id	sid	tid	token	lemma	pos
asir-55250	1	1	applied	apply	VERB
asir-55250	1	2	science	science	NOUN
asir-55250	1	3	and	and	CCONJ
asir-55250	1	4	innovative	innovative	ADJ
asir-55250	1	5	research	research	NOUN
asir-55250	1	6	issn	issn	VERB
asir-55250	1	7	2474	2474	NUM
asir-55250	1	8	-	-	SYM
asir-55250	1	9	4972	4972	NUM
asir-55250	1	10	(	(	PUNCT
asir-55250	1	11	print	print	NOUN
asir-55250	1	12	)	)	PUNCT
asir-55250	1	13	issn	issn	VERB
asir-55250	1	14	2474	2474	NUM
asir-55250	1	15	-	-	SYM
asir-55250	1	16	4980	4980	NUM
asir-55250	1	17	(	(	PUNCT
asir-55250	1	18	online	online	ADJ
asir-55250	1	19	)	)	PUNCT
asir-55250	1	20	vol	vol	NOUN
asir-55250	1	21	.	.	NOUN
asir-55250	1	22	8	8	NUM
asir-55250	1	23	,	,	PUNCT
asir-55250	1	24	no	no	INTJ
asir-55250	1	25	.	.	NOUN
asir-55250	1	26	4	4	NUM
asir-55250	1	27	,	,	PUNCT
asir-55250	1	28	2024	2024	NUM
asir-55250	1	29	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	1	30	92	92	NUM
asir-55250	1	31	original	original	ADJ
asir-55250	1	32	paper	paper	NOUN
asir-55250	1	33	the	the	DET
asir-55250	1	34	fault	fault	NOUN
asir-55250	1	35	diagnosis	diagnosis	NOUN
asir-55250	1	36	method	method	NOUN
asir-55250	1	37	for	for	ADP
asir-55250	1	38	photovoltaic	photovoltaic	NOUN
asir-55250	1	39	modules	module	NOUN
asir-55250	1	40	based	base	VERB
asir-55250	1	41	on	on	ADP
asir-55250	1	42	machine	machine	NOUN
asir-55250	1	43	learning	learn	VERB
asir-55250	1	44	qiheng	qiheng	NOUN
asir-55250	1	45	li1	li1	NOUN
asir-55250	1	46	,	,	PUNCT
asir-55250	1	47	yubo	yubo	ADJ
asir-55250	1	48	cui1	cui1	PROPN
asir-55250	1	49	,	,	PUNCT
asir-55250	1	50	jingyu	jingyu	PROPN
asir-55250	1	51	zhang1	zhang1	PROPN
asir-55250	1	52	,	,	PUNCT
asir-55250	1	53	yandong	yandong	PROPN
asir-55250	1	54	liu1	liu1	PROPN
asir-55250	1	55	&	&	CCONJ
asir-55250	1	56	li	li	PROPN
asir-55250	1	57	zhang1	zhang1	PROPN
asir-55250	2	1	1	1	NUM
asir-55250	2	2	yangtze	yangtze	PROPN
asir-55250	2	3	normal	normal	ADJ
asir-55250	2	4	university	university	NOUN
asir-55250	2	5	,	,	PUNCT
asir-55250	2	6	fuling	fuling	NOUN
asir-55250	2	7	,	,	PUNCT
asir-55250	2	8	chongqing	chongqing	PROPN
asir-55250	2	9	408100	408100	NUM
asir-55250	2	10	,	,	PUNCT
asir-55250	2	11	china	china	PROPN
asir-55250	2	12	received	receive	VERB
asir-55250	2	13	:	:	PUNCT
asir-55250	2	14	october	october	PROPN
asir-55250	2	15	3	3	NUM
asir-55250	2	16	,	,	PUNCT
asir-55250	2	17	2024	2024	NUM
asir-55250	2	18	accepted	accept	VERB
asir-55250	2	19	:	:	PUNCT
asir-55250	2	20	october	october	PROPN
asir-55250	2	21	22	22	NUM
asir-55250	2	22	,	,	PUNCT
asir-55250	2	23	2024	2024	NUM
asir-55250	2	24	online	online	ADV
asir-55250	2	25	published	publish	VERB
asir-55250	2	26	:	:	PUNCT
asir-55250	2	27	october	october	PROPN
asir-55250	2	28	31	31	NUM
asir-55250	2	29	,	,	PUNCT
asir-55250	2	30	2024	2024	NUM
asir-55250	2	31	doi:10.22158	doi:10.22158	NOUN
asir-55250	2	32	/	/	SYM
asir-55250	2	33	asir.v8n4p92	asir.v8n4p92	NOUN
asir-55250	2	34	url	url	PROPN
asir-55250	2	35	:	:	PUNCT
asir-55250	2	36	http://doi.org/10.22158/asir.v8n4p92	http://doi.org/10.22158/asir.v8n4p92	X
asir-55250	2	37	abstract	abstract	ADJ
asir-55250	2	38	based	base	VERB
asir-55250	2	39	on	on	ADP
asir-55250	2	40	the	the	DET
asir-55250	2	41	urban	urban	ADJ
asir-55250	2	42	natural	natural	ADJ
asir-55250	2	43	gas	gas	NOUN
asir-55250	2	44	pipeline	pipeline	NOUN
asir-55250	2	45	accident	accident	NOUN
asir-55250	2	46	statistics	statistic	NOUN
asir-55250	2	47	and	and	CCONJ
asir-55250	2	48	semi	semi	ADJ
asir-55250	2	49	-	-	ADJ
asir-55250	2	50	quantitative	quantitative	ADJ
asir-55250	2	51	risk	risk	NOUN
asir-55250	2	52	evaluation	evaluation	NOUN
asir-55250	2	53	index	index	NOUN
asir-55250	2	54	system	system	NOUN
asir-55250	2	55	,	,	PUNCT
asir-55250	2	56	this	this	DET
asir-55250	2	57	paper	paper	NOUN
asir-55250	2	58	applies	apply	VERB
asir-55250	2	59	bayesian	bayesian	NOUN
asir-55250	2	60	network	network	NOUN
asir-55250	2	61	to	to	PART
asir-55250	2	62	establish	establish	VERB
asir-55250	2	63	a	a	DET
asir-55250	2	64	network	network	NOUN
asir-55250	2	65	model	model	NOUN
asir-55250	2	66	between	between	ADP
asir-55250	2	67	various	various	ADJ
asir-55250	2	68	types	type	NOUN
asir-55250	2	69	of	of	ADP
asir-55250	2	70	risk	risk	NOUN
asir-55250	2	71	factors	factor	NOUN
asir-55250	2	72	and	and	CCONJ
asir-55250	2	73	the	the	DET
asir-55250	2	74	risk	risk	NOUN
asir-55250	2	75	of	of	ADP
asir-55250	2	76	natural	natural	ADJ
asir-55250	2	77	gas	gas	NOUN
asir-55250	2	78	pipeline	pipeline	NOUN
asir-55250	2	79	failure	failure	NOUN
asir-55250	2	80	.	.	PUNCT
asir-55250	3	1	the	the	DET
asir-55250	3	2	em	em	PROPN
asir-55250	3	3	algorithm	algorithm	NOUN
asir-55250	3	4	was	be	AUX
asir-55250	3	5	used	use	VERB
asir-55250	3	6	to	to	PART
asir-55250	3	7	learn	learn	VERB
asir-55250	3	8	from	from	ADP
asir-55250	3	9	the	the	DET
asir-55250	3	10	statistical	statistical	ADJ
asir-55250	3	11	accident	accident	NOUN
asir-55250	3	12	data	datum	NOUN
asir-55250	3	13	to	to	PART
asir-55250	3	14	obtain	obtain	VERB
asir-55250	3	15	the	the	DET
asir-55250	3	16	parameters	parameter	NOUN
asir-55250	3	17	of	of	ADP
asir-55250	3	18	the	the	DET
asir-55250	3	19	model	model	NOUN
asir-55250	3	20	.	.	PUNCT
asir-55250	4	1	based	base	VERB
asir-55250	4	2	on	on	ADP
asir-55250	4	3	the	the	DET
asir-55250	4	4	principle	principle	NOUN
asir-55250	4	5	of	of	ADP
asir-55250	4	6	evidential	evidential	ADJ
asir-55250	4	7	reasoning	reasoning	NOUN
asir-55250	4	8	in	in	ADP
asir-55250	4	9	reverse	reverse	NOUN
asir-55250	4	10	,	,	PUNCT
asir-55250	4	11	the	the	DET
asir-55250	4	12	probability	probability	NOUN
asir-55250	4	13	of	of	ADP
asir-55250	4	14	occurrence	occurrence	NOUN
asir-55250	4	15	of	of	ADP
asir-55250	4	16	all	all	DET
asir-55250	4	17	risk	risk	NOUN
asir-55250	4	18	indicators	indicator	NOUN
asir-55250	4	19	can	can	AUX
asir-55250	4	20	be	be	AUX
asir-55250	4	21	obtained	obtain	VERB
asir-55250	4	22	when	when	SCONJ
asir-55250	4	23	the	the	DET
asir-55250	4	24	probability	probability	NOUN
asir-55250	4	25	of	of	ADP
asir-55250	4	26	occurrence	occurrence	NOUN
asir-55250	4	27	of	of	ADP
asir-55250	4	28	urban	urban	ADJ
asir-55250	4	29	natural	natural	ADJ
asir-55250	4	30	gas	gas	NOUN
asir-55250	4	31	pipeline	pipeline	NOUN
asir-55250	4	32	accidents	accident	NOUN
asir-55250	4	33	is	be	AUX
asir-55250	4	34	100	100	NUM
asir-55250	4	35	%	%	NOUN
asir-55250	4	36	,	,	PUNCT
asir-55250	4	37	the	the	DET
asir-55250	4	38	index	index	NOUN
asir-55250	4	39	weight	weight	NOUN
asir-55250	4	40	is	be	AUX
asir-55250	4	41	obtained	obtain	VERB
asir-55250	4	42	by	by	ADP
asir-55250	4	43	normalizing	normalize	VERB
asir-55250	4	44	the	the	DET
asir-55250	4	45	occurrence	occurrence	NOUN
asir-55250	4	46	probability	probability	NOUN
asir-55250	4	47	.	.	PUNCT
asir-55250	5	1	on	on	ADP
asir-55250	5	2	this	this	DET
asir-55250	5	3	basis	basis	NOUN
asir-55250	5	4	,	,	PUNCT
asir-55250	5	5	this	this	DET
asir-55250	5	6	paper	paper	NOUN
asir-55250	5	7	develops	develop	VERB
asir-55250	5	8	an	an	DET
asir-55250	5	9	efficient	efficient	ADJ
asir-55250	5	10	urban	urban	ADJ
asir-55250	5	11	natural	natural	ADJ
asir-55250	5	12	gas	gas	NOUN
asir-55250	5	13	pipeline	pipeline	NOUN
asir-55250	5	14	integrity	integrity	NOUN
asir-55250	5	15	risk	risk	NOUN
asir-55250	5	16	identification	identification	NOUN
asir-55250	5	17	and	and	CCONJ
asir-55250	5	18	management	management	NOUN
asir-55250	5	19	software	software	NOUN
asir-55250	5	20	.	.	PUNCT
asir-55250	6	1	the	the	DET
asir-55250	6	2	software	software	NOUN
asir-55250	6	3	can	can	AUX
asir-55250	6	4	realize	realize	VERB
asir-55250	6	5	the	the	DET
asir-55250	6	6	basic	basic	ADJ
asir-55250	6	7	data	data	NOUN
asir-55250	6	8	management	management	NOUN
asir-55250	6	9	of	of	ADP
asir-55250	6	10	urban	urban	ADJ
asir-55250	6	11	natural	natural	ADJ
asir-55250	6	12	gas	gas	NOUN
asir-55250	6	13	pipeline	pipeline	NOUN
asir-55250	6	14	system	system	NOUN
asir-55250	6	15	,	,	PUNCT
asir-55250	6	16	pipeline	pipeline	NOUN
asir-55250	6	17	relative	relative	ADJ
asir-55250	6	18	risk	risk	NOUN
asir-55250	6	19	value	value	NOUN
asir-55250	6	20	calculation	calculation	NOUN
asir-55250	6	21	,	,	PUNCT
asir-55250	6	22	pipeline	pipeline	NOUN
asir-55250	6	23	risk	risk	NOUN
asir-55250	6	24	level	level	NOUN
asir-55250	6	25	calculation	calculation	NOUN
asir-55250	6	26	and	and	CCONJ
asir-55250	6	27	other	other	ADJ
asir-55250	6	28	functions	function	NOUN
asir-55250	6	29	,	,	PUNCT
asir-55250	6	30	and	and	CCONJ
asir-55250	6	31	the	the	DET
asir-55250	6	32	results	result	NOUN
asir-55250	6	33	are	be	AUX
asir-55250	6	34	visualized	visualize	VERB
asir-55250	6	35	.	.	PUNCT
asir-55250	7	1	finally	finally	ADV
asir-55250	7	2	,	,	PUNCT
asir-55250	7	3	the	the	DET
asir-55250	7	4	practicability	practicability	NOUN
asir-55250	7	5	and	and	CCONJ
asir-55250	7	6	effectiveness	effectiveness	NOUN
asir-55250	7	7	of	of	ADP
asir-55250	7	8	the	the	DET
asir-55250	7	9	model	model	NOUN
asir-55250	7	10	and	and	CCONJ
asir-55250	7	11	software	software	NOUN
asir-55250	7	12	are	be	AUX
asir-55250	7	13	verified	verify	VERB
asir-55250	7	14	by	by	ADP
asir-55250	7	15	a	a	DET
asir-55250	7	16	case	case	NOUN
asir-55250	7	17	of	of	ADP
asir-55250	7	18	natural	natural	ADJ
asir-55250	7	19	gas	gas	NOUN
asir-55250	7	20	pipeline	pipeline	NOUN
asir-55250	7	21	evaluation	evaluation	NOUN
asir-55250	7	22	in	in	ADP
asir-55250	7	23	a	a	DET
asir-55250	7	24	block	block	NOUN
asir-55250	7	25	.	.	PUNCT
asir-55250	8	1	keywords	keyword	VERB
asir-55250	8	2	machine	machine	NOUN
asir-55250	8	3	learning	learning	NOUN
asir-55250	8	4	,	,	PUNCT
asir-55250	8	5	pv	pv	NOUN
asir-55250	8	6	module	module	NOUN
asir-55250	8	7	,	,	PUNCT
asir-55250	8	8	fault	fault	VERB
asir-55250	8	9	diagnosis	diagnosis	NOUN
asir-55250	8	10	1	1	NUM
asir-55250	8	11	.	.	PUNCT
asir-55250	9	1	introduction	introduction	NOUN
asir-55250	9	2	the	the	DET
asir-55250	9	3	main	main	ADJ
asir-55250	9	4	problem	problem	NOUN
asir-55250	9	5	in	in	ADP
asir-55250	9	6	the	the	DET
asir-55250	9	7	development	development	NOUN
asir-55250	9	8	of	of	ADP
asir-55250	9	9	photovoltaic	photovoltaic	NOUN
asir-55250	9	10	power	power	NOUN
asir-55250	9	11	generation	generation	NOUN
asir-55250	9	12	is	be	AUX
asir-55250	9	13	that	that	SCONJ
asir-55250	9	14	photovoltaic	photovoltaic	NOUN
asir-55250	9	15	modules	module	NOUN
asir-55250	9	16	are	be	AUX
asir-55250	9	17	prone	prone	ADJ
asir-55250	9	18	to	to	ADP
asir-55250	9	19	failure	failure	NOUN
asir-55250	9	20	.	.	PUNCT
asir-55250	10	1	the	the	DET
asir-55250	10	2	three	three	NUM
asir-55250	10	3	major	major	ADJ
asir-55250	10	4	factors	factor	NOUN
asir-55250	10	5	(	(	PUNCT
asir-55250	10	6	yang	yang	PROPN
asir-55250	10	7	guangqiao	guangqiao	PROPN
asir-55250	10	8	,	,	PUNCT
asir-55250	10	9	liu	liu	PROPN
asir-55250	10	10	bingfeng	bingfeng	PROPN
asir-55250	10	11	,	,	PUNCT
asir-55250	10	12	&	&	CCONJ
asir-55250	10	13	xu	xu	PROPN
asir-55250	10	14	xiaolong	xiaolong	PROPN
asir-55250	10	15	,	,	PUNCT
asir-55250	10	16	2024	2024	NUM
asir-55250	10	17	)	)	PUNCT
asir-55250	10	18	of	of	ADP
asir-55250	10	19	multiple	multiple	ADJ
asir-55250	10	20	photovoltaic	photovoltaic	NOUN
asir-55250	10	21	modules	module	NOUN
asir-55250	10	22	,	,	PUNCT
asir-55250	10	23	large	large	ADJ
asir-55250	10	24	size	size	NOUN
asir-55250	10	25	of	of	ADP
asir-55250	10	26	photovoltaic	photovoltaic	NOUN
asir-55250	10	27	panels	panel	NOUN
asir-55250	10	28	,	,	PUNCT
asir-55250	10	29	and	and	CCONJ
asir-55250	10	30	harsh	harsh	ADJ
asir-55250	10	31	environmental	environmental	ADJ
asir-55250	10	32	conditions	condition	NOUN
asir-55250	10	33	in	in	ADP
asir-55250	10	34	photovoltaic	photovoltaic	NOUN
asir-55250	10	35	usage	usage	NOUN
asir-55250	10	36	areas	area	NOUN
asir-55250	10	37	make	make	VERB
asir-55250	10	38	it	it	PRON
asir-55250	10	39	easy	easy	ADJ
asir-55250	10	40	for	for	ADP
asir-55250	10	41	photovoltaic	photovoltaic	NOUN
asir-55250	10	42	panels	panel	NOUN
asir-55250	10	43	to	to	ADP
asir-55250	10	44	malfunction	malfunction	NOUN
asir-55250	10	45	during	during	ADP
asir-55250	10	46	installation	installation	NOUN
asir-55250	10	47	and	and	CCONJ
asir-55250	10	48	use	use	NOUN
asir-55250	10	49	.	.	PUNCT
asir-55250	11	1	failure	failure	NOUN
asir-55250	11	2	to	to	PART
asir-55250	11	3	replace	replace	VERB
asir-55250	11	4	them	they	PRON
asir-55250	11	5	in	in	ADP
asir-55250	11	6	a	a	DET
asir-55250	11	7	timely	timely	ADJ
asir-55250	11	8	manner	manner	NOUN
asir-55250	11	9	can	can	AUX
asir-55250	11	10	reduce	reduce	VERB
asir-55250	11	11	power	power	NOUN
asir-55250	11	12	generation	generation	NOUN
asir-55250	11	13	efficiency	efficiency	NOUN
asir-55250	11	14	(	(	PUNCT
asir-55250	11	15	jaffery	jaffery	PROPN
asir-55250	11	16	,	,	PUNCT
asir-55250	11	17	z.	z.	PROPN
asir-55250	11	18	a.	a.	PROPN
asir-55250	11	19	,	,	PUNCT
asir-55250	11	20	dubey	dubey	PROPN
asir-55250	11	21	,	,	PUNCT
asir-55250	11	22	a.	a.	PROPN
asir-55250	11	23	k.	k.	PROPN
asir-55250	11	24	,	,	PUNCT
asir-55250	11	25	irshad	irshad	VERB
asir-55250	11	26	,	,	PUNCT
asir-55250	11	27	et	et	PROPN
asir-55250	11	28	al	al	PROPN
asir-55250	11	29	.	.	PROPN
asir-55250	11	30	,	,	PUNCT
asir-55250	11	31	2017	2017	NUM
asir-55250	11	32	)	)	PUNCT
asir-55250	11	33	,	,	PUNCT
asir-55250	11	34	increase	increase	VERB
asir-55250	11	35	return	return	NOUN
asir-55250	11	36	cycles	cycle	NOUN
asir-55250	11	37	,	,	PUNCT
asir-55250	11	38	or	or	CCONJ
asir-55250	11	39	even	even	ADV
asir-55250	11	40	burn	burn	VERB
asir-55250	11	41	out	out	ADP
asir-55250	11	42	the	the	DET
asir-55250	11	43	combiner	combiner	NOUN
asir-55250	11	44	box	box	NOUN
asir-55250	11	45	,	,	PUNCT
asir-55250	11	46	affecting	affect	VERB
asir-55250	11	47	the	the	DET
asir-55250	11	48	normal	normal	ADJ
asir-55250	11	49	operation	operation	NOUN
asir-55250	11	50	of	of	ADP
asir-55250	11	51	inverters	inverter	NOUN
asir-55250	11	52	and	and	CCONJ
asir-55250	11	53	causing	cause	VERB
asir-55250	11	54	forest	forest	NOUN
asir-55250	11	55	fires	fire	NOUN
asir-55250	11	56	or	or	CCONJ
asir-55250	11	57	power	power	NOUN
asir-55250	11	58	outages	outage	NOUN
asir-55250	11	59	,	,	PUNCT
asir-55250	11	60	resulting	result	VERB
asir-55250	11	61	in	in	ADP
asir-55250	11	62	property	property	NOUN
asir-55250	11	63	losses	loss	NOUN
asir-55250	11	64	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	11	65	applied	apply	VERB
asir-55250	11	66	science	science	NOUN
asir-55250	11	67	and	and	CCONJ
asir-55250	11	68	innovative	innovative	ADJ
asir-55250	11	69	research	research	NOUN
asir-55250	11	70	vol	vol	NOUN
asir-55250	11	71	.	.	PROPN
asir-55250	12	1	8	8	NUM
asir-55250	12	2	,	,	PUNCT
asir-55250	12	3	no	no	INTJ
asir-55250	12	4	.	.	NOUN
asir-55250	12	5	4	4	NUM
asir-55250	12	6	,	,	PUNCT
asir-55250	12	7	2024	2024	NUM
asir-55250	12	8	93	93	NUM
asir-55250	12	9	published	publish	VERB
asir-55250	12	10	by	by	ADP
asir-55250	12	11	scholink	scholink	PROPN
asir-55250	12	12	inc	inc	PROPN
asir-55250	12	13	.	.	PROPN
asir-55250	12	14	and	and	CCONJ
asir-55250	12	15	a	a	DET
asir-55250	12	16	series	series	NOUN
asir-55250	12	17	of	of	ADP
asir-55250	12	18	other	other	ADJ
asir-55250	12	19	problems	problem	NOUN
asir-55250	12	20	.	.	PUNCT
asir-55250	13	1	at	at	ADP
asir-55250	13	2	present	present	ADJ
asir-55250	13	3	,	,	PUNCT
asir-55250	13	4	the	the	DET
asir-55250	13	5	fault	fault	NOUN
asir-55250	13	6	detection	detection	NOUN
asir-55250	13	7	of	of	ADP
asir-55250	13	8	photovoltaic	photovoltaic	NOUN
asir-55250	13	9	modules	module	NOUN
asir-55250	13	10	mainly	mainly	ADV
asir-55250	13	11	relies	rely	VERB
asir-55250	13	12	on	on	ADP
asir-55250	13	13	manpower	manpower	NOUN
asir-55250	13	14	.	.	PUNCT
asir-55250	14	1	staff	staff	NOUN
asir-55250	14	2	need	need	VERB
asir-55250	14	3	to	to	PART
asir-55250	14	4	carry	carry	VERB
asir-55250	14	5	their	their	PRON
asir-55250	14	6	own	own	ADJ
asir-55250	14	7	testing	testing	NOUN
asir-55250	14	8	instruments	instrument	NOUN
asir-55250	14	9	to	to	ADP
asir-55250	14	10	the	the	DET
asir-55250	14	11	site	site	NOUN
asir-55250	14	12	to	to	PART
asir-55250	14	13	conduct	conduct	VERB
asir-55250	14	14	batch	batch	NOUN
asir-55250	14	15	fault	fault	NOUN
asir-55250	14	16	detection	detection	NOUN
asir-55250	14	17	on	on	ADP
asir-55250	14	18	each	each	DET
asir-55250	14	19	photovoltaic	photovoltaic	NOUN
asir-55250	14	20	module	module	NOUN
asir-55250	14	21	,	,	PUNCT
asir-55250	14	22	record	record	VERB
asir-55250	14	23	the	the	DET
asir-55250	14	24	fault	fault	NOUN
asir-55250	14	25	points	point	NOUN
asir-55250	14	26	,	,	PUNCT
asir-55250	14	27	and	and	CCONJ
asir-55250	14	28	the	the	DET
asir-55250	14	29	workload	workload	NOUN
asir-55250	14	30	is	be	AUX
asir-55250	14	31	large	large	ADJ
asir-55250	14	32	.	.	PUNCT
asir-55250	15	1	in	in	ADP
asir-55250	15	2	addition	addition	NOUN
asir-55250	15	3	,	,	PUNCT
asir-55250	15	4	due	due	ADP
asir-55250	15	5	to	to	ADP
asir-55250	15	6	the	the	DET
asir-55250	15	7	fact	fact	NOUN
asir-55250	15	8	that	that	SCONJ
asir-55250	15	9	solar	solar	ADJ
asir-55250	15	10	photovoltaic	photovoltaic	NOUN
asir-55250	15	11	panels	panel	NOUN
asir-55250	15	12	are	be	AUX
asir-55250	15	13	mostly	mostly	ADV
asir-55250	15	14	distributed	distribute	VERB
asir-55250	15	15	in	in	ADP
asir-55250	15	16	clusters	cluster	NOUN
asir-55250	15	17	in	in	ADP
asir-55250	15	18	the	the	DET
asir-55250	15	19	form	form	NOUN
asir-55250	15	20	of	of	ADP
asir-55250	15	21	arrays	array	NOUN
asir-55250	15	22	and	and	CCONJ
asir-55250	15	23	have	have	VERB
asir-55250	15	24	dense	dense	ADJ
asir-55250	15	25	circuits	circuit	NOUN
asir-55250	15	26	,	,	PUNCT
asir-55250	15	27	it	it	PRON
asir-55250	15	28	is	be	AUX
asir-55250	15	29	difficult	difficult	ADJ
asir-55250	15	30	to	to	PART
asir-55250	15	31	individually	individually	ADV
asir-55250	15	32	test	test	VERB
asir-55250	15	33	the	the	DET
asir-55250	15	34	components	component	NOUN
asir-55250	15	35	.	.	PUNCT
asir-55250	16	1	finally	finally	ADV
asir-55250	16	2	,	,	PUNCT
asir-55250	16	3	at	at	ADP
asir-55250	16	4	present	present	ADJ
asir-55250	16	5	,	,	PUNCT
asir-55250	16	6	the	the	DET
asir-55250	16	7	backup	backup	ADJ
asir-55250	16	8	guarantee	guarantee	NOUN
asir-55250	16	9	system	system	NOUN
asir-55250	16	10	in	in	ADP
asir-55250	16	11	the	the	DET
asir-55250	16	12	photovoltaic	photovoltaic	NOUN
asir-55250	16	13	industry	industry	NOUN
asir-55250	16	14	is	be	AUX
asir-55250	16	15	not	not	PART
asir-55250	16	16	perfect	perfect	ADJ
asir-55250	16	17	(	(	PUNCT
asir-55250	16	18	lu	lu	PROPN
asir-55250	16	19	,	,	PUNCT
asir-55250	16	20	x.	x.	PROPN
asir-55250	16	21	,	,	PUNCT
asir-55250	16	22	lin	lin	PROPN
asir-55250	16	23	,	,	PUNCT
asir-55250	16	24	p.	p.	PROPN
asir-55250	16	25	,	,	PUNCT
asir-55250	16	26	cheng	cheng	PROPN
asir-55250	16	27	,	,	PUNCT
asir-55250	16	28	s.	s.	PROPN
asir-55250	16	29	,	,	PUNCT
asir-55250	16	30	et	et	PROPN
asir-55250	16	31	al	al	PROPN
asir-55250	16	32	.	.	PROPN
