cana-5916	245	1	simulations	simulation	NOUN
cana-5916	245	2	demonstrate	demonstrate	VERB
cana-5916	245	3	that	that	SCONJ
cana-5916	245	4	increasing	increase	VERB
cana-5916	245	5	the	the	DET
cana-5916	245	6	thickness	thickness	NOUN
cana-5916	245	7	of	of	ADP
cana-5916	245	8	cspbi₃	cspbi₃	NOUN
cana-5916	245	9	from	from	ADP
cana-5916	245	10	0.4	0.4	NUM
cana-5916	245	11	to	to	ADP
cana-5916	245	12	2.0	2.0	NUM
cana-5916	245	13	μm	μm	NOUN
cana-5916	245	14	enhances	enhance	VERB
cana-5916	245	15	the	the	DET
cana-5916	245	16	power	power	NOUN
cana-5916	245	17	conversion	conversion	NOUN
cana-5916	245	18	efficiency	efficiency	NOUN
cana-5916	245	19	(	(	PUNCT
cana-5916	245	20	pce	pce	NOUN
cana-5916	245	21	)	)	PUNCT
cana-5916	245	22	by	by	ADP
cana-5916	245	23	boosting	boost	VERB
cana-5916	245	24	jsc	jsc	NOUN
cana-5916	245	25	and	and	CCONJ
cana-5916	245	26	improving	improve	VERB
cana-5916	245	27	photon	photon	NOUN
cana-5916	245	28	absorption	absorption	NOUN
cana-5916	245	29	at	at	ADP
cana-5916	245	30	longer	long	ADJ
cana-5916	245	31	wavelengths	wavelength	NOUN
cana-5916	245	32	.	.	PUNCT
cana-5916	246	1	recombination	recombination	NOUN
cana-5916	246	2	losses	loss	NOUN
cana-5916	246	3	surpass	surpass	VERB
cana-5916	246	4	the	the	DET
cana-5916	246	5	minority	minority	NOUN
cana-5916	246	6	-	-	PUNCT
cana-5916	246	7	carrier	carrier	NOUN
cana-5916	246	8	diffusion	diffusion	NOUN
cana-5916	246	9	length	length	NOUN
cana-5916	246	10	(	(	PUNCT
cana-5916	246	11	approximately	approximately	ADV
cana-5916	246	12	1.5	1.5	NUM
cana-5916	246	13	μm	μm	NUM
cana-5916	246	14	)	)	PUNCT
cana-5916	246	15	,	,	PUNCT
cana-5916	246	16	and	and	CCONJ
cana-5916	246	17	performance	performance	NOUN
cana-5916	246	18	levels	level	NOUN
cana-5916	246	19	off	off	ADP
cana-5916	246	20	beyond	beyond	ADP
cana-5916	246	21	around	around	ADV
cana-5916	246	22	2	2	NUM
cana-5916	246	23	μm	μm	NOUN
cana-5916	246	24	.	.	PUNCT
cana-5916	247	1	concurrently	concurrently	ADV
cana-5916	247	2	,	,	PUNCT
cana-5916	247	3	our	our	PRON
cana-5916	247	4	scaps	scap	NOUN
cana-5916	247	5	-	-	PUNCT
cana-5916	247	6	ml	ml	ADP
cana-5916	247	7	framework	framework	NOUN
cana-5916	247	8	indicates	indicate	VERB
cana-5916	247	9	that	that	SCONJ
cana-5916	247	10	lowering	lower	VERB
cana-5916	247	11	bulk	bulk	ADJ
cana-5916	247	12	defect	defect	NOUN
cana-5916	247	13	density	density	NOUN
cana-5916	247	14	to	to	ADP
cana-5916	247	15	below	below	ADP
cana-5916	247	16	1	1	NUM
cana-5916	247	17	×	×	PROPN
cana-5916	247	18	10¹⁵	10¹⁵	NUM
cana-5916	247	19	cm⁻³	cm⁻³	NOUN
cana-5916	247	20	,	,	PUNCT
cana-5916	247	21	ideally	ideally	ADV
cana-5916	247	22	within	within	ADP
cana-5916	247	23	the	the	DET
cana-5916	247	24	10¹²	10¹²	NUM
cana-5916	247	25	cm⁻³	cm⁻³	NOUN
cana-5916	247	26	range	range	NOUN
cana-5916	247	27	,	,	PUNCT
cana-5916	247	28	significantly	significantly	ADV
cana-5916	247	29	enhances	enhance	VERB
cana-5916	247	30	diffusion	diffusion	NOUN
cana-5916	247	31	length	length	NOUN
cana-5916	247	32	and	and	CCONJ
cana-5916	247	33	efficiency	efficiency	NOUN
cana-5916	247	34	from	from	ADP
cana-5916	247	35	approximately	approximately	ADV
cana-5916	247	36	19	19	NUM
cana-5916	247	37	%	%	NOUN
cana-5916	247	38	to	to	ADP
cana-5916	247	39	over	over	ADP
cana-5916	247	40	26	26	NUM
cana-5916	247	41	%	%	NOUN
cana-5916	247	42	.	.	PUNCT
cana-5916	248	1	this	this	DET
cana-5916	248	2	optimization	optimization	NOUN
cana-5916	248	3	raised	raise	VERB
cana-5916	248	4	the	the	DET
cana-5916	248	5	pce	pce	PROPN
cana-5916	248	6	from	from	ADP
cana-5916	248	7	15.15	15.15	NUM
cana-5916	248	8	%	%	NOUN
cana-5916	248	9	to	to	ADP
cana-5916	248	10	19.16	19.16	NUM
cana-5916	248	11	%	%	NOUN
cana-5916	248	12	,	,	PUNCT
cana-5916	248	13	demonstrating	demonstrate	VERB
cana-5916	248	14	that	that	SCONJ
cana-5916	248	15	ml	ml	NOUN
cana-5916	248	16	-	-	PUNCT
cana-5916	248	17	guided	guide	VERB
cana-5916	248	18	design	design	NOUN
cana-5916	248	19	is	be	AUX
cana-5916	248	20	more	more	ADV
cana-5916	248	21	costeffective	costeffective	ADJ
cana-5916	248	22	than	than	ADP
cana-5916	248	23	trial	trial	NOUN
cana-5916	248	24	-	-	PUNCT
cana-5916	248	25	and	and	CCONJ
cana-5916	248	26	-	-	PUNCT
cana-5916	248	27	error	error	NOUN
cana-5916	248	28	methods	method	NOUN
cana-5916	248	29	.	.	PUNCT
cana-5916	249	1	simulation	simulation	NOUN
cana-5916	249	2	and	and	CCONJ
cana-5916	249	3	machine	machine	NOUN
cana-5916	249	4	learning	learning	NOUN
cana-5916	249	5	expedite	expedite	VERB
cana-5916	249	6	the	the	DET
cana-5916	249	7	development	development	NOUN
cana-5916	249	8	of	of	ADP
cana-5916	249	9	robust	robust	ADJ
cana-5916	249	10	and	and	CCONJ
cana-5916	249	11	efficient	efficient	ADJ
cana-5916	249	12	pscs	psc	NOUN
cana-5916	249	13	at	at	ADP
cana-5916	249	14	a	a	DET
cana-5916	249	15	low	low	ADJ
cana-5916	249	16	cost	cost	NOUN
cana-5916	249	17	and	and	CCONJ
cana-5916	249	18	on	on	ADP
cana-5916	249	19	a	a	DET
cana-5916	249	20	large	large	ADJ
cana-5916	249	21	scale	scale	NOUN
cana-5916	249	22	.	.	PUNCT
cana-5916	250	1	references	reference	NOUN
cana-5916	250	2	[	[	X
cana-5916	250	3	1	1	NUM
cana-5916	250	4	]	]	PUNCT
cana-5916	250	5	edgar	edgar	PROPN
cana-5916	250	6	gonzalez	gonzalez	PROPN
cana-5916	250	7	-	-	PUNCT
cana-5916	250	8	ju´arez	ju´arez	PROPN
cana-5916	250	9	,	,	PUNCT
cana-5916	250	10	arian	arian	PROPN
cana-5916	250	11	espinosa	espinosa	PROPN
cana-5916	250	12	-	-	PUNCT
cana-5916	250	13	roa	roa	PROPN
cana-5916	250	14	,	,	PUNCT
cana-5916	250	15	et	et	PROPN
cana-5916	250	16	al	al	PROPN
cana-5916	250	17	"	"	PUNCT
cana-5916	250	18	enhancing	enhance	VERB
cana-5916	250	19	the	the	DET
cana-5916	250	20	stability	stability	NOUN
cana-5916	250	21	and	and	CCONJ
cana-5916	250	22	efficiency	efficiency	NOUN
cana-5916	250	23	of	of	ADP
cana-5916	250	24	mapbi3	mapbi3	PROPN
cana-5916	250	25	perovskite	perovskite	VERB
cana-5916	250	26	solar	solar	ADJ
cana-5916	250	27	cells	cell	NOUN
cana-5916	250	28	by	by	ADP
cana-5916	250	29	theophylline	theophylline	NOUN
cana-5916	250	30	-	-	PUNCT
cana-5916	250	31	bf4	bf4	NOUN
cana-5916	250	32	−	−	NOUN
cana-5916	250	33	alkaloid	alkaloid	PROPN
cana-5916	250	34	derivatives	derivative	NOUN
cana-5916	250	35	,	,	PUNCT
cana-5916	250	36	a	a	DET
cana-5916	250	37	theoretical	theoretical	ADJ
cana-5916	250	38	-	-	PUNCT
cana-5916	250	39	experimental	experimental	ADJ
cana-5916	250	40	approach	approach	NOUN
cana-5916	250	41	"	"	PUNCT
cana-5916	250	42	rsc	rsc	PROPN
cana-5916	250	43	advances	advance	NOUN
cana-5916	250	44	,	,	PUNCT
cana-5916	250	45	royal	royal	ADJ
cana-5916	250	46	society	society	NOUN
cana-5916	250	47	of	of	ADP
cana-5916	250	48	chemistry	chemistry	NOUN
cana-5916	250	49	,	,	PUNCT
cana-5916	250	50	rsc	rsc	PROPN
cana-5916	250	51	adv	adv	PROPN
cana-5916	250	52	.	.	PROPN
cana-5916	250	53	,	,	PUNCT
cana-5916	250	54	2023	2023	NUM
cana-5916	250	55	,	,	PUNCT
cana-5916	250	56	13	13	NUM
cana-5916	250	57	,	,	PUNCT
cana-5916	250	58	5070–5080	5070–5080	NUM
cana-5916	250	59	.	.	PUNCT
cana-5916	251	1	[	[	X
cana-5916	251	2	2	2	NUM
cana-5916	251	3	]	]	PUNCT
cana-5916	251	4	wenyu	wenyu	NOUN
cana-5916	251	5	qiu	qiu	PROPN
cana-5916	251	6	,	,	PUNCT
cana-5916	251	7	yukun	yukun	PROPN
cana-5916	251	8	wu	wu	PROPN
cana-5916	251	9	,	,	PUNCT
cana-5916	251	10	yichen	yichen	PROPN
cana-5916	251	11	wang	wang	PROPN
cana-5916	251	12	,	,	PUNCT
cana-5916	251	13	zhiting	zhiting	PROPN
cana-5916	251	14	yang	yang	PROPN
cana-5916	251	15	,	,	PUNCT
cana-5916	251	16	rui	rui	PROPN
cana-5916	251	17	yang	yang	PROPN
cana-5916	251	18	,	,	PUNCT
cana-5916	251	19	chenxi	chenxi	PROPN
cana-5916	251	20	zhang	zhang	PROPN
cana-5916	251	21	,	,	PUNCT
cana-5916	251	22	yang	yang	PROPN
cana-5916	251	23	hao	hao	PROPN
cana-5916	251	24	,	,	PUNCT
cana-5916	251	25	yuying	yuye	VERB
cana-5916	251	26	hao	hao	PROPN
cana-5916	251	27	,	,	PUNCT
cana-5916	251	28	low	low	ADJ
cana-5916	251	29	-	-	PUNCT
cana-5916	251	30	temperature	temperature	NOUN
cana-5916	251	31	robust	robust	ADJ
cana-5916	251	32	mapbi3	mapbi3	NOUN
cana-5916	251	33	perovskite	perovskite	VERB
cana-5916	251	34	solar	solar	ADJ
cana-5916	251	35	cells	cell	NOUN
cana-5916	251	36	with	with	ADP
cana-5916	251	37	power	power	NOUN
cana-5916	251	38	conversion	conversion	NOUN
cana-5916	251	39	efficiency	efficiency	NOUN
cana-5916	251	40	exceeding	exceed	VERB
cana-5916	251	41	22.4	22.4	NUM
cana-5916	251	42	%	%	NOUN
cana-5916	251	43	,	,	PUNCT
cana-5916	251	44	chemical	chemical	ADJ
cana-5916	251	45	engineering	engineering	NOUN
cana-5916	251	46	journal	journal	NOUN
cana-5916	251	47	,	,	PUNCT
cana-5916	251	48	science	science	NOUN
cana-5916	251	49	direct	direct	NOUN
cana-5916	251	50	,	,	PUNCT
cana-5916	251	51	https://doi.org/10.1016	https://doi.org/10.1016	PROPN
cana-5916	251	52	/	/	SYM
cana-5916	251	53	j.cej.2023.143656	j.cej.2023.143656	NOUN
cana-5916	251	54	.	.	PUNCT
cana-5916	252	1	[	[	X
cana-5916	252	2	3	3	X
cana-5916	252	3	]	]	X
cana-5916	252	4	g.	g.	PROPN
cana-5916	252	5	nasti	nasti	PROPN
cana-5916	252	6	,	,	PUNCT
cana-5916	252	7	a.	a.	NOUN
cana-5916	252	8	abate	abate	NOUN
cana-5916	252	9	,	,	PUNCT
cana-5916	252	10	tin	tin	NOUN
cana-5916	252	11	halide	halide	NOUN
cana-5916	252	12	perovskite	perovskite	NOUN
cana-5916	252	13	(	(	PUNCT
cana-5916	252	14	asnx3	asnx3	ADJ
cana-5916	252	15	)	)	PUNCT
cana-5916	252	16	solar	solar	ADJ
cana-5916	252	17	cells	cell	NOUN
cana-5916	252	18	:	:	PUNCT
cana-5916	252	19	a	a	DET
cana-5916	252	20	comprehensive	comprehensive	ADJ
cana-5916	252	21	guide	guide	NOUN
cana-5916	252	22	toward	toward	ADP
cana-5916	252	23	the	the	DET
cana-5916	252	24	highest	high	ADJ
cana-5916	252	25	power	power	NOUN
cana-5916	252	26	conversion	conversion	NOUN
cana-5916	252	27	efficiency	efficiency	NOUN
cana-5916	252	28	,	,	PUNCT
cana-5916	252	29	adv	adv	PROPN
cana-5916	252	30	.	.	PUNCT
cana-5916	252	31	energy	energy	NOUN
cana-5916	252	32	mater	mater	NOUN
cana-5916	252	33	.	.	PUNCT
cana-5916	253	1	2019	2019	NUM
cana-5916	253	2	(	(	PUNCT
cana-5916	253	3	2019	2019	NUM
cana-5916	253	4	)	)	PUNCT
cana-5916	253	5	,	,	PUNCT
cana-5916	253	6	1902467	1902467	NUM
cana-5916	253	7	.	.	PUNCT
cana-5916	254	1	[	[	X
cana-5916	254	2	4	4	X
cana-5916	254	3	]	]	PUNCT
cana-5916	254	4	s.	s.	PROPN
cana-5916	254	5	weber	weber	PROPN
cana-5916	254	6	,	,	PUNCT
cana-5916	254	7	t.	t.	PROPN
cana-5916	254	8	rath	rath	PROPN
cana-5916	254	9	,	,	PUNCT
cana-5916	254	10	b.	b.	PROPN
cana-5916	254	11	kunert	kunert	PROPN
cana-5916	254	12	,	,	PUNCT
cana-5916	254	13	r.	r.	PROPN
cana-5916	254	14	resel	resel	PROPN
cana-5916	254	15	,	,	PUNCT
cana-5916	254	16	t.	t.	PROPN
cana-5916	254	17	dimopoulos	dimopoulos	PROPN
cana-5916	254	18	,	,	PUNCT
cana-5916	254	19	g.	g.	PROPN
cana-5916	254	20	trimmel	trimmel	PROPN
cana-5916	254	21	,	,	PUNCT
cana-5916	254	22	dependence	dependence	NOUN
cana-5916	254	23	of	of	ADP
cana-5916	254	24	material	material	NOUN
cana-5916	254	25	properties	property	NOUN
cana-5916	254	26	and	and	CCONJ
cana-5916	254	27	photovoltaic	photovoltaic	NOUN
cana-5916	254	28	performance	performance	NOUN
cana-5916	254	29	of	of	ADP
cana-5916	254	30	triple	triple	ADJ
cana-5916	254	31	cation	cation	NOUN
cana-5916	254	32	tin	tin	NOUN
cana-5916	254	33	perovskites	perovskite	NOUN
cana-5916	254	34	on	on	ADP
cana-5916	254	35	the	the	DET
cana-5916	254	36	iodide	iodide	NOUN
cana-5916	254	37	to	to	ADP
cana-5916	254	38	bromide	bromide	NOUN
cana-5916	254	39	ratio	ratio	NOUN
cana-5916	254	40	,	,	PUNCT
cana-5916	254	41	monatshefte	monatshefte	PROPN
cana-5916	254	42	chemie	chemie	PROPN
cana-5916	254	43	chem	chem	NOUN
cana-5916	254	44	.	.	PUNCT
cana-5916	255	1	mon	mon	PROPN
cana-5916	255	2	.	.	PROPN
cana-5916	256	1	150	150	NUM
cana-5916	256	2	(	(	PUNCT
cana-5916	256	3	2019	2019	NUM
cana-5916	256	4	)	)	PUNCT
cana-5916	257	1	1921–1927	1921–1927	NUM
cana-5916	257	2	.	.	PUNCT
cana-5916	258	1	[	[	X
cana-5916	258	2	5	5	NUM
cana-5916	258	3	]	]	X
cana-5916	258	4	hui	hui	PROPN
cana-5916	258	5	-	-	PUNCT
cana-5916	258	6	jing	jing	PROPN
cana-5916	258	7	du	du	PROPN
cana-5916	258	8	,	,	PUNCT
cana-5916	258	9	wei	wei	PROPN
cana-5916	258	10	-	-	PROPN
cana-5916	258	11	chao	chao	PROPN
cana-5916	258	12	wang	wang	PROPN
cana-5916	258	13	,	,	PUNCT
cana-5916	258	14	jian	jian	PROPN
cana-5916	258	15	-	-	PUNCT
cana-5916	258	16	zhuo	zhuo	PROPN
cana-5916	258	17	zhu	zhu	PROPN
cana-5916	258	18	,	,	PUNCT
cana-5916	258	19	device	device	NOUN
cana-5916	258	20	simulation	simulation	NOUN
cana-5916	258	21	of	of	ADP
cana-5916	258	22	lead	lead	NOUN
cana-5916	258	23	-	-	PUNCT
cana-5916	258	24	free	free	ADJ
cana-5916	258	25	ch3nh3sni3	ch3nh3sni3	NOUN
cana-5916	258	26	perovskite	perovskite	VERB
cana-5916	258	27	solar	solar	ADJ
cana-5916	258	28	cells	cell	NOUN
cana-5916	258	29	with	with	ADP
cana-5916	258	30	high	high	ADJ
cana-5916	258	31	efficiency	efficiency	NOUN
cana-5916	258	32	,	,	PUNCT
cana-5916	258	33	chin	chin	NOUN
cana-5916	258	34	.	.	PUNCT
cana-5916	259	1	phys	phys	PROPN
cana-5916	259	2	.	.	PUNCT
cana-5916	260	1	b	b	X
cana-5916	260	2	25	25	NUM
cana-5916	260	3	(	(	PUNCT
cana-5916	260	4	10	10	NUM
cana-5916	260	5	)	)	PUNCT
cana-5916	260	6	(	(	PUNCT
cana-5916	260	7	2016	2016	NUM
cana-5916	260	8	)	)	PUNCT
cana-5916	260	9	,	,	PUNCT
cana-5916	260	10	108802	108802	NUM
cana-5916	260	11	.	.	PUNCT
cana-5916	261	1	[	[	X
cana-5916	261	2	6	6	NUM
cana-5916	261	3	]	]	X
cana-5916	261	4	qing	qing	NOUN
cana-5916	261	5	-	-	PUNCT
cana-5916	261	6	yuan	yuan	NOUN
cana-5916	261	7	chen	chen	PROPN
cana-5916	261	8	,	,	PUNCT
cana-5916	261	9	yang	yang	PROPN
cana-5916	261	10	huang	huang	PROPN
cana-5916	261	11	,	,	PUNCT
cana-5916	261	12	peng	peng	PROPN
cana-5916	261	13	-	-	PUNCT
cana-5916	261	14	ru	ru	PROPN
cana-5916	261	15	huang	huang	PROPN
cana-5916	261	16	,	,	PUNCT
cana-5916	261	17	tai	tai	PROPN
cana-5916	261	18	ma	ma	PROPN
cana-5916	261	19	,	,	PUNCT
cana-5916	261	20	chao	chao	PROPN
cana-5916	261	21	cao	cao	PROPN
cana-5916	261	22	,	,	PUNCT
cana-5916	261	23	yao	yao	PROPN
cana-5916	261	24	he	he	PRON
cana-5916	261	25	,	,	PUNCT
cana-5916	261	26	electronegativity	electronegativity	NOUN
cana-5916	261	27	explanation	explanation	NOUN
cana-5916	261	28	on	on	ADP
cana-5916	261	29	the	the	DET
cana-5916	261	30	efficiency	efficiency	NOUN
cana-5916	261	31	-	-	PUNCT
cana-5916	261	32	enhancing	enhance	VERB
cana-5916	261	33	mechanism	mechanism	NOUN
cana-5916	261	34	of	of	ADP
cana-5916	261	35	the	the	DET
cana-5916	261	36	hybrid	hybrid	ADJ
cana-5916	261	37	inorganic	inorganic	ADJ
cana-5916	261	38	–	–	PUNCT
cana-5916	261	39	organic	organic	ADJ
cana-5916	261	40	perovskite	perovskite	NOUN
cana-5916	261	41	abx3	abx3	NOUN
cana-5916	261	42	from	from	ADP
cana-5916	261	43	first	first	ADJ
cana-5916	261	44	-	-	PUNCT
cana-5916	261	45	principles	principle	NOUN
cana-5916	261	46	study	study	NOUN
cana-5916	261	47	,	,	PUNCT
cana-5916	261	48	chin	chin	NOUN
cana-5916	261	49	.	.	PUNCT
cana-5916	262	1	phys	phys	PROPN
cana-5916	262	2	.	.	PUNCT
cana-5916	263	1	b	b	X
cana-5916	263	2	25	25	NUM
cana-5916	263	3	(	(	PUNCT
cana-5916	263	4	2	2	NUM