asir-55250	16	33	,	,	PUNCT
asir-55250	16	34	2019	2019	NUM
asir-55250	16	35	;	;	PUNCT
asir-55250	16	36	tsanakas	tsanakas	NOUN
asir-55250	16	37	,	,	PUNCT
asir-55250	16	38	j.	j.	PROPN
asir-55250	16	39	a.	a.	PROPN
asir-55250	16	40	,	,	PUNCT
asir-55250	16	41	ha	ha	INTJ
asir-55250	16	42	,	,	PUNCT
asir-55250	16	43	l.	l.	PROPN
asir-55250	16	44	d.	d.	PROPN
asir-55250	16	45	,	,	PUNCT
asir-55250	16	46	&	&	CCONJ
asir-55250	16	47	al	al	PROPN
asir-55250	16	48	shakarchi	shakarchi	PROPN
asir-55250	16	49	,	,	PUNCT
asir-55250	16	50	f.	f.	PROPN
asir-55250	16	51	,	,	PUNCT
asir-55250	16	52	2017	2017	NUM
asir-55250	16	53	)	)	PUNCT
asir-55250	16	54	,	,	PUNCT
asir-55250	16	55	and	and	CCONJ
asir-55250	16	56	there	there	PRON
asir-55250	16	57	is	be	VERB
asir-55250	16	58	a	a	DET
asir-55250	16	59	shortage	shortage	NOUN
asir-55250	16	60	of	of	ADP
asir-55250	16	61	maintenance	maintenance	NOUN
asir-55250	16	62	personnel	personnel	NOUN
asir-55250	16	63	.	.	PUNCT
asir-55250	17	1	many	many	ADJ
asir-55250	17	2	companies	company	NOUN
asir-55250	17	3	outsource	outsource	VERB
asir-55250	17	4	the	the	DET
asir-55250	17	5	completed	complete	VERB
asir-55250	17	6	photovoltaic	photovoltaic	NOUN
asir-55250	17	7	systems	system	NOUN
asir-55250	17	8	to	to	ADP
asir-55250	17	9	other	other	ADJ
asir-55250	17	10	personnel	personnel	NOUN
asir-55250	17	11	for	for	ADP
asir-55250	17	12	subsequent	subsequent	ADJ
asir-55250	17	13	maintenance	maintenance	NOUN
asir-55250	17	14	(	(	PUNCT
asir-55250	17	15	wang	wang	PROPN
asir-55250	17	16	,	,	PUNCT
asir-55250	17	17	w.	w.	PROPN
asir-55250	17	18	,	,	PUNCT
asir-55250	17	19	liu	liu	PROPN
asir-55250	17	20	,	,	PUNCT
asir-55250	17	21	a.	a.	PROPN
asir-55250	17	22	c.	c.	PROPN
asir-55250	17	23	,	,	PUNCT
asir-55250	17	24	chung	chung	PROPN
asir-55250	17	25	,	,	PUNCT
asir-55250	17	26	h.	h.	PROPN
asir-55250	17	27	s.	s.	PROPN
asir-55250	17	28	,	,	PUNCT
asir-55250	17	29	et	et	PROPN
asir-55250	17	30	al	al	PROPN
asir-55250	17	31	.	.	PROPN
asir-55250	17	32	,	,	PUNCT
asir-55250	17	33	2016	2016	NUM
asir-55250	17	34	)	)	PUNCT
asir-55250	17	35	,	,	PUNCT
asir-55250	17	36	which	which	PRON
asir-55250	17	37	not	not	PART
asir-55250	17	38	only	only	ADV
asir-55250	17	39	increases	increase	VERB
asir-55250	17	40	costs	cost	NOUN
asir-55250	17	41	but	but	CCONJ
asir-55250	17	42	also	also	ADV
asir-55250	17	43	reduces	reduce	VERB
asir-55250	17	44	the	the	DET
asir-55250	17	45	efficiency	efficiency	NOUN
asir-55250	17	46	of	of	ADP
asir-55250	17	47	fault	fault	NOUN
asir-55250	17	48	detection	detection	NOUN
asir-55250	17	49	and	and	CCONJ
asir-55250	17	50	troubleshooting	troubleshooting	NOUN
asir-55250	17	51	,	,	PUNCT
asir-55250	17	52	which	which	PRON
asir-55250	17	53	is	be	AUX
asir-55250	17	54	not	not	PART
asir-55250	17	55	conducive	conducive	ADJ
asir-55250	17	56	to	to	ADP
asir-55250	17	57	the	the	DET
asir-55250	17	58	development	development	NOUN
asir-55250	17	59	of	of	ADP
asir-55250	17	60	related	relate	VERB
asir-55250	17	61	enterprises	enterprise	NOUN
asir-55250	17	62	.	.	PUNCT
asir-55250	18	1	in	in	ADP
asir-55250	18	2	response	response	NOUN
asir-55250	18	3	to	to	ADP
asir-55250	18	4	the	the	DET
asir-55250	18	5	above	above	ADJ
asir-55250	18	6	situation	situation	NOUN
asir-55250	18	7	,	,	PUNCT
asir-55250	18	8	it	it	PRON
asir-55250	18	9	is	be	AUX
asir-55250	18	10	not	not	PART
asir-55250	18	11	difficult	difficult	ADJ
asir-55250	18	12	to	to	PART
asir-55250	18	13	find	find	VERB
asir-55250	18	14	that	that	SCONJ
asir-55250	18	15	fault	fault	VERB
asir-55250	18	16	detection	detection	NOUN
asir-55250	18	17	of	of	ADP
asir-55250	18	18	photovoltaic	photovoltaic	NOUN
asir-55250	18	19	modules	module	NOUN
asir-55250	18	20	in	in	ADP
asir-55250	18	21	this	this	DET
asir-55250	18	22	field	field	NOUN
asir-55250	18	23	is	be	AUX
asir-55250	18	24	a	a	DET
asir-55250	18	25	major	major	ADJ
asir-55250	18	26	challenge	challenge	NOUN
asir-55250	18	27	that	that	PRON
asir-55250	18	28	troubles	trouble	VERB
asir-55250	18	29	the	the	DET
asir-55250	18	30	industry	industry	NOUN
asir-55250	18	31	.	.	PUNCT
asir-55250	19	1	specifically	specifically	ADV
asir-55250	19	2	,	,	PUNCT
asir-55250	19	3	it	it	PRON
asir-55250	19	4	is	be	AUX
asir-55250	19	5	reflected	reflect	VERB
asir-55250	19	6	in	in	ADP
asir-55250	19	7	the	the	DET
asir-55250	19	8	difficulty	difficulty	NOUN
asir-55250	19	9	of	of	ADP
asir-55250	19	10	detecting	detect	VERB
asir-55250	19	11	faults	fault	NOUN
asir-55250	19	12	and	and	CCONJ
asir-55250	19	13	fault	fault	NOUN
asir-55250	19	14	areas	area	NOUN
asir-55250	19	15	,	,	PUNCT
asir-55250	19	16	the	the	DET
asir-55250	19	17	difficulty	difficulty	NOUN
asir-55250	19	18	of	of	ADP
asir-55250	19	19	operation	operation	NOUN
asir-55250	19	20	and	and	CCONJ
asir-55250	19	21	maintenance	maintenance	NOUN
asir-55250	19	22	,	,	PUNCT
asir-55250	19	23	and	and	CCONJ
asir-55250	19	24	the	the	DET
asir-55250	19	25	high	high	ADJ
asir-55250	19	26	cost	cost	NOUN
asir-55250	19	27	of	of	ADP
asir-55250	19	28	labor	labor	NOUN
asir-55250	19	29	.	.	PUNCT
asir-55250	20	1	it	it	PRON
asir-55250	20	2	is	be	AUX
asir-55250	20	3	also	also	ADV
asir-55250	20	4	inconvenient	inconvenient	ADJ
asir-55250	20	5	to	to	PART
asir-55250	20	6	detect	detect	VERB
asir-55250	20	7	photovoltaic	photovoltaic	NOUN
asir-55250	20	8	panel	panel	NOUN
asir-55250	20	9	clusters	cluster	NOUN
asir-55250	20	10	separately	separately	ADV
asir-55250	20	11	(	(	PUNCT
asir-55250	20	12	ali	ali	PROPN
asir-55250	20	13	,	,	PUNCT
asir-55250	20	14	m.	m.	PROPN
asir-55250	20	15	h.	h.	PROPN
asir-55250	20	16	,	,	PUNCT
asir-55250	20	17	rabhi	rabhi	PROPN
asir-55250	20	18	,	,	PUNCT
asir-55250	20	19	a.	a.	NOUN
asir-55250	20	20	,	,	PUNCT
asir-55250	20	21	hajjaji	hajjaji	PROPN
asir-55250	20	22	,	,	PUNCT
asir-55250	20	23	a.	a.	PROPN
asir-55250	20	24	e.	e.	PROPN
asir-55250	20	25	,	,	PUNCT
asir-55250	20	26	et	et	PROPN
asir-55250	20	27	al	al	PROPN
asir-55250	20	28	.	.	PROPN
asir-55250	20	29	,	,	PUNCT
asir-55250	20	30	2017	2017	NUM
asir-55250	20	31	)	)	PUNCT
asir-55250	20	32	.	.	PUNCT
asir-55250	21	1	therefore	therefore	ADV
asir-55250	21	2	,	,	PUNCT
asir-55250	21	3	this	this	DET
asir-55250	21	4	project	project	NOUN
asir-55250	21	5	proposes	propose	VERB
asir-55250	21	6	to	to	PART
asir-55250	21	7	apply	apply	VERB
asir-55250	21	8	machine	machine	NOUN
asir-55250	21	9	learning	learning	NOUN
asir-55250	21	10	to	to	ADP
asir-55250	21	11	this	this	DET
asir-55250	21	12	field	field	NOUN
asir-55250	21	13	to	to	PART
asir-55250	21	14	reduce	reduce	VERB
asir-55250	21	15	labor	labor	NOUN
asir-55250	21	16	costs	cost	NOUN
asir-55250	21	17	and	and	CCONJ
asir-55250	21	18	improve	improve	VERB
asir-55250	21	19	detection	detection	NOUN
asir-55250	21	20	efficiency	efficiency	NOUN
asir-55250	21	21	.	.	PUNCT
asir-55250	22	1	in	in	SCONJ
asir-55250	22	2	order	order	NOUN
asir-55250	22	3	to	to	PART
asir-55250	22	4	detect	detect	VERB
asir-55250	22	5	faults	fault	NOUN
asir-55250	22	6	in	in	ADP
asir-55250	22	7	photovoltaic	photovoltaic	NOUN
asir-55250	22	8	arrays	array	VERB
asir-55250	22	9	,	,	PUNCT
asir-55250	22	10	many	many	ADJ
asir-55250	22	11	scholars	scholar	NOUN
asir-55250	22	12	have	have	AUX
asir-55250	22	13	proposed	propose	VERB
asir-55250	22	14	various	various	ADJ
asir-55250	22	15	diagnostic	diagnostic	ADJ
asir-55250	22	16	methods	method	NOUN
asir-55250	22	17	.	.	PUNCT
asir-55250	23	1	the	the	DET
asir-55250	23	2	image	image	NOUN
asir-55250	23	3	-	-	PUNCT
asir-55250	23	4	based	base	VERB
asir-55250	23	5	methods	method	NOUN
asir-55250	23	6	mainly	mainly	ADV
asir-55250	23	7	include	include	VERB
asir-55250	23	8	infrared	infrared	ADJ
asir-55250	23	9	thermal	thermal	ADJ
asir-55250	23	10	images	image	NOUN
asir-55250	23	11	and	and	CCONJ
asir-55250	23	12	current	current	ADJ
asir-55250	23	13	voltage	voltage	NOUN
asir-55250	23	14	signal	signal	NOUN
asir-55250	23	15	images	image	NOUN
asir-55250	23	16	.	.	PUNCT
asir-55250	24	1	the	the	DET
asir-55250	24	2	principle	principle	NOUN
asir-55250	24	3	based	base	VERB
asir-55250	24	4	on	on	ADP
asir-55250	24	5	infrared	infrared	ADJ
asir-55250	24	6	thermal	thermal	ADJ
asir-55250	24	7	imaging	imaging	NOUN
asir-55250	24	8	method	method	NOUN
asir-55250	24	9	is	be	AUX
asir-55250	24	10	that	that	SCONJ
asir-55250	24	11	when	when	SCONJ
asir-55250	24	12	thermal	thermal	ADJ
asir-55250	24	13	spots	spot	NOUN
asir-55250	24	14	appear	appear	VERB
asir-55250	24	15	in	in	ADP
asir-55250	24	16	the	the	DET
asir-55250	24	17	photovoltaic	photovoltaic	NOUN
asir-55250	24	18	array	array	NOUN
asir-55250	24	19	,	,	PUNCT
asir-55250	24	20	the	the	DET
asir-55250	24	21	output	output	NOUN
asir-55250	24	22	characteristics	characteristic	NOUN
asir-55250	24	23	are	be	AUX
asir-55250	24	24	not	not	PART
asir-55250	24	25	abnormal	abnormal	ADJ
asir-55250	24	26	or	or	CCONJ
asir-55250	24	27	the	the	DET
asir-55250	24	28	abnormalities	abnormality	NOUN
asir-55250	24	29	are	be	AUX
asir-55250	24	30	not	not	PART
asir-55250	24	31	obvious	obvious	ADJ
asir-55250	24	32	,	,	PUNCT
asir-55250	24	33	and	and	CCONJ
asir-55250	24	34	it	it	PRON
asir-55250	24	35	is	be	AUX
asir-55250	24	36	difficult	difficult	ADJ
asir-55250	24	37	to	to	PART
asir-55250	24	38	detect	detect	VERB
asir-55250	24	39	faults	fault	NOUN
asir-55250	24	40	only	only	ADV
asir-55250	24	41	from	from	ADP
asir-55250	24	42	the	the	DET
asir-55250	24	43	output	output	NOUN
asir-55250	24	44	characteristics	characteristic	NOUN
asir-55250	24	45	.	.	PUNCT
asir-55250	25	1	however	however	ADV
asir-55250	25	2	,	,	PUNCT
asir-55250	25	3	using	use	VERB
asir-55250	25	4	infrared	infrared	ADJ
asir-55250	25	5	thermal	thermal	ADJ
asir-55250	25	6	imaging	imaging	NOUN
asir-55250	25	7	can	can	AUX
asir-55250	25	8	detect	detect	VERB
asir-55250	25	9	early	early	ADJ
asir-55250	25	10	abnormal	abnormal	ADJ
asir-55250	25	11	thermal	thermal	ADJ
asir-55250	25	12	spots	spot	NOUN
asir-55250	25	13	in	in	ADP
asir-55250	25	14	the	the	DET
asir-55250	25	15	photovoltaic	photovoltaic	NOUN
asir-55250	25	16	array	array	NOUN
asir-55250	25	17	.	.	PUNCT
asir-55250	26	1	this	this	DET
asir-55250	26	2	method	method	NOUN
asir-55250	26	3	can	can	AUX
asir-55250	26	4	detect	detect	VERB
asir-55250	26	5	anomalies	anomaly	NOUN
asir-55250	26	6	in	in	ADP
asir-55250	26	7	photovoltaic	photovoltaic	NOUN
asir-55250	26	8	arrays	array	VERB
asir-55250	26	9	as	as	ADV
asir-55250	26	10	early	early	ADV
asir-55250	26	11	as	as	ADP
asir-55250	26	12	possible	possible	ADJ
asir-55250	26	13	and	and	CCONJ
asir-55250	26	14	has	have	VERB
asir-55250	26	15	an	an	DET
asir-55250	26	16	early	early	ADJ
asir-55250	26	17	fault	fault	NOUN
asir-55250	26	18	warning	warning	NOUN
asir-55250	26	19	function	function	NOUN
asir-55250	26	20	.	.	PUNCT
asir-55250	27	1	the	the	DET
asir-55250	27	2	disadvantage	disadvantage	NOUN
asir-55250	27	3	is	be	AUX
asir-55250	27	4	that	that	SCONJ
asir-55250	27	5	the	the	DET
asir-55250	27	6	equipment	equipment	NOUN
asir-55250	27	7	and	and	CCONJ
asir-55250	27	8	operating	operating	NOUN
asir-55250	27	9	costs	cost	NOUN
asir-55250	27	10	are	be	AUX
asir-55250	27	11	high	high	ADJ
asir-55250	27	12	,	,	PUNCT
asir-55250	27	13	which	which	PRON
asir-55250	27	14	is	be	AUX
asir-55250	27	15	not	not	PART
asir-55250	27	16	conducive	conducive	ADJ
asir-55250	27	17	to	to	ADP
asir-55250	27	18	widespread	widespread	ADJ
asir-55250	27	19	use	use	NOUN
asir-55250	27	20	.	.	PUNCT
asir-55250	28	1	the	the	DET
asir-55250	28	2	i	i	PROPN
asir-55250	28	3	-	-	PUNCT
asir-55250	28	4	v	v	NOUN
asir-55250	28	5	characteristic	characteristic	ADJ
asir-55250	28	6	analysis	analysis	NOUN
asir-55250	28	7	method	method	NOUN
asir-55250	28	8	mainly	mainly	ADV
asir-55250	28	9	uses	use	VERB
asir-55250	28	10	the	the	DET
asir-55250	28	11	comparison	comparison	NOUN
asir-55250	28	12	of	of	ADP
asir-55250	28	13	the	the	DET
asir-55250	28	14	shape	shape	NOUN
asir-55250	28	15	with	with	ADP
asir-55250	28	16	the	the	DET
asir-55250	28	17	normal	normal	ADJ
asir-55250	28	18	i	i	PROPN
asir-55250	28	19	-	-	PUNCT
asir-55250	28	20	v	v	NOUN
asir-55250	28	21	characteristic	characteristic	ADJ
asir-55250	28	22	curve	curve	NOUN
asir-55250	28	23	to	to	PART
asir-55250	28	24	classify	classify	VERB
asir-55250	28	25	faults	fault	NOUN
asir-55250	28	26	.	.	PUNCT
asir-55250	29	1	its	its	PRON
asir-55250	29	2	main	main	ADJ
asir-55250	29	3	methods	method	NOUN
asir-55250	29	4	include	include	VERB
asir-55250	29	5	parameter	parameter	NOUN
asir-55250	29	6	extraction	extraction	NOUN
asir-55250	29	7	method	method	NOUN
asir-55250	29	8	,	,	PUNCT
asir-55250	29	9	difference	difference	NOUN
asir-55250	29	10	comparison	comparison	NOUN
asir-55250	29	11	method	method	NOUN
asir-55250	29	12	,	,	PUNCT
asir-55250	29	13	key	key	ADJ
asir-55250	29	14	point	point	NOUN
asir-55250	29	15	analysis	analysis	NOUN
asir-55250	29	16	method	method	NOUN
asir-55250	29	17	,	,	PUNCT
asir-55250	29	18	etc	etc	X
asir-55250	29	19	.	.	X
asir-55250	29	20	however	however	ADV
asir-55250	29	21	,	,	PUNCT
asir-55250	29	22	most	most	ADJ
asir-55250	29	23	of	of	ADP
asir-55250	29	24	these	these	DET
asir-55250	29	25	methods	method	NOUN
asir-55250	29	26	have	have	VERB
asir-55250	29	27	good	good	ADJ
asir-55250	29	28	accuracy	accuracy	NOUN
asir-55250	29	29	in	in	ADP
asir-55250	29	30	aging	aging	NOUN
asir-55250	29	31	and	and	CCONJ
asir-55250	29	32	shadow	shadow	NOUN
asir-55250	29	33	faults	fault	NOUN
asir-55250	29	34	.	.	PUNCT
asir-55250	30	1	in	in	ADP
asir-55250	30	2	addition	addition	NOUN
asir-55250	30	3	,	,	PUNCT
asir-55250	30	4	most	most	ADJ
asir-55250	30	5	of	of	ADP
asir-55250	30	6	these	these	DET
asir-55250	30	7	methods	method	NOUN
asir-55250	30	8	discriminate	discriminate	VERB
asir-55250	30	9	by	by	ADP
asir-55250	30	10	quantitatively	quantitatively	ADV
asir-55250	30	11	comparing	compare	VERB
asir-55250	30	12	with	with	ADP
asir-55250	30	13	normal	normal	ADJ
asir-55250	30	14	components	component	NOUN
asir-55250	30	15	,	,	PUNCT
asir-55250	30	16	which	which	PRON
asir-55250	30	17	not	not	PART
asir-55250	30	18	only	only	ADV
asir-55250	30	19	has	have	VERB
asir-55250	30	20	low	low	ADJ
asir-55250	30	21	accuracy	accuracy	NOUN
asir-55250	30	22	but	but	CCONJ
asir-55250	30	23	also	also	ADV
asir-55250	30	24	requires	require	VERB
asir-55250	30	25	high	high	ADJ
asir-55250	30	26	discriminator	discriminator	NOUN
asir-55250	30	27	requirements	requirement	NOUN
asir-55250	30	28	,	,	PUNCT
asir-55250	30	29	making	make	VERB
asir-55250	30	30	it	it	PRON
asir-55250	30	31	difficult	difficult	ADJ
asir-55250	30	32	to	to	PART
asir-55250	30	33	promote	promote	VERB
asir-55250	30	34	and	and	CCONJ
asir-55250	30	35	apply	apply	VERB
asir-55250	30	36	in	in	ADP
asir-55250	30	37	large	large	ADJ
asir-55250	30	38	-	-	PUNCT
asir-55250	30	39	scale	scale	NOUN
asir-55250	30	40	photovoltaic	photovoltaic	NOUN
asir-55250	30	41	arrays	array	VERB
asir-55250	30	42	.	.	PUNCT
asir-55250	31	1	in	in	ADP
asir-55250	31	2	recent	recent	ADJ
asir-55250	31	3	years	year	NOUN
asir-55250	31	4	,	,	PUNCT
asir-55250	31	5	the	the	DET
asir-55250	31	6	popularity	popularity	NOUN
asir-55250	31	7	of	of	ADP
asir-55250	31	8	artificial	artificial	ADJ
asir-55250	31	9	intelligence	intelligence	NOUN
asir-55250	31	10	algorithms	algorithm	NOUN
asir-55250	31	11	has	have	AUX
asir-55250	31	12	brought	bring	VERB
asir-55250	31	13	new	new	ADJ
asir-55250	31	14	ideas	idea	NOUN
asir-55250	31	15	to	to	PART
asir-55250	31	16	solve	solve	VERB
asir-55250	31	17	such	such	ADJ
asir-55250	31	18	real	real	ADJ
asir-55250	31	19	-	-	PUNCT
asir-55250	31	20	time	time	NOUN
asir-55250	31	21	fault	fault	NOUN
asir-55250	31	22	diagnosis	diagnosis	NOUN
asir-55250	31	23	problems	problem	NOUN
asir-55250	31	24	,	,	PUNCT
asir-55250	31	25	including	include	VERB
asir-55250	31	26	kernel	kernel	PROPN
asir-55250	31	27	based	base	VERB
asir-55250	31	28	extreme	extreme	ADJ
asir-55250	31	29	learning	learning	NOUN
asir-55250	31	30	machines	machine	NOUN
asir-55250	31	31	(	(	PUNCT
asir-55250	31	32	kelm	kelm	PROPN
asir-55250	31	33	)	)	PUNCT
asir-55250	31	34	,	,	PUNCT
asir-55250	31	35	support	support	VERB
asir-55250	31	36	vector	vector	NOUN
asir-55250	31	37	machines	machine	NOUN
asir-55250	31	38	(	(	PUNCT
asir-55250	31	39	svm	svm	PROPN
asir-55250	31	40	)	)	PUNCT
asir-55250	31	41	(	(	PUNCT
asir-55250	31	42	chen	chen	PROPN
asir-55250	31	43	,	,	PUNCT
asir-55250	31	44	z.	z.	PROPN
asir-55250	31	45	,	,	PUNCT
asir-55250	31	46	wu	wu	PROPN
asir-55250	31	47	,	,	PUNCT
asir-55250	31	48	l.	l.	PROPN
asir-55250	31	49	,	,	PUNCT
asir-55250	31	50	cheng	cheng	PROPN
asir-55250	31	51	,	,	PUNCT
asir-55250	31	52	s.	s.	PROPN
asir-55250	31	53	,	,	PUNCT
asir-55250	31	54	et	et	PROPN
asir-55250	31	55	al	al	PROPN
asir-55250	31	56	.	.	PROPN
asir-55250	31	57	,	,	PUNCT
asir-55250	31	58	2017	2017	NUM
asir-55250	31	59	)	)	PUNCT
asir-55250	31	60	,	,	PUNCT
asir-55250	31	61	ann	ann	PROPN
asir-55250	31	62	(	(	PUNCT
asir-55250	31	63	yi	yi	PROPN
asir-55250	31	64	,	,	PUNCT
asir-55250	31	65	z.	z.	PROPN
asir-55250	31	66	&	&	CCONJ
asir-55250	31	67	etemadi	etemadi	PROPN
asir-55250	31	68	,	,	PUNCT
asir-55250	31	69	a.	a.	PROPN
asir-55250	31	70	h.	h.	PROPN
asir-55250	31	71	,	,	PUNCT
asir-55250	31	72	2017	2017	NUM
asir-55250	31	73	)	)	PUNCT
asir-55250	31	74	,	,	PUNCT
asir-55250	31	75	probabilistic	probabilistic	ADJ
asir-55250	31	76	neural	neural	ADJ
asir-55250	31	77	networks	network	NOUN
asir-55250	31	78	(	(	PUNCT
asir-55250	31	79	mekki	mekki	PROPN
asir-55250	31	80	,	,	PUNCT
asir-55250	31	81	h.	h.	PROPN
asir-55250	31	82	,	,	PUNCT
asir-55250	31	83	mellit	mellit	VERB
asir-55250	31	84	,	,	PUNCT
asir-55250	31	85	a.	a.	PROPN
asir-55250	31	86	,	,	PUNCT
asir-55250	31	87	&	&	CCONJ
asir-55250	31	88	salhi	salhi	PROPN
asir-55250	31	89	,	,	PUNCT
asir-55250	31	90	h.	h.	PROPN
asir-55250	31	91	,	,	PUNCT
asir-55250	31	92	2016	2016	NUM
asir-55250	31	93	)	)	PUNCT
asir-55250	31	94	,	,	PUNCT
asir-55250	31	95	random	random	ADJ
asir-55250	31	96	forests	forest	NOUN
asir-55250	31	97	(	(	PUNCT
asir-55250	31	98	rf	rf	NOUN
asir-55250	31	99	)	)	PUNCT
asir-55250	31	100	(	(	PUNCT
asir-55250	31	101	zhu	zhu	PROPN
asir-55250	31	102	,	,	PUNCT
asir-55250	31	103	h.	h.	PROPN
asir-55250	31	104	,	,	PUNCT
asir-55250	31	105	lu	lu	PROPN
asir-55250	31	106	,	,	PUNCT
asir-55250	31	107	l.	l.	PROPN
asir-55250	31	108	,	,	PUNCT
asir-55250	31	109	yao	yao	PROPN
asir-55250	31	110	,	,	PUNCT
asir-55250	31	111	j.	j.	PROPN
asir-55250	31	112	,	,	PUNCT
asir-55250	31	113	et	et	PROPN
asir-55250	31	114	al	al	PROPN
asir-55250	31	115	.	.	PROPN
asir-55250	31	116	,	,	PUNCT
asir-55250	31	117	2018	2018	NUM
asir-55250	31	118	)	)	PUNCT
asir-55250	31	119	,	,	PUNCT
asir-55250	31	120	etc	etc	X
asir-55250	31	121	.	.	X
asir-55250	31	122	,	,	PUNCT
asir-55250	31	123	which	which	PRON
asir-55250	31	124	have	have	AUX
asir-55250	31	125	been	be	AUX
asir-55250	31	126	applied	apply	VERB
asir-55250	31	127	in	in	ADP