cana-5916	263	5	)	)	PUNCT
cana-5916	263	6	(	(	PUNCT
cana-5916	263	7	2016	2016	NUM
cana-5916	263	8	)	)	PUNCT
cana-5916	263	9	,	,	PUNCT
cana-5916	263	10	027104	027104	NUM
cana-5916	263	11	(	(	PUNCT
cana-5916	263	12	1	1	NUM
cana-5916	263	13	-	-	SYM
cana-5916	263	14	6	6	NUM
cana-5916	263	15	)	)	PUNCT
cana-5916	263	16	.	.	PUNCT
cana-5916	264	1	[	[	X
cana-5916	264	2	7	7	X
cana-5916	264	3	]	]	X
cana-5916	264	4	p.	p.	NOUN
cana-5916	264	5	umari	umari	PROPN
cana-5916	264	6	,	,	PUNCT
cana-5916	264	7	e.	e.	PROPN
cana-5916	264	8	mosconi	mosconi	PROPN
cana-5916	264	9	,	,	PUNCT
cana-5916	264	10	f.	f.	PROPN
cana-5916	264	11	de	de	PROPN
cana-5916	264	12	angelis	angelis	PROPN
cana-5916	264	13	,	,	PUNCT
cana-5916	264	14	relativistic	relativistic	ADJ
cana-5916	264	15	gw	gw	PROPN
cana-5916	264	16	calculations	calculation	NOUN
cana-5916	264	17	on	on	ADP
cana-5916	264	18	ch3nh3pbi3	ch3nh3pbi3	NOUN
cana-5916	264	19	and	and	CCONJ
cana-5916	264	20	ch3nh3sni3	ch3nh3sni3	NOUN
cana-5916	264	21	perovskites	perovskite	NOUN
cana-5916	264	22	for	for	ADP
cana-5916	264	23	solar	solar	ADJ
cana-5916	264	24	cell	cell	NOUN
cana-5916	264	25	applications	application	NOUN
cana-5916	264	26	,	,	PUNCT
cana-5916	264	27	sci	sci	PROPN
cana-5916	264	28	.	.	PROPN
cana-5916	264	29	rep	rep	PROPN
cana-5916	264	30	.	.	PROPN
cana-5916	264	31	4	4	NUM
cana-5916	264	32	(	(	PUNCT
cana-5916	264	33	2014	2014	NUM
cana-5916	264	34	)	)	PUNCT
cana-5916	264	35	,	,	PUNCT
cana-5916	264	36	4467	4467	NUM
cana-5916	264	37	(	(	PUNCT
cana-5916	264	38	1	1	NUM
cana-5916	264	39	-	-	SYM
cana-5916	264	40	7	7	NUM
cana-5916	264	41	)	)	PUNCT
cana-5916	265	1	[	[	X
cana-5916	265	2	8	8	NUM
cana-5916	265	3	]	]	SYM
cana-5916	265	4	min	min	PROPN
cana-5916	265	5	,	,	PUNCT
cana-5916	265	6	h.	h.	PROPN
cana-5916	265	7	;	;	PUNCT
cana-5916	265	8	lee	lee	PROPN
cana-5916	265	9	,	,	PUNCT
cana-5916	265	10	d.y	d.y	PROPN
cana-5916	265	11	.	.	PROPN
cana-5916	265	12	;	;	PUNCT
cana-5916	265	13	kim	kim	PROPN
cana-5916	265	14	,	,	PUNCT
cana-5916	265	15	j.	j.	PROPN
cana-5916	265	16	;	;	PUNCT
cana-5916	265	17	kim	kim	PROPN
cana-5916	265	18	,	,	PUNCT
cana-5916	265	19	g.	g.	PROPN
cana-5916	265	20	;	;	PUNCT
cana-5916	265	21	lee	lee	PROPN
cana-5916	265	22	,	,	PUNCT
cana-5916	265	23	k.s	k.s	PROPN
cana-5916	265	24	.	.	PROPN
cana-5916	265	25	;	;	PUNCT
cana-5916	265	26	kim	kim	PROPN
cana-5916	265	27	,	,	PUNCT
cana-5916	265	28	j.	j.	PROPN
cana-5916	265	29	;	;	PUNCT
cana-5916	265	30	seok	seok	PROPN
cana-5916	265	31	,	,	PUNCT
cana-5916	265	32	s.	s.	PROPN
cana-5916	265	33	,	,	PUNCT
cana-5916	265	34	ii	ii	PROPN
cana-5916	265	35	perovskite	perovskite	VERB
cana-5916	265	36	solar	solar	ADJ
cana-5916	265	37	cells	cell	NOUN
cana-5916	265	38	with	with	ADP
cana-5916	265	39	atomically	atomically	ADV
cana-5916	265	40	coherent	coherent	ADJ
cana-5916	265	41	interlayers	interlayer	NOUN
cana-5916	265	42	on	on	ADP
cana-5916	265	43	sno2	sno2	NOUN
cana-5916	265	44	electrodes	electrode	NOUN
cana-5916	265	45	.	.	PUNCT
cana-5916	266	1	nature	nature	NOUN
cana-5916	266	2	2021	2021	NUM
cana-5916	266	3	,	,	PUNCT
cana-5916	266	4	598	598	NUM
cana-5916	266	5	,	,	PUNCT
cana-5916	266	6	444–450	444–450	NUM
cana-5916	266	7	[	[	X
cana-5916	266	8	9	9	NUM
cana-5916	266	9	]	]	X
cana-5916	266	10	c.	c.	PROPN
cana-5916	266	11	ma	ma	PROPN
cana-5916	266	12	,	,	PUNCT
cana-5916	266	13	m.	m.	NOUN
cana-5916	266	14	grätzel	grätzel	PROPN
cana-5916	266	15	,	,	PUNCT
cana-5916	266	16	n.-g	n.-g	PROPN
cana-5916	266	17	.	.	PUNCT
cana-5916	267	1	park	park	PROPN
cana-5916	267	2	,	,	PUNCT
cana-5916	267	3	facet	facet	ADJ
cana-5916	267	4	engineering	engineering	NOUN
cana-5916	267	5	for	for	ADP
cana-5916	267	6	stable	stable	ADJ
cana-5916	267	7	,	,	PUNCT
cana-5916	267	8	efficient	efficient	ADJ
cana-5916	267	9	perovskite	perovskite	VERB
cana-5916	267	10	solar	solar	ADJ
cana-5916	267	11	cells	cell	NOUN
cana-5916	267	12	.	.	PUNCT
cana-5916	268	1	acs	acs	PROPN
cana-5916	268	2	energy	energy	PROPN
cana-5916	268	3	lett	lett	PROPN
cana-5916	268	4	.	.	PUNCT
cana-5916	269	1	7(9	7(9	NUM
cana-5916	269	2	)	)	PUNCT
cana-5916	269	3	,	,	PUNCT
cana-5916	269	4	3120–3128	3120–3128	NUM
cana-5916	269	5	(	(	PUNCT
cana-5916	269	6	2022	2022	NUM
cana-5916	269	7	)	)	PUNCT
cana-5916	270	1	[	[	X
cana-5916	270	2	10	10	NUM
cana-5916	270	3	]	]	PUNCT
cana-5916	270	4	z.	z.	PROPN
cana-5916	270	5	zuo	zuo	PROPN
cana-5916	270	6	,	,	PUNCT
cana-5916	270	7	j.	j.	PROPN
cana-5916	270	8	ding	ding	PROPN
cana-5916	270	9	,	,	PUNCT
cana-5916	270	10	y.	y.	PROPN
cana-5916	270	11	zhao	zhao	PROPN
cana-5916	270	12	,	,	PUNCT
cana-5916	270	13	s.	s.	PROPN
cana-5916	270	14	du	du	PROPN
cana-5916	270	15	,	,	PUNCT
cana-5916	270	16	y.	y.	PROPN
cana-5916	270	17	li	li	PROPN
cana-5916	270	18	et	et	PROPN
cana-5916	270	19	al	al	PROPN
cana-5916	270	20	.	.	PROPN
cana-5916	270	21	,	,	PUNCT
cana-5916	270	22	enhanced	enhance	VERB
cana-5916	270	23	optoelectronic	optoelectronic	ADJ
cana-5916	270	24	performance	performance	NOUN
cana-5916	270	25	on	on	ADP
cana-5916	270	26	the	the	DET
cana-5916	270	27	(	(	PUNCT
cana-5916	270	28	110	110	NUM
cana-5916	270	29	)	)	PUNCT
cana-5916	270	30	lattice	lattice	NOUN
cana-5916	270	31	plane	plane	NOUN
cana-5916	270	32	of	of	ADP
cana-5916	270	33	an	an	DET
cana-5916	270	34	mapbbr3	mapbbr3	ADJ
cana-5916	270	35	single	single	ADJ
cana-5916	270	36	crystal	crystal	NOUN
cana-5916	270	37	.	.	PUNCT
cana-5916	271	1	j.	j.	PROPN
cana-5916	271	2	phys	phys	PROPN
cana-5916	271	3	.	.	PUNCT
cana-5916	272	1	chem	chem	PROPN
cana-5916	272	2	.	.	PUNCT
cana-5916	273	1	lett	lett	PROPN
cana-5916	273	2	.	.	PUNCT
cana-5916	274	1	8(3	8(3	NUM
cana-5916	274	2	)	)	PUNCT
cana-5916	274	3	,	,	PUNCT
cana-5916	275	1	684–689	684–689	NUM
cana-5916	275	2	(	(	PUNCT
cana-5916	275	3	2017	2017	NUM
cana-5916	275	4	)	)	PUNCT
cana-5916	275	5	.	.	PUNCT
cana-5916	276	1	https://doi.org/10.1021/	https://doi.org/10.1021/	NOUN
cana-5916	276	2	acs.jpclett.6b02812	acs.jpclett.6b02812	ADJ
cana-5916	276	3	communications	communication	NOUN
cana-5916	276	4	on	on	ADP
cana-5916	276	5	applied	apply	VERB
cana-5916	276	6	nonlinear	nonlinear	ADJ
cana-5916	276	7	analysis	analysis	NOUN
cana-5916	276	8	issn	issn	NOUN
cana-5916	276	9	:	:	PUNCT
cana-5916	276	10	1074	1074	NUM
cana-5916	276	11	-	-	PUNCT
cana-5916	276	12	133x	133x	NUM
cana-5916	276	13	vol	vol	VERB
cana-5916	276	14	32	32	NUM
cana-5916	276	15	no	no	NOUN
cana-5916	276	16	.	.	PUNCT
cana-5916	277	1	10s	10	NOUN
cana-5916	277	2	(	(	PUNCT
cana-5916	277	3	2025	2025	NUM
cana-5916	277	4	)	)	PUNCT
cana-5916	277	5	3049	3049	NUM
cana-5916	277	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	278	1	[	[	X
cana-5916	278	2	11	11	NUM
cana-5916	278	3	]	]	PUNCT
cana-5916	278	4	j.	j.	PROPN
cana-5916	278	5	ding	ding	PROPN
cana-5916	278	6	,	,	PUNCT
cana-5916	278	7	l.	l.	PROPN
cana-5916	278	8	jing	jing	PROPN
cana-5916	278	9	,	,	PUNCT
cana-5916	278	10	y.	y.	PROPN
cana-5916	278	11	yuan	yuan	PROPN
cana-5916	278	12	,	,	PUNCT
cana-5916	278	13	j.	j.	PROPN
cana-5916	278	14	zhang	zhang	PROPN
cana-5916	278	15	,	,	PUNCT
cana-5916	278	16	q.	q.	PROPN
cana-5916	278	17	yao	yao	PROPN
cana-5916	278	18	et	et	PROPN
cana-5916	278	19	al	al	PROPN
cana-5916	278	20	.	.	PROPN
cana-5916	278	21	,	,	PUNCT
cana-5916	278	22	low	low	ADJ
cana-5916	278	23	defect	defect	NOUN
cana-5916	278	24	density	density	NOUN
cana-5916	278	25	and	and	CCONJ
cana-5916	278	26	anisotropic	anisotropic	NOUN
cana-5916	278	27	charge	charge	NOUN
cana-5916	278	28	transport	transport	NOUN