asir-55250	31	128	the	the	DET
asir-55250	31	129	field	field	NOUN
asir-55250	31	130	of	of	ADP
asir-55250	31	131	fault	fault	NOUN
asir-55250	31	132	diagnosis	diagnosis	NOUN
asir-55250	31	133	of	of	ADP
asir-55250	31	134	photovoltaic	photovoltaic	NOUN
asir-55250	31	135	modules	module	NOUN
asir-55250	31	136	/	/	SYM
asir-55250	31	137	arrays	array	VERB
asir-55250	31	138	.	.	PUNCT
asir-55250	32	1	compared	compare	VERB
asir-55250	32	2	with	with	ADP
asir-55250	32	3	traditional	traditional	ADJ
asir-55250	32	4	threshold	threshold	NOUN
asir-55250	32	5	judgment	judgment	NOUN
asir-55250	32	6	methods	method	NOUN
asir-55250	32	7	,	,	PUNCT
asir-55250	32	8	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	32	9	applied	apply	VERB
asir-55250	32	10	science	science	NOUN
asir-55250	32	11	and	and	CCONJ
asir-55250	32	12	innovative	innovative	ADJ
asir-55250	32	13	research	research	NOUN
asir-55250	32	14	vol	vol	NOUN
asir-55250	32	15	.	.	PROPN
asir-55250	32	16	8	8	NUM
asir-55250	32	17	,	,	PUNCT
asir-55250	32	18	no	no	INTJ
asir-55250	32	19	.	.	NOUN
asir-55250	32	20	4	4	NUM
asir-55250	32	21	,	,	PUNCT
asir-55250	32	22	2024	2024	NUM
asir-55250	32	23	94	94	NUM
asir-55250	32	24	published	publish	VERB
asir-55250	32	25	by	by	ADP
asir-55250	32	26	scholink	scholink	PROPN
asir-55250	32	27	inc	inc	PROPN
asir-55250	32	28	.	.	PUNCT
asir-55250	33	1	these	these	DET
asir-55250	33	2	methods	method	NOUN
asir-55250	33	3	greatly	greatly	ADV
asir-55250	33	4	improve	improve	VERB
asir-55250	33	5	the	the	DET
asir-55250	33	6	accuracy	accuracy	NOUN
asir-55250	33	7	of	of	ADP
asir-55250	33	8	photovoltaic	photovoltaic	NOUN
asir-55250	33	9	fault	fault	NOUN
asir-55250	33	10	diagnosis	diagnosis	NOUN
asir-55250	33	11	.	.	PUNCT
asir-55250	34	1	with	with	ADP
asir-55250	34	2	the	the	DET
asir-55250	34	3	development	development	NOUN
asir-55250	34	4	of	of	ADP
asir-55250	34	5	deep	deep	ADJ
asir-55250	34	6	learning	learning	NOUN
asir-55250	34	7	,	,	PUNCT
asir-55250	34	8	there	there	PRON
asir-55250	34	9	are	be	VERB
asir-55250	34	10	more	more	ADV
asir-55250	34	11	deep	deep	ADJ
asir-55250	34	12	level	level	NOUN
asir-55250	34	13	network	network	NOUN
asir-55250	34	14	structures	structure	NOUN
asir-55250	34	15	.	.	PUNCT
asir-55250	35	1	by	by	ADP
asir-55250	35	2	providing	provide	VERB
asir-55250	35	3	stronger	strong	ADJ
asir-55250	35	4	feature	feature	NOUN
asir-55250	35	5	extraction	extraction	NOUN
asir-55250	35	6	capabilities	capability	NOUN
asir-55250	35	7	and	and	CCONJ
asir-55250	35	8	non	non	ADJ
asir-55250	35	9	-	-	ADJ
asir-55250	35	10	linear	linear	ADJ
asir-55250	35	11	function	function	NOUN
asir-55250	35	12	fitting	fitting	ADJ
asir-55250	35	13	abilities	ability	NOUN
asir-55250	35	14	,	,	PUNCT
asir-55250	35	15	this	this	DET
asir-55250	35	16	paper	paper	NOUN
asir-55250	35	17	further	far	ADV
asir-55250	35	18	applies	apply	VERB
asir-55250	35	19	deep	deep	ADJ
asir-55250	35	20	learning	learn	VERB
asir-55250	35	21	algorithms	algorithm	NOUN
asir-55250	35	22	to	to	ADP
asir-55250	35	23	the	the	DET
asir-55250	35	24	field	field	NOUN
asir-55250	35	25	of	of	ADP
asir-55250	35	26	photovoltaic	photovoltaic	NOUN
asir-55250	35	27	fault	fault	NOUN
asir-55250	35	28	diagnosis	diagnosis	NOUN
asir-55250	35	29	,	,	PUNCT
asir-55250	35	30	making	make	VERB
asir-55250	35	31	it	it	PRON
asir-55250	35	32	more	more	ADV
asir-55250	35	33	accurate	accurate	ADJ
asir-55250	35	34	and	and	CCONJ
asir-55250	35	35	stable	stable	ADJ
asir-55250	35	36	.	.	PUNCT
asir-55250	36	1	2	2	X
asir-55250	36	2	.	.	X
asir-55250	36	3	research	research	NOUN
asir-55250	36	4	on	on	ADP
asir-55250	36	5	fault	fault	NOUN
asir-55250	36	6	modeling	modeling	NOUN
asir-55250	36	7	of	of	ADP
asir-55250	36	8	photovoltaic	photovoltaic	NOUN
asir-55250	36	9	arrays	array	VERB
asir-55250	36	10	2.1	2.1	NUM
asir-55250	36	11	establishment	establishment	NOUN
asir-55250	36	12	of	of	ADP
asir-55250	36	13	photovoltaic	photovoltaic	NOUN
asir-55250	36	14	array	array	NOUN
asir-55250	36	15	model	model	VERB
asir-55250	36	16	the	the	DET
asir-55250	36	17	principle	principle	NOUN
asir-55250	36	18	of	of	ADP
asir-55250	36	19	establishing	establish	VERB
asir-55250	36	20	a	a	DET
asir-55250	36	21	photovoltaic	photovoltaic	NOUN
asir-55250	36	22	array	array	NOUN
asir-55250	36	23	model	model	NOUN
asir-55250	36	24	for	for	ADP
asir-55250	36	25	solar	solar	ADJ
asir-55250	36	26	photovoltaic	photovoltaic	NOUN
asir-55250	36	27	power	power	NOUN
asir-55250	36	28	generation	generation	NOUN
asir-55250	36	29	is	be	AUX
asir-55250	36	30	that	that	SCONJ
asir-55250	36	31	photons	photon	NOUN
asir-55250	36	32	in	in	ADP
asir-55250	36	33	sunlight	sunlight	NOUN
asir-55250	36	34	are	be	AUX
asir-55250	36	35	irradiated	irradiate	VERB
asir-55250	36	36	onto	onto	ADP
asir-55250	36	37	the	the	DET
asir-55250	36	38	photovoltaic	photovoltaic	NOUN
asir-55250	36	39	cell	cell	NOUN
asir-55250	36	40	,	,	PUNCT
asir-55250	36	41	and	and	CCONJ
asir-55250	36	42	the	the	DET
asir-55250	36	43	energy	energy	NOUN
asir-55250	36	44	of	of	ADP
asir-55250	36	45	the	the	DET
asir-55250	36	46	photons	photon	NOUN
asir-55250	36	47	is	be	AUX
asir-55250	36	48	absorbed	absorb	VERB
asir-55250	36	49	by	by	ADP
asir-55250	36	50	the	the	DET
asir-55250	36	51	material	material	NOUN
asir-55250	36	52	.	.	PUNCT
asir-55250	37	1	when	when	SCONJ
asir-55250	37	2	the	the	DET
asir-55250	37	3	energy	energy	NOUN
asir-55250	37	4	of	of	ADP
asir-55250	37	5	a	a	DET
asir-55250	37	6	photon	photon	NOUN
asir-55250	37	7	is	be	AUX
asir-55250	37	8	high	high	ADJ
asir-55250	37	9	enough	enough	ADV
asir-55250	37	10	,	,	PUNCT
asir-55250	37	11	it	it	PRON
asir-55250	37	12	will	will	AUX
asir-55250	37	13	excite	excite	VERB
asir-55250	37	14	electrons	electron	NOUN
asir-55250	37	15	in	in	ADP
asir-55250	37	16	photovoltaic	photovoltaic	NOUN
asir-55250	37	17	materials	material	NOUN
asir-55250	37	18	,	,	PUNCT
asir-55250	37	19	causing	cause	VERB
asir-55250	37	20	them	they	PRON
asir-55250	37	21	to	to	PART
asir-55250	37	22	transition	transition	VERB
asir-55250	37	23	from	from	ADP
asir-55250	37	24	the	the	DET
asir-55250	37	25	valence	valence	NOUN
asir-55250	37	26	band	band	NOUN
asir-55250	37	27	to	to	ADP
asir-55250	37	28	the	the	DET
asir-55250	37	29	conduction	conduction	NOUN
asir-55250	37	30	band	band	NOUN
asir-55250	37	31	,	,	PUNCT
asir-55250	37	32	thereby	thereby	ADV
asir-55250	37	33	forming	form	VERB
asir-55250	37	34	free	free	ADJ
asir-55250	37	35	electrons	electron	NOUN
asir-55250	37	36	.	.	PUNCT
asir-55250	38	1	inside	inside	ADP
asir-55250	38	2	a	a	DET
asir-55250	38	3	photovoltaic	photovoltaic	NOUN
asir-55250	38	4	cell	cell	NOUN
asir-55250	38	5	,	,	PUNCT
asir-55250	38	6	there	there	PRON
asir-55250	38	7	is	be	VERB
asir-55250	38	8	usually	usually	ADV
asir-55250	38	9	a	a	DET
asir-55250	38	10	built	build	VERB
asir-55250	38	11	-	-	PUNCT
asir-55250	38	12	in	in	ADP
asir-55250	38	13	electric	electric	ADJ
asir-55250	38	14	field	field	NOUN
asir-55250	38	15	(	(	PUNCT
asir-55250	38	16	formed	form	VERB
asir-55250	38	17	by	by	ADP
asir-55250	38	18	a	a	DET
asir-55250	38	19	p	p	NOUN
asir-55250	38	20	-	-	PUNCT
asir-55250	38	21	n	n	NOUN
asir-55250	38	22	junction	junction	NOUN
asir-55250	38	23	)	)	PUNCT
asir-55250	38	24	that	that	PRON
asir-55250	38	25	separates	separate	VERB
asir-55250	38	26	free	free	ADJ
asir-55250	38	27	electrons	electron	NOUN
asir-55250	38	28	from	from	ADP
asir-55250	38	29	the	the	DET
asir-55250	38	30	remaining	remain	VERB
asir-55250	38	31	holes	hole	NOUN
asir-55250	38	32	(	(	PUNCT
asir-55250	38	33	positive	positive	ADJ
asir-55250	38	34	charges	charge	NOUN
asir-55250	38	35	)	)	PUNCT
asir-55250	38	36	.	.	PUNCT
asir-55250	39	1	the	the	DET
asir-55250	39	2	separated	separate	VERB
asir-55250	39	3	electrons	electron	NOUN
asir-55250	39	4	will	will	AUX
asir-55250	39	5	move	move	VERB
asir-55250	39	6	towards	towards	ADP
asir-55250	39	7	one	one	NUM
asir-55250	39	8	side	side	NOUN
asir-55250	39	9	of	of	ADP
asir-55250	39	10	the	the	DET
asir-55250	39	11	battery	battery	NOUN
asir-55250	39	12	,	,	PUNCT
asir-55250	39	13	while	while	SCONJ
asir-55250	39	14	the	the	DET
asir-55250	39	15	holes	hole	NOUN
asir-55250	39	16	will	will	AUX
asir-55250	39	17	move	move	VERB
asir-55250	39	18	towards	towards	ADP
asir-55250	39	19	the	the	DET
asir-55250	39	20	other	other	ADJ
asir-55250	39	21	side	side	NOUN
asir-55250	39	22	,	,	PUNCT
asir-55250	39	23	forming	form	VERB
asir-55250	39	24	an	an	DET
asir-55250	39	25	electric	electric	ADJ
asir-55250	39	26	current	current	NOUN
asir-55250	39	27	.	.	PUNCT
asir-55250	40	1	when	when	SCONJ
asir-55250	40	2	a	a	DET
asir-55250	40	3	photovoltaic	photovoltaic	NOUN
asir-55250	40	4	cell	cell	NOUN
asir-55250	40	5	is	be	AUX
asir-55250	40	6	connected	connect	VERB
asir-55250	40	7	to	to	ADP
asir-55250	40	8	an	an	DET
asir-55250	40	9	external	external	ADJ
asir-55250	40	10	circuit	circuit	NOUN
asir-55250	40	11	,	,	PUNCT
asir-55250	40	12	electrons	electron	NOUN
asir-55250	40	13	flow	flow	NOUN
asir-55250	40	14	to	to	PART
asir-55250	40	15	generate	generate	VERB
asir-55250	40	16	current	current	ADJ
asir-55250	40	17	and	and	CCONJ
asir-55250	40	18	provide	provide	VERB
asir-55250	40	19	electricity	electricity	NOUN
asir-55250	40	20	.	.	PUNCT
asir-55250	41	1	ultimately	ultimately	ADV
asir-55250	41	2	,	,	PUNCT
asir-55250	41	3	light	light	ADJ
asir-55250	41	4	energy	energy	NOUN
asir-55250	41	5	is	be	AUX
asir-55250	41	6	converted	convert	VERB
asir-55250	41	7	into	into	ADP
asir-55250	41	8	electrical	electrical	ADJ
asir-55250	41	9	energy	energy	NOUN
asir-55250	41	10	for	for	ADP
asir-55250	41	11	supply	supply	NOUN
asir-55250	41	12	to	to	ADP
asir-55250	41	13	loads	load	NOUN
asir-55250	41	14	or	or	CCONJ
asir-55250	41	15	storage	storage	NOUN
asir-55250	41	16	.	.	PUNCT
asir-55250	42	1	at	at	ADP
asir-55250	42	2	present	present	ADJ
asir-55250	42	3	,	,	PUNCT
asir-55250	42	4	most	most	ADJ
asir-55250	42	5	of	of	ADP
asir-55250	42	6	the	the	DET
asir-55250	42	7	models	model	NOUN
asir-55250	42	8	mentioned	mention	VERB
asir-55250	42	9	in	in	ADP
asir-55250	42	10	the	the	DET
asir-55250	42	11	literature	literature	NOUN
asir-55250	42	12	are	be	AUX
asir-55250	42	13	constructed	construct	VERB
asir-55250	42	14	based	base	VERB
asir-55250	42	15	on	on	ADP
asir-55250	42	16	the	the	DET
asir-55250	42	17	i	i	PROPN
asir-55250	42	18	-	-	PUNCT
asir-55250	42	19	v	v	PROPN
asir-55250	42	20	characteristics	characteristic	NOUN
asir-55250	42	21	of	of	ADP
asir-55250	42	22	photovoltaic	photovoltaic	NOUN
asir-55250	42	23	cells	cell	NOUN
asir-55250	42	24	/	/	SYM
asir-55250	42	25	modules	module	NOUN
asir-55250	42	26	,	,	PUNCT
asir-55250	42	27	with	with	ADP
asir-55250	42	28	the	the	DET
asir-55250	42	29	most	most	ADV
asir-55250	42	30	commonly	commonly	ADV
asir-55250	42	31	used	use	VERB
asir-55250	42	32	models	model	NOUN
asir-55250	42	33	being	be	AUX
asir-55250	42	34	the	the	DET
asir-55250	42	35	single	single	ADJ
asir-55250	42	36	diode	diode	NOUN
asir-55250	42	37	model	model	NOUN
asir-55250	42	38	and	and	CCONJ
asir-55250	42	39	the	the	DET
asir-55250	42	40	dual	dual	ADJ
asir-55250	42	41	diode	diode	NOUN
asir-55250	42	42	model	model	NOUN
asir-55250	42	43	(	(	PUNCT
asir-55250	42	44	yang	yang	PROPN
asir-55250	42	45	guangqiao	guangqiao	PROPN
asir-55250	42	46	,	,	PUNCT
asir-55250	42	47	liu	liu	PROPN
asir-55250	42	48	bingfeng	bingfeng	PROPN
asir-55250	42	49	,	,	PUNCT
asir-55250	42	50	&	&	CCONJ
asir-55250	42	51	xu	xu	PROPN
asir-55250	42	52	xiaolong	xiaolong	PROPN
asir-55250	42	53	,	,	PUNCT
asir-55250	42	54	2024	2024	NUM
asir-55250	42	55	)	)	PUNCT
asir-55250	42	56	.	.	PUNCT
asir-55250	43	1	the	the	DET
asir-55250	43	2	specific	specific	ADJ
asir-55250	43	3	structure	structure	NOUN
asir-55250	43	4	is	be	AUX
asir-55250	43	5	shown	show	VERB
asir-55250	43	6	in	in	ADP
asir-55250	43	7	the	the	DET
asir-55250	43	8	following	follow	VERB
asir-55250	43	9	figure	figure	NOUN
asir-55250	43	10	:	:	PUNCT
asir-55250	43	11	figure	figure	NOUN
asir-55250	43	12	1	1	NUM
asir-55250	43	13	.	.	PUNCT
asir-55250	43	14	dual	dual	ADJ
asir-55250	43	15	diode	diode	NOUN
asir-55250	43	16	photovoltaic	photovoltaic	NOUN
asir-55250	43	17	model	model	NOUN
asir-55250	43	18	figure	figure	NOUN
asir-55250	43	19	2	2	NUM
asir-55250	43	20	.	.	PUNCT
asir-55250	43	21	single	single	ADJ
asir-55250	43	22	diode	diode	NOUN
asir-55250	43	23	photovoltaic	photovoltaic	NOUN
asir-55250	43	24	model	model	NOUN
asir-55250	43	25	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	43	26	applied	apply	VERB
asir-55250	43	27	science	science	NOUN
asir-55250	43	28	and	and	CCONJ
asir-55250	43	29	innovative	innovative	ADJ
asir-55250	43	30	research	research	NOUN
asir-55250	43	31	vol	vol	NOUN
asir-55250	43	32	.	.	PROPN
asir-55250	44	1	8	8	NUM
asir-55250	44	2	,	,	PUNCT
asir-55250	44	3	no	no	INTJ
asir-55250	44	4	.	.	NOUN
asir-55250	44	5	4	4	NUM
asir-55250	44	6	,	,	PUNCT
asir-55250	44	7	2024	2024	NUM
asir-55250	44	8	95	95	NUM
asir-55250	44	9	published	publish	VERB
asir-55250	44	10	by	by	ADP
asir-55250	44	11	scholink	scholink	PROPN
asir-55250	44	12	inc	inc	PROPN
asir-55250	44	13	.	.	PROPN
asir-55250	44	14	2.2	2.2	NUM
asir-55250	44	15	photovoltaic	photovoltaic	NOUN
asir-55250	44	16	cell	cell	NOUN
asir-55250	44	17	simulation	simulation	NOUN
asir-55250	44	18	model	model	NOUN
asir-55250	44	19	based	base	VERB
asir-55250	44	20	on	on	ADP
asir-55250	44	21	the	the	DET
asir-55250	44	22	dual	dual	ADJ
asir-55250	44	23	diode	diode	NOUN
asir-55250	44	24	mathematical	mathematical	ADJ
asir-55250	44	25	model	model	NOUN
asir-55250	44	26	of	of	ADP
asir-55250	44	27	the	the	DET
asir-55250	44	28	photovoltaic	photovoltaic	NOUN
asir-55250	44	29	cell	cell	NOUN
asir-55250	44	30	mentioned	mention	VERB
asir-55250	44	31	above	above	ADV
asir-55250	44	32	,	,	PUNCT
asir-55250	44	33	this	this	DET
asir-55250	44	34	section	section	NOUN
asir-55250	44	35	constructed	construct	VERB
asir-55250	44	36	a	a	DET
asir-55250	44	37	simulation	simulation	NOUN
asir-55250	44	38	model	model	NOUN
asir-55250	44	39	of	of	ADP
asir-55250	44	40	the	the	DET
asir-55250	44	41	photovoltaic	photovoltaic	NOUN
asir-55250	44	42	cell	cell	NOUN
asir-55250	44	43	according	accord	VERB
asir-55250	44	44	to	to	ADP
asir-55250	44	45	the	the	DET
asir-55250	44	46	mathematical	mathematical	ADJ
asir-55250	44	47	model	model	NOUN
asir-55250	44	48	(	(	PUNCT
asir-55250	44	49	mekki	mekki	PROPN
asir-55250	44	50	,	,	PUNCT
asir-55250	44	51	h.	h.	PROPN
asir-55250	44	52	,	,	PUNCT
asir-55250	44	53	mellit	mellit	VERB
asir-55250	44	54	,	,	PUNCT
asir-55250	44	55	a.	a.	PROPN
asir-55250	44	56	,	,	PUNCT
asir-55250	44	57	&	&	CCONJ
asir-55250	44	58	salhi	salhi	PROPN
asir-55250	44	59	,	,	PUNCT
asir-55250	44	60	h.	h.	PROPN
asir-55250	44	61	,	,	PUNCT
asir-55250	44	62	2016	2016	NUM
asir-55250	44	63	)	)	PUNCT
asir-55250	44	64	mentioned	mention	VERB
asir-55250	44	65	above	above	ADV
asir-55250	44	66	.	.	PUNCT
asir-55250	45	1	by	by	ADP
asir-55250	45	2	encapsulating	encapsulate	VERB
asir-55250	45	3	the	the	DET
asir-55250	45	4	battery	battery	NOUN
asir-55250	45	5	model	model	NOUN
asir-55250	45	6	in	in	ADP
asir-55250	45	7	the	the	DET
asir-55250	45	8	simulation	simulation	NOUN
asir-55250	45	9	software	software	NOUN
asir-55250	45	10	(	(	PUNCT
asir-55250	45	11	simulink	simulink	PROPN
asir-55250	45	12	)	)	PUNCT
asir-55250	45	13	and	and	CCONJ
asir-55250	45	14	setting	set	VERB
asir-55250	45	15	the	the	DET
asir-55250	45	16	required	require	VERB
asir-55250	45	17	environmental	environmental	ADJ
asir-55250	45	18	parameters	parameter	NOUN
asir-55250	45	19	,	,	PUNCT
asir-55250	45	20	the	the	DET
asir-55250	45	21	output	output	NOUN
asir-55250	45	22	characteristics	characteristic	NOUN
asir-55250	45	23	were	be	AUX
asir-55250	45	24	simulated	simulate	VERB
asir-55250	45	25	completely	completely	ADV
asir-55250	45	26	according	accord	VERB
asir-55250	45	27	to	to	ADP
asir-55250	45	28	the	the	DET
asir-55250	45	29	actual	actual	ADJ
asir-55250	45	30	environmental	environmental	ADJ
asir-55250	45	31	parameters	parameter	NOUN
asir-55250	45	32	of	of	ADP
asir-55250	45	33	the	the	DET
asir-55250	45	34	photovoltaic	photovoltaic	NOUN
asir-55250	45	35	panel	panel	NOUN
asir-55250	45	36	,	,	PUNCT
asir-55250	45	37	as	as	SCONJ
asir-55250	45	38	shown	show	VERB
asir-55250	45	39	in	in	ADP
asir-55250	45	40	figure	figure	NOUN
asir-55250	45	41	3	3	NUM
asir-55250	45	42	.	.	PUNCT
asir-55250	45	43	figure	figure	NOUN
asir-55250	45	44	3	3	NUM
asir-55250	45	45	.	.	PUNCT
asir-55250	45	46	photovoltaic	photovoltaic	NOUN
asir-55250	45	47	cell	cell	NOUN
asir-55250	45	48	simulation	simulation	NOUN
asir-55250	45	49	structure	structure	NOUN
asir-55250	45	50	diagram	diagram	PROPN
asir-55250	45	51	2.3	2.3	NUM
asir-55250	45	52	photovoltaic	photovoltaic	NOUN
asir-55250	45	53	module	module	NOUN
asir-55250	45	54	faults	fault	NOUN
asir-55250	45	55	and	and	CCONJ
asir-55250	45	56	their	their	PRON
asir-55250	45	57	mathematical	mathematical	ADJ
asir-55250	45	58	models	model	NOUN
asir-55250	45	59	this	this	DET
asir-55250	45	60	paper	paper	NOUN
asir-55250	45	61	collected	collect	VERB
asir-55250	45	62	voltage	voltage	NOUN
asir-55250	45	63	and	and	CCONJ
asir-55250	45	64	current	current	ADJ
asir-55250	45	65	data	datum	NOUN
asir-55250	45	66	for	for	ADP
asir-55250	45	67	five	five	NUM
asir-55250	45	68	types	type	NOUN
asir-55250	45	69	of	of	ADP
asir-55250	45	70	faults	fault	NOUN
asir-55250	45	71	and	and	CCONJ
asir-55250	45	72	under	under	ADP
asir-55250	45	73	normal	normal	ADJ
asir-55250	45	74	conditions	condition	NOUN
asir-55250	45	75	through	through	ADP
asir-55250	45	76	simulation	simulation	NOUN
asir-55250	45	77	.	.	PUNCT
asir-55250	46	1	among	among	ADP
asir-55250	46	2	them	they	PRON
asir-55250	46	3	,	,	PUNCT
asir-55250	46	4	normal	normal	ADJ
asir-55250	46	5	is	be	AUX
asir-55250	46	6	regarded	regard	VERB
asir-55250	46	7	as	as	ADP
asir-55250	46	8	a	a	DET
asir-55250	46	9	type	type	NOUN
asir-55250	46	10	of	of	ADP
asir-55250	46	11	"	"	PUNCT
asir-55250	46	12	fault	fault	NOUN
asir-55250	46	13	"	"	PUNCT
asir-55250	46	14	,	,	PUNCT
asir-55250	46	15	and	and	CCONJ
asir-55250	46	16	in	in	ADP
asir-55250	46	17	subsequent	subsequent	ADJ
asir-55250	46	18	deep	deep	ADJ
asir-55250	46	19	learning	learning	NOUN
asir-55250	46	20	based	base	VERB
asir-55250	46	21	photovoltaic	photovoltaic	NOUN
asir-55250	46	22	module	module	NOUN
asir-55250	46	23	fault	fault	NOUN
asir-55250	46	24	diagnosis	diagnosis	NOUN
asir-55250	46	25	,	,	PUNCT
asir-55250	46	26	it	it	PRON
asir-55250	46	27	is	be	AUX
asir-55250	46	28	also	also	ADV
asir-55250	46	29	regarded	regard	VERB
asir-55250	46	30	as	as	ADP
asir-55250	46	31	classifying	classify	VERB
asir-55250	46	32	six	six	NUM
asir-55250	46	33	types	type	NOUN
asir-55250	46	34	of	of	ADP
asir-55250	46	35	faults	fault	NOUN
asir-55250	46	36	.	.	PUNCT
asir-55250	47	1	in	in	ADP
asir-55250	47	2	order	order	NOUN
asir-55250	47	3	to	to	PART
asir-55250	47	4	facilitate	facilitate	VERB
asir-55250	47	5	the	the	DET
asir-55250	47	6	display	display	NOUN
asir-55250	47	7	of	of	ADP
asir-55250	47	8	data	datum	NOUN
asir-55250	47	9	collected	collect	VERB
asir-55250	47	10	from	from	ADP
asir-55250	47	11	photovoltaic	photovoltaic	NOUN
asir-55250	47	12	modules	module	NOUN
asir-55250	47	13	,	,	PUNCT
asir-55250	47	14	we	we	PRON
asir-55250	47	15	have	have	AUX
asir-55250	47	16	installed	instal	VERB
asir-55250	47	17	a	a	DET
asir-55250	47	18	voltmeter	voltmeter	NOUN
asir-55250	47	19	and	and	CCONJ
asir-55250	47	20	three	three	NUM
asir-55250	47	21	ammeters	ammeter	NOUN
asir-55250	47	22	s1	s1	PROPN
asir-55250	47	23	,	,	PUNCT
asir-55250	47	24	s2	s2	NOUN
asir-55250	47	25	,	,	PUNCT
asir-55250	47	26	and	and	CCONJ
asir-55250	47	27	s3	s3	PROPN
asir-55250	47	28	for	for	ADP
asir-55250	47	29	each	each	DET
asir-55250	47	30	type	type	NOUN
asir-55250	47	31	of	of	ADP
asir-55250	47	32	fault	fault	NOUN
asir-55250	47	33	.	.	PUNCT
asir-55250	48	1	displaying	display	VERB
asir-55250	48	2	different	different	ADJ
asir-55250	48	3	data	datum	NOUN
asir-55250	48	4	shows	show	VERB
asir-55250	48	5	that	that	SCONJ
asir-55250	48	6	the	the	DET
asir-55250	48	7	readings	reading	NOUN
asir-55250	48	8	of	of	ADP
asir-55250	48	9	the	the	DET
asir-55250	48	10	voltmeter	voltmeter	NOUN
asir-55250	48	11	and	and	CCONJ
asir-55250	48	12	the	the	DET
asir-55250	48	13	three	three	NUM
asir-55250	48	14	ammeters	ammeter	NOUN
asir-55250	48	15	are	be	AUX
asir-55250	48	16	different	different	ADJ
asir-55250	48	17	under	under	ADP
asir-55250	48	18	different	different	ADJ
asir-55250	48	19	fault	fault	NOUN
asir-55250	48	20	conditions	condition	NOUN
asir-55250	48	21	.	.	PUNCT
asir-55250	49	1	by	by	ADP
asir-55250	49	2	collecting	collect	VERB
asir-55250	49	3	this	this	DET
asir-55250	49	4	data	datum	NOUN
asir-55250	49	5	,	,	PUNCT
asir-55250	49	6	it	it	PRON
asir-55250	49	7	provides	provide	VERB
asir-55250	49	8	data	datum	NOUN
asir-55250	49	9	support	support	NOUN
asir-55250	49	10	for	for	ADP
asir-55250	49	11	the	the	DET
asir-55250	49	12	subsequent	subsequent	ADJ
asir-55250	49	13	deep	deep	ADJ
asir-55250	49	14	learning	learning	NOUN
asir-55250	49	15	of	of	ADP
asir-55250	49	16	photovoltaic	photovoltaic	NOUN
asir-55250	49	17	module	module	NOUN
asir-55250	49	18	fault	fault	NOUN
asir-55250	49	19	diagnosis	diagnosis	NOUN
asir-55250	49	20	.	.	PUNCT
asir-55250	50	1	3	3	X
asir-55250	50	2	.	.	X
asir-55250	50	3	fault	fault	VERB
asir-55250	50	4	diagnosis	diagnosis	NOUN
asir-55250	50	5	method	method	NOUN
asir-55250	50	6	for	for	ADP
asir-55250	50	7	photovoltaic	photovoltaic	NOUN
asir-55250	50	8	modules	module	NOUN
asir-55250	50	9	based	base	VERB
asir-55250	50	10	on	on	ADP
asir-55250	50	11	convolutional	convolutional	ADJ
asir-55250	50	12	neural	neural	ADJ
asir-55250	50	13	network	network	NOUN
asir-55250	50	14	3.1convolutional	3.1convolutional	NUM
asir-55250	50	15	neural	neural	ADJ
asir-55250	50	16	network	network	NOUN
asir-55250	50	17	convolutional	convolutional	ADJ
asir-55250	50	18	neural	neural	ADJ
asir-55250	50	19	network	network	NOUN
asir-55250	50	20	is	be	AUX
asir-55250	50	21	a	a	DET
asir-55250	50	22	type	type	NOUN
asir-55250	50	23	of	of	ADP
asir-55250	50	24	feed	feed	NOUN
asir-55250	50	25	forward	forward	ADV
asir-55250	50	26	neural	neural	ADJ
asir-55250	50	27	network	network	NOUN
asir-55250	50	28	that	that	PRON
asir-55250	50	29	includes	include	VERB
asir-55250	50	30	convolutional	convolutional	ADJ
asir-55250	50	31	computation	computation	NOUN
asir-55250	50	32	and	and	CCONJ
asir-55250	50	33	has	have	VERB
asir-55250	50	34	deep	deep	ADJ
asir-55250	50	35	structure	structure	NOUN
asir-55250	50	36	,	,	PUNCT
asir-55250	50	37	and	and	CCONJ
asir-55250	50	38	is	be	AUX
asir-55250	50	39	one	one	NUM
asir-55250	50	40	of	of	ADP
asir-55250	50	41	the	the	DET
asir-55250	50	42	representative	representative	ADJ
asir-55250	50	43	algorithms	algorithms	NOUN
asir-55250	50	44	of	of	ADP
asir-55250	50	45	machine	machine	NOUN
asir-55250	50	46	learning	learning	NOUN
asir-55250	50	47	.	.	PUNCT
asir-55250	51	1	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	PROPN
asir-55250	51	2	applied	apply	VERB
asir-55250	51	3	science	science	NOUN
asir-55250	51	4	and	and	CCONJ
asir-55250	51	5	innovative	innovative	ADJ
asir-55250	51	6	research	research	NOUN
asir-55250	51	7	vol	vol	NOUN
asir-55250	51	8	.	.	PROPN
asir-55250	52	1	8	8	NUM
asir-55250	52	2	,	,	PUNCT
asir-55250	52	3	no	no	INTJ
asir-55250	52	4	.	.	NOUN
asir-55250	52	5	4	4	NUM
asir-55250	52	6	,	,	PUNCT
asir-55250	52	7	2024	2024	NUM
asir-55250	52	8	96	96	NUM
asir-55250	52	9	published	publish	VERB
asir-55250	52	10	by	by	ADP
asir-55250	52	11	scholink	scholink	PROPN
asir-55250	52	12	inc	inc	PROPN
asir-55250	52	13	.	.	PROPN
asir-55250	52	14	convolutional	convolutional	ADJ
asir-55250	52	15	neural	neural	ADJ
asir-55250	52	16	networks	network	NOUN
asir-55250	52	17	have	have	VERB
asir-55250	52	18	representation	representation	NOUN
asir-55250	52	19	learning	learning	NOUN
asir-55250	52	20	ability	ability	NOUN
asir-55250	52	21	and	and	CCONJ
asir-55250	52	22	can	can	AUX
asir-55250	52	23	perform	perform	VERB
asir-55250	52	24	translation	translation	NOUN
asir-55250	52	25	invariant	invariant	ADJ
asir-55250	52	26	classification	classification	NOUN
asir-55250	52	27	of	of	ADP
asir-55250	52	28	input	input	NOUN
asir-55250	52	29	information	information	NOUN
asir-55250	52	30	according	accord	VERB
asir-55250	52	31	to	to	ADP
asir-55250	52	32	their	their	PRON
asir-55250	52	33	hierarchical	hierarchical	ADJ
asir-55250	52	34	structure	structure	NOUN
asir-55250	52	35	,	,	PUNCT
asir-55250	52	36	hence	hence	ADV
asir-55250	52	37	they	they	PRON
asir-55250	52	38	are	be	AUX
asir-55250	52	39	also	also	ADV
asir-55250	52	40	known	know	VERB
asir-55250	52	41	as	as	ADP
asir-55250	52	42	"	"	PUNCT
asir-55250	52	43	translation	translation	NOUN
asir-55250	52	44	invariant	invariant	ADJ
asir-55250	52	45	artificial	artificial	ADJ
asir-55250	52	46	neural	neural	ADJ
asir-55250	52	47	networks	network	NOUN
asir-55250	52	48	"	"	PUNCT
asir-55250	52	49	.	.	PUNCT
asir-55250	53	1	the	the	DET
asir-55250	53	2	research	research	NOUN
asir-55250	53	3	on	on	ADP
asir-55250	53	4	convolutional	convolutional	ADJ
asir-55250	53	5	neural	neural	ADJ
asir-55250	53	6	networks	network	NOUN
asir-55250	53	7	began	begin	VERB
asir-55250	53	8	in	in	ADP
asir-55250	53	9	the	the	DET
asir-55250	53	10	1980s	1980	NOUN
asir-55250	53	11	and	and	CCONJ
asir-55250	53	12	1990s	1990s	NUM
asir-55250	53	13	,	,	PUNCT
asir-55250	53	14	with	with	ADP
asir-55250	53	15	time	time	NOUN
asir-55250	53	16	delay	delay	NOUN
asir-55250	53	17	networks	network	NOUN
asir-55250	53	18	and	and	CCONJ
asir-55250	53	19	lenet-5	lenet-5	PROPN
asir-55250	53	20	(	(	PUNCT
asir-55250	53	21	zhu	zhu	PROPN
asir-55250	53	22	,	,	PUNCT
asir-55250	53	23	h.	h.	PROPN
asir-55250	53	24	,	,	PUNCT
asir-55250	53	25	lu	lu	PROPN
asir-55250	53	26	,	,	PUNCT
asir-55250	53	27	l.	l.	PROPN
asir-55250	53	28	,	,	PUNCT
asir-55250	53	29	yao	yao	PROPN
asir-55250	53	30	,	,	PUNCT
asir-55250	53	31	j.	j.	PROPN
asir-55250	53	32	,	,	PUNCT
asir-55250	53	33	et	et	PROPN
asir-55250	53	34	al	al	PROPN
asir-55250	53	35	.	.	PROPN
asir-55250	53	36	,	,	PUNCT
asir-55250	53	37	2018	2018	NUM
asir-55250	53	38	)	)	PUNCT
asir-55250	53	39	being	be	AUX
asir-55250	53	40	the	the	DET
asir-55250	53	41	earliest	early	ADJ
asir-55250	53	42	convolutional	convolutional	ADJ
asir-55250	53	43	neural	neural	ADJ
asir-55250	53	44	networks	network	NOUN
asir-55250	53	45	to	to	PART
asir-55250	53	46	appear	appear	VERB
asir-55250	53	47	;	;	PUNCT
asir-55250	53	48	after	after	ADP
asir-55250	53	49	the	the	DET
asir-55250	53	50	21st	21st	ADJ
asir-55250	53	51	century	century	NOUN
asir-55250	53	52	,	,	PUNCT
asir-55250	53	53	with	with	ADP
asir-55250	53	54	the	the	DET
asir-55250	53	55	proposal	proposal	NOUN
asir-55250	53	56	of	of	ADP
asir-55250	53	57	deep	deep	ADJ
asir-55250	53	58	learning	learning	NOUN
asir-55250	53	59	theory	theory	NOUN
asir-55250	53	60	and	and	CCONJ
asir-55250	53	61	the	the	DET
asir-55250	53	62	improvement	improvement	NOUN
asir-55250	53	63	of	of	ADP
asir-55250	53	64	numerical	numerical	ADJ
asir-55250	53	65	computing	computing	NOUN
asir-55250	53	66	devices	device	NOUN
asir-55250	53	67	,	,	PUNCT
asir-55250	53	68	convolutional	convolutional	ADJ
asir-55250	53	69	neural	neural	ADJ
asir-55250	53	70	networks	network	NOUN
asir-55250	53	71	have	have	AUX
asir-55250	53	72	developed	develop	VERB
asir-55250	53	73	rapidly	rapidly	ADV
asir-55250	53	74	and	and	CCONJ
asir-55250	53	75	have	have	AUX
asir-55250	53	76	been	be	AUX
asir-55250	53	77	applied	apply	VERB
asir-55250	53	78	in	in	ADP
asir-55250	53	79	fields	field	NOUN
asir-55250	53	80	such	such	ADJ
asir-55250	53	81	as	as	ADP
asir-55250	53	82	computer	computer	NOUN
asir-55250	53	83	vision	vision	NOUN
asir-55250	53	84	and	and	CCONJ
asir-55250	53	85	natural	natural	ADJ
asir-55250	53	86	language	language	NOUN
asir-55250	53	87	processing	processing	NOUN
asir-55250	53	88	.	.	PUNCT
asir-55250	54	1	convolutional	convolutional	ADJ
asir-55250	54	2	neural	neural	ADJ
asir-55250	54	3	networks	network	NOUN
asir-55250	54	4	are	be	AUX
asir-55250	54	5	constructed	construct	VERB
asir-55250	54	6	to	to	PART
asir-55250	54	7	mimic	mimic	VERB
asir-55250	54	8	the	the	DET
asir-55250	54	9	visual	visual	ADJ
asir-55250	54	10	perception	perception	NOUN
asir-55250	54	11	mechanism	mechanism	NOUN
asir-55250	54	12	of	of	ADP
asir-55250	54	13	living	live	VERB
asir-55250	54	14	organisms	organism	NOUN
asir-55250	54	15	,	,	PUNCT
asir-55250	54	16	and	and	CCONJ
asir-55250	54	17	can	can	AUX
asir-55250	54	18	perform	perform	VERB
asir-55250	54	19	both	both	PRON
asir-55250	54	20	supervised	supervised	ADJ
asir-55250	54	21	and	and	CCONJ
asir-55250	54	22	unsupervised	unsupervised	ADJ
asir-55250	54	23	learning	learning	NOUN
asir-55250	54	24	.	.	PUNCT
asir-55250	55	1	the	the	DET
asir-55250	55	2	shared	share	VERB
asir-55250	55	3	convolutional	convolutional	ADJ
asir-55250	55	4	kernel	kernel	NOUN
asir-55250	55	5	parameters	parameter	NOUN
asir-55250	55	6	within	within	ADP
asir-55250	55	7	the	the	DET
asir-55250	55	8	hidden	hidden	ADJ
asir-55250	55	9	layers	layer	NOUN
asir-55250	55	10	(	(	PUNCT
asir-55250	55	11	kong	kong	PROPN
asir-55250	55	12	,	,	PUNCT
asir-55250	55	13	x.	x.	PROPN
asir-55250	55	14	,	,	PUNCT
asir-55250	55	15	xu	xu	PROPN
asir-55250	55	16	,	,	PUNCT
asir-55250	55	17	x.	x.	PROPN
asir-55250	55	18	,	,	PUNCT
asir-55250	55	19	yan	yan	PROPN
asir-55250	55	20	,	,	PUNCT
asir-55250	55	21	z.	z.	PROPN
asir-55250	55	22	,	,	PUNCT
asir-55250	55	23	et	et	PROPN
asir-55250	55	24	al	al	PROPN
asir-55250	55	25	.	.	PROPN
asir-55250	55	26	,	,	PUNCT
asir-55250	55	27	2018	2018	NUM
asir-55250	55	28	)	)	PUNCT
asir-55250	55	29	and	and	CCONJ
asir-55250	55	30	the	the	DET
asir-55250	55	31	sparsity	sparsity	NOUN
asir-55250	55	32	of	of	ADP
asir-55250	55	33	inter	inter	ADJ
asir-55250	55	34	layer	layer	NOUN
asir-55250	55	35	connections	connection	NOUN
asir-55250	55	36	enable	enable	VERB
asir-55250	55	37	convolutional	convolutional	ADJ
asir-55250	55	38	neural	neural	ADJ
asir-55250	55	39	networks	network	NOUN
asir-55250	55	40	to	to	PART
asir-55250	55	41	learn	learn	VERB
asir-55250	55	42	lattice	lattice	NOUN
asir-55250	55	43	features	feature	NOUN
asir-55250	55	44	such	such	ADJ
asir-55250	55	45	as	as	ADP
asir-55250	55	46	pixels	pixel	NOUN
asir-55250	55	47	and	and	CCONJ
asir-55250	55	48	audio	audio	NOUN
asir-55250	55	49	with	with	ADP
asir-55250	55	50	less	less	ADV
asir-55250	55	51	computational	computational	ADJ
asir-55250	55	52	complexity	complexity	NOUN
asir-55250	55	53	,	,	PUNCT
asir-55250	55	54	stable	stable	ADJ
asir-55250	55	55	performance	performance	NOUN
asir-55250	55	56	,	,	PUNCT
asir-55250	55	57	and	and	CCONJ
asir-55250	55	58	no	no	DET
asir-55250	55	59	additional	additional	ADJ
asir-55250	55	60	feature	feature	NOUN
asir-55250	55	61	engineering	engineering	NOUN
asir-55250	55	62	requirements	requirement	NOUN
asir-55250	55	63	for	for	ADP
asir-55250	55	64	data	datum	NOUN
asir-55250	55	65	.	.	PUNCT
asir-55250	56	1	3.2	3.2	NUM
asir-55250	56	2	the	the	DET
asir-55250	56	3	structure	structure	NOUN
asir-55250	56	4	of	of	ADP
asir-55250	56	5	convolutional	convolutional	ADJ
asir-55250	56	6	neural	neural	ADJ
asir-55250	56	7	networks	network	NOUN
asir-55250	56	8	convolutional	convolutional	ADJ
asir-55250	56	9	neural	neural	ADJ
asir-55250	56	10	networks	network	NOUN
asir-55250	56	11	typically	typically	ADV
asir-55250	56	12	include	include	VERB
asir-55250	56	13	the	the	DET
asir-55250	56	14	following	follow	VERB
asir-55250	56	15	important	important	ADJ
asir-55250	56	16	components	component	NOUN
asir-55250	56	17	:	:	PUNCT
asir-55250	56	18	convolutional	convolutional	ADJ
asir-55250	56	19	layers	layer	NOUN
asir-55250	56	20	:	:	PUNCT
asir-55250	56	21	using	use	VERB
asir-55250	56	22	convolutional	convolutional	ADJ
asir-55250	56	23	kernels	kernel	NOUN
asir-55250	56	24	to	to	PART
asir-55250	56	25	slide	slide	VERB
asir-55250	56	26	over	over	ADP
asir-55250	56	27	the	the	DET
asir-55250	56	28	input	input	NOUN
asir-55250	56	29	image	image	NOUN
asir-55250	56	30	,	,	PUNCT
asir-55250	56	31	extracting	extract	VERB
asir-55250	56	32	local	local	ADJ
asir-55250	56	33	features	feature	NOUN
asir-55250	56	34	,	,	PUNCT
asir-55250	56	35	and	and	CCONJ
asir-55250	56	36	generating	generate	VERB
asir-55250	56	37	feature	feature	NOUN
asir-55250	56	38	maps	map	NOUN
asir-55250	56	39	.	.	PUNCT
asir-55250	57	1	activation	activation	NOUN
asir-55250	57	2	layer	layer	NOUN
asir-55250	57	3	:	:	PUNCT
asir-55250	57	4	typically	typically	ADV
asir-55250	57	5	,	,	PUNCT
asir-55250	57	6	relu	relu	NOUN
asir-55250	57	7	and	and	CCONJ
asir-55250	57	8	other	other	ADJ
asir-55250	57	9	activation	activation	NOUN
asir-55250	57	10	functions	function	NOUN
asir-55250	57	11	are	be	AUX
asir-55250	57	12	used	use	VERB
asir-55250	57	13	to	to	PART
asir-55250	57	14	introduce	introduce	VERB
asir-55250	57	15	nonlinearity	nonlinearity	NOUN
asir-55250	57	16	,	,	PUNCT
asir-55250	57	17	enabling	enable	VERB
asir-55250	57	18	the	the	DET
asir-55250	57	19	model	model	NOUN
asir-55250	57	20	to	to	PART
asir-55250	57	21	learn	learn	VERB
asir-55250	57	22	more	more	ADJ
asir-55250	57	23	complex	complex	ADJ
asir-55250	57	24	features	feature	NOUN
asir-55250	57	25	.	.	PUNCT
asir-55250	58	1	pooling	pool	VERB
asir-55250	58	2	layer	layer	NOUN
asir-55250	58	3	:	:	PUNCT
asir-55250	58	4	by	by	ADP
asir-55250	58	5	down	down	ADP
asir-55250	58	6	sampling	sample	VERB
asir-55250	58	7	(	(	PUNCT
asir-55250	58	8	such	such	ADJ
asir-55250	58	9	as	as	ADP
asir-55250	58	10	max	max	PROPN
asir-55250	58	11	pooling	pooling	NOUN
asir-55250	58	12	or	or	CCONJ
asir-55250	58	13	average	average	ADJ
asir-55250	58	14	pooling	pooling	NOUN
asir-55250	58	15	)	)	PUNCT
asir-55250	58	16	,	,	PUNCT
asir-55250	58	17	the	the	DET
asir-55250	58	18	dimensionality	dimensionality	NOUN
asir-55250	58	19	of	of	ADP
asir-55250	58	20	the	the	DET
asir-55250	58	21	feature	feature	NOUN
asir-55250	58	22	map	map	NOUN
asir-55250	58	23	is	be	AUX
asir-55250	58	24	reduced	reduce	VERB
asir-55250	58	25	,	,	PUNCT
asir-55250	58	26	reducing	reduce	VERB
asir-55250	58	27	computational	computational	ADJ
asir-55250	58	28	complexity	complexity	NOUN
asir-55250	58	29	while	while	SCONJ
asir-55250	58	30	preserving	preserve	VERB
asir-55250	58	31	important	important	ADJ
asir-55250	58	32	information	information	NOUN
asir-55250	58	33	(	(	PUNCT
asir-55250	58	34	mehmood	mehmood	PROPN
asir-55250	58	35	,	,	PUNCT
asir-55250	58	36	a.	a.	PROPN
asir-55250	58	37	,	,	PUNCT
asir-55250	58	38	sher	sher	PROPN
asir-55250	58	39	,	,	PUNCT
asir-55250	58	40	h.	h.	PROPN
asir-55250	58	41	a.	a.	PROPN
asir-55250	58	42	,	,	PUNCT
asir-55250	58	43	murtaza	murtaza	PROPN
asir-55250	58	44	,	,	PUNCT
asir-55250	58	45	a.	a.	PROPN
asir-55250	58	46	f.	f.	PROPN
asir-55250	58	47	,	,	PUNCT
asir-55250	58	48	et	et	PROPN
asir-55250	58	49	al	al	PROPN
asir-55250	58	50	.	.	PROPN
asir-55250	58	51	,	,	PUNCT
asir-55250	58	52	2021	2021	NUM
asir-55250	58	53	)	)	PUNCT
asir-55250	58	54	.	.	PUNCT
asir-55250	59	1	fully	fully	ADV
asir-55250	59	2	connected	connect	VERB
asir-55250	59	3	layer	layer	NOUN
asir-55250	59	4	:	:	PUNCT
asir-55250	59	5	in	in	ADP
asir-55250	59	6	the	the	DET
asir-55250	59	7	final	final	ADJ
asir-55250	59	8	stage	stage	NOUN
asir-55250	59	9	of	of	ADP
asir-55250	59	10	the	the	DET
asir-55250	59	11	network	network	NOUN
asir-55250	59	12	,	,	PUNCT
asir-55250	59	13	the	the	DET
asir-55250	59	14	extracted	extract	VERB
asir-55250	59	15	features	feature	NOUN
asir-55250	59	16	are	be	AUX
asir-55250	59	17	integrated	integrate	VERB
asir-55250	59	18	and	and	CCONJ
asir-55250	59	19	typically	typically	ADV
asir-55250	59	20	used	use	VERB
asir-55250	59	21	for	for	ADP
asir-55250	59	22	classification	classification	NOUN
asir-55250	59	23	tasks	task	NOUN
asir-55250	59	24	.	.	PUNCT
asir-55250	60	1	the	the	DET
asir-55250	60	2	structure	structure	NOUN
asir-55250	60	3	is	be	AUX
asir-55250	60	4	shown	show	VERB
asir-55250	60	5	in	in	ADP
asir-55250	60	6	the	the	DET
asir-55250	60	7	following	follow	VERB
asir-55250	60	8	figure	figure	NOUN
asir-55250	60	9	.	.	PUNCT
asir-55250	61	1	figure	figure	VERB
asir-55250	61	2	4	4	NUM
asir-55250	61	3	.	.	PUNCT
asir-55250	61	4	convolutional	convolutional	ADJ
asir-55250	61	5	neural	neural	ADJ
asir-55250	61	6	network	network	NOUN
asir-55250	61	7	structure	structure	NOUN
asir-55250	61	8	diagram	diagram	VERB
asir-55250	61	9	3.3	3.3	NUM
asir-55250	61	10	convolutional	convolutional	ADJ
asir-55250	61	11	layer	layer	NOUN
asir-55250	61	12	the	the	DET
asir-55250	61	13	convolutional	convolutional	ADJ
asir-55250	61	14	kernel	kernel	NOUN
asir-55250	61	15	used	use	VERB
asir-55250	61	16	in	in	ADP
asir-55250	61	17	convolutional	convolutional	ADJ
asir-55250	61	18	layers	layer	NOUN
asir-55250	61	19	,	,	PUNCT
asir-55250	61	20	also	also	ADV
asir-55250	61	21	known	know	VERB
asir-55250	61	22	as	as	ADP
asir-55250	61	23	neurons	neuron	NOUN
asir-55250	61	24	,	,	PUNCT
asir-55250	61	25	is	be	AUX
asir-55250	61	26	mainly	mainly	ADV
asir-55250	61	27	used	use	VERB
asir-55250	61	28	to	to	PART
asir-55250	61	29	perform	perform	VERB
asir-55250	61	30	scanning	scan	VERB
asir-55250	61	31	convolution	convolution	NOUN
asir-55250	61	32	operations	operation	NOUN
asir-55250	61	33	on	on	ADP
asir-55250	61	34	the	the	DET
asir-55250	61	35	local	local	ADJ
asir-55250	61	36	input	input	NOUN
asir-55250	61	37	values	value	NOUN
asir-55250	61	38	and	and	CCONJ
asir-55250	61	39	obtain	obtain	VERB
asir-55250	61	40	their	their	PRON
asir-55250	61	41	features	feature	NOUN
asir-55250	61	42	through	through	ADP
asir-55250	61	43	scanning	scanning	NOUN
asir-55250	61	44	.	.	PUNCT
asir-55250	62	1	the	the	DET