cana-5916	278	29	enhanced	enhance	VERB
cana-5916	278	30	photo	photo	NOUN
cana-5916	278	31	response	response	NOUN
cana-5916	278	32	in	in	ADP
cana-5916	278	33	pseudo	pseudo	ADJ
cana-5916	278	34	-	-	ADJ
cana-5916	278	35	cubic	cubic	ADJ
cana-5916	278	36	morphology	morphology	NOUN
cana-5916	278	37	of	of	ADP
cana-5916	278	38	mapbi3	mapbi3	ADJ
cana-5916	278	39	single	single	ADJ
cana-5916	278	40	crystals	crystal	NOUN
cana-5916	278	41	.	.	PUNCT
cana-5916	279	1	acs	acs	PROPN
cana-5916	279	2	appl	appl	PROPN
cana-5916	279	3	.	.	PUNCT
cana-5916	280	1	energy	energy	NOUN
cana-5916	280	2	mater	mater	NOUN
cana-5916	280	3	.	.	PUNCT
cana-5916	280	4	3(11	3(11	NUM
cana-5916	280	5	)	)	PUNCT
cana-5916	280	6	,	,	PUNCT
cana-5916	280	7	10525–10532	10525–10532	NUM
cana-5916	280	8	(	(	PUNCT
cana-5916	280	9	2020	2020	NUM
cana-5916	280	10	)	)	PUNCT
cana-5916	280	11	.	.	PUNCT
cana-5916	281	1	https://doi.org/10.1021/acsaem.0c01565	https://doi.org/10.1021/acsaem.0c01565	PROPN
cana-5916	281	2	[	[	X
cana-5916	281	3	12	12	NUM
cana-5916	281	4	]	]	PUNCT
cana-5916	281	5	z.	z.	PROPN
cana-5916	281	6	xu	xu	PROPN
cana-5916	281	7	,	,	PUNCT
cana-5916	281	8	z.	z.	PROPN
cana-5916	281	9	liu	liu	PROPN
cana-5916	281	10	,	,	PUNCT
cana-5916	281	11	n.	n.	PROPN
cana-5916	281	12	li	li	PROPN
cana-5916	281	13	,	,	PUNCT
cana-5916	281	14	g.	g.	PROPN
cana-5916	281	15	tang	tang	PROPN
cana-5916	281	16	,	,	PUNCT
cana-5916	281	17	g.	g.	PROPN
cana-5916	281	18	zheng	zheng	PROPN
cana-5916	281	19	et	et	PROPN
cana-5916	281	20	al	al	PROPN
cana-5916	281	21	.	.	PROPN
cana-5916	281	22	,	,	PUNCT
cana-5916	281	23	a	a	DET
cana-5916	281	24	thermodynamically	thermodynamically	ADV
cana-5916	281	25	favored	favor	VERB
cana-5916	281	26	crystal	crystal	NOUN
cana-5916	281	27	orientation	orientation	NOUN
cana-5916	281	28	in	in	ADP
cana-5916	281	29	mixed	mixed	ADJ
cana-5916	281	30	m.	m.	NOUN
cana-5916	281	31	kim	kim	PROPN
cana-5916	281	32	,	,	PUNCT
cana-5916	281	33	g.-h	g.-h	PROPN
cana-5916	281	34	.	.	PUNCT
cana-5916	282	1	kim	kim	PROPN
cana-5916	282	2	,	,	PUNCT
cana-5916	282	3	t.k	t.k	PROPN
cana-5916	282	4	.	.	PROPN
cana-5916	282	5	lee	lee	PROPN
cana-5916	282	6	,	,	PUNCT
cana-5916	282	7	i.w	i.w	PROPN
cana-5916	282	8	.	.	PROPN
cana-5916	282	9	choi	choi	PROPN
cana-5916	282	10	,	,	PUNCT
cana-5916	282	11	h.w	h.w	PROPN
cana-5916	282	12	.	.	PROPN
cana-5916	282	13	choi	choi	PROPN
cana-5916	282	14	et	et	PROPN
cana-5916	282	15	al	al	PROPN
cana-5916	282	16	.	.	PROPN
cana-5916	282	17	,	,	PUNCT
cana-5916	282	18	methylammonium	methylammonium	PROPN
cana-5916	282	19	chloride	chloride	PROPN
cana-5916	282	20	induces	induce	VERB
cana-5916	282	21	intermediate	intermediate	ADJ
cana-5916	282	22	phase	phase	NOUN
cana-5916	282	23	stabilization	stabilization	NOUN
cana-5916	282	24	for	for	ADP
cana-5916	282	25	efficient	efficient	ADJ
cana-5916	282	26	perovskite	perovskite	ADJ
cana-5916	282	27	solar	solar	ADJ
cana-5916	282	28	cells	cell	NOUN
cana-5916	282	29	.	.	PUNCT
cana-5916	283	1	joule	joule	PROPN
cana-5916	283	2	3(9	3(9	NUM
cana-5916	283	3	)	)	PUNCT
cana-5916	283	4	,	,	PUNCT
cana-5916	283	5	2179–2192	2179–2192	NUM
cana-5916	283	6	(	(	PUNCT
cana-5916	283	7	2019	2019	NUM
cana-5916	283	8	)	)	PUNCT
cana-5916	283	9	.	.	PUNCT
cana-5916	284	1	[	[	X
cana-5916	284	2	13	13	NUM
cana-5916	284	3	]	]	PUNCT
cana-5916	284	4	s.	s.	PROPN
cana-5916	284	5	a.	a.	PROPN
cana-5916	284	6	moyez	moyez	PROPN
cana-5916	284	7	and	and	CCONJ
cana-5916	284	8	s.	s.	PROPN
cana-5916	284	9	roy	roy	PROPN
cana-5916	284	10	,	,	PUNCT
cana-5916	284	11	dual	dual	ADJ
cana-5916	284	12	-	-	PUNCT
cana-5916	284	13	step	step	NOUN
cana-5916	284	14	thermal	thermal	ADJ
cana-5916	284	15	engineering	engineering	NOUN
cana-5916	284	16	technique	technique	NOUN
cana-5916	284	17	:	:	PUNCT
cana-5916	284	18	a	a	DET
cana-5916	284	19	new	new	ADJ
cana-5916	284	20	approach	approach	NOUN
cana-5916	284	21	for	for	ADP
cana-5916	284	22	fabrication	fabrication	NOUN
cana-5916	284	23	of	of	ADP
cana-5916	284	24	efficient	efficient	ADJ
cana-5916	284	25	ch3nh3pbi3	ch3nh3pbi3	NOUN
cana-5916	284	26	-	-	PUNCT
cana-5916	284	27	based	base	VERB
cana-5916	284	28	perovskite	perovskite	ADJ
cana-5916	284	29	solar	solar	ADJ
cana-5916	284	30	cell	cell	NOUN
cana-5916	284	31	in	in	ADP
cana-5916	284	32	open	open	ADJ
cana-5916	284	33	air	air	NOUN
cana-5916	284	34	condition	condition	NOUN
cana-5916	284	35	,	,	PUNCT
cana-5916	284	36	sol	sol	NOUN
cana-5916	284	37	.	.	PUNCT
cana-5916	284	38	energy	energy	NOUN
cana-5916	284	39	mater	mater	NOUN
cana-5916	284	40	.	.	PUNCT
cana-5916	284	41	sol	sol	PROPN
cana-5916	284	42	.	.	PUNCT
cana-5916	285	1	cells	cell	NOUN
cana-5916	285	2	,	,	PUNCT
cana-5916	285	3	2018	2018	NUM
cana-5916	285	4	,	,	PUNCT
cana-5916	285	5	185	185	NUM
cana-5916	285	6	,	,	PUNCT
cana-5916	285	7	145–152	145–152	NUM
cana-5916	285	8	.	.	PUNCT
cana-5916	286	1	[	[	X
cana-5916	286	2	14	14	NUM
cana-5916	286	3	]	]	PUNCT
cana-5916	286	4	m.	m.	NOUN
cana-5916	286	5	jamal	jamal	PROPN
cana-5916	286	6	,	,	PUNCT
cana-5916	286	7	et	et	PROPN
cana-5916	286	8	al	al	PROPN
cana-5916	286	9	.	.	PROPN
cana-5916	286	10	,	,	PUNCT
cana-5916	286	11	effect	effect	NOUN
cana-5916	286	12	of	of	ADP
cana-5916	286	13	defect	defect	ADJ
cana-5916	286	14	density	density	NOUN
cana-5916	286	15	and	and	CCONJ
cana-5916	286	16	energy	energy	NOUN
cana-5916	286	17	level	level	NOUN
cana-5916	286	18	mismatch	mismatch	NOUN
cana-5916	286	19	on	on	ADP
cana-5916	286	20	the	the	DET
cana-5916	286	21	performance	performance	NOUN
cana-5916	286	22	of	of	ADP
cana-5916	286	23	perovskite	perovskite	ADJ
cana-5916	286	24	solar	solar	ADJ
cana-5916	286	25	cells	cell	NOUN
cana-5916	286	26	by	by	ADP
cana-5916	286	27	numerical	numerical	PROPN
cana-5916	286	28	simulation	simulation	PROPN
cana-5916	286	29	,	,	PUNCT
cana-5916	286	30	optik	optik	PROPN
cana-5916	286	31	,	,	PUNCT
cana-5916	286	32	2019	2019	NUM
cana-5916	286	33	,	,	PUNCT
cana-5916	286	34	182	182	NUM
cana-5916	286	35	,	,	PUNCT
cana-5916	286	36	1204–1210	1204–1210	NUM
cana-5916	286	37	.	.	PUNCT
cana-5916	287	1	[	[	X
cana-5916	287	2	15	15	NUM
cana-5916	287	3	]	]	X
cana-5916	287	4	s.	s.	PROPN
cana-5916	287	5	rai	rai	PROPN
cana-5916	287	6	,	,	PUNCT
cana-5916	287	7	b.	b.	PROPN
cana-5916	287	8	pandey	pandey	PROPN
cana-5916	287	9	and	and	CCONJ
cana-5916	287	10	d.	d.	PROPN
cana-5916	287	11	dwivedi	dwivedi	PROPN
cana-5916	287	12	,	,	PUNCT
cana-5916	287	13	modeling	modeling	NOUN
cana-5916	287	14	of	of	ADP
cana-5916	287	15	highly	highly	ADV
cana-5916	287	16	efficient	efficient	ADJ
cana-5916	287	17	and	and	CCONJ
cana-5916	287	18	low	low	ADJ
cana-5916	287	19	cost	cost	NOUN
cana-5916	287	20	ch3nh3pb	ch3nh3pb	NOUN
cana-5916	287	21	(	(	PUNCT
cana-5916	287	22	i1	i1	NOUN
cana-5916	287	23	-	-	PUNCT
cana-5916	287	24	xclx	xclx	PROPN
cana-5916	287	25	)	)	PUNCT
cana-5916	287	26	3	3	NUM
cana-5916	287	27	based	base	VERB
cana-5916	287	28	perovskite	perovskite	NOUN
cana-5916	287	29	solar	solar	ADJ
cana-5916	287	30	cell	cell	NOUN
cana-5916	287	31	by	by	ADP
cana-5916	287	32	numerical	numerical	PROPN
cana-5916	287	33	simulation	simulation	PROPN
cana-5916	287	34	,	,	PUNCT
cana-5916	287	35	opt	opt	PROPN
cana-5916	287	36	.	.	PUNCT
cana-5916	288	1	mater	mater	PROPN
cana-5916	288	2	.	.	PROPN
cana-5916	288	3	,	,	PUNCT
cana-5916	288	4	2020	2020	NUM
cana-5916	288	5	,	,	PUNCT
cana-5916	288	6	100	100	NUM
cana-5916	288	7	,	,	PUNCT
cana-5916	288	8	109631	109631	NUM
cana-5916	288	9	.	.	PUNCT
cana-5916	289	1	[	[	X
cana-5916	289	2	16	16	NUM