asir-55250	62	2	important	important	ADJ
asir-55250	62	3	feature	feature	NOUN
asir-55250	62	4	of	of	ADP
asir-55250	62	5	this	this	DET
asir-55250	62	6	layer	layer	NOUN
asir-55250	62	7	is	be	AUX
asir-55250	62	8	the	the	DET
asir-55250	62	9	sharing	sharing	NOUN
asir-55250	62	10	of	of	ADP
asir-55250	62	11	weights	weight	NOUN
asir-55250	62	12	,	,	PUNCT
asir-55250	62	13	and	and	CCONJ
asir-55250	62	14	the	the	DET
asir-55250	62	15	same	same	ADJ
asir-55250	62	16	core	core	NOUN
asir-55250	62	17	performs	perform	VERB
asir-55250	62	18	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	62	19	applied	apply	VERB
asir-55250	62	20	science	science	NOUN
asir-55250	62	21	and	and	CCONJ
asir-55250	62	22	innovative	innovative	ADJ
asir-55250	62	23	research	research	NOUN
asir-55250	62	24	vol	vol	NOUN
asir-55250	62	25	.	.	PROPN
asir-55250	63	1	8	8	NUM
asir-55250	63	2	,	,	PUNCT
asir-55250	63	3	no	no	INTJ
asir-55250	63	4	.	.	NOUN
asir-55250	63	5	4	4	NUM
asir-55250	63	6	,	,	PUNCT
asir-55250	63	7	2024	2024	NUM
asir-55250	63	8	97	97	NUM
asir-55250	63	9	published	publish	VERB
asir-55250	63	10	by	by	ADP
asir-55250	63	11	scholink	scholink	PROPN
asir-55250	63	12	inc	inc	PROPN
asir-55250	63	13	.	.	PROPN
asir-55250	63	14	traversal	traversal	NOUN
asir-55250	63	15	scans	scan	NOUN
asir-55250	63	16	with	with	ADP
asir-55250	63	17	a	a	DET
asir-55250	63	18	determined	determined	ADJ
asir-55250	63	19	scan	scan	NOUN
asir-55250	63	20	length	length	NOUN
asir-55250	63	21	.	.	PUNCT
asir-55250	64	1	through	through	ADP
asir-55250	64	2	this	this	DET
asir-55250	64	3	step	step	NOUN
asir-55250	64	4	,	,	PUNCT
asir-55250	64	5	the	the	DET
asir-55250	64	6	parameters	parameter	NOUN
asir-55250	64	7	of	of	ADP
asir-55250	64	8	the	the	DET
asir-55250	64	9	convolutional	convolutional	ADJ
asir-55250	64	10	layer	layer	NOUN
asir-55250	64	11	network	network	NOUN
asir-55250	64	12	can	can	AUX
asir-55250	64	13	be	be	AUX
asir-55250	64	14	reduced	reduce	VERB
asir-55250	64	15	,	,	PUNCT
asir-55250	64	16	thereby	thereby	ADV
asir-55250	64	17	avoiding	avoid	VERB
asir-55250	64	18	over	over	ADP
asir-55250	64	19	fitting	fitting	ADJ
asir-55250	64	20	problems	problem	NOUN
asir-55250	64	21	caused	cause	VERB
asir-55250	64	22	by	by	ADP
asir-55250	64	23	too	too	ADV
asir-55250	64	24	many	many	ADJ
asir-55250	64	25	parameters	parameter	NOUN
asir-55250	64	26	and	and	CCONJ
asir-55250	64	27	occupying	occupy	VERB
asir-55250	64	28	too	too	ADV
asir-55250	64	29	much	much	ADJ
asir-55250	64	30	memory	memory	NOUN
asir-55250	64	31	due	due	ADP
asir-55250	64	32	to	to	ADP
asir-55250	64	33	too	too	ADV
asir-55250	64	34	many	many	ADJ
asir-55250	64	35	parameters	parameter	NOUN
asir-55250	64	36	.	.	PUNCT
asir-55250	65	1	the	the	DET
asir-55250	65	2	parameter	parameter	NOUN
asir-55250	65	3	calculation	calculation	NOUN
asir-55250	65	4	formula	formula	NOUN
asir-55250	65	5	is	be	AUX
asir-55250	65	6	:	:	PUNCT
asir-55250	65	7	in	in	ADP
asir-55250	65	8	the	the	DET
asir-55250	65	9	formula	formula	NOUN
asir-55250	65	10	,	,	PUNCT
asir-55250	65	11	wil(j	wil(j	NOUN
asir-55250	65	12	'	'	PUNCT
asir-55250	65	13	)	)	PUNCT
asir-55250	65	14	represents	represent	VERB
asir-55250	65	15	the	the	DET
asir-55250	65	16	jth	jth	PROPN
asir-55250	65	17	weight	weight	NOUN
asir-55250	65	18	in	in	ADP
asir-55250	65	19	the	the	DET
asir-55250	65	20	i	i	PROPN
asir-55250	65	21	-	-	PUNCT
asir-55250	65	22	th	th	PROPN
asir-55250	65	23	convolution	convolution	NOUN
asir-55250	65	24	kernel	kernel	NOUN
asir-55250	65	25	of	of	ADP
asir-55250	65	26	layer	layer	NOUN
asir-55250	65	27	l	l	NOUN
asir-55250	65	28	;	;	PUNCT
asir-55250	65	29	xl	xl	PROPN
asir-55250	65	30	(	(	PUNCT
asir-55250	65	31	j	j	PROPN
asir-55250	65	32	+	+	PROPN
asir-55250	65	33	j	j	NOUN
asir-55250	65	34	'	'	PUNCT
asir-55250	65	35	)	)	PUNCT
asir-55250	65	36	represents	represent	VERB
asir-55250	65	37	the	the	DET
asir-55250	65	38	jth	jth	PROPN
asir-55250	65	39	position	position	NOUN
asir-55250	65	40	of	of	ADP
asir-55250	65	41	this	this	DET
asir-55250	65	42	layer	layer	NOUN
asir-55250	65	43	after	after	ADP
asir-55250	65	44	convolution	convolution	NOUN
asir-55250	65	45	;	;	PUNCT
asir-55250	65	46	bil	bil	NUM
asir-55250	65	47	(	(	PUNCT
asir-55250	65	48	j	j	NOUN
asir-55250	65	49	'	'	PUNCT
asir-55250	65	50	)	)	PUNCT
asir-55250	65	51	represents	represent	VERB
asir-55250	65	52	the	the	DET
asir-55250	65	53	bias	bias	NOUN
asir-55250	65	54	term	term	NOUN
asir-55250	65	55	.	.	PUNCT
asir-55250	66	1	θ	θ	NOUN
asir-55250	66	2	represents	represent	VERB
asir-55250	66	3	convolution	convolution	NOUN
asir-55250	66	4	operation	operation	NOUN
asir-55250	66	5	.	.	PUNCT
asir-55250	67	1	convolution	convolution	NOUN
asir-55250	67	2	operation	operation	NOUN
asir-55250	67	3	refers	refer	VERB
asir-55250	67	4	to	to	ADP
asir-55250	67	5	a	a	DET
asir-55250	67	6	mathematical	mathematical	ADJ
asir-55250	67	7	operator	operator	NOUN
asir-55250	67	8	that	that	PRON
asir-55250	67	9	generates	generate	VERB
asir-55250	67	10	a	a	DET
asir-55250	67	11	third	third	ADJ
asir-55250	67	12	function	function	NOUN
asir-55250	67	13	by	by	ADP
asir-55250	67	14	the	the	DET
asir-55250	67	15	interaction	interaction	NOUN
asir-55250	67	16	of	of	ADP
asir-55250	67	17	two	two	NUM
asir-55250	67	18	functions	function	NOUN
asir-55250	67	19	f	f	NOUN
asir-55250	67	20	and	and	CCONJ
asir-55250	67	21	g	g	NOUN
asir-55250	67	22	,	,	PUNCT
asir-55250	67	23	representing	represent	VERB
asir-55250	67	24	the	the	DET
asir-55250	67	25	area	area	NOUN
asir-55250	67	26	of	of	ADP
asir-55250	67	27	the	the	DET
asir-55250	67	28	trapezoid	trapezoid	NOUN
asir-55250	67	29	formed	form	VERB
asir-55250	67	30	by	by	ADP
asir-55250	67	31	the	the	DET
asir-55250	67	32	product	product	NOUN
asir-55250	67	33	of	of	ADP
asir-55250	67	34	the	the	DET
asir-55250	67	35	function	function	NOUN
asir-55250	67	36	f	f	PROPN
asir-55250	67	37	and	and	CCONJ
asir-55250	67	38	g	g	PROPN
asir-55250	67	39	through	through	ADP
asir-55250	67	40	flipping	flipping	NOUN
asir-55250	67	41	and	and	CCONJ
asir-55250	67	42	translation	translation	NOUN
asir-55250	67	43	.	.	PUNCT
asir-55250	68	1	the	the	DET
asir-55250	68	2	function	function	NOUN
asir-55250	68	3	of	of	ADP
asir-55250	68	4	convolution	convolution	NOUN
asir-55250	68	5	is	be	AUX
asir-55250	68	6	to	to	PART
asir-55250	68	7	act	act	VERB
asir-55250	68	8	on	on	ADP
asir-55250	68	9	the	the	DET
asir-55250	68	10	area	area	NOUN
asir-55250	68	11	by	by	ADP
asir-55250	68	12	moving	move	VERB
asir-55250	68	13	a	a	DET
asir-55250	68	14	certain	certain	ADJ
asir-55250	68	15	step	step	NOUN
asir-55250	68	16	,	,	PUNCT
asir-55250	68	17	so	so	SCONJ
asir-55250	68	18	that	that	SCONJ
asir-55250	68	19	the	the	DET
asir-55250	68	20	entire	entire	ADJ
asir-55250	68	21	area	area	NOUN
asir-55250	68	22	is	be	AUX
asir-55250	68	23	scanned	scan	VERB
asir-55250	68	24	and	and	CCONJ
asir-55250	68	25	a	a	DET
asir-55250	68	26	certain	certain	ADJ
asir-55250	68	27	area	area	NOUN
asir-55250	68	28	is	be	AUX
asir-55250	68	29	obtained	obtain	VERB
asir-55250	68	30	again	again	ADV
asir-55250	68	31	.	.	PUNCT
asir-55250	69	1	in	in	ADP
asir-55250	69	2	this	this	DET
asir-55250	69	3	article	article	NOUN
asir-55250	69	4	,	,	PUNCT
asir-55250	69	5	we	we	PRON
asir-55250	69	6	choose	choose	VERB
asir-55250	69	7	to	to	PART
asir-55250	69	8	traverse	traverse	VERB
asir-55250	69	9	all	all	DET
asir-55250	69	10	data	datum	NOUN
asir-55250	69	11	using	use	VERB
asir-55250	69	12	translation	translation	NOUN
asir-55250	69	13	to	to	PART
asir-55250	69	14	obtain	obtain	VERB
asir-55250	69	15	their	their	PRON
asir-55250	69	16	weight	weight	NOUN
asir-55250	69	17	values	value	NOUN
asir-55250	69	18	and	and	CCONJ
asir-55250	69	19	bias	bias	NOUN
asir-55250	69	20	parameters	parameter	NOUN
asir-55250	69	21	.	.	PUNCT
asir-55250	70	1	3.4	3.4	NUM
asir-55250	70	2	fully	fully	ADV
asir-55250	70	3	connected	connect	VERB
asir-55250	70	4	layer	layer	NOUN
asir-55250	70	5	the	the	DET
asir-55250	70	6	fully	fully	ADV
asir-55250	70	7	connected	connect	VERB
asir-55250	70	8	layer	layer	NOUN
asir-55250	70	9	is	be	AUX
asir-55250	70	10	the	the	DET
asir-55250	70	11	classifier	classifier	NOUN
asir-55250	70	12	,	,	PUNCT
asir-55250	70	13	which	which	PRON
asir-55250	70	14	flattens	flatten	VERB
asir-55250	70	15	the	the	DET
asir-55250	70	16	output	output	NOUN
asir-55250	70	17	of	of	ADP
asir-55250	70	18	the	the	DET
asir-55250	70	19	previous	previous	ADJ
asir-55250	70	20	layer	layer	NOUN
asir-55250	70	21	as	as	ADP
asir-55250	70	22	the	the	DET
asir-55250	70	23	input	input	NOUN
asir-55250	70	24	of	of	ADP
asir-55250	70	25	that	that	DET
asir-55250	70	26	layer	layer	NOUN
asir-55250	70	27	,	,	PUNCT
asir-55250	70	28	and	and	CCONJ
asir-55250	70	29	then	then	ADV
asir-55250	70	30	fully	fully	ADV
asir-55250	70	31	connects	connect	VERB
asir-55250	70	32	the	the	DET
asir-55250	70	33	input	input	NOUN
asir-55250	70	34	and	and	CCONJ
asir-55250	70	35	output	output	NOUN
asir-55250	70	36	.	.	PUNCT
asir-55250	71	1	its	its	PRON
asir-55250	71	2	schematic	schematic	ADJ
asir-55250	71	3	diagram	diagram	NOUN
asir-55250	71	4	is	be	AUX
asir-55250	71	5	shown	show	VERB
asir-55250	71	6	in	in	ADP
asir-55250	71	7	figure	figure	NOUN
asir-55250	71	8	5	5	NUM
asir-55250	71	9	,	,	PUNCT
asir-55250	71	10	and	and	CCONJ
asir-55250	71	11	its	its	PRON
asir-55250	71	12	main	main	ADJ
asir-55250	71	13	purpose	purpose	NOUN
asir-55250	71	14	is	be	AUX
asir-55250	71	15	to	to	PART
asir-55250	71	16	classify	classify	VERB
asir-55250	71	17	the	the	DET
asir-55250	71	18	features	feature	NOUN
asir-55250	71	19	extracted	extract	VERB
asir-55250	71	20	by	by	ADP
asir-55250	71	21	the	the	DET
asir-55250	71	22	filter	filter	NOUN
asir-55250	71	23	by	by	ADP
asir-55250	71	24	tiling	tile	VERB
asir-55250	71	25	.	.	PUNCT
asir-55250	72	1	to	to	PART
asir-55250	72	2	make	make	VERB
asir-55250	72	3	the	the	DET
asir-55250	72	4	model	model	NOUN
asir-55250	72	5	more	more	ADV
asir-55250	72	6	robust	robust	ADJ
asir-55250	72	7	,	,	PUNCT
asir-55250	72	8	this	this	DET
asir-55250	72	9	article	article	NOUN
asir-55250	72	10	uses	use	VERB
asir-55250	72	11	data	datum	NOUN
asir-55250	72	12	regularization	regularization	NOUN
asir-55250	72	13	,	,	PUNCT
asir-55250	72	14	which	which	PRON
asir-55250	72	15	is	be	AUX
asir-55250	72	16	to	to	PART
asir-55250	72	17	standardize	standardize	VERB
asir-55250	72	18	the	the	DET
asir-55250	72	19	features	feature	NOUN
asir-55250	72	20	uniformly	uniformly	ADV
asir-55250	72	21	.	.	PUNCT
asir-55250	73	1	when	when	SCONJ
asir-55250	73	2	selecting	select	VERB
asir-55250	73	3	parameters	parameter	NOUN
asir-55250	73	4	,	,	PUNCT
asir-55250	73	5	the	the	DET
asir-55250	73	6	activation	activation	NOUN
asir-55250	73	7	functions	function	NOUN
asir-55250	73	8	of	of	ADP
asir-55250	73	9	both	both	CCONJ
asir-55250	73	10	the	the	DET
asir-55250	73	11	hidden	hide	VERB
asir-55250	73	12	layer	layer	NOUN
asir-55250	73	13	and	and	CCONJ
asir-55250	73	14	the	the	DET
asir-55250	73	15	output	output	NOUN
asir-55250	73	16	layer	layer	NOUN
asir-55250	73	17	(	(	PUNCT
asir-55250	73	18	pillai	pillai	PROPN
asir-55250	73	19	,	,	PUNCT
asir-55250	73	20	d.	d.	PROPN
asir-55250	73	21	s.	s.	PROPN
asir-55250	73	22	&	&	CCONJ
asir-55250	73	23	rajasekar	rajasekar	PROPN
asir-55250	73	24	,	,	PUNCT
asir-55250	73	25	n.	n.	NOUN
asir-55250	73	26	,	,	PUNCT
asir-55250	73	27	2018	2018	NUM
asir-55250	73	28	)	)	PUNCT
asir-55250	73	29	are	be	AUX
asir-55250	73	30	determined	determine	VERB
asir-55250	73	31	as	as	ADP
asir-55250	73	32	soft	soft	ADJ
asir-55250	73	33	plus	plus	NOUN
asir-55250	73	34	,	,	PUNCT
asir-55250	73	35	mainly	mainly	ADV
asir-55250	73	36	because	because	SCONJ
asir-55250	73	37	it	it	PRON
asir-55250	73	38	can	can	AUX
asir-55250	73	39	handle	handle	VERB
asir-55250	73	40	more	more	ADJ
asir-55250	73	41	fault	fault	NOUN
asir-55250	73	42	features	feature	NOUN
asir-55250	73	43	.	.	PUNCT
asir-55250	74	1	figure	figure	VERB
asir-55250	74	2	5	5	NUM
asir-55250	74	3	.	.	PUNCT
asir-55250	74	4	fully	fully	ADV
asir-55250	74	5	connected	connect	VERB
asir-55250	74	6	layer	layer	NOUN
asir-55250	74	7	structure	structure	NOUN
asir-55250	74	8	3.5	3.5	NUM
asir-55250	74	9	loss	loss	NOUN
asir-55250	74	10	function	function	NOUN
asir-55250	74	11	the	the	DET
asir-55250	74	12	loss	loss	NOUN
asir-55250	74	13	function	function	NOUN
asir-55250	74	14	is	be	AUX
asir-55250	74	15	a	a	DET
asir-55250	74	16	function	function	NOUN
asir-55250	74	17	used	use	VERB
asir-55250	74	18	to	to	PART
asir-55250	74	19	evaluate	evaluate	VERB
asir-55250	74	20	model	model	NOUN
asir-55250	74	21	error	error	NOUN
asir-55250	74	22	(	(	PUNCT
asir-55250	74	23	weerasekara	weerasekara	PROPN
asir-55250	74	24	,	,	PUNCT
asir-55250	74	25	m.	m.	NOUN
asir-55250	74	26	,	,	PUNCT
asir-55250	74	27	vilathgamuwa	vilathgamuwa	PROPN
asir-55250	74	28	,	,	PUNCT
asir-55250	74	29	m.	m.	NOUN
asir-55250	74	30	,	,	PUNCT
asir-55250	74	31	&	&	CCONJ
asir-55250	74	32	mishra	mishra	PROPN
asir-55250	74	33	,	,	PUNCT
asir-55250	74	34	y.	y.	PROPN
asir-55250	74	35	,	,	PUNCT
asir-55250	74	36	2018	2018	NUM
asir-55250	74	37	)	)	PUNCT
asir-55250	74	38	,	,	PUNCT
asir-55250	74	39	and	and	CCONJ
asir-55250	74	40	the	the	PRON
asir-55250	74	41	better	well	ADJ
asir-55250	74	42	the	the	DET
asir-55250	74	43	loss	loss	NOUN
asir-55250	74	44	function	function	NOUN
asir-55250	74	45	,	,	PUNCT
asir-55250	74	46	the	the	PRON
asir-55250	74	47	better	well	ADJ
asir-55250	74	48	the	the	DET
asir-55250	74	49	performance	performance	NOUN
asir-55250	74	50	of	of	ADP
asir-55250	74	51	the	the	DET
asir-55250	74	52	model	model	NOUN
asir-55250	74	53	is	be	AUX
asir-55250	74	54	usually	usually	ADV
asir-55250	74	55	.	.	PUNCT
asir-55250	75	1	different	different	ADJ
asir-55250	75	2	models	model	NOUN
asir-55250	75	3	generally	generally	ADV
asir-55250	75	4	use	use	VERB
asir-55250	75	5	different	different	ADJ
asir-55250	75	6	loss	loss	NOUN
asir-55250	75	7	functions	function	NOUN
asir-55250	75	8	.	.	PUNCT
asir-55250	76	1	this	this	DET
asir-55250	76	2	article	article	NOUN
asir-55250	76	3	uses	use	VERB
asir-55250	76	4	the	the	DET
asir-55250	76	5	cross	cross	PROPN
asir-55250	76	6	entropy	entropy	PROPN
asir-55250	76	7	function	function	PROPN
asir-55250	76	8	,	,	PUNCT
asir-55250	76	9	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	76	10	applied	apply	VERB
asir-55250	76	11	science	science	NOUN
asir-55250	76	12	and	and	CCONJ
asir-55250	76	13	innovative	innovative	ADJ
asir-55250	76	14	research	research	NOUN
asir-55250	76	15	vol	vol	NOUN
asir-55250	76	16	.	.	PROPN
asir-55250	77	1	8	8	NUM
asir-55250	77	2	,	,	PUNCT
asir-55250	77	3	no	no	INTJ
asir-55250	77	4	.	.	NOUN
asir-55250	77	5	4	4	NUM
asir-55250	77	6	,	,	PUNCT
asir-55250	77	7	2024	2024	NUM
asir-55250	77	8	98	98	NUM
asir-55250	77	9	published	publish	VERB
asir-55250	77	10	by	by	ADP
asir-55250	77	11	scholink	scholink	PROPN
asir-55250	77	12	inc	inc	PROPN
asir-55250	77	13	.	.	PROPN
asir-55250	77	14	which	which	PRON
asir-55250	77	15	measures	measure	VERB
asir-55250	77	16	the	the	DET
asir-55250	77	17	observation	observation	NOUN
asir-55250	77	18	error	error	NOUN
asir-55250	77	19	.	.	PUNCT
asir-55250	78	1	the	the	PRON
asir-55250	78	2	larger	large	ADJ
asir-55250	78	3	the	the	DET
asir-55250	78	4	error	error	NOUN
asir-55250	78	5	,	,	PUNCT
asir-55250	78	6	the	the	DET
asir-55250	78	7	less	less	ADV
asir-55250	78	8	close	close	ADJ
asir-55250	78	9	it	it	PRON
asir-55250	78	10	is	be	AUX
asir-55250	78	11	to	to	ADP
asir-55250	78	12	the	the	DET
asir-55250	78	13	true	true	ADJ
asir-55250	78	14	value	value	NOUN
asir-55250	78	15	,	,	PUNCT
asir-55250	78	16	and	and	CCONJ
asir-55250	78	17	the	the	PRON
asir-55250	78	18	smaller	small	ADJ
asir-55250	78	19	the	the	DET
asir-55250	78	20	error	error	NOUN
asir-55250	78	21	,	,	PUNCT
asir-55250	78	22	the	the	PRON
asir-55250	78	23	closer	close	ADJ
asir-55250	78	24	it	it	PRON
asir-55250	78	25	is	be	AUX
asir-55250	78	26	to	to	ADP
asir-55250	78	27	the	the	DET
asir-55250	78	28	true	true	ADJ
asir-55250	78	29	value	value	NOUN
asir-55250	78	30	.	.	PUNCT
asir-55250	79	1	3.6	3.6	NUM
asir-55250	79	2	photovoltaic	photovoltaic	NOUN
asir-55250	79	3	fault	fault	NOUN
asir-55250	79	4	diagnosis	diagnosis	NOUN
asir-55250	79	5	method	method	NOUN
asir-55250	79	6	based	base	VERB
asir-55250	79	7	on	on	ADP
asir-55250	79	8	convolutional	convolutional	ADJ
asir-55250	79	9	neural	neural	ADJ
asir-55250	79	10	network	network	NOUN
asir-55250	79	11	this	this	DET
asir-55250	79	12	section	section	NOUN
asir-55250	79	13	proposes	propose	VERB
asir-55250	79	14	a	a	DET
asir-55250	79	15	photovoltaic	photovoltaic	NOUN
asir-55250	79	16	module	module	NOUN
asir-55250	79	17	fault	fault	NOUN
asir-55250	79	18	diagnosis	diagnosis	NOUN
asir-55250	79	19	model	model	NOUN
asir-55250	79	20	based	base	VERB
asir-55250	79	21	on	on	ADP
asir-55250	79	22	convolutional	convolutional	ADJ
asir-55250	79	23	neural	neural	ADJ
asir-55250	79	24	networks	network	NOUN
asir-55250	79	25	.	.	PUNCT
asir-55250	80	1	the	the	DET
asir-55250	80	2	specific	specific	ADJ
asir-55250	80	3	model	model	NOUN
asir-55250	80	4	structure	structure	NOUN
asir-55250	80	5	diagram	diagram	NOUN
asir-55250	80	6	includes	include	VERB
asir-55250	80	7	convolutional	convolutional	ADJ
asir-55250	80	8	layers	layer	NOUN
asir-55250	80	9	,	,	PUNCT
asir-55250	80	10	pooling	pool	VERB
asir-55250	80	11	layers	layer	NOUN
asir-55250	80	12	,	,	PUNCT
asir-55250	80	13	gru	gru	NOUN
asir-55250	80	14	layers	layer	NOUN
asir-55250	80	15	,	,	PUNCT
asir-55250	80	16	and	and	CCONJ
asir-55250	80	17	fully	fully	ADV
asir-55250	80	18	connected	connected	ADJ
asir-55250	80	19	layers	layer	NOUN
asir-55250	80	20	.	.	PUNCT
asir-55250	81	1	firstly	firstly	ADV
asir-55250	81	2	,	,	PUNCT
asir-55250	81	3	the	the	DET
asir-55250	81	4	original	original	ADJ
asir-55250	81	5	one	one	NUM
asir-55250	81	6	-	-	PUNCT
asir-55250	81	7	dimensional	dimensional	ADJ
asir-55250	81	8	data	datum	NOUN
asir-55250	81	9	is	be	AUX
asir-55250	81	10	used	use	VERB
asir-55250	81	11	as	as	ADP
asir-55250	81	12	input	input	NOUN
asir-55250	81	13	,	,	PUNCT
asir-55250	81	14	and	and	CCONJ
asir-55250	81	15	after	after	ADP
asir-55250	81	16	passing	pass	VERB
asir-55250	81	17	through	through	ADP
asir-55250	81	18	convolutional	convolutional	ADJ
asir-55250	81	19	layers	layer	NOUN
asir-55250	81	20	,	,	PUNCT
asir-55250	81	21	pooling	pool	VERB
asir-55250	81	22	layers	layer	NOUN
asir-55250	81	23	,	,	PUNCT
asir-55250	81	24	and	and	CCONJ
asir-55250	81	25	gru	gru	NOUN
asir-55250	81	26	layers	layer	NOUN
asir-55250	81	27	,	,	PUNCT
asir-55250	81	28	the	the	DET
asir-55250	81	29	parameters	parameter	NOUN
asir-55250	81	30	γ	γ	PROPN
asir-55250	81	31	and	and	CCONJ
asir-55250	81	32	β	β	X
asir-55250	81	33	are	be	AUX
asir-55250	81	34	learned	learn	VERB
asir-55250	81	35	through	through	ADP
asir-55250	81	36	the	the	DET
asir-55250	81	37	network	network	NOUN
asir-55250	81	38	model	model	NOUN
asir-55250	81	39	.	.	PUNCT
asir-55250	82	1	then	then	ADV
asir-55250	82	2	,	,	PUNCT
asir-55250	82	3	the	the	DET
asir-55250	82	4	model	model	NOUN
asir-55250	82	5	is	be	AUX
asir-55250	82	6	tested	test	VERB
asir-55250	82	7	using	use	VERB
asir-55250	82	8	target	target	NOUN
asir-55250	82	9	test	test	NOUN
asir-55250	82	10	data	datum	NOUN
asir-55250	82	11	,	,	PUNCT
asir-55250	82	12	and	and	CCONJ
asir-55250	82	13	finally	finally	ADV
asir-55250	82	14	the	the	DET
asir-55250	82	15	results	result	NOUN
asir-55250	82	16	are	be	AUX
asir-55250	82	17	output	output	VERB
asir-55250	82	18	through	through	ADP
asir-55250	82	19	fully	fully	ADV
asir-55250	82	20	connected	connect	VERB
asir-55250	82	21	layers	layer	NOUN
asir-55250	82	22	and	and	CCONJ
asir-55250	82	23	soft	soft	ADJ
asir-55250	82	24	plus	plus	CCONJ
asir-55250	82	25	(	(	PUNCT
asir-55250	82	26	saleh	saleh	NOUN
asir-55250	82	27	,	,	PUNCT
asir-55250	82	28	m.	m.	NOUN
asir-55250	82	29	u.	u.	PROPN
asir-55250	82	30	,	,	PUNCT
asir-55250	82	31	deline	deline	PROPN
asir-55250	82	32	,	,	PUNCT
asir-55250	82	33	c.	c.	PROPN
asir-55250	82	34	,	,	PUNCT
asir-55250	82	35	benoit	benoit	PROPN
asir-55250	82	36	,	,	PUNCT
asir-55250	82	37	e.	e.	PROPN
asir-55250	82	38	,	,	PUNCT
asir-55250	82	39	et	et	PROPN
asir-55250	82	40	al	al	PROPN
asir-55250	82	41	.	.	PROPN
asir-55250	82	42	,	,	PUNCT
asir-55250	82	43	2020	2020	NUM
asir-55250	82	44	)	)	PUNCT
asir-55250	82	45	layers	layer	NOUN
asir-55250	82	46	.	.	PUNCT
asir-55250	83	1	as	as	SCONJ
asir-55250	83	2	the	the	DET
asir-55250	83	3	model	model	NOUN
asir-55250	83	4	is	be	AUX
asir-55250	83	5	used	use	VERB
asir-55250	83	6	for	for	ADP
asir-55250	83	7	multi	multi	ADJ
asir-55250	83	8	classification	classification	NOUN
asir-55250	83	9	problems	problem	NOUN
asir-55250	83	10	,	,	PUNCT
asir-55250	83	11	the	the	DET
asir-55250	83	12	classification	classification	NOUN
asir-55250	83	13	layer	layer	NOUN
asir-55250	83	14	of	of	ADP
asir-55250	83	15	the	the	DET
asir-55250	83	16	model	model	NOUN
asir-55250	83	17	uses	use	VERB
asir-55250	83	18	the	the	DET
asir-55250	83	19	soft	soft	ADJ
asir-55250	83	20	plus	plus	CCONJ
asir-55250	83	21	activation	activation	NOUN
asir-55250	83	22	function	function	NOUN
asir-55250	83	23	suitable	suitable	ADJ
asir-55250	83	24	for	for	ADP
asir-55250	83	25	multi	multi	ADJ
asir-55250	83	26	classification	classification	NOUN
asir-55250	83	27	,	,	PUNCT
asir-55250	83	28	and	and	CCONJ
asir-55250	83	29	the	the	DET
asir-55250	83	30	loss	loss	NOUN
asir-55250	83	31	function	function	NOUN
asir-55250	83	32	of	of	ADP
asir-55250	83	33	the	the	DET
asir-55250	83	34	model	model	NOUN
asir-55250	83	35	uses	use	VERB
asir-55250	83	36	the	the	DET
asir-55250	83	37	categorical	categorical	PROPN
asir-55250	83	38	cross	cross	NOUN
asir-55250	83	39	entropy	entropy	PROPN
asir-55250	83	40	loss	loss	NOUN
asir-55250	83	41	function	function	NOUN
asir-55250	83	42	.	.	PUNCT
asir-55250	84	1	cross	cross	NOUN
asir-55250	84	2	entropy	entropy	PROPN
asir-55250	84	3	is	be	AUX
asir-55250	84	4	used	use	VERB
asir-55250	84	5	to	to	PART
asir-55250	84	6	evaluate	evaluate	VERB
asir-55250	84	7	the	the	DET
asir-55250	84	8	difference	difference	NOUN
asir-55250	84	9	between	between	ADP
asir-55250	84	10	the	the	DET
asir-55250	84	11	current	current	ADJ
asir-55250	84	12	trained	train	VERB
asir-55250	84	13	probability	probability	NOUN
asir-55250	84	14	distribution	distribution	NOUN
asir-55250	84	15	and	and	CCONJ
asir-55250	84	16	the	the	DET
asir-55250	84	17	true	true	ADJ
asir-55250	84	18	distribution	distribution	NOUN
asir-55250	84	19	.	.	PUNCT
asir-55250	85	1	it	it	PRON
asir-55250	85	2	characterizes	characterize	VERB
asir-55250	85	3	the	the	DET
asir-55250	85	4	distance	distance	NOUN
asir-55250	85	5	between	between	ADP
asir-55250	85	6	the	the	DET
asir-55250	85	7	actual	actual	ADJ
asir-55250	85	8	output	output	NOUN
asir-55250	85	9	probability	probability	NOUN
asir-55250	85	10	and	and	CCONJ
asir-55250	85	11	the	the	DET
asir-55250	85	12	expected	expect	VERB
asir-55250	85	13	output	output	NOUN
asir-55250	85	14	probability	probability	NOUN
asir-55250	85	15	,	,	PUNCT
asir-55250	85	16	that	that	ADV
asir-55250	85	17	is	is	ADV
asir-55250	85	18	,	,	PUNCT
asir-55250	85	19	the	the	PRON
asir-55250	85	20	smaller	small	ADJ
asir-55250	85	21	the	the	DET
asir-55250	85	22	value	value	NOUN
asir-55250	85	23	of	of	ADP
asir-55250	85	24	cross	cross	NOUN
asir-55250	85	25	entropy	entropy	PROPN
asir-55250	85	26	,	,	PUNCT
asir-55250	85	27	the	the	PRON
asir-55250	85	28	closer	close	ADJ
asir-55250	85	29	the	the	DET
asir-55250	85	30	two	two	NUM
asir-55250	85	31	probability	probability	NOUN
asir-55250	85	32	distributions	distribution	NOUN
asir-55250	85	33	are	be	AUX
asir-55250	85	34	.	.	PUNCT
asir-55250	86	1	4	4	X
asir-55250	86	2	.	.	NOUN
asir-55250	86	3	example	example	NOUN
asir-55250	86	4	analysis	analysis	NOUN
asir-55250	86	5	4.1	4.1	NUM
asir-55250	86	6	experimental	experimental	ADJ
asir-55250	86	7	sample	sample	NOUN
asir-55250	86	8	construction	construction	NOUN
asir-55250	86	9	we	we	PRON
asir-55250	86	10	used	use	VERB
asir-55250	86	11	authoritative	authoritative	ADJ
asir-55250	86	12	data	datum	NOUN
asir-55250	86	13	from	from	ADP
asir-55250	86	14	nrel	nrel	NOUN
asir-55250	86	15	as	as	ADP
asir-55250	86	16	the	the	DET
asir-55250	86	17	dataset	dataset	NOUN
asir-55250	86	18	for	for	ADP
asir-55250	86	19	this	this	DET
asir-55250	86	20	experiment	experiment	NOUN
asir-55250	86	21	.	.	PUNCT
asir-55250	87	1	in	in	ADP
asir-55250	87	2	addition	addition	NOUN
asir-55250	87	3	,	,	PUNCT
asir-55250	87	4	in	in	ADP
asir-55250	87	5	the	the	DET
asir-55250	87	6	previous	previous	ADJ
asir-55250	87	7	chapter	chapter	NOUN
asir-55250	87	8	,	,	PUNCT
asir-55250	87	9	we	we	PRON
asir-55250	87	10	obtained	obtain	VERB
asir-55250	87	11	the	the	DET
asir-55250	87	12	timing	timing	NOUN
asir-55250	87	13	data	datum	NOUN
asir-55250	87	14	of	of	ADP
asir-55250	87	15	photovoltaic	photovoltaic	NOUN
asir-55250	87	16	module	module	NOUN
asir-55250	87	17	operation	operation	NOUN
asir-55250	87	18	through	through	ADP
asir-55250	87	19	simulation	simulation	NOUN
asir-55250	87	20	,	,	PUNCT
asir-55250	87	21	which	which	PRON
asir-55250	87	22	includes	include	VERB
asir-55250	87	23	fault	fault	NOUN
asir-55250	87	24	data	datum	NOUN
asir-55250	87	25	of	of	ADP
asir-55250	87	26	photovoltaic	photovoltaic	NOUN
asir-55250	87	27	modules	module	NOUN
asir-55250	87	28	.	.	PUNCT
asir-55250	88	1	this	this	DET
asir-55250	88	2	dataset	dataset	NOUN
asir-55250	88	3	contains	contain	VERB
asir-55250	88	4	data	datum	NOUN
asir-55250	88	5	of	of	ADP
asir-55250	88	6	different	different	ADJ
asir-55250	88	7	irradiance	irradiance	NOUN
asir-55250	88	8	and	and	CCONJ
asir-55250	88	9	temperature	temperature	NOUN
asir-55250	88	10	,	,	PUNCT
asir-55250	88	11	and	and	CCONJ
asir-55250	88	12	different	different	ADJ
asir-55250	88	13	faults	fault	NOUN
asir-55250	88	14	were	be	AUX
asir-55250	88	15	simulated	simulate	VERB
asir-55250	88	16	.	.	PUNCT
asir-55250	89	1	based	base	VERB
asir-55250	89	2	on	on	ADP
asir-55250	89	3	the	the	DET
asir-55250	89	4	external	external	ADJ
asir-55250	89	5	environment	environment	NOUN
asir-55250	89	6	in	in	ADP
asir-55250	89	7	which	which	PRON
asir-55250	89	8	the	the	DET
asir-55250	89	9	component	component	NOUN
asir-55250	89	10	operates	operate	VERB
asir-55250	89	11	,	,	PUNCT
asir-55250	89	12	first	first	ADV
asir-55250	89	13	determine	determine	VERB
asir-55250	89	14	a	a	DET
asir-55250	89	15	temperature	temperature	NOUN
asir-55250	89	16	of	of	ADP
asir-55250	89	17	25	25	NUM
asir-55250	89	18	℃	℃	PROPN
asir-55250	89	19	.	.	PUNCT
asir-55250	89	20	to	to	PART
asir-55250	89	21	fit	fit	VERB
asir-55250	89	22	a	a	DET
asir-55250	89	23	more	more	ADV
asir-55250	89	24	realistic	realistic	ADJ
asir-55250	89	25	on	on	ADP
asir-55250	89	26	-	-	PUNCT
asir-55250	89	27	site	site	NOUN
asir-55250	89	28	environment	environment	NOUN
asir-55250	89	29	,	,	PUNCT
asir-55250	89	30	we	we	PRON
asir-55250	89	31	set	set	VERB
asir-55250	89	32	irradiance	irradiance	NOUN
asir-55250	89	33	levels	level	NOUN
asir-55250	89	34	of	of	ADP
asir-55250	89	35	400	400	NUM
asir-55250	89	36	,	,	PUNCT
asir-55250	89	37	800	800	NUM
asir-55250	89	38	,	,	PUNCT
asir-55250	89	39	and	and	CCONJ
asir-55250	89	40	1200w	1200w	NUM
asir-55250	89	41	/	/	SYM
asir-55250	89	42	m2	m2	PROPN
asir-55250	89	43	respectively	respectively	ADV
asir-55250	89	44	.	.	PUNCT
asir-55250	90	1	we	we	PRON
asir-55250	90	2	established	establish	VERB
asir-55250	90	3	three	three	NUM
asir-55250	90	4	datasets	dataset	NOUN
asir-55250	90	5	,	,	PUNCT
asir-55250	90	6	namely	namely	ADV
asir-55250	90	7	dataset	dataset	VERB
asir-55250	90	8	a	a	DET
asir-55250	90	9	,	,	PUNCT
asir-55250	90	10	dataset	dataset	ADJ
asir-55250	90	11	b	b	NOUN
asir-55250	90	12	,	,	PUNCT
asir-55250	90	13	and	and	CCONJ
asir-55250	90	14	dataset	dataset	VERB
asir-55250	90	15	c	c	NOUN
asir-55250	90	16	,	,	PUNCT
asir-55250	90	17	with	with	ADP
asir-55250	90	18	dataset	dataset	ADJ
asir-55250	90	19	labels	label	NOUN
asir-55250	90	20	0	0	NUM
asir-55250	90	21	-	-	SYM
asir-55250	90	22	5	5	NUM
asir-55250	90	23	representing	represent	VERB
asir-55250	90	24	six	six	NUM
asir-55250	90	25	types	type	NOUN
asir-55250	90	26	of	of	ADP
asir-55250	90	27	faults	fault	NOUN
asir-55250	90	28	.	.	PUNCT
asir-55250	91	1	4.2	4.2	NUM
asir-55250	91	2	model	model	NOUN
asir-55250	91	3	training	training	NOUN
asir-55250	91	4	in	in	ADP
asir-55250	91	5	order	order	NOUN
asir-55250	91	6	to	to	PART
asir-55250	91	7	select	select	VERB
asir-55250	91	8	the	the	DET
asir-55250	91	9	optimal	optimal	ADJ
asir-55250	91	10	model	model	NOUN
asir-55250	91	11	framework	framework	NOUN
asir-55250	91	12	and	and	CCONJ
asir-55250	91	13	specific	specific	ADJ
asir-55250	91	14	parameters	parameter	NOUN
asir-55250	91	15	for	for	ADP
asir-55250	91	16	each	each	DET
asir-55250	91	17	layer	layer	NOUN
asir-55250	91	18	of	of	ADP
asir-55250	91	19	the	the	DET
asir-55250	91	20	model	model	NOUN
asir-55250	91	21	,	,	PUNCT
asir-55250	91	22	this	this	DET
asir-55250	91	23	section	section	NOUN
asir-55250	91	24	conducts	conduct	VERB
asir-55250	91	25	a	a	DET
asir-55250	91	26	portion	portion	NOUN
asir-55250	91	27	of	of	ADP
asir-55250	91	28	model	model	NOUN
asir-55250	91	29	testing	testing	NOUN
asir-55250	91	30	experiments	experiment	NOUN
asir-55250	91	31	.	.	PUNCT
asir-55250	92	1	in	in	ADP
asir-55250	92	2	order	order	NOUN
asir-55250	92	3	to	to	PART
asir-55250	92	4	demonstrate	demonstrate	VERB
asir-55250	92	5	adaptability	adaptability	NOUN
asir-55250	92	6	,	,	PUNCT
asir-55250	92	7	a	a	DET
asir-55250	92	8	cross	cross	NOUN
asir-55250	92	9	experiment	experiment	NOUN
asir-55250	92	10	was	be	AUX
asir-55250	92	11	conducted	conduct	VERB
asir-55250	92	12	:	:	PUNCT
asir-55250	92	13	during	during	ADP
asir-55250	92	14	the	the	DET
asir-55250	92	15	experiment	experiment	NOUN
asir-55250	92	16	,	,	PUNCT
asir-55250	92	17	two	two	NUM
asir-55250	92	18	sets	set	NOUN
asir-55250	92	19	from	from	ADP
asir-55250	92	20	datasets	dataset	NOUN
asir-55250	92	21	a	a	DET
asir-55250	92	22	,	,	PUNCT
asir-55250	92	23	b	b	NOUN
asir-55250	92	24	,	,	PUNCT
asir-55250	92	25	and	and	CCONJ
asir-55250	92	26	c	c	PROPN
asir-55250	92	27	were	be	AUX
asir-55250	92	28	selected	select	VERB
asir-55250	92	29	in	in	ADP
asir-55250	92	30	sequence	sequence	NOUN
asir-55250	92	31	and	and	CCONJ
asir-55250	92	32	merged	merge	VERB
asir-55250	92	33	as	as	ADP
asir-55250	92	34	the	the	DET
asir-55250	92	35	training	training	NOUN
asir-55250	92	36	set	set	NOUN
asir-55250	92	37	,	,	PUNCT
asir-55250	92	38	while	while	SCONJ
asir-55250	92	39	the	the	DET
asir-55250	92	40	remaining	remain	VERB
asir-55250	92	41	set	set	NOUN
asir-55250	92	42	was	be	AUX
asir-55250	92	43	used	use	VERB
asir-55250	92	44	as	as	ADP
asir-55250	92	45	the	the	DET
asir-55250	92	46	testing	testing	NOUN
asir-55250	92	47	set	set	NOUN
asir-55250	92	48	.	.	PUNCT
asir-55250	93	1	each	each	DET
asir-55250	93	2	testing	testing	NOUN
asir-55250	93	3	experiment	experiment	NOUN
asir-55250	93	4	was	be	AUX
asir-55250	93	5	trained	train	VERB
asir-55250	93	6	for	for	ADP
asir-55250	93	7	100	100	NUM
asir-55250	93	8	iterations	iteration	NOUN
asir-55250	93	9	,	,	PUNCT
asir-55250	93	10	and	and	CCONJ
asir-55250	93	11	the	the	DET
asir-55250	93	12	optimal	optimal	ADJ
asir-55250	93	13	parameters	parameter	NOUN
asir-55250	93	14	of	of	ADP
asir-55250	93	15	the	the	DET
asir-55250	93	16	proposed	propose	VERB
asir-55250	93	17	model	model	NOUN
asir-55250	93	18	were	be	AUX
asir-55250	93	19	found	find	VERB
asir-55250	93	20	by	by	ADP
asir-55250	93	21	comparing	compare	VERB
asir-55250	93	22	the	the	DET
asir-55250	93	23	final	final	ADJ
asir-55250	93	24	output	output	NOUN
asir-55250	93	25	results	result	NOUN
asir-55250	93	26	.	.	PUNCT
asir-55250	94	1	the	the	DET
asir-55250	94	2	detailed	detailed	ADJ
asir-55250	94	3	comparison	comparison	NOUN
asir-55250	94	4	of	of	ADP
asir-55250	94	5	experimental	experimental	ADJ
asir-55250	94	6	parameters	parameter	NOUN
asir-55250	94	7	is	be	AUX
asir-55250	94	8	shown	show	VERB
asir-55250	94	9	in	in	ADP
asir-55250	94	10	table	table	NOUN
asir-55250	94	11	1	1	NUM
asir-55250	94	12	.	.	X
asir-55250	94	13	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	94	14	applied	apply	VERB
asir-55250	94	15	science	science	NOUN
asir-55250	94	16	and	and	CCONJ
asir-55250	94	17	innovative	innovative	ADJ
asir-55250	94	18	research	research	NOUN
asir-55250	94	19	vol	vol	NOUN
asir-55250	94	20	.	.	PROPN
asir-55250	95	1	8	8	NUM
asir-55250	95	2	,	,	PUNCT
asir-55250	95	3	no	no	INTJ
asir-55250	95	4	.	.	NOUN
asir-55250	95	5	4	4	NUM
asir-55250	95	6	,	,	PUNCT
asir-55250	95	7	2024	2024	NUM
asir-55250	95	8	99	99	NUM
asir-55250	95	9	published	publish	VERB
asir-55250	95	10	by	by	ADP
asir-55250	95	11	scholink	scholink	PROPN
asir-55250	95	12	inc	inc	PROPN
asir-55250	95	13	.	.	PROPN
asir-55250	95	14	table	table	PROPN
asir-55250	95	15	1	1	NUM
asir-55250	95	16	.	.	PUNCT
asir-55250	96	1	experimental	experimental	ADJ
asir-55250	96	2	results	result	NOUN
asir-55250	96	3	under	under	ADP
asir-55250	96	4	different	different	ADJ
asir-55250	96	5	parameters	parameter	NOUN
asir-55250	96	6	of	of	ADP
asir-55250	96	7	the	the	DET
asir-55250	96	8	model	model	NOUN
asir-55250	96	9	num	num	ADJ
asir-55250	96	10	convolutional	convolutional	ADJ
asir-55250	96	11	kernel	kernel	NOUN
asir-55250	96	12	size	size	NOUN
asir-55250	96	13	convolutional	convolutional	ADJ
asir-55250	96	14	kernel	kernel	NOUN
asir-55250	96	15	num	num	PROPN
asir-55250	96	16	gru	gru	PROPN
asir-55250	96	17	neuron	neuron	PROPN
asir-55250	96	18	batch_size	batch_size	VERB
asir-55250	96	19	test	test	NOUN
asir-55250	96	20	accuracy	accuracy	NOUN
asir-55250	96	21	loss	loss	NOUN
asir-55250	96	22	1	1	NUM
asir-55250	96	23	4	4	NUM
asir-55250	96	24	16	16	NUM
asir-55250	96	25	16	16	NUM
asir-55250	96	26	64	64	NUM
asir-55250	96	27	0.9267	0.9267	NUM
asir-55250	96	28	0.3392	0.3392	NUM
asir-55250	96	29	2	2	NUM
asir-55250	96	30	16	16	NUM
asir-55250	96	31	32	32	NUM
asir-55250	96	32	16	16	NUM
asir-55250	96	33	64	64	NUM
asir-55250	96	34	0.9267	0.9267	NUM
asir-55250	96	35	0.0713	0.0713	NUM
asir-55250	96	36	3	3	NUM
asir-55250	96	37	16	16	NUM
asir-55250	96	38	32	32	NUM
asir-55250	96	39	32	32	NUM
asir-55250	96	40	64	64	NUM
asir-55250	96	41	0.9340	0.9340	NUM
asir-55250	96	42	0.0237	0.0237	NUM
asir-55250	96	43	4	4	NUM
asir-55250	96	44	16	16	NUM
asir-55250	96	45	32	32	NUM
asir-55250	96	46	32	32	NUM
asir-55250	96	47	128	128	NUM
asir-55250	96	48	0.9460	0.9460	NUM
asir-55250	96	49	0.0275	0.0275	NUM
asir-55250	96	50	5	5	NUM
asir-55250	96	51	32	32	NUM
asir-55250	96	52	32	32	NUM
asir-55250	96	53	32	32	NUM
asir-55250	96	54	128	128	NUM
asir-55250	96	55	0.9530	0.9530	NUM
asir-55250	96	56	0.0023	0.0023	NUM
asir-55250	96	57	6	6	NUM
asir-55250	96	58	16	16	NUM
asir-55250	96	59	32	32	NUM
asir-55250	96	60	32	32	NUM
asir-55250	96	61	256	256	NUM
asir-55250	96	62	0.9480	0.9480	NUM
asir-55250	96	63	0.0273	0.0273	NUM
asir-55250	96	64	7	7	NUM
asir-55250	96	65	32	32	NUM
asir-55250	96	66	32	32	NUM
asir-55250	96	67	32	32	NUM
asir-55250	96	68	256	256	NUM
asir-55250	96	69	0.9540	0.9540	NUM
asir-55250	96	70	0.0472	0.0472	NUM
asir-55250	96	71	8	8	NUM
asir-55250	96	72	64	64	NUM
asir-55250	96	73	32	32	NUM
asir-55250	96	74	32	32	NUM
asir-55250	96	75	256	256	NUM
asir-55250	96	76	0.9620	0.9620	NUM
asir-55250	96	77	0.0180	0.0180	NUM
asir-55250	96	78	according	accord	VERB
asir-55250	96	79	to	to	ADP
asir-55250	96	80	the	the	DET
asir-55250	96	81	comparison	comparison	NOUN
asir-55250	96	82	,	,	PUNCT
asir-55250	96	83	it	it	PRON
asir-55250	96	84	can	can	AUX
asir-55250	96	85	be	be	AUX
asir-55250	96	86	concluded	conclude	VERB
asir-55250	96	87	that	that	SCONJ
asir-55250	96	88	parameter	parameter	NOUN
asir-55250	96	89	8	8	NUM
asir-55250	96	90	has	have	VERB
asir-55250	96	91	the	the	DET
asir-55250	96	92	best	good	ADJ
asir-55250	96	93	effect	effect	NOUN
asir-55250	96	94	.	.	PUNCT
asir-55250	97	1	therefore	therefore	ADV
asir-55250	97	2	,	,	PUNCT
asir-55250	97	3	parameter	parameter	NOUN
asir-55250	97	4	8	8	NUM
asir-55250	97	5	was	be	AUX
asir-55250	97	6	selected	select	VERB
asir-55250	97	7	as	as	ADP
asir-55250	97	8	the	the	DET
asir-55250	97	9	subsequent	subsequent	ADJ
asir-55250	97	10	experimental	experimental	ADJ
asir-55250	97	11	parameter	parameter	NOUN
asir-55250	97	12	,	,	PUNCT
asir-55250	97	13	with	with	ADP
asir-55250	97	14	corresponding	correspond	VERB
asir-55250	97	15	experimental	experimental	ADJ
asir-55250	97	16	accuracy	accuracy	NOUN
asir-55250	97	17	and	and	CCONJ
asir-55250	97	18	loss	loss	NOUN
asir-55250	97	19	of	of	ADP
asir-55250	97	20	0.9620	0.9620	NUM
asir-55250	97	21	and	and	CCONJ
asir-55250	97	22	0.0180	0.0180	NUM
asir-55250	97	23	,	,	PUNCT
asir-55250	97	24	respectively	respectively	ADV
asir-55250	97	25	.	.	PUNCT
asir-55250	98	1	4.3	4.3	NUM
asir-55250	98	2	model	model	NOUN
asir-55250	98	3	training	training	NOUN
asir-55250	98	4	train	train	NOUN
asir-55250	98	5	using	use	VERB
asir-55250	98	6	the	the	DET
asir-55250	98	7	dataset	dataset	NOUN
asir-55250	98	8	mentioned	mention	VERB
asir-55250	98	9	earlier	early	ADV
asir-55250	98	10	,	,	PUNCT
asir-55250	98	11	with	with	ADP
asir-55250	98	12	12000	12000	NUM
asir-55250	98	13	samples	sample	NOUN
asir-55250	98	14	as	as	ADP
asir-55250	98	15	training	training	NOUN
asir-55250	98	16	data	datum	NOUN
asir-55250	98	17	.	.	PUNCT
asir-55250	99	1	divide	divide	VERB
asir-55250	99	2	a	a	DET
asir-55250	99	3	portion	portion	NOUN
asir-55250	99	4	of	of	ADP
asir-55250	99	5	the	the	DET
asir-55250	99	6	dataset	dataset	NOUN
asir-55250	99	7	into	into	ADP
asir-55250	99	8	a	a	DET
asir-55250	99	9	test	test	NOUN
asir-55250	99	10	set	set	NOUN
asir-55250	99	11	,	,	PUNCT
asir-55250	99	12	with	with	ADP