cana-5916	289	3	]	]	PUNCT
cana-5916	289	4	a.	a.	PROPN
cana-5916	289	5	k.	k.	PROPN
cana-5916	289	6	jena	jena	PROPN
cana-5916	289	7	,	,	PUNCT
cana-5916	289	8	a.	a.	PROPN
cana-5916	289	9	kulkarni	kulkarni	PROPN
cana-5916	289	10	and	and	CCONJ
cana-5916	289	11	t.	t.	PROPN
cana-5916	289	12	miyasaka	miyasaka	PROPN
cana-5916	289	13	,	,	PUNCT
cana-5916	289	14	halide	halide	NOUN
cana-5916	289	15	perovskite	perovskite	NOUN
cana-5916	289	16	photovoltaics	photovoltaic	NOUN
cana-5916	289	17	:	:	PUNCT
cana-5916	289	18	background	background	NOUN
cana-5916	289	19	,	,	PUNCT
cana-5916	289	20	status	status	NOUN
cana-5916	289	21	,	,	PUNCT
cana-5916	289	22	and	and	CCONJ
cana-5916	289	23	future	future	ADJ
cana-5916	289	24	prospects	prospect	NOUN
cana-5916	289	25	,	,	PUNCT
cana-5916	289	26	chem	chem	NOUN
cana-5916	289	27	.	.	PUNCT
cana-5916	290	1	rev	rev	PROPN
cana-5916	290	2	.	.	PROPN
cana-5916	290	3	,	,	PUNCT
cana-5916	290	4	2019	2019	NUM
cana-5916	290	5	,	,	PUNCT
cana-5916	290	6	119(5	119(5	NUM
cana-5916	290	7	)	)	PUNCT
cana-5916	290	8	,	,	PUNCT
cana-5916	290	9	3036–3103	3036–3103	NUM
cana-5916	290	10	.	.	PUNCT
cana-5916	291	1	[	[	X
cana-5916	291	2	17	17	NUM
cana-5916	291	3	]	]	PUNCT
cana-5916	291	4	m.	m.	PROPN
cana-5916	291	5	b.	b.	PROPN
cana-5916	291	6	kanoun	kanoun	PROPN
cana-5916	291	7	,	,	PUNCT
cana-5916	291	8	a.-a	a.-a	PROPN
cana-5916	291	9	.	.	PUNCT
cana-5916	292	1	kanoun	kanoun	PROPN
cana-5916	292	2	,	,	PUNCT
cana-5916	292	3	a.	a.	PROPN
cana-5916	292	4	e.	e.	PROPN
cana-5916	292	5	merad	merad	PROPN
cana-5916	292	6	and	and	CCONJ
cana-5916	292	7	s.	s.	PROPN
cana-5916	292	8	goumri	goumri	PROPN
cana-5916	292	9	-	-	PUNCT
cana-5916	292	10	said	say	VERB
cana-5916	292	11	,	,	PUNCT
cana-5916	292	12	device	device	NOUN
cana-5916	292	13	design	design	NOUN
cana-5916	292	14	optimization	optimization	NOUN
cana-5916	292	15	with	with	ADP
cana-5916	292	16	interface	interface	NOUN
cana-5916	292	17	engineering	engineering	NOUN
cana-5916	292	18	for	for	ADP
cana-5916	292	19	highly	highly	ADV
cana-5916	292	20	efficient	efficient	ADJ
cana-5916	292	21	mixed	mixed	ADJ
cana-5916	292	22	cations	cation	NOUN
cana-5916	292	23	and	and	CCONJ
cana-5916	292	24	halides	halide	NOUN
cana-5916	292	25	perovskite	perovskite	VERB
cana-5916	292	26	solar	solar	ADJ
cana-5916	292	27	cells	cell	NOUN
cana-5916	292	28	,	,	PUNCT
cana-5916	292	29	results	result	VERB
cana-5916	292	30	phys	phy	NOUN
cana-5916	292	31	.	.	PUNCT
cana-5916	292	32	,	,	PUNCT
cana-5916	292	33	2021	2021	NUM
cana-5916	292	34	,	,	PUNCT
cana-5916	292	35	20	20	NUM
cana-5916	292	36	,	,	PUNCT
cana-5916	292	37	103707	103707	NUM
cana-5916	292	38	.	.	PUNCT
cana-5916	293	1	[	[	X
cana-5916	293	2	18	18	NUM
cana-5916	293	3	]	]	X
cana-5916	293	4	r.	r.	PROPN
cana-5916	293	5	pandey	pandey	PROPN
cana-5916	293	6	and	and	CCONJ
cana-5916	293	7	r.	r.	PROPN
cana-5916	293	8	chaujar	chaujar	PROPN
cana-5916	293	9	,	,	PUNCT
cana-5916	293	10	technology	technology	NOUN
cana-5916	293	11	computer	computer	NOUN
cana-5916	293	12	aided	aid	VERB
cana-5916	293	13	design	design	NOUN
cana-5916	293	14	of	of	ADP
cana-5916	293	15	29.5	29.5	NUM
cana-5916	293	16	%	%	NOUN
cana-5916	293	17	efficient	efficient	ADJ
cana-5916	293	18	perovskite	perovskite	NOUN
cana-5916	293	19	/	/	PUNCT
cana-5916	293	20	interdigitated	interdigitate	VERB
cana-5916	293	21	back	back	ADV
cana-5916	293	22	contact	contact	NOUN
cana-5916	293	23	silicon	silicon	NOUN
cana-5916	293	24	heterojunction	heterojunction	NOUN
cana-5916	293	25	mechanically	mechanically	ADV
cana-5916	293	26	stacked	stack	VERB
cana-5916	293	27	tandem	tandem	NOUN
cana-5916	293	28	solar	solar	ADJ
cana-5916	293	29	cell	cell	NOUN
cana-5916	293	30	for	for	ADP
cana-5916	293	31	energy	energy	NOUN
cana-5916	293	32	-	-	PUNCT
cana-5916	293	33	efficient	efficient	ADJ
cana-5916	293	34	applications	application	NOUN
cana-5916	293	35	,	,	PUNCT
cana-5916	293	36	j.	j.	PROPN
cana-5916	293	37	photonics	photonics	PROPN
cana-5916	293	38	energy	energy	NOUN
cana-5916	293	39	,	,	PUNCT
cana-5916	293	40	2017	2017	NUM
cana-5916	293	41	,	,	PUNCT
cana-5916	293	42	7(2	7(2	NUM
cana-5916	293	43	)	)	PUNCT
cana-5916	293	44	,	,	PUNCT
cana-5916	293	45	022503	022503	NUM
cana-5916	293	46	.	.	PUNCT
cana-5916	294	1	[	[	X
cana-5916	294	2	19	19	NUM
cana-5916	294	3	]	]	X
cana-5916	294	4	q.	q.	PROPN
cana-5916	294	5	han	han	PROPN
cana-5916	294	6	,	,	PUNCT
cana-5916	294	7	et	et	PROPN
cana-5916	294	8	al	al	PROPN
cana-5916	294	9	.	.	PROPN
cana-5916	294	10	,	,	PUNCT
cana-5916	294	11	single	single	ADJ
cana-5916	294	12	crystal	crystal	PROPN
cana-5916	294	13	formamidinium	formamidinium	NOUN
cana-5916	294	14	lead	lead	NOUN
cana-5916	294	15	iodide	iodide	NOUN
cana-5916	294	16	(	(	PUNCT
cana-5916	294	17	fapbi3	fapbi3	NOUN
cana-5916	294	18	):	):	PUNCT
cana-5916	294	19	insight	insight	NOUN
cana-5916	294	20	into	into	ADP
cana-5916	294	21	the	the	DET
cana-5916	294	22	structural	structural	ADJ
cana-5916	294	23	,	,	PUNCT
cana-5916	294	24	optical	optical	ADJ
cana-5916	294	25	,	,	PUNCT
cana-5916	294	26	and	and	CCONJ
cana-5916	294	27	electrical	electrical	ADJ
cana-5916	294	28	properties	property	NOUN
cana-5916	294	29	,	,	PUNCT
cana-5916	294	30	adv	adv	PROPN
cana-5916	294	31	.	.	PUNCT
cana-5916	294	32	mater	mater	PROPN
cana-5916	294	33	.	.	PROPN
cana-5916	294	34	,	,	PUNCT
cana-5916	294	35	2016	2016	NUM
cana-5916	294	36	,	,	PUNCT
cana-5916	294	37	28(11	28(11	NUM
cana-5916	294	38	)	)	PUNCT
cana-5916	294	39	,	,	PUNCT
cana-5916	294	40	2253–2258	2253–2258	NUM
cana-5916	294	41	.	.	PUNCT
cana-5916	295	1	[	[	X
cana-5916	295	2	20	20	NUM
cana-5916	295	3	]	]	PUNCT
cana-5916	295	4	s.	s.	PROPN
cana-5916	295	5	wozny	wozny	PROPN
cana-5916	295	6	,	,	PUNCT
cana-5916	295	7	et	et	PROPN
cana-5916	295	8	al	al	PROPN
cana-5916	295	9	.	.	PROPN
cana-5916	295	10	,	,	PUNCT
cana-5916	295	11	controlled	control	VERB
cana-5916	295	12	humidity	humidity	NOUN
cana-5916	295	13	study	study	NOUN
cana-5916	295	14	on	on	ADP
cana-5916	295	15	the	the	DET
cana-5916	295	16	formation	formation	NOUN
cana-5916	295	17	of	of	ADP
cana-5916	295	18	higher	high	ADJ
cana-5916	295	19	efficiency	efficiency	NOUN
cana-5916	295	20	formamidinium	formamidinium	NOUN
cana-5916	295	21	lead	lead	VERB
cana-5916	295	22	triiodide	triiodide	NOUN
cana-5916	295	23	-	-	PUNCT
cana-5916	295	24	based	base	VERB
cana-5916	295	25	solar	solar	ADJ
cana-5916	295	26	cells	cell	NOUN
cana-5916	295	27	,	,	PUNCT
cana-5916	295	28	chem	chem	NOUN
cana-5916	295	29	.	.	PUNCT
cana-5916	296	1	mater	mater	NOUN
cana-5916	296	2	.	.	PROPN
cana-5916	296	3	,	,	PUNCT
cana-5916	296	4	2015	2015	NUM
cana-5916	296	5	,	,	PUNCT
cana-5916	296	6	27(13	27(13	NUM
cana-5916	296	7	)	)	PUNCT
cana-5916	296	8	,	,	PUNCT
cana-5916	296	9	4814–4820	4814–4820	NOUN
cana-5916	296	10	.	.	PUNCT
cana-5916	297	1	[	[	X
cana-5916	297	2	21	21	NUM
cana-5916	297	3	]	]	X
cana-5916	297	4	g.	g.	PROPN
cana-5916	297	5	e.	e.	PROPN
cana-5916	297	6	eperon	eperon	PROPN
cana-5916	297	7	,	,	PUNCT
cana-5916	297	8	s.	s.	PROPN
cana-5916	297	9	d.	d.	PROPN
cana-5916	297	10	stranks	stranks	PROPN
cana-5916	297	11	,	,	PUNCT
cana-5916	297	12	c.	c.	PROPN
cana-5916	297	13	menelaou	menelaou	PROPN
cana-5916	297	14	,	,	PUNCT
cana-5916	297	15	m.	m.	PROPN
cana-5916	297	16	b.	b.	PROPN
cana-5916	297	17	johnston	johnston	PROPN
cana-5916	297	18	,	,	PUNCT
cana-5916	297	19	l.	l.	PROPN
cana-5916	297	20	m.	m.	PROPN
cana-5916	297	21	herz	herz	PROPN
cana-5916	297	22	and	and	CCONJ
cana-5916	297	23	h.	h.	PROPN
cana-5916	297	24	j.	j.	PROPN