asir-55250	99	13	1200	1200	NUM
asir-55250	99	14	samples	sample	NOUN
asir-55250	99	15	as	as	ADP
asir-55250	99	16	testing	testing	NOUN
asir-55250	99	17	data	datum	NOUN
asir-55250	99	18	.	.	PUNCT
asir-55250	100	1	the	the	DET
asir-55250	100	2	loss	loss	NOUN
asir-55250	100	3	and	and	CCONJ
asir-55250	100	4	accuracy	accuracy	NOUN
asir-55250	100	5	of	of	ADP
asir-55250	100	6	the	the	DET
asir-55250	100	7	test	test	NOUN
asir-55250	100	8	results	result	NOUN
asir-55250	100	9	are	be	AUX
asir-55250	100	10	shown	show	VERB
asir-55250	100	11	in	in	ADP
asir-55250	100	12	figure	figure	NOUN
asir-55250	100	13	6	6	NUM
asir-55250	100	14	.	.	PUNCT
asir-55250	101	1	figure	figure	NOUN
asir-55250	101	2	6	6	NUM
asir-55250	101	3	.	.	PUNCT
asir-55250	101	4	visualization	visualization	NOUN
asir-55250	101	5	display	display	NOUN
asir-55250	101	6	of	of	ADP
asir-55250	101	7	training	training	NOUN
asir-55250	101	8	results	result	NOUN
asir-55250	101	9	5	5	NUM
asir-55250	101	10	.	.	PUNCT
asir-55250	101	11	discussion	discussion	NOUN
asir-55250	101	12	in	in	ADP
asir-55250	101	13	order	order	NOUN
asir-55250	101	14	to	to	PART
asir-55250	101	15	ensure	ensure	VERB
asir-55250	101	16	the	the	DET
asir-55250	101	17	normal	normal	ADJ
asir-55250	101	18	operation	operation	NOUN
asir-55250	101	19	of	of	ADP
asir-55250	101	20	photovoltaic	photovoltaic	PROPN
asir-55250	101	21	arrays	array	VERB
asir-55250	101	22	,	,	PUNCT
asir-55250	101	23	improve	improve	VERB
asir-55250	101	24	the	the	DET
asir-55250	101	25	power	power	NOUN
asir-55250	101	26	generation	generation	NOUN
asir-55250	101	27	and	and	CCONJ
asir-55250	101	28	operation	operation	NOUN
asir-55250	101	29	efficiency	efficiency	NOUN
asir-55250	101	30	of	of	ADP
asir-55250	101	31	photovoltaic	photovoltaic	NOUN
asir-55250	101	32	power	power	NOUN
asir-55250	101	33	plants	plant	NOUN
asir-55250	101	34	,	,	PUNCT
asir-55250	101	35	and	and	CCONJ
asir-55250	101	36	increase	increase	VERB
asir-55250	101	37	the	the	DET
asir-55250	101	38	economic	economic	ADJ
asir-55250	101	39	benefits	benefit	NOUN
asir-55250	101	40	of	of	ADP
asir-55250	101	41	photovoltaic	photovoltaic	NOUN
asir-55250	101	42	power	power	NOUN
asir-55250	101	43	generation	generation	NOUN
asir-55250	101	44	,	,	PUNCT
asir-55250	101	45	this	this	DET
asir-55250	101	46	paper	paper	NOUN
asir-55250	101	47	applies	apply	VERB
asir-55250	101	48	deep	deep	ADJ
asir-55250	101	49	learning	learning	NOUN
asir-55250	101	50	to	to	PART
asir-55250	101	51	photovoltaic	photovoltaic	VERB
asir-55250	101	52	module	module	NOUN
asir-55250	101	53	fault	fault	NOUN
asir-55250	101	54	diagnosis	diagnosis	NOUN
asir-55250	101	55	.	.	PUNCT
asir-55250	102	1	using	use	VERB
asir-55250	102	2	the	the	DET
asir-55250	102	3	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	102	4	applied	apply	VERB
asir-55250	102	5	science	science	NOUN
asir-55250	102	6	and	and	CCONJ
asir-55250	102	7	innovative	innovative	ADJ
asir-55250	102	8	research	research	NOUN
asir-55250	102	9	vol	vol	NOUN
asir-55250	102	10	.	.	PROPN
asir-55250	103	1	8	8	NUM
asir-55250	103	2	,	,	PUNCT
asir-55250	103	3	no	no	INTJ
asir-55250	103	4	.	.	NOUN
asir-55250	103	5	4	4	NUM
asir-55250	103	6	,	,	PUNCT
asir-55250	103	7	2024	2024	NUM
asir-55250	103	8	100	100	NUM
asir-55250	103	9	published	publish	VERB
asir-55250	103	10	by	by	ADP
asir-55250	103	11	scholink	scholink	PROPN
asir-55250	103	12	inc	inc	PROPN
asir-55250	103	13	.	.	PROPN
asir-55250	103	14	strong	strong	ADJ
asir-55250	103	15	data	datum	NOUN
asir-55250	103	16	classification	classification	NOUN
asir-55250	103	17	of	of	ADP
asir-55250	103	18	deep	deep	ADJ
asir-55250	103	19	learning	learning	NOUN
asir-55250	103	20	,	,	PUNCT
asir-55250	103	21	a	a	DET
asir-55250	103	22	deep	deep	ADJ
asir-55250	103	23	learning	learning	NOUN
asir-55250	103	24	model	model	NOUN
asir-55250	103	25	suitable	suitable	ADJ
asir-55250	103	26	for	for	ADP
asir-55250	103	27	distributed	distribute	VERB
asir-55250	103	28	photovoltaic	photovoltaic	NOUN
asir-55250	103	29	module	module	NOUN
asir-55250	103	30	and	and	CCONJ
asir-55250	103	31	large	large	ADJ
asir-55250	103	32	-	-	PUNCT
asir-55250	103	33	scale	scale	NOUN
asir-55250	103	34	photovoltaic	photovoltaic	NOUN
asir-55250	103	35	module	module	NOUN
asir-55250	103	36	fault	fault	NOUN
asir-55250	103	37	diagnosis	diagnosis	NOUN
asir-55250	103	38	is	be	AUX
asir-55250	103	39	designed	design	VERB
asir-55250	103	40	.	.	PUNCT
asir-55250	104	1	we	we	PRON
asir-55250	104	2	have	have	AUX
asir-55250	104	3	mainly	mainly	ADV
asir-55250	104	4	developed	develop	VERB
asir-55250	104	5	a	a	DET
asir-55250	104	6	fault	fault	NOUN
asir-55250	104	7	diagnosis	diagnosis	NOUN
asir-55250	104	8	method	method	NOUN
asir-55250	104	9	for	for	ADP
asir-55250	104	10	photovoltaic	photovoltaic	NOUN
asir-55250	104	11	arrays	array	NOUN
asir-55250	104	12	based	base	VERB
asir-55250	104	13	on	on	ADP
asir-55250	104	14	machine	machine	NOUN
asir-55250	104	15	learning	learning	NOUN
asir-55250	104	16	algorithms	algorithm	NOUN
asir-55250	104	17	.	.	PUNCT
asir-55250	105	1	this	this	DET
asir-55250	105	2	method	method	NOUN
asir-55250	105	3	can	can	AUX
asir-55250	105	4	diagnose	diagnose	VERB
asir-55250	105	5	multiple	multiple	ADJ
asir-55250	105	6	common	common	ADJ
asir-55250	105	7	faults	fault	NOUN
asir-55250	105	8	of	of	ADP
asir-55250	105	9	photovoltaic	photovoltaic	NOUN
asir-55250	105	10	arrays	array	VERB
asir-55250	105	11	and	and	CCONJ
asir-55250	105	12	achieve	achieve	VERB
asir-55250	105	13	efficient	efficient	ADJ
asir-55250	105	14	fault	fault	NOUN
asir-55250	105	15	diagnosis	diagnosis	NOUN
asir-55250	105	16	of	of	ADP
asir-55250	105	17	photovoltaic	photovoltaic	NOUN
asir-55250	105	18	arrays	array	NOUN
asir-55250	105	19	in	in	ADP
asir-55250	105	20	different	different	ADJ
asir-55250	105	21	application	application	NOUN
asir-55250	105	22	scenarios	scenario	NOUN
asir-55250	105	23	,	,	PUNCT
asir-55250	105	24	with	with	ADP
asir-55250	105	25	high	high	ADJ
asir-55250	105	26	model	model	NOUN
asir-55250	105	27	classification	classification	NOUN
asir-55250	105	28	accuracy	accuracy	NOUN
asir-55250	105	29	.	.	PUNCT
asir-55250	106	1	this	this	DET
asir-55250	106	2	article	article	NOUN
asir-55250	106	3	mainly	mainly	ADV
asir-55250	106	4	studies	study	VERB
asir-55250	106	5	the	the	DET
asir-55250	106	6	fault	fault	NOUN
asir-55250	106	7	diagnosis	diagnosis	NOUN
asir-55250	106	8	methods	method	NOUN
asir-55250	106	9	of	of	ADP
asir-55250	106	10	components	component	NOUN
asir-55250	106	11	in	in	ADP
asir-55250	106	12	different	different	ADJ
asir-55250	106	13	types	type	NOUN
asir-55250	106	14	of	of	ADP
asir-55250	106	15	photovoltaic	photovoltaic	NOUN
asir-55250	106	16	arrays	array	VERB
asir-55250	106	17	,	,	PUNCT
asir-55250	106	18	and	and	CCONJ
asir-55250	106	19	has	have	AUX
asir-55250	106	20	also	also	ADV
asir-55250	106	21	achieved	achieve	VERB
asir-55250	106	22	certain	certain	ADJ
asir-55250	106	23	results	result	NOUN
asir-55250	106	24	.	.	PUNCT
asir-55250	107	1	at	at	ADP
asir-55250	107	2	present	present	ADJ
asir-55250	107	3	,	,	PUNCT
asir-55250	107	4	there	there	PRON
asir-55250	107	5	have	have	AUX
asir-55250	107	6	been	be	AUX
asir-55250	107	7	many	many	ADJ
asir-55250	107	8	studies	study	NOUN
asir-55250	107	9	on	on	ADP
asir-55250	107	10	fault	fault	NOUN
asir-55250	107	11	diagnosis	diagnosis	NOUN
asir-55250	107	12	of	of	ADP
asir-55250	107	13	photovoltaic	photovoltaic	NOUN
asir-55250	107	14	power	power	NOUN
asir-55250	107	15	generation	generation	NOUN
asir-55250	107	16	systems	system	NOUN
asir-55250	107	17	,	,	PUNCT
asir-55250	107	18	but	but	CCONJ
asir-55250	107	19	further	further	ADJ
asir-55250	107	20	research	research	NOUN
asir-55250	107	21	is	be	AUX
asir-55250	107	22	needed	need	VERB
asir-55250	107	23	on	on	ADP
asir-55250	107	24	how	how	SCONJ
asir-55250	107	25	to	to	PART
asir-55250	107	26	diagnose	diagnose	VERB
asir-55250	107	27	more	more	ADV
asir-55250	107	28	quickly	quickly	ADV
asir-55250	107	29	and	and	CCONJ
asir-55250	107	30	accurately	accurately	ADV
asir-55250	107	31	.	.	PUNCT
asir-55250	108	1	regarding	regard	VERB
asir-55250	108	2	the	the	DET
asir-55250	108	3	work	work	NOUN
asir-55250	108	4	done	do	VERB
asir-55250	108	5	in	in	ADP
asir-55250	108	6	this	this	DET
asir-55250	108	7	article	article	NOUN
asir-55250	108	8	,	,	PUNCT
asir-55250	108	9	further	further	ADJ
asir-55250	108	10	research	research	NOUN
asir-55250	108	11	can	can	AUX
asir-55250	108	12	be	be	AUX
asir-55250	108	13	conducted	conduct	VERB
asir-55250	108	14	in	in	ADP
asir-55250	108	15	the	the	DET
asir-55250	108	16	following	follow	VERB
asir-55250	108	17	areas	area	NOUN
asir-55250	108	18	:	:	PUNCT
asir-55250	108	19	for	for	ADP
asir-55250	108	20	components	component	NOUN
asir-55250	108	21	of	of	ADP
asir-55250	108	22	different	different	ADJ
asir-55250	108	23	sizes	size	NOUN
asir-55250	108	24	of	of	ADP
asir-55250	108	25	arrays	array	NOUN
asir-55250	108	26	,	,	PUNCT
asir-55250	108	27	the	the	DET
asir-55250	108	28	same	same	ADJ
asir-55250	108	29	diagnostic	diagnostic	ADJ
asir-55250	108	30	method	method	NOUN
asir-55250	108	31	can	can	AUX
asir-55250	108	32	be	be	AUX
asir-55250	108	33	used	use	VERB
asir-55250	108	34	to	to	PART
asir-55250	108	35	ensure	ensure	VERB
asir-55250	108	36	their	their	PRON
asir-55250	108	37	safety	safety	NOUN
asir-55250	108	38	,	,	PUNCT
asir-55250	108	39	reliability	reliability	NOUN
asir-55250	108	40	,	,	PUNCT
asir-55250	108	41	and	and	CCONJ
asir-55250	108	42	speed	speed	NOUN
asir-55250	108	43	,	,	PUNCT
asir-55250	108	44	making	make	VERB
asir-55250	108	45	them	they	PRON
asir-55250	108	46	applicable	applicable	ADJ
asir-55250	108	47	to	to	ADP
asir-55250	108	48	various	various	ADJ
asir-55250	108	49	arrays	array	NOUN
asir-55250	108	50	;	;	PUNCT
asir-55250	108	51	during	during	ADP
asir-55250	108	52	actual	actual	ADJ
asir-55250	108	53	operation	operation	NOUN
asir-55250	108	54	,	,	PUNCT
asir-55250	108	55	the	the	DET
asir-55250	108	56	accuracy	accuracy	NOUN
asir-55250	108	57	of	of	ADP
asir-55250	108	58	the	the	DET
asir-55250	108	59	sampling	sample	VERB
asir-55250	108	60	equipment	equipment	NOUN
asir-55250	108	61	and	and	CCONJ
asir-55250	108	62	electromagnetic	electromagnetic	ADJ
asir-55250	108	63	interference	interference	NOUN
asir-55250	108	64	may	may	AUX
asir-55250	108	65	have	have	VERB
asir-55250	108	66	a	a	DET
asir-55250	108	67	certain	certain	ADJ
asir-55250	108	68	impact	impact	NOUN
asir-55250	108	69	on	on	ADP
asir-55250	108	70	the	the	DET
asir-55250	108	71	fault	fault	NOUN
asir-55250	108	72	diagnosis	diagnosis	NOUN
asir-55250	108	73	results	result	NOUN
asir-55250	108	74	.	.	PUNCT
asir-55250	109	1	propose	propose	VERB
asir-55250	109	2	anti	anti	ADJ
asir-55250	109	3	-	-	ADJ
asir-55250	109	4	interference	interference	ADJ
asir-55250	109	5	diagnostic	diagnostic	ADJ
asir-55250	109	6	methods	method	NOUN
asir-55250	109	7	for	for	ADP
asir-55250	109	8	different	different	ADJ
asir-55250	109	9	sampling	sampling	NOUN
asir-55250	109	10	environments	environment	NOUN
asir-55250	109	11	;	;	PUNCT
asir-55250	109	12	in	in	ADP
asir-55250	109	13	view	view	NOUN
asir-55250	109	14	of	of	ADP
asir-55250	109	15	the	the	DET
asir-55250	109	16	current	current	ADJ
asir-55250	109	17	lack	lack	NOUN
asir-55250	109	18	of	of	ADP
asir-55250	109	19	fault	fault	NOUN
asir-55250	109	20	location	location	NOUN
asir-55250	109	21	methods	method	NOUN
asir-55250	109	22	for	for	ADP
asir-55250	109	23	photovoltaic	photovoltaic	NOUN
asir-55250	109	24	modules	module	NOUN
asir-55250	109	25	,	,	PUNCT
asir-55250	109	26	future	future	ADJ
asir-55250	109	27	research	research	NOUN
asir-55250	109	28	can	can	AUX
asir-55250	109	29	focus	focus	VERB
asir-55250	109	30	on	on	ADP
asir-55250	109	31	locating	locate	VERB
asir-55250	109	32	methods	method	NOUN
asir-55250	109	33	for	for	ADP
asir-55250	109	34	photovoltaic	photovoltaic	NOUN
asir-55250	109	35	modules	module	NOUN
asir-55250	109	36	.	.	PUNCT
asir-55250	110	1	references	reference	NOUN
asir-55250	110	2	ali	ali	PROPN
asir-55250	110	3	,	,	PUNCT
asir-55250	110	4	m.	m.	PROPN
asir-55250	110	5	h.	h.	PROPN
asir-55250	110	6	,	,	PUNCT
asir-55250	110	7	rabhi	rabhi	PROPN
asir-55250	110	8	,	,	PUNCT
asir-55250	110	9	a.	a.	NOUN
asir-55250	110	10	,	,	PUNCT
asir-55250	110	11	hajjaji	hajjaji	PROPN
asir-55250	110	12	,	,	PUNCT
asir-55250	110	13	a.	a.	PROPN
asir-55250	110	14	e.	e.	PROPN
asir-55250	110	15	,	,	PUNCT
asir-55250	110	16	et	et	PROPN
asir-55250	110	17	al	al	PROPN
asir-55250	110	18	.	.	PUNCT
asir-55250	111	1	(	(	PUNCT
asir-55250	111	2	2017	2017	NUM
asir-55250	111	3	)	)	PUNCT
asir-55250	111	4	.	.	PUNCT
asir-55250	112	1	real	real	ADJ
asir-55250	112	2	time	time	NOUN
asir-55250	112	3	fault	fault	NOUN
asir-55250	112	4	detection	detection	NOUN
asir-55250	112	5	in	in	ADP
asir-55250	112	6	photovoltaic	photovoltaic	NOUN
asir-55250	112	7	systems	system	NOUN
asir-55250	112	8	.	.	PUNCT
asir-55250	113	1	energy	energy	NOUN
asir-55250	113	2	procedia	procedia	PROPN
asir-55250	113	3	,	,	PUNCT
asir-55250	113	4	111	111	NUM
asir-55250	113	5	,	,	PUNCT
asir-55250	113	6	914	914	NUM
asir-55250	113	7	-	-	SYM
asir-55250	113	8	923	923	NUM
asir-55250	113	9	.	.	PUNCT
asir-55250	114	1	https://doi.org/10.1016/j.egypro.2017.03.254	https://doi.org/10.1016/j.egypro.2017.03.254	PROPN
asir-55250	114	2	chen	chen	PROPN
asir-55250	114	3	,	,	PUNCT
asir-55250	114	4	z.	z.	PROPN
asir-55250	114	5	,	,	PUNCT
asir-55250	114	6	wu	wu	PROPN
asir-55250	114	7	,	,	PUNCT
asir-55250	114	8	l.	l.	PROPN
asir-55250	114	9	,	,	PUNCT
asir-55250	114	10	cheng	cheng	PROPN
asir-55250	114	11	,	,	PUNCT
asir-55250	114	12	s.	s.	PROPN
asir-55250	114	13	,	,	PUNCT
asir-55250	114	14	et	et	PROPN
asir-55250	114	15	al	al	PROPN
asir-55250	114	16	.	.	PUNCT
asir-55250	114	17	(	(	PUNCT
asir-55250	114	18	2017	2017	NUM
asir-55250	114	19	)	)	PUNCT
asir-55250	114	20	.	.	PUNCT
asir-55250	115	1	intelligent	intelligent	ADJ
asir-55250	115	2	fault	fault	NOUN
asir-55250	115	3	diagnosis	diagnosis	NOUN
asir-55250	115	4	of	of	ADP
asir-55250	115	5	photovoltaic	photovoltaic	NOUN
asir-55250	115	6	arrays	array	NOUN
asir-55250	115	7	based	base	VERB
asir-55250	115	8	on	on	ADP
asir-55250	115	9	optimized	optimize	VERB
asir-55250	115	10	kernel	kernel	PROPN
asir-55250	115	11	extreme	extreme	PROPN
asir-55250	115	12	learning	learn	VERB
asir-55250	115	13	machine	machine	NOUN
asir-55250	115	14	and	and	CCONJ
asir-55250	115	15	i	i	PROPN
asir-55250	115	16	-	-	PUNCT
asir-55250	115	17	v	v	NUM
asir-55250	115	18	characteristics	characteristic	NOUN
asir-55250	115	19	.	.	PUNCT
asir-55250	116	1	applied	apply	VERB
asir-55250	116	2	energy	energy	NOUN
asir-55250	116	3	,	,	PUNCT
asir-55250	116	4	2017	2017	NUM
asir-55250	116	5	.	.	PUNCT
asir-55250	117	1	https://doi.org/10.1016/j.apenergy.2017.05.034	https://doi.org/10.1016/j.apenergy.2017.05.034	NOUN
asir-55250	117	2	jaffery	jaffery	ADJ
asir-55250	117	3	,	,	PUNCT
asir-55250	117	4	z.	z.	PROPN
asir-55250	117	5	a.	a.	PROPN
asir-55250	117	6	,	,	PUNCT
asir-55250	117	7	dubey	dubey	PROPN
asir-55250	117	8	,	,	PUNCT
asir-55250	117	9	a.	a.	PROPN
asir-55250	117	10	k.	k.	PROPN
asir-55250	117	11	,	,	PUNCT
asir-55250	117	12	irshad	irshad	VERB
asir-55250	117	13	,	,	PUNCT
asir-55250	117	14	et	et	PROPN
asir-55250	117	15	al	al	PROPN
asir-55250	117	16	.	.	PUNCT
asir-55250	118	1	(	(	PUNCT
asir-55250	118	2	2017	2017	NUM
asir-55250	118	3	)	)	PUNCT
asir-55250	118	4	.	.	PUNCT
asir-55250	119	1	scheme	scheme	NOUN
asir-55250	119	2	for	for	ADP
asir-55250	119	3	predictive	predictive	ADJ
asir-55250	119	4	fault	fault	NOUN
asir-55250	119	5	diagnosis	diagnosis	NOUN
asir-55250	119	6	in	in	ADP
asir-55250	119	7	photo	photo	NOUN
asir-55250	119	8	-	-	PUNCT
asir-55250	119	9	voltaic	voltaic	ADJ
asir-55250	119	10	modules	module	NOUN
asir-55250	119	11	using	use	VERB
asir-55250	119	12	thermal	thermal	ADJ
asir-55250	119	13	imaging	imaging	NOUN
asir-55250	119	14	.	.	PUNCT
asir-55250	120	1	infrared	infrared	PROPN
asir-55250	120	2	physics	physics	PROPN
asir-55250	120	3	&	&	CCONJ
asir-55250	120	4	technology	technology	PROPN
asir-55250	120	5	,	,	PUNCT
asir-55250	120	6	2017	2017	NUM
asir-55250	120	7	,	,	PUNCT
asir-55250	120	8	s1350449517300488	s1350449517300488	PROPN
asir-55250	120	9	.	.	PROPN
asir-55250	120	10	https://doi.org/10.1016/j.infrared.2017.04.015	https://doi.org/10.1016/j.infrared.2017.04.015	PROPN
asir-55250	120	11	kong	kong	PROPN
asir-55250	120	12	,	,	PUNCT
asir-55250	120	13	x.	x.	PROPN
asir-55250	120	14	,	,	PUNCT
asir-55250	120	15	xu	xu	PROPN
asir-55250	120	16	,	,	PUNCT
asir-55250	120	17	x.	x.	PROPN
asir-55250	120	18	,	,	PUNCT
asir-55250	120	19	yan	yan	PROPN
asir-55250	120	20	,	,	PUNCT
asir-55250	120	21	z.	z.	PROPN
asir-55250	120	22	,	,	PUNCT
asir-55250	120	23	et	et	PROPN
asir-55250	120	24	al	al	PROPN
asir-55250	120	25	.	.	PUNCT
asir-55250	121	1	(	(	PUNCT
asir-55250	121	2	2018	2018	NUM
asir-55250	121	3	)	)	PUNCT
asir-55250	121	4	.	.	PUNCT
asir-55250	122	1	deep	deep	ADJ
asir-55250	122	2	learning	learn	VERB
asir-55250	122	3	hybrid	hybrid	ADJ
asir-55250	122	4	method	method	NOUN
asir-55250	122	5	for	for	ADP
asir-55250	122	6	islanding	islande	VERB
asir-55250	122	7	detection	detection	NOUN
asir-55250	122	8	in	in	ADP
asir-55250	122	9	distributed	distribute	VERB
asir-55250	122	10	generation	generation	NOUN
asir-55250	122	11	.	.	PUNCT
asir-55250	123	1	applied	apply	VERB
asir-55250	123	2	energy	energy	NOUN
asir-55250	123	3	,	,	PUNCT
asir-55250	123	4	210	210	NUM
asir-55250	123	5	,	,	PUNCT
asir-55250	123	6	776	776	NUM
asir-55250	123	7	-	-	SYM
asir-55250	123	8	785	785	NUM
asir-55250	123	9	.	.	PUNCT
asir-55250	124	1	https://doi.org/10.1016/j.apenergy.2017.08.014	https://doi.org/10.1016/j.apenergy.2017.08.014	PROPN
asir-55250	124	2	lu	lu	PROPN
asir-55250	124	3	,	,	PUNCT
asir-55250	124	4	x.	x.	PROPN
asir-55250	124	5	,	,	PUNCT
asir-55250	124	6	lin	lin	PROPN
asir-55250	124	7	,	,	PUNCT
asir-55250	124	8	p.	p.	PROPN
asir-55250	124	9	,	,	PUNCT
asir-55250	124	10	cheng	cheng	PROPN
asir-55250	124	11	,	,	PUNCT
asir-55250	124	12	s.	s.	PROPN
asir-55250	124	13	,	,	PUNCT
asir-55250	124	14	et	et	PROPN
asir-55250	124	15	al	al	PROPN
asir-55250	124	16	.	.	PROPN
asir-55250	124	17	,	,	PUNCT
asir-55250	124	18	(	(	PUNCT
asir-55250	124	19	2019	2019	NUM
asir-55250	124	20	)	)	PUNCT
asir-55250	124	21	.	.	PUNCT
asir-55250	125	1	fault	fault	VERB
asir-55250	125	2	diagnosis	diagnosis	NOUN
asir-55250	125	3	for	for	ADP
asir-55250	125	4	photovoltaic	photovoltaic	NOUN
asir-55250	125	5	array	array	NOUN
asir-55250	125	6	based	base	VERB
asir-55250	125	7	on	on	ADP
asir-55250	125	8	convolutional	convolutional	ADJ
asir-55250	125	9	neural	neural	ADJ
asir-55250	125	10	network	network	NOUN
asir-55250	125	11	and	and	CCONJ
asir-55250	125	12	electrical	electrical	ADJ
asir-55250	125	13	time	time	NOUN
asir-55250	125	14	series	series	PROPN
asir-55250	125	15	graph	graph	NOUN
asir-55250	125	16	.	.	PUNCT
asir-55250	126	1	energy	energy	NOUN
asir-55250	126	2	conversion	conversion	NOUN
asir-55250	126	3	and	and	CCONJ
asir-55250	126	4	management	management	NOUN
asir-55250	126	5	,	,	PUNCT
asir-55250	126	6	196(950	196(950	NUM
asir-55250	126	7	-	-	SYM
asir-55250	126	8	65	65	NUM
asir-55250	126	9	)	)	PUNCT
asir-55250	126	10	.	.	PUNCT
asir-55250	127	1	https://doi.org/10.1016/j.enconman.2019.06.062	https://doi.org/10.1016/j.enconman.2019.06.062	NOUN
asir-55250	127	2	mehmood	mehmood	PROPN
asir-55250	127	3	,	,	PUNCT
asir-55250	127	4	a.	a.	PROPN
asir-55250	127	5	,	,	PUNCT
asir-55250	127	6	sher	sher	PROPN
asir-55250	127	7	,	,	PUNCT
asir-55250	127	8	h.	h.	PROPN
asir-55250	127	9	a.	a.	PROPN
asir-55250	127	10	,	,	PUNCT
asir-55250	127	11	murtaza	murtaza	PROPN
asir-55250	127	12	,	,	PUNCT
asir-55250	127	13	a.	a.	PROPN
asir-55250	127	14	f.	f.	PROPN
asir-55250	127	15	,	,	PUNCT
asir-55250	127	16	et	et	PROPN
asir-55250	127	17	al	al	PROPN
asir-55250	127	18	.	.	PROPN
asir-55250	127	19	(	(	PUNCT
asir-55250	127	20	2021	2021	NUM
asir-55250	127	21	)	)	PUNCT
asir-55250	127	22	.	.	PUNCT
asir-55250	128	1	a	a	DET
asir-55250	128	2	diode	diode	NOUN
asir-55250	128	3	-	-	PUNCT
asir-55250	128	4	based	base	VERB
asir-55250	128	5	fault	fault	NOUN
asir-55250	128	6	detection	detection	NOUN
asir-55250	128	7	,	,	PUNCT
asir-55250	128	8	classification	classification	NOUN
asir-55250	128	9	,	,	PUNCT
asir-55250	128	10	and	and	CCONJ
asir-55250	128	11	localization	localization	NOUN
asir-55250	128	12	method	method	NOUN
asir-55250	128	13	for	for	ADP
asir-55250	128	14	photovoltaic	photovoltaic	NOUN
asir-55250	128	15	array	array	NOUN
asir-55250	128	16	.	.	PUNCT
asir-55250	129	1	ieee	ieee	NOUN
asir-55250	129	2	transactions	transaction	NOUN
asir-55250	129	3	on	on	ADP
asir-55250	129	4	instrumentation	instrumentation	NOUN
asir-55250	129	5	and	and	CCONJ
asir-55250	129	6	measurement	measurement	NOUN
asir-55250	129	7	,	,	PUNCT
asir-55250	129	8	70	70	NUM
asir-55250	129	9	,	,	PUNCT
asir-55250	129	10	1	1	NUM
asir-55250	129	11	-	-	SYM
asir-55250	129	12	12	12	NUM
asir-55250	129	13	.	.	PUNCT
asir-55250	130	1	https://doi.org/10.1109/tim.2021.3077675	https://doi.org/10.1109/tim.2021.3077675	PROPN
asir-55250	130	2	mekki	mekki	PROPN
asir-55250	130	3	,	,	PUNCT
asir-55250	130	4	h.	h.	PROPN
asir-55250	130	5	,	,	PUNCT
asir-55250	130	6	mellit	mellit	VERB
asir-55250	130	7	,	,	PUNCT
asir-55250	130	8	a.	a.	PROPN
asir-55250	130	9	,	,	PUNCT
asir-55250	130	10	&	&	CCONJ
asir-55250	130	11	salhi	salhi	PROPN
asir-55250	130	12	,	,	PUNCT
asir-55250	130	13	h.	h.	PROPN
asir-55250	130	14	(	(	PUNCT
asir-55250	130	15	2016	2016	NUM
asir-55250	130	16	)	)	PUNCT
asir-55250	130	17	.	.	PUNCT
asir-55250	131	1	artificial	artificial	ADJ
asir-55250	131	2	neural	neural	ADJ
asir-55250	131	3	network	network	NOUN
asir-55250	131	4	-	-	PUNCT
asir-55250	131	5	based	base	VERB
asir-55250	131	6	modelling	modelling	NOUN
asir-55250	131	7	and	and	CCONJ
asir-55250	131	8	fault	fault	VERB
asir-55250	131	9	detection	detection	NOUN
asir-55250	131	10	of	of	ADP
asir-55250	131	11	partial	partial	ADJ
asir-55250	131	12	shaded	shade	VERB
asir-55250	131	13	photovoltaic	photovoltaic	NOUN
asir-55250	131	14	modules	module	NOUN
asir-55250	131	15	.	.	PUNCT
asir-55250	132	1	simulation	simulation	NOUN
asir-55250	132	2	modelling	model	VERB
asir-55250	132	3	practice	practice	NOUN
asir-55250	132	4	&	&	CCONJ
asir-55250	132	5	theory	theory	NOUN
asir-55250	132	6	,	,	PUNCT
asir-55250	132	7	67	67	NUM
asir-55250	132	8	,	,	PUNCT
asir-55250	132	9	1	1	NUM
asir-55250	132	10	-	-	SYM
asir-55250	132	11	13	13	NUM
asir-55250	132	12	.	.	PUNCT
asir-55250	133	1	https://doi.org/10.1016/j.simpat.2016.05.005	https://doi.org/10.1016/j.simpat.2016.05.005	NOUN
asir-55250	133	2	www.scholink.org/ojs/index.php/asir	www.scholink.org/ojs/index.php/asir	NOUN
asir-55250	133	3	applied	apply	VERB
asir-55250	133	4	science	science	NOUN
asir-55250	133	5	and	and	CCONJ
asir-55250	133	6	innovative	innovative	ADJ
asir-55250	133	7	research	research	NOUN
asir-55250	133	8	vol	vol	NOUN
asir-55250	133	9	.	.	PROPN
asir-55250	133	10	8	8	NUM
asir-55250	133	11	,	,	PUNCT
asir-55250	133	12	no	no	INTJ
asir-55250	133	13	.	.	NOUN
asir-55250	133	14	4	4	NUM
asir-55250	133	15	,	,	PUNCT
asir-55250	133	16	2024	2024	NUM
asir-55250	133	17	101	101	NUM
asir-55250	133	18	published	publish	VERB
asir-55250	133	19	by	by	ADP
asir-55250	133	20	scholink	scholink	PROPN
asir-55250	133	21	inc	inc	PROPN
asir-55250	133	22	.	.	PROPN
asir-55250	133	23	pillai	pillai	PROPN
asir-55250	133	24	,	,	PUNCT
asir-55250	133	25	d.	d.	PROPN
asir-55250	133	26	s.	s.	PROPN
asir-55250	133	27	,	,	PUNCT
asir-55250	133	28	&	&	CCONJ
asir-55250	133	29	rajasekar	rajasekar	PROPN
asir-55250	133	30	,	,	PUNCT
asir-55250	133	31	n.	n.	NOUN
asir-55250	133	32	(	(	PUNCT
asir-55250	133	33	2018	2018	NUM
asir-55250	133	34	)	)	PUNCT
asir-55250	133	35	.	.	PUNCT
asir-55250	134	1	an	an	DET
asir-55250	134	2	mppt	mppt	NOUN
asir-55250	134	3	-	-	PUNCT
asir-55250	134	4	based	base	VERB
asir-55250	134	5	sensorless	sensorless	NOUN
asir-55250	134	6	line	line	NOUN
asir-55250	134	7	–	–	PUNCT
asir-55250	134	8	line	line	NOUN
asir-55250	134	9	and	and	CCONJ
asir-55250	134	10	line	line	NOUN
asir-55250	134	11	–	–	PUNCT
asir-55250	134	12	ground	ground	NOUN
asir-55250	134	13	fault	fault	NOUN
asir-55250	134	14	detection	detection	NOUN
asir-55250	134	15	technique	technique	NOUN
asir-55250	134	16	for	for	ADP
asir-55250	134	17	pv	pv	NOUN
asir-55250	134	18	systems	system	NOUN
asir-55250	134	19	.	.	PUNCT
asir-55250	135	1	ieee	ieee	NOUN
asir-55250	135	2	transactions	transaction	NOUN
asir-55250	135	3	on	on	ADP
asir-55250	135	4	power	power	NOUN
asir-55250	135	5	electronics	electronic	NOUN
asir-55250	135	6	,	,	PUNCT
asir-55250	135	7	34(9	34(9	NUM
asir-55250	135	8	)	)	PUNCT
asir-55250	135	9	,	,	PUNCT
asir-55250	135	10	8646	8646	NUM
asir-55250	135	11	-	-	SYM
asir-55250	135	12	8659	8659	NUM
asir-55250	135	13	.	.	PUNCT
asir-55250	136	1	https://doi.org/10.1109/tpel.2018.2884292	https://doi.org/10.1109/tpel.2018.2884292	PROPN
asir-55250	136	2	saleh	saleh	NOUN
asir-55250	136	3	,	,	PUNCT
asir-55250	136	4	m.	m.	NOUN
asir-55250	136	5	u.	u.	PROPN
asir-55250	136	6	,	,	PUNCT
asir-55250	136	7	deline	deline	PROPN
asir-55250	136	8	,	,	PUNCT
asir-55250	136	9	c.	c.	PROPN
asir-55250	136	10	,	,	PUNCT
asir-55250	136	11	benoit	benoit	PROPN
asir-55250	136	12	,	,	PUNCT
asir-55250	136	13	e.	e.	PROPN
asir-55250	136	14	,	,	PUNCT
asir-55250	136	15	et	et	PROPN
asir-55250	136	16	al	al	PROPN
asir-55250	136	17	.	.	PROPN
asir-55250	136	18	(	(	PUNCT
asir-55250	136	19	2020	2020	NUM
asir-55250	136	20	)	)	PUNCT
asir-55250	136	21	.	.	PUNCT
asir-55250	137	1	an	an	DET
asir-55250	137	2	overview	overview	NOUN
asir-55250	137	3	of	of	ADP
asir-55250	137	4	spread	spread	ADJ
asir-55250	137	5	spectrum	spectrum	NOUN
asir-55250	137	6	time	time	NOUN
asir-55250	137	7	domain	domain	NOUN
asir-55250	137	8	reflectometry	reflectometry	NOUN
asir-55250	137	9	responses	response	NOUN
asir-55250	137	10	to	to	ADP
asir-55250	137	11	photovoltaic	photovoltaic	NOUN
asir-55250	137	12	faults	fault	NOUN
asir-55250	137	13	.	.	PUNCT
asir-55250	138	1	ieee	ieee	PROPN
asir-55250	138	2	journal	journal	PROPN
asir-55250	138	3	of	of	ADP
asir-55250	138	4	photovoltaics	photovoltaic	NOUN
asir-55250	138	5	,	,	PUNCT
asir-55250	138	6	10(3	10(3	NUM
asir-55250	138	7	)	)	PUNCT
asir-55250	138	8	,	,	PUNCT
asir-55250	138	9	844	844	NUM
asir-55250	138	10	-	-	SYM
asir-55250	138	11	851	851	NUM
asir-55250	138	12	.	.	PUNCT
asir-55250	139	1	https://doi.org/10.1109/jphotov.2020.2972356	https://doi.org/10.1109/jphotov.2020.2972356	PROPN
asir-55250	139	2	tina	tina	PROPN
asir-55250	139	3	,	,	PUNCT
asir-55250	139	4	g.	g.	PROPN
asir-55250	139	5	m.	m.	PROPN
asir-55250	139	6	,	,	PUNCT
asir-55250	139	7	cosentino	cosentino	PROPN
asir-55250	139	8	,	,	PUNCT
asir-55250	139	9	f.	f.	PROPN
asir-55250	139	10	,	,	PUNCT
asir-55250	139	11	&	&	CCONJ
asir-55250	139	12	ventura	ventura	PROPN
asir-55250	139	13	,	,	PUNCT
asir-55250	139	14	c.	c.	PROPN
asir-55250	139	15	(	(	PUNCT
asir-55250	139	16	2016	2016	NUM
asir-55250	139	17	)	)	PUNCT
asir-55250	139	18	.	.	PUNCT
asir-55250	140	1	monitoring	monitoring	NOUN
asir-55250	140	2	and	and	CCONJ
asir-55250	140	3	diagnostics	diagnostic	NOUN
asir-55250	140	4	of	of	ADP
asir-55250	140	5	photovoltaic	photovoltaic	NOUN
asir-55250	140	6	power	power	NOUN
asir-55250	140	7	plants	plant	NOUN
asir-55250	140	8	.	.	PUNCT
asir-55250	141	1	renewable	renewable	ADJ
asir-55250	141	2	energy	energy	NOUN
asir-55250	141	3	in	in	ADP
asir-55250	141	4	the	the	DET
asir-55250	141	5	service	service	NOUN
asir-55250	141	6	of	of	ADP
asir-55250	141	7	mankind	mankind	NOUN
asir-55250	141	8	vol	vol	PROPN
asir-55250	141	9	ii	ii	PROPN
asir-55250	141	10	.	.	PUNCT
asir-55250	142	1	city	city	PROPN
asir-55250	142	2	,	,	PUNCT
asir-55250	142	3	2016	2016	NUM
asir-55250	142	4	,	,	PUNCT
asir-55250	142	5	505	505	NUM
asir-55250	142	6	-	-	SYM
asir-55250	142	7	516	516	NUM
asir-55250	142	8	.	.	PUNCT
asir-55250	143	1	https://doi.org/10.1007/978-3-319-18215-5_45	https://doi.org/10.1007/978-3-319-18215-5_45	ADJ
asir-55250	143	2	tsanakas	tsanakas	NOUN
asir-55250	143	3	,	,	PUNCT
asir-55250	143	4	j.	j.	PROPN
asir-55250	143	5	a.	a.	PROPN
asir-55250	143	6	,	,	PUNCT
asir-55250	143	7	ha	ha	INTJ
asir-55250	143	8	,	,	PUNCT
asir-55250	143	9	l.	l.	PROPN
asir-55250	143	10	d.	d.	PROPN
asir-55250	143	11	,	,	PUNCT
asir-55250	143	12	&	&	CCONJ
asir-55250	143	13	al	al	PROPN
asir-55250	143	14	shakarchi	shakarchi	PROPN
asir-55250	143	15	,	,	PUNCT
asir-55250	143	16	f.	f.	PROPN
asir-55250	143	17	(	(	PUNCT
asir-55250	143	18	2017	2017	NUM
asir-55250	143	19	)	)	PUNCT
asir-55250	143	20	.	.	PUNCT
asir-55250	144	1	advanced	advanced	ADJ
asir-55250	144	2	inspection	inspection	NOUN
asir-55250	144	3	of	of	ADP
asir-55250	144	4	photovoltaic	photovoltaic	NOUN
asir-55250	144	5	installations	installation	NOUN
asir-55250	144	6	by	by	ADP
asir-55250	144	7	aerial	aerial	ADJ
asir-55250	144	8	triangulation	triangulation	NOUN
asir-55250	144	9	and	and	CCONJ
asir-55250	144	10	terrestrial	terrestrial	ADJ
asir-55250	144	11	georeferencing	georeferencing	NOUN
asir-55250	144	12	of	of	ADP
asir-55250	144	13	thermal	thermal	ADJ
asir-55250	144	14	/	/	SYM
asir-55250	144	15	visual	visual	ADJ
asir-55250	144	16	imagery	imagery	NOUN
asir-55250	144	17	.	.	PUNCT
asir-55250	145	1	renewable	renewable	ADJ
asir-55250	145	2	energy	energy	NOUN
asir-55250	145	3	,	,	PUNCT
asir-55250	145	4	102(pt.a	102(pt.a	NUM
asir-55250	145	5	)	)	PUNCT
asir-55250	145	6	,	,	PUNCT
asir-55250	145	7	224	224	NUM
asir-55250	145	8	-	-	SYM
asir-55250	145	9	233	233	NUM
asir-55250	145	10	.	.	PUNCT
asir-55250	146	1	https://doi.org/10.1016/j.renene.2016.10.046	https://doi.org/10.1016/j.renene.2016.10.046	PROPN
asir-55250	146	2	wang	wang	PROPN
asir-55250	146	3	,	,	PUNCT
asir-55250	146	4	w.	w.	PROPN
asir-55250	146	5	,	,	PUNCT
asir-55250	146	6	liu	liu	PROPN
asir-55250	146	7	,	,	PUNCT
asir-55250	146	8	a.	a.	PROPN
asir-55250	146	9	c.	c.	PROPN
asir-55250	146	10	,	,	PUNCT
asir-55250	146	11	chung	chung	PROPN
asir-55250	146	12	,	,	PUNCT
asir-55250	146	13	h.	h.	PROPN
asir-55250	146	14	s.	s.	PROPN
asir-55250	146	15	,	,	PUNCT
asir-55250	146	16	et	et	PROPN
asir-55250	146	17	al	al	PROPN
asir-55250	146	18	.	.	PROPN
asir-55250	146	19	,	,	PUNCT
asir-55250	146	20	(	(	PUNCT
asir-55250	146	21	2016	2016	NUM
asir-55250	146	22	)	)	PUNCT
asir-55250	146	23	.	.	PUNCT
asir-55250	147	1	fault	fault	VERB
asir-55250	147	2	diagnosis	diagnosis	NOUN
asir-55250	147	3	of	of	ADP
asir-55250	147	4	photovoltaic	photovoltaic	NOUN
asir-55250	147	5	panels	panel	NOUN
asir-55250	147	6	using	use	VERB
asir-55250	147	7	dynamic	dynamic	ADJ
asir-55250	147	8	current	current	ADJ
asir-55250	147	9	–	–	PUNCT
asir-55250	147	10	voltage	voltage	NOUN
asir-55250	147	11	characteristics	characteristic	NOUN
asir-55250	147	12	.	.	PUNCT
asir-55250	148	1	ieee	ieee	NOUN
asir-55250	148	2	transactions	transaction	NOUN
asir-55250	148	3	on	on	ADP
asir-55250	148	4	power	power	NOUN
asir-55250	148	5	electronics	electronic	NOUN
asir-55250	148	6	,	,	PUNCT
asir-55250	148	7	31(2	31(2	NUM
asir-55250	148	8	)	)	PUNCT
asir-55250	148	9	,	,	PUNCT
asir-55250	148	10	1588	1588	NUM
asir-55250	148	11	-	-	SYM
asir-55250	148	12	1599	1599	NUM
asir-55250	148	13	.	.	PUNCT
asir-55250	149	1	https://doi.org/10.1109/tpel.2015.2424079	https://doi.org/10.1109/tpel.2015.2424079	PROPN
asir-55250	149	2	weerasekara	weerasekara	PROPN
asir-55250	149	3	,	,	PUNCT
asir-55250	149	4	m.	m.	NOUN
asir-55250	149	5	,	,	PUNCT
asir-55250	149	6	vilathgamuwa	vilathgamuwa	PROPN
asir-55250	149	7	,	,	PUNCT
asir-55250	149	8	m.	m.	NOUN
asir-55250	149	9	,	,	PUNCT
asir-55250	149	10	&	&	CCONJ
asir-55250	149	11	mishra	mishra	PROPN
asir-55250	149	12	,	,	PUNCT
asir-55250	149	13	y.	y.	PROPN
asir-55250	149	14	(	(	PUNCT
asir-55250	149	15	2018	2018	NUM
asir-55250	149	16	)	)	PUNCT
asir-55250	149	17	.	.	PUNCT
asir-55250	150	1	detection	detection	NOUN
asir-55250	150	2	of	of	ADP
asir-55250	150	3	high	high	ADJ
asir-55250	150	4	impedance	impedance	NOUN
asir-55250	150	5	faults	fault	NOUN
asir-55250	150	6	in	in	ADP
asir-55250	150	7	pv	pv	PROPN
asir-55250	150	8	systems	system	NOUN
asir-55250	150	9	using	use	VERB
asir-55250	150	10	mathematical	mathematical	ADJ
asir-55250	150	11	morphology	morphology	NOUN
asir-55250	150	12	in	in	ADP
asir-55250	150	13	2018	2018	NUM
asir-55250	150	14	ieee	ieee	NOUN
asir-55250	150	15	international	international	ADJ
asir-55250	150	16	conference	conference	NOUN
asir-55250	150	17	on	on	ADP
asir-55250	150	18	industrial	industrial	ADJ
asir-55250	150	19	electronics	electronic	NOUN
asir-55250	150	20	for	for	ADP
asir-55250	150	21	sustainable	sustainable	ADJ
asir-55250	150	22	energy	energy	NOUN
asir-55250	150	23	systems	system	NOUN
asir-55250	150	24	(	(	PUNCT
asir-55250	150	25	ieses	iese	NOUN
asir-55250	150	26	)	)	PUNCT
asir-55250	150	27	.	.	PUNCT
asir-55250	151	1	ieee	ieee	PROPN
asir-55250	151	2	,	,	PUNCT
asir-55250	151	3	2018	2018	NUM
asir-55250	151	4	,	,	PUNCT
asir-55250	151	5	357	357	NUM
asir-55250	151	6	-	-	SYM
asir-55250	151	7	361	361	NUM
asir-55250	151	8	.	.	PUNCT
asir-55250	152	1	https://doi.org/10.1109/ieses.2018.8349902	https://doi.org/10.1109/ieses.2018.8349902	PROPN
asir-55250	152	2	yang	yang	PROPN
asir-55250	152	3	guangqiao	guangqiao	PROPN
asir-55250	152	4	,	,	PUNCT
asir-55250	152	5	liu	liu	PROPN
asir-55250	152	6	bingfeng	bingfeng	PROPN
asir-55250	152	7	,	,	PUNCT
asir-55250	152	8	&	&	CCONJ
asir-55250	152	9	xu	xu	PROPN
asir-55250	152	10	xiaolong	xiaolong	PROPN
asir-55250	152	11	.	.	PUNCT
asir-55250	153	1	(	(	PUNCT
asir-55250	153	2	2024	2024	NUM
asir-55250	153	3	)	)	PUNCT
asir-55250	153	4	.	.	PUNCT
asir-55250	154	1	exploration	exploration	NOUN
asir-55250	154	2	of	of	ADP
asir-55250	154	3	intelligent	intelligent	ADJ
asir-55250	154	4	management	management	NOUN
asir-55250	154	5	and	and	CCONJ
asir-55250	154	6	application	application	NOUN
asir-55250	154	7	of	of	ADP
asir-55250	154	8	oilfield	oilfield	NOUN
asir-55250	154	9	equipment	equipment	NOUN
asir-55250	154	10	.	.	PUNCT
asir-55250	155	1	petrochemical	petrochemical	NOUN
asir-55250	155	2	technology	technology	NOUN
asir-55250	155	3	,	,	PUNCT
asir-55250	155	4	31(06	31(06	PROPN
asir-55250	155	5	)	)	PUNCT
asir-55250	155	6	,	,	PUNCT
asir-55250	155	7	303	303	NUM
asir-55250	155	8	-	-	SYM
asir-55250	155	9	305	305	NUM
asir-55250	155	10	.	.	PUNCT
asir-55250	156	1	yi	yi	PROPN
asir-55250	156	2	,	,	PUNCT
asir-55250	156	3	z.	z.	PROPN
asir-55250	156	4	,	,	PUNCT
asir-55250	156	5	&	&	CCONJ
asir-55250	156	6	etemadi	etemadi	PROPN
asir-55250	156	7	,	,	PUNCT
asir-55250	156	8	a.	a.	NOUN
asir-55250	156	9	h.	h.	PROPN
asir-55250	156	10	(	(	PUNCT
asir-55250	156	11	2017	2017	NUM
asir-55250	156	12	)	)	PUNCT
asir-55250	156	13	.	.	PUNCT
asir-55250	157	1	line	line	NOUN
asir-55250	157	2	-	-	PUNCT
asir-55250	157	3	to	to	ADP
asir-55250	157	4	-	-	PUNCT
asir-55250	157	5	line	line	NOUN
asir-55250	157	6	fault	fault	NOUN
asir-55250	157	7	detection	detection	NOUN
asir-55250	157	8	for	for	ADP
asir-55250	157	9	photovoltaic	photovoltaic	NOUN
asir-55250	157	10	arrays	array	NOUN
asir-55250	157	11	based	base	VERB
asir-55250	157	12	on	on	ADP
asir-55250	157	13	multiresolution	multiresolution	NOUN
asir-55250	157	14	signal	signal	NOUN
asir-55250	157	15	decomposition	decomposition	NOUN
asir-55250	157	16	and	and	CCONJ
asir-55250	157	17	two	two	NUM
asir-55250	157	18	-	-	PUNCT
asir-55250	157	19	stage	stage	NOUN
asir-55250	157	20	support	support	NOUN
asir-55250	157	21	vector	vector	NOUN
asir-55250	157	22	machine	machine	NOUN
asir-55250	157	23	.	.	PUNCT
asir-55250	158	1	ieee	ieee	NOUN
asir-55250	158	2	transactions	transaction	NOUN
asir-55250	158	3	on	on	ADP
asir-55250	158	4	industrial	industrial	ADJ
asir-55250	158	5	electronics	electronic	NOUN
asir-55250	158	6	,	,	PUNCT
asir-55250	158	7	64(11	64(11	NUM
asir-55250	158	8	)	)	PUNCT
asir-55250	158	9	,	,	PUNCT
asir-55250	158	10	8546	8546	NUM
asir-55250	158	11	-	-	SYM
asir-55250	158	12	8556	8556	NUM
asir-55250	158	13	.	.	PUNCT
asir-55250	159	1	https://doi.org/10.1109/tie.2017.2703681	https://doi.org/10.1109/tie.2017.2703681	PROPN
asir-55250	159	2	zhu	zhu	PROPN
asir-55250	159	3	,	,	PUNCT
asir-55250	159	4	h.	h.	PROPN
asir-55250	159	5	,	,	PUNCT
asir-55250	159	6	lu	lu	PROPN
asir-55250	159	7	,	,	PUNCT
asir-55250	159	8	l.	l.	PROPN
asir-55250	159	9	,	,	PUNCT
asir-55250	159	10	yao	yao	PROPN
asir-55250	159	11	,	,	PUNCT
asir-55250	159	12	j.	j.	PROPN
asir-55250	159	13	,	,	PUNCT
asir-55250	159	14	et	et	PROPN
asir-55250	159	15	al	al	PROPN
asir-55250	159	16	.	.	PUNCT
asir-55250	159	17	(	(	PUNCT
asir-55250	159	18	2018	2018	NUM
asir-55250	159	19	)	)	PUNCT
asir-55250	159	20	.	.	PUNCT
asir-55250	160	1	fault	fault	VERB
asir-55250	160	2	diagnosis	diagnosis	NOUN
asir-55250	160	3	approach	approach	NOUN
asir-55250	160	4	for	for	ADP
asir-55250	160	5	photovoltaic	photovoltaic	NOUN
asir-55250	160	6	arrays	array	NOUN
asir-55250	160	7	based	base	VERB
asir-55250	160	8	on	on	ADP
asir-55250	160	9	unsupervised	unsupervised	ADJ
asir-55250	160	10	sample	sample	NOUN
asir-55250	160	11	clustering	cluster	VERB
asir-55250	160	12	and	and	CCONJ
asir-55250	160	13	probabilistic	probabilistic	ADJ
asir-55250	160	14	neural	neural	ADJ
asir-55250	160	15	network	network	NOUN
asir-55250	160	16	model	model	NOUN
asir-55250	160	17	.	.	PUNCT
asir-55250	161	1	solar	solar	ADJ
asir-55250	161	2	energy	energy	NOUN
asir-55250	161	3	,	,	PUNCT
asir-55250	161	4	176	176	NUM
asir-55250	161	5	,	,	PUNCT
asir-55250	161	6	395	395	NUM
asir-55250	161	7	-	-	SYM
asir-55250	161	8	405	405	NUM
asir-55250	161	9	.	.	PUNCT
asir-55250	162	1	https://doi.org/10.1016/j.solener.2018.10.054	https://doi.org/10.1016/j.solener.2018.10.054	PROPN