cana-5916	297	25	snaith	snaith	PROPN
cana-5916	297	26	,	,	PUNCT
cana-5916	297	27	supplementary	supplementary	ADJ
cana-5916	297	28	information	information	NOUN
cana-5916	297	29	formamidinium	formamidinium	NOUN
cana-5916	297	30	of	of	ADP
cana-5916	297	31	formamidinium	formamidinium	NOUN
cana-5916	297	32	lead	lead	NOUN
cana-5916	297	33	trihalide	trihalide	ADV
cana-5916	297	34	:	:	PUNCT
cana-5916	297	35	a	a	DET
cana-5916	297	36	broadly	broadly	ADV
cana-5916	297	37	tunable	tunable	ADJ
cana-5916	297	38	perovskite	perovskite	NOUN
cana-5916	297	39	for	for	ADP
cana-5916	297	40	efficient	efficient	ADJ
cana-5916	297	41	planar	planar	ADJ
cana-5916	297	42	heterojunction	heterojunction	NOUN
cana-5916	297	43	solar	solar	ADJ
cana-5916	297	44	cells	cell	NOUN
cana-5916	297	45	,	,	PUNCT
cana-5916	297	46	energy	energy	NOUN
cana-5916	297	47	environ	environ	NOUN
cana-5916	297	48	.	.	PUNCT
cana-5916	298	1	sci	sci	PROPN
cana-5916	298	2	.	.	PROPN
cana-5916	298	3	,	,	PUNCT
cana-5916	298	4	2014	2014	NUM
cana-5916	298	5	,	,	PUNCT
cana-5916	298	6	7(3	7(3	NUM
cana-5916	298	7	)	)	PUNCT
cana-5916	298	8	,	,	PUNCT
cana-5916	298	9	982	982	NUM
cana-5916	298	10	.	.	PUNCT
cana-5916	299	1	[	[	X
cana-5916	299	2	22	22	NUM
cana-5916	299	3	]	]	X
cana-5916	299	4	d.	d.	PROPN
cana-5916	299	5	wang	wang	PROPN
cana-5916	299	6	,	,	PUNCT
cana-5916	299	7	m.	m.	PROPN
cana-5916	299	8	wright	wright	PROPN
cana-5916	299	9	,	,	PUNCT
cana-5916	299	10	n.	n.	PROPN
cana-5916	299	11	k.	k.	PROPN
cana-5916	299	12	elumalai	elumalai	PROPN
cana-5916	299	13	and	and	CCONJ
cana-5916	299	14	a.	a.	NOUN
cana-5916	299	15	uddin	uddin	PROPN
cana-5916	299	16	,	,	PUNCT
cana-5916	299	17	stability	stability	NOUN
cana-5916	299	18	of	of	ADP
cana-5916	299	19	perovskite	perovskite	ADJ
cana-5916	299	20	solar	solar	ADJ
cana-5916	299	21	cells	cell	NOUN
cana-5916	299	22	,	,	PUNCT
cana-5916	299	23	sol	sol	NOUN
cana-5916	299	24	.	.	PUNCT
cana-5916	299	25	energy	energy	NOUN
cana-5916	299	26	mater	mater	NOUN
cana-5916	299	27	.	.	PUNCT
cana-5916	300	1	sol	sol	PROPN
cana-5916	300	2	.	.	PUNCT
cana-5916	301	1	cells	cell	NOUN
cana-5916	301	2	,	,	PUNCT
cana-5916	301	3	2016	2016	NUM
cana-5916	301	4	,	,	PUNCT
cana-5916	301	5	147	147	NUM
cana-5916	301	6	,	,	PUNCT
cana-5916	301	7	255–275	255–275	NUM
cana-5916	301	8	[	[	X
cana-5916	301	9	23	23	NUM
cana-5916	301	10	]	]	X
cana-5916	301	11	zhang	zhang	PROPN
cana-5916	301	12	,	,	PUNCT
cana-5916	301	13	p.;wu	p.;wu	PROPN
cana-5916	301	14	,	,	PUNCT
cana-5916	301	15	j.	j.	PROPN
cana-5916	301	16	;	;	PUNCT
cana-5916	301	17	zhang	zhang	PROPN
cana-5916	301	18	,	,	PUNCT
cana-5916	301	19	t.;wang	t.;wang	PROPN
cana-5916	301	20	,	,	PUNCT
cana-5916	301	21	y.	y.	PROPN
cana-5916	301	22	;	;	PUNCT
cana-5916	301	23	liu	liu	PROPN
cana-5916	301	24	,	,	PUNCT
cana-5916	301	25	d.	d.	PROPN
cana-5916	301	26	;	;	PUNCT
cana-5916	301	27	chen	chen	PROPN
cana-5916	301	28	,	,	PUNCT
cana-5916	301	29	h.	h.	PROPN
cana-5916	301	30	;	;	PUNCT
cana-5916	301	31	li	li	PROPN
cana-5916	301	32	,	,	PUNCT
cana-5916	301	33	s.	s.	PROPN
cana-5916	301	34	perovskite	perovskite	VERB
cana-5916	301	35	solar	solar	ADJ
cana-5916	301	36	cells	cell	NOUN
cana-5916	301	37	with	with	ADP
cana-5916	301	38	zno	zno	NOUN
cana-5916	301	39	electron	electron	NOUN
cana-5916	301	40	-	-	PUNCT
cana-5916	301	41	transporting	transport	VERB
cana-5916	301	42	materials.adv	materials.adv	PROPN
cana-5916	301	43	.	.	PUNCT
cana-5916	302	1	mater	mater	NOUN
cana-5916	302	2	.	.	PUNCT
cana-5916	303	1	2018	2018	NUM
cana-5916	303	2	,	,	PUNCT
cana-5916	303	3	30	30	NUM
cana-5916	303	4	,	,	PUNCT
cana-5916	303	5	1703737	1703737	NUM
cana-5916	303	6	.	.	PUNCT
cana-5916	304	1	[	[	X
cana-5916	304	2	24	24	NUM
cana-5916	304	3	]	]	SYM
cana-5916	304	4	son	son	NOUN
cana-5916	304	5	,	,	PUNCT
cana-5916	304	6	d.y	d.y	PROPN
cana-5916	304	7	.	.	PROPN
cana-5916	304	8	;	;	PUNCT
cana-5916	304	9	i	i	PROPN
cana-5916	304	10	m	m	PROPN
cana-5916	304	11	,	,	PUNCT
cana-5916	304	12	j.h	j.h	PROPN
cana-5916	304	13	.	.	PROPN
cana-5916	304	14	;	;	PUNCT
cana-5916	304	15	kim	kim	PROPN
cana-5916	304	16	,	,	PUNCT
cana-5916	304	17	h.s	h.s	PROPN
cana-5916	304	18	.	.	PROPN
cana-5916	304	19	;	;	PUNCT
cana-5916	304	20	park	park	PROPN
cana-5916	304	21	,	,	PUNCT
cana-5916	304	22	n.g	n.g	PROPN
cana-5916	304	23	.	.	PROPN
cana-5916	304	24	11	11	NUM
cana-5916	304	25	%	%	NOUN
cana-5916	304	26	efficient	efficient	ADJ
cana-5916	304	27	perovskite	perovskite	NOUN
cana-5916	304	28	solar	solar	ADJ
cana-5916	304	29	cell	cell	NOUN
cana-5916	304	30	based	base	VERB
cana-5916	304	31	on	on	ADP
cana-5916	304	32	zno	zno	PROPN
cana-5916	304	33	nanorods	nanorod	NOUN
cana-5916	304	34	:	:	PUNCT
cana-5916	304	35	an	an	DET
cana-5916	304	36	effective	effective	ADJ
cana-5916	304	37	charge	charge	NOUN
cana-5916	304	38	collection	collection	NOUN
cana-5916	304	39	system	system	NOUN
cana-5916	304	40	.	.	PUNCT
cana-5916	305	1	j.	j.	PROPN
cana-5916	305	2	phys	phys	PROPN
cana-5916	305	3	.	.	PUNCT
cana-5916	306	1	chem	chem	PROPN
cana-5916	306	2	.	.	PUNCT
cana-5916	307	1	c	c	PROPN
cana-5916	307	2	2014	2014	NUM
cana-5916	307	3	,	,	PUNCT
cana-5916	307	4	118	118	NUM
cana-5916	307	5	,	,	PUNCT
cana-5916	307	6	16567–16573	16567–16573	NUM
cana-5916	307	7	.	.	PUNCT
cana-5916	308	1	[	[	X
cana-5916	308	2	crossref	crossref	X
cana-5916	308	3	]	]	X
cana-5916	308	4	[	[	X
cana-5916	308	5	25	25	NUM
cana-5916	308	6	]	]	X
cana-5916	308	7	tseng	tseng	PROPN
cana-5916	308	8	,	,	PUNCT
cana-5916	308	9	z.l	z.l	PROPN
cana-5916	308	10	.	.	PROPN
cana-5916	308	11	;	;	PUNCT
cana-5916	308	12	chiang	chiang	PROPN
cana-5916	308	13	,	,	PUNCT
cana-5916	308	14	c.h	c.h	PROPN
cana-5916	308	15	.	.	PROPN
cana-5916	308	16	;	;	PUNCT
cana-5916	308	17	wu	wu	PROPN
cana-5916	308	18	,	,	PUNCT
cana-5916	308	19	c.g	c.g	PROPN
cana-5916	308	20	.	.	PROPN
cana-5916	308	21	surface	surface	PROPN
cana-5916	308	22	engineering	engineering	NOUN
cana-5916	308	23	of	of	ADP
cana-5916	308	24	zno	zno	NOUN
cana-5916	308	25	thin	thin	ADJ
cana-5916	308	26	film	film	NOUN
cana-5916	308	27	for	for	ADP
cana-5916	308	28	high	high	ADJ
cana-5916	308	29	efficiency	efficiency	NOUN
cana-5916	308	30	planar	planar	ADJ
cana-5916	308	31	perovskite	perovskite	VERB
cana-5916	308	32	solar	solar	ADJ
cana-5916	308	33	cells	cell	NOUN
cana-5916	308	34	.	.	PUNCT
cana-5916	309	1	sci	sci	PROPN
cana-5916	309	2	.	.	PROPN
cana-5916	309	3	rep	rep	PROPN
cana-5916	309	4	.	.	PROPN
cana-5916	309	5	2015	2015	NUM
cana-5916	309	6	,	,	PUNCT
cana-5916	309	7	5	5	NUM
cana-5916	309	8	,	,	PUNCT
cana-5916	309	9	13211	13211	NUM
cana-5916	309	10	.	.	PUNCT
cana-5916	310	1	[	[	X
cana-5916	310	2	26	26	NUM
cana-5916	310	3	]	]	X
cana-5916	310	4	liu	liu	PROPN
cana-5916	310	5	,	,	PUNCT
cana-5916	310	6	g.	g.	PROPN
cana-5916	310	7	;	;	PUNCT
cana-5916	310	8	zhong	zhong	PROPN
cana-5916	310	9	,	,	PUNCT
cana-5916	310	10	y.	y.	PROPN
cana-5916	310	11	;	;	PUNCT
cana-5916	310	12	mao	mao	PROPN
cana-5916	310	13	,	,	PUNCT
cana-5916	310	14	h.	h.	PROPN
cana-5916	310	15	;	;	PUNCT
cana-5916	310	16	yang	yang	PROPN
cana-5916	310	17	,	,	PUNCT
cana-5916	310	18	j.	j.	PROPN
cana-5916	310	19	;	;	PUNCT
cana-5916	310	20	dai	dai	PROPN
cana-5916	310	21	,	,	PUNCT
cana-5916	310	22	r.	r.	PROPN
cana-5916	310	23	;	;	PUNCT
cana-5916	310	24	hu	hu	PROPN
cana-5916	310	25	,	,	PUNCT
cana-5916	310	26	x.	x.	PROPN
cana-5916	310	27	;	;	PUNCT
cana-5916	310	28	chen	chen	PROPN
cana-5916	310	29	,	,	PUNCT
cana-5916	310	30	y.	y.	PROPN
cana-5916	310	31	highly	highly	ADV
cana-5916	310	32	efficient	efficient	ADJ
cana-5916	310	33	and	and	CCONJ
cana-5916	310	34	stable	stable	ADJ
cana-5916	310	35	zno	zno	NOUN
cana-5916	310	36	-	-	PUNCT
cana-5916	310	37	based	base	VERB
cana-5916	310	38	ma	ma	PROPN
cana-5916	310	39	-	-	PUNCT
cana-5916	310	40	free	free	ADJ
cana-5916	310	41	perovskite	perovskite	NOUN
cana-5916	310	42	solar	solar	ADJ
cana-5916	310	43	cells	cell	NOUN
cana-5916	310	44	via	via	ADP
cana-5916	310	45	overcoming	overcome	VERB
cana-5916	310	46	interfacial	interfacial	ADJ
cana-5916	310	47	mismatch	mismatch	NOUN
cana-5916	310	48	and	and	CCONJ
cana-5916	310	49	deprotonation	deprotonation	NOUN
cana-5916	310	50	reaction	reaction	NOUN
cana-5916	310	51	.	.	PUNCT
cana-5916	310	52	chem	chem	NOUN
cana-5916	310	53	.	.	PUNCT
cana-5916	311	1	eng	eng	PROPN
cana-5916	311	2	.	.	PUNCT
cana-5916	312	1	j.	j.	PROPN
cana-5916	312	2	2022	2022	PROPN
cana-5916	312	3	,	,	PUNCT
cana-5916	312	4	431	431	NUM
cana-5916	312	5	,	,	PUNCT
cana-5916	312	6	134235	134235	NUM
cana-5916	312	7	.	.	PUNCT
cana-5916	313	1	communications	communication	NOUN
cana-5916	313	2	on	on	ADP
cana-5916	313	3	applied	apply	VERB
cana-5916	313	4	nonlinear	nonlinear	ADJ
cana-5916	313	5	analysis	analysis	NOUN
cana-5916	313	6	issn	issn	NOUN
cana-5916	313	7	:	:	PUNCT
cana-5916	313	8	1074	1074	NUM
cana-5916	313	9	-	-	PUNCT
cana-5916	313	10	133x	133x	NUM
cana-5916	313	11	vol	vol	VERB
cana-5916	313	12	32	32	NUM
cana-5916	313	13	no	no	NOUN
cana-5916	313	14	.	.	PUNCT
cana-5916	314	1	10s	10	NOUN
cana-5916	314	2	(	(	PUNCT
cana-5916	314	3	2025	2025	NUM
cana-5916	314	4	)	)	PUNCT
cana-5916	314	5	3050	3050	NUM
cana-5916	314	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-5916	315	1	[	[	X
cana-5916	315	2	27	27	NUM
cana-5916	315	3	]	]	SYM
cana-5916	315	4	wu	wu	PROPN
cana-5916	315	5	,	,	PUNCT
cana-5916	315	6	x.	x.	PROPN
cana-5916	315	7	;	;	PUNCT
cana-5916	315	8	zhang	zhang	PROPN
cana-5916	315	9	,	,	PUNCT
cana-5916	315	10	j.	j.	PROPN
cana-5916	315	11	;	;	PUNCT
cana-5916	315	12	qin	qin	PROPN
cana-5916	315	13	,	,	PUNCT
cana-5916	315	14	m.	m.	NOUN
cana-5916	315	15	;	;	PUNCT
cana-5916	315	16	liu	liu	PROPN
cana-5916	315	17	,	,	PUNCT
cana-5916	315	18	k.	k.	PROPN
cana-5916	315	19	;	;	PUNCT
cana-5916	315	20	lv	lv	PROPN
cana-5916	315	21	,	,	PUNCT
cana-5916	315	22	z.	z.	PROPN
cana-5916	315	23	;	;	PUNCT
cana-5916	315	24	qin	qin	PROPN
cana-5916	315	25	,	,	PUNCT
cana-5916	315	26	z.	z.	PROPN
cana-5916	315	27	;	;	PUNCT
cana-5916	315	28	lu	lu	PROPN
cana-5916	315	29	,	,	PUNCT
cana-5916	315	30	x.	x.	PROPN
cana-5916	315	31	zno	zno	PROPN
cana-5916	315	32	electron	electron	PROPN
cana-5916	315	33	transporting	transport	VERB
cana-5916	315	34	layer	layer	NOUN
cana-5916	315	35	engineering	engineering	NOUN
cana-5916	315	36	realized	realize	VERB
cana-5916	315	37	over	over	ADP
cana-5916	315	38	20	20	NUM
cana-5916	315	39	%	%	NOUN
cana-5916	315	40	efficiency	efficiency	NOUN
cana-5916	315	41	and	and	CCONJ
cana-5916	315	42	over	over	ADP
cana-5916	315	43	1.28	1.28	NUM
cana-5916	315	44	v	v	PRON
cana-5916	315	45	open	open	ADJ
cana-5916	315	46	-	-	PUNCT
cana-5916	315	47	circuit	circuit	NOUN
cana-5916	315	48	voltage	voltage	NOUN
cana-5916	315	49	in	in	ADP
cana-5916	315	50	all	all	PRON
cana-5916	315	51	-	-	PUNCT
cana-5916	315	52	inorganic	inorganic	ADJ
cana-5916	315	53	perovskite	perovskite	NOUN
cana-5916	315	54	solar	solar	ADJ
cana-5916	315	55	cells	cell	NOUN
cana-5916	315	56	.	.	PUNCT
cana-5916	316	1	ecomat	ecomat	PROPN
cana-5916	316	2	2022	2022	NUM
cana-5916	316	3	,	,	PUNCT
cana-5916	316	4	4	4	NUM
cana-5916	316	5	,	,	PUNCT
cana-5916	316	6	e12192	e12192	NOUN
cana-5916	316	7	.	.	PUNCT
cana-5916	317	1	[	[	X
cana-5916	317	2	28	28	NUM
cana-5916	317	3	]	]	SYM
cana-5916	317	4	29	29	NUM
cana-5916	317	5	.	.	PUNCT
cana-5916	318	1	ong	ong	PROPN
cana-5916	318	2	,	,	PUNCT
cana-5916	318	3	s.p	s.p	PROPN
cana-5916	318	4	.	.	PUNCT
cana-5916	318	5	;	;	PUNCT
cana-5916	319	1	richards	richard	NOUN
cana-5916	319	2	,	,	PUNCT
cana-5916	319	3	w.d	w.d	PROPN
cana-5916	319	4	.	.	PROPN
cana-5916	319	5	;	;	PUNCT
cana-5916	319	6	jain	jain	PROPN
cana-5916	319	7	,	,	PUNCT
cana-5916	319	8	a.	a.	NOUN
cana-5916	319	9	;	;	PUNCT
cana-5916	319	10	hautier	hautier	PROPN
cana-5916	319	11	,	,	PUNCT
cana-5916	319	12	g.	g.	PROPN
cana-5916	319	13	;	;	PUNCT
cana-5916	319	14	kocher	kocher	PROPN
cana-5916	319	15	,	,	PUNCT
cana-5916	319	16	m.	m.	NOUN
cana-5916	319	17	;	;	PUNCT
cana-5916	319	18	cholia	cholia	PROPN
cana-5916	319	19	,	,	PUNCT
cana-5916	319	20	s.	s.	PROPN
cana-5916	319	21	;	;	PUNCT
cana-5916	319	22	gunter	gunter	PROPN
cana-5916	319	23	,	,	PUNCT
cana-5916	319	24	d.	d.	PROPN
cana-5916	319	25	;	;	PUNCT
cana-5916	319	26	chevrier	chevrier	PROPN
cana-5916	319	27	,	,	PUNCT
cana-5916	319	28	v.l	v.l	PROPN
cana-5916	319	29	.	.	PROPN
cana-5916	319	30	;	;	PUNCT
cana-5916	319	31	persson	persson	PROPN
cana-5916	319	32	,	,	PUNCT
cana-5916	319	33	k.a	k.a	PROPN
cana-5916	319	34	.	.	PROPN
cana-5916	319	35	;	;	PUNCT
cana-5916	319	36	ceder	ceder	PROPN
cana-5916	319	37	,	,	PUNCT
cana-5916	319	38	g.	g.	PROPN
cana-5916	319	39	python	python	PROPN
cana-5916	319	40	materials	material	NOUN
cana-5916	319	41	genomics	genomic	NOUN
cana-5916	319	42	(	(	PUNCT
cana-5916	319	43	pymatgen	pymatgen	NOUN
cana-5916	319	44	):	):	PUNCT
cana-5916	319	45	a	a	DET
cana-5916	319	46	robust	robust	ADJ
cana-5916	319	47	,	,	PUNCT
cana-5916	319	48	open	open	ADJ
cana-5916	319	49	-	-	PUNCT
cana-5916	319	50	source	source	NOUN
cana-5916	319	51	python	python	NOUN
cana-5916	319	52	library	library	NOUN
cana-5916	319	53	for	for	ADP
cana-5916	319	54	materials	material	NOUN
cana-5916	319	55	analysis	analysis	NOUN
cana-5916	319	56	.	.	PUNCT
cana-5916	320	1	comput	comput	NOUN
cana-5916	320	2	.	.	PUNCT
cana-5916	321	1	mater	mater	NOUN
cana-5916	321	2	.	.	PUNCT
cana-5916	322	1	sci	sci	PROPN
cana-5916	322	2	.	.	PROPN
cana-5916	322	3	2013	2013	NUM
cana-5916	322	4	,	,	PUNCT
cana-5916	322	5	68	68	NUM
cana-5916	322	6	,	,	PUNCT
cana-5916	322	7	314–319	314–319	NUM
cana-5916	322	8	.	.	PUNCT
cana-5916	323	1	[	[	X
cana-5916	323	2	29	29	NUM
cana-5916	323	3	]	]	X
cana-5916	323	4	ward	ward	NOUN
cana-5916	323	5	,	,	PUNCT
cana-5916	323	6	l.	l.	PROPN
cana-5916	323	7	;	;	PUNCT
cana-5916	323	8	dunn	dunn	PROPN
cana-5916	323	9	,	,	PUNCT
cana-5916	323	10	a.	a.	PROPN
cana-5916	323	11	;	;	PUNCT
cana-5916	323	12	faghaninia	faghaninia	PROPN
cana-5916	323	13	,	,	PUNCT
cana-5916	323	14	a.	a.	NOUN
cana-5916	323	15	;	;	PUNCT
cana-5916	323	16	zimmermann	zimmermann	PROPN
cana-5916	323	17	,	,	PUNCT
cana-5916	323	18	n.e.r	n.e.r	NOUN
cana-5916	323	19	.	.	PUNCT
cana-5916	323	20	;	;	PUNCT
cana-5916	323	21	bajaj	bajaj	PROPN
cana-5916	323	22	,	,	PUNCT
cana-5916	323	23	s.	s.	PROPN
cana-5916	323	24	;	;	PUNCT
cana-5916	323	25	wang	wang	PROPN
cana-5916	323	26	,	,	PUNCT
cana-5916	323	27	q.	q.	PROPN
cana-5916	323	28	;	;	PUNCT
cana-5916	323	29	montoya	montoya	PROPN
cana-5916	323	30	,	,	PUNCT
cana-5916	323	31	j.	j.	PROPN
cana-5916	323	32	;	;	PUNCT
cana-5916	323	33	chen	chen	PROPN
cana-5916	323	34	,	,	PUNCT
cana-5916	323	35	j.	j.	PROPN
cana-5916	323	36	;	;	PUNCT
cana-5916	323	37	bystrom	bystrom	PROPN
cana-5916	323	38	,	,	PUNCT
cana-5916	323	39	k.	k.	PROPN
cana-5916	323	40	;	;	PUNCT
cana-5916	323	41	dylla	dylla	NOUN
cana-5916	323	42	,	,	PUNCT
cana-5916	323	43	m.	m.	NOUN
cana-5916	323	44	;	;	PUNCT
cana-5916	323	45	et	et	PROPN
cana-5916	323	46	al	al	PROPN
cana-5916	323	47	.	.	PROPN
cana-5916	323	48	matminer	matminer	PROPN
cana-5916	323	49	:	:	PUNCT
cana-5916	323	50	an	an	DET
cana-5916	323	51	open	open	ADJ
cana-5916	323	52	source	source	NOUN
cana-5916	323	53	toolkit	toolkit	NOUN
cana-5916	323	54	for	for	ADP
cana-5916	323	55	materials	material	NOUN
cana-5916	323	56	data	datum	NOUN
cana-5916	323	57	mining	mining	NOUN
cana-5916	323	58	.	.	PUNCT
cana-5916	324	1	comput	comput	NOUN
cana-5916	324	2	.	.	PUNCT
cana-5916	325	1	mater	mater	NOUN
cana-5916	325	2	.	.	PUNCT
cana-5916	326	1	sci	sci	PROPN
cana-5916	326	2	.	.	PROPN
cana-5916	326	3	2018	2018	NUM
cana-5916	326	4	,	,	PUNCT
cana-5916	326	5	152	152	NUM
cana-5916	326	6	,	,	PUNCT
cana-5916	326	7	60–69	60–69	NUM
cana-5916	326	8	.	.	PUNCT
cana-5916	327	1	[	[	X
cana-5916	327	2	30	30	NUM
cana-5916	327	3	]	]	X
cana-5916	327	4	barupal	barupal	NOUN
cana-5916	327	5	,	,	PUNCT
cana-5916	327	6	d.k	d.k	PROPN
cana-5916	327	7	.	.	PROPN
cana-5916	327	8	;	;	PUNCT
cana-5916	327	9	fiehn	fiehn	PROPN
cana-5916	327	10	,	,	PUNCT
cana-5916	327	11	o.	o.	NOUN
cana-5916	327	12	generating	generate	VERB
cana-5916	327	13	the	the	DET
cana-5916	327	14	blood	blood	NOUN
cana-5916	327	15	exposome	exposome	NOUN
cana-5916	327	16	database	database	NOUN
cana-5916	327	17	using	use	VERB
cana-5916	327	18	a	a	DET
cana-5916	327	19	comprehensive	comprehensive	ADJ
cana-5916	327	20	text	text	NOUN
cana-5916	327	21	mining	mining	NOUN
cana-5916	327	22	and	and	CCONJ
cana-5916	327	23	database	database	NOUN
cana-5916	327	24	fusion	fusion	NOUN
cana-5916	327	25	approach	approach	NOUN
cana-5916	327	26	.	.	PUNCT
cana-5916	328	1	environ	environ	PROPN
cana-5916	328	2	.	.	PUNCT
cana-5916	328	3	health	health	NOUN
cana-5916	328	4	perspect	perspect	NOUN
cana-5916	328	5	.	.	PUNCT
cana-5916	329	1	2019	2019	NUM
cana-5916	329	2	,	,	PUNCT
cana-5916	329	3	127	127	NUM
cana-5916	329	4	,	,	PUNCT
cana-5916	329	5	2825–2830	2825–2830	NUM
cana-5916	329	6	.	.	PUNCT
cana-5916	330	1	[	[	X
cana-5916	330	2	31	31	NUM
cana-5916	330	3	]	]	X
cana-5916	330	4	mckinney	mckinney	PROPN
cana-5916	330	5	,	,	PUNCT
cana-5916	330	6	w.	w.	PROPN
cana-5916	330	7	data	data	PROPN
cana-5916	330	8	structures	structure	NOUN
cana-5916	330	9	for	for	ADP
cana-5916	330	10	statistical	statistical	ADJ
cana-5916	330	11	computing	computing	NOUN
cana-5916	330	12	in	in	ADP
cana-5916	330	13	python	python	PROPN
cana-5916	330	14	.	.	PUNCT
cana-5916	331	1	in	in	ADP
cana-5916	331	2	proceedings	proceeding	NOUN
cana-5916	331	3	of	of	ADP
cana-5916	331	4	the	the	DET
cana-5916	331	5	proceedings	proceeding	NOUN
cana-5916	331	6	of	of	ADP
cana-5916	331	7	the	the	DET
cana-5916	331	8	9th	9th	ADJ
cana-5916	331	9	python	python	NOUN
cana-5916	331	10	in	in	ADP
cana-5916	331	11	science	science	NOUN
cana-5916	331	12	conference	conference	PROPN
cana-5916	331	13	,	,	PUNCT
cana-5916	331	14	austin	austin	PROPN
cana-5916	331	15	,	,	PUNCT
cana-5916	331	16	tx	tx	PROPN
cana-5916	331	17	,	,	PUNCT
cana-5916	331	18	usa	usa	PROPN
cana-5916	331	19	,	,	PUNCT
cana-5916	331	20	28	28	NUM
cana-5916	331	21	june–3	june–3	PROPN
cana-5916	331	22	july	july	PROPN
cana-5916	331	23	2010	2010	NUM
cana-5916	331	24	;	;	PUNCT
cana-5916	331	25	volume	volume	NOUN
cana-5916	331	26	445	445	NUM
cana-5916	331	27	,	,	PUNCT
cana-5916	331	28	pp	pp	ADJ
cana-5916	331	29	.	.	PUNCT
cana-5916	332	1	56	56	NUM
cana-5916	332	2	–	–	SYM
cana-5916	332	3	61	61	NUM
cana-5916	332	4	.	.	PUNCT
cana-5916	333	1	[	[	X
cana-5916	333	2	32	32	NUM
cana-5916	333	3	]	]	X
cana-5916	333	4	jin	jin	PROPN
cana-5916	333	5	,	,	PUNCT
cana-5916	333	6	z.	z.	PROPN
cana-5916	333	7	;	;	PUNCT
cana-5916	333	8	shang	shang	PROPN
cana-5916	333	9	,	,	PUNCT
cana-5916	333	10	j.	j.	PROPN
cana-5916	333	11	;	;	PUNCT
cana-5916	333	12	zhu	zhu	PROPN
cana-5916	333	13	,	,	PUNCT
cana-5916	333	14	q.	q.	PROPN
cana-5916	333	15	;	;	PUNCT
cana-5916	333	16	ling	ling	PROPN
cana-5916	333	17	,	,	PUNCT
cana-5916	333	18	c.	c.	PROPN
cana-5916	333	19	;	;	PUNCT
cana-5916	333	20	xie	xie	PROPN
cana-5916	333	21	,	,	PUNCT
cana-5916	333	22	w.	w.	PROPN
cana-5916	333	23	;	;	PUNCT
cana-5916	333	24	qiang	qiang	PROPN
cana-5916	333	25	,	,	PUNCT
cana-5916	333	26	b.	b.	PROPN
cana-5916	333	27	rfrsf	rfrsf	PROPN
cana-5916	333	28	:	:	PUNCT
cana-5916	333	29	employee	employee	NOUN
cana-5916	333	30	turnover	turnover	NOUN
cana-5916	333	31	prediction	prediction	NOUN
cana-5916	333	32	based	base	VERB
cana-5916	333	33	on	on	ADP
cana-5916	333	34	random	random	ADJ
cana-5916	333	35	forests	forest	NOUN
cana-5916	333	36	and	and	CCONJ
cana-5916	333	37	survival	survival	NOUN
cana-5916	333	38	analysis	analysis	NOUN
cana-5916	333	39	.	.	PUNCT
cana-5916	334	1	in	in	ADP
cana-5916	334	2	lecture	lecture	NOUN
cana-5916	334	3	notes	note	NOUN
cana-5916	334	4	in	in	ADP
cana-5916	334	5	computer	computer	NOUN
cana-5916	334	6	science	science	NOUN
cana-5916	334	7	(	(	PUNCT
cana-5916	334	8	including	include	VERB
cana-5916	334	9	subseries	subserie	NOUN
cana-5916	334	10	lecture	lecture	VERB
cana-5916	334	11	notes	note	NOUN
cana-5916	334	12	in	in	ADP
cana-5916	334	13	artificial	artificial	ADJ
cana-5916	334	14	intelligence	intelligence	NOUN
cana-5916	334	15	and	and	CCONJ
cana-5916	334	16	lecture	lecture	NOUN
cana-5916	334	17	notes	note	NOUN
cana-5916	334	18	in	in	ADP
cana-5916	334	19	bioinformatics	bioinformatics	NOUN
cana-5916	334	20	)	)	PUNCT
cana-5916	334	21	;	;	PUNCT
cana-5916	334	22	springer	springer	NOUN
cana-5916	334	23	:	:	PUNCT
cana-5916	334	24	berlin	berlin	PROPN
cana-5916	334	25	/	/	SYM
cana-5916	334	26	heidelberg	heidelberg	PROPN
cana-5916	334	27	,	,	PUNCT
cana-5916	334	28	germany	germany	PROPN
cana-5916	334	29	,	,	PUNCT
cana-5916	334	30	2020	2020	NUM
cana-5916	334	31	;	;	PUNCT
cana-5916	334	32	volume	volume	NOUN
cana-5916	334	33	12343	12343	NUM
cana-5916	334	34	,	,	PUNCT
cana-5916	334	35	pp	pp	X
cana-5916	334	36	.	.	PUNCT
cana-5916	335	1	503–515	503–515	NUM
cana-5916	335	2	;	;	PUNCT
cana-5916	335	3	isbn	isbn	ADJ
cana-5916	335	4	9783030620073	9783030620073	NUM
cana-5916	335	5	.	.	PUNCT
cana-5916	336	1	[	[	X
cana-5916	336	2	33	33	NUM
cana-5916	336	3	]	]	PUNCT
cana-5916	336	4	bendib	bendib	NOUN
cana-5916	336	5	,	,	PUNCT
cana-5916	336	6	t.	t.	PROPN
cana-5916	336	7	;	;	PUNCT
cana-5916	336	8	bencherif	bencherif	PROPN
cana-5916	336	9	,	,	PUNCT
cana-5916	336	10	h.	h.	PROPN
cana-5916	336	11	;	;	PUNCT
cana-5916	336	12	abdi	abdi	PROPN
cana-5916	336	13	,	,	PUNCT
cana-5916	336	14	m.a	m.a	PROPN
cana-5916	336	15	.	.	PROPN
cana-5916	336	16	;	;	PUNCT
cana-5916	336	17	meddour	meddour	PROPN
cana-5916	336	18	,	,	PUNCT
cana-5916	336	19	f.	f.	PROPN
cana-5916	336	20	;	;	PUNCT
cana-5916	336	21	dehimi	dehimi	PROPN
cana-5916	336	22	,	,	PUNCT
cana-5916	336	23	l.	l.	PROPN
cana-5916	336	24	;	;	PUNCT
cana-5916	336	25	chahdi	chahdi	NOUN
cana-5916	336	26	,	,	PUNCT
cana-5916	336	27	m.	m.	NOUN
cana-5916	336	28	combined	combine	VERB
cana-5916	336	29	opticalelectrical	opticalelectrical	ADJ
cana-5916	336	30	modeling	modeling	NOUN
cana-5916	336	31	of	of	ADP
cana-5916	336	32	perovskite	perovskite	ADJ
cana-5916	336	33	solar	solar	ADJ
cana-5916	336	34	cell	cell	NOUN
cana-5916	336	35	with	with	ADP
cana-5916	336	36	an	an	DET
cana-5916	336	37	optimized	optimize	VERB
cana-5916	336	38	design	design	NOUN
cana-5916	336	39	.	.	PUNCT
cana-5916	337	1	opt	opt	PROPN
cana-5916	337	2	.	.	PUNCT
cana-5916	338	1	mater	mater	NOUN
cana-5916	338	2	.	.	PUNCT
cana-5916	339	1	2020	2020	NUM
cana-5916	339	2	,	,	PUNCT
cana-5916	339	3	109	109	NUM
cana-5916	339	4	,	,	PUNCT
cana-5916	339	5	110259	110259	NUM
cana-5916	339	6	.	.	PUNCT