id	sid	tid	token	lemma	pos
ajst-18342	1	1	academic	academic	ADJ
ajst-18342	1	2	journal	journal	NOUN
ajst-18342	1	3	of	of	ADP
ajst-18342	1	4	science	science	NOUN
ajst-18342	1	5	and	and	CCONJ
ajst-18342	1	6	technology	technology	NOUN
ajst-18342	1	7	issn	issn	NOUN
ajst-18342	1	8	:	:	PUNCT
ajst-18342	1	9	2771	2771	NUM
ajst-18342	1	10	-	-	SYM
ajst-18342	1	11	3032	3032	NUM
ajst-18342	1	12	|	|	NOUN
ajst-18342	1	13	vol	vol	NOUN
ajst-18342	1	14	.	.	PROPN
ajst-18342	2	1	9	9	NUM
ajst-18342	2	2	,	,	PUNCT
ajst-18342	2	3	no	no	INTJ
ajst-18342	2	4	.	.	NOUN
ajst-18342	2	5	3	3	NUM
ajst-18342	2	6	,	,	PUNCT
ajst-18342	2	7	2024	2024	NUM
ajst-18342	2	8	142	142	NUM
ajst-18342	2	9	fault	fault	NOUN
ajst-18342	2	10	diagnosis	diagnosis	NOUN
ajst-18342	2	11	method	method	NOUN
ajst-18342	2	12	for	for	ADP
ajst-18342	2	13	photovoltaic	photovoltaic	NOUN
ajst-18342	2	14	arrays	array	NOUN
ajst-18342	2	15	based	base	VERB
ajst-18342	2	16	on	on	ADP
ajst-18342	2	17	support	support	NOUN
ajst-18342	2	18	vector	vector	NOUN
ajst-18342	2	19	machines	machine	NOUN
ajst-18342	2	20	li	li	PROPN
ajst-18342	2	21	wen1	wen1	PROPN
ajst-18342	2	22	,	,	PUNCT
ajst-18342	2	23	gongquan	gongquan	PROPN
ajst-18342	2	24	tan1	tan1	PROPN
ajst-18342	2	25	,	,	PUNCT
ajst-18342	2	26	2	2	NUM
ajst-18342	2	27	,	,	PUNCT
ajst-18342	2	28	*	*	PUNCT
ajst-18342	2	29	1	1	NUM
ajst-18342	2	30	school	school	NOUN
ajst-18342	2	31	of	of	ADP
ajst-18342	2	32	automation	automation	NOUN
ajst-18342	2	33	and	and	CCONJ
ajst-18342	2	34	information	information	NOUN
ajst-18342	2	35	engineering	engineering	NOUN
ajst-18342	2	36	,	,	PUNCT
ajst-18342	2	37	sichuan	sichuan	PROPN
ajst-18342	2	38	university	university	PROPN
ajst-18342	2	39	of	of	ADP
ajst-18342	2	40	science	science	PROPN
ajst-18342	2	41	&	&	CCONJ
ajst-18342	2	42	engineering	engineering	PROPN
ajst-18342	2	43	,	,	PUNCT
ajst-18342	2	44	zigong	zigong	PROPN
ajst-18342	2	45	,	,	PUNCT
ajst-18342	2	46	china	china	PROPN
ajst-18342	2	47	2	2	NUM
ajst-18342	2	48	artificial	artificial	ADJ
ajst-18342	2	49	intelligence	intelligence	NOUN
ajst-18342	2	50	key	key	NOUN
ajst-18342	2	51	laboratory	laboratory	NOUN
ajst-18342	2	52	of	of	ADP
ajst-18342	2	53	sichuan	sichuan	PROPN
ajst-18342	2	54	province	province	PROPN
ajst-18342	2	55	,	,	PUNCT
ajst-18342	2	56	yibin	yibin	PROPN
ajst-18342	2	57	,	,	PUNCT
ajst-18342	2	58	china	china	PROPN
ajst-18342	2	59	*	*	PUNCT
ajst-18342	2	60	corresponding	correspond	VERB
ajst-18342	2	61	author	author	NOUN
ajst-18342	2	62	:	:	PUNCT
ajst-18342	2	63	gongquan	gongquan	PROPN
ajst-18342	2	64	tan	tan	PROPN
ajst-18342	2	65	(	(	PUNCT
ajst-18342	2	66	email	email	NOUN
ajst-18342	2	67	:	:	PUNCT
ajst-18342	2	68	43180229@qq.com	43180229@qq.com	NUM
ajst-18342	2	69	)	)	PUNCT
ajst-18342	2	70	abstract	abstract	NOUN
ajst-18342	2	71	:	:	PUNCT
ajst-18342	2	72	a	a	DET
ajst-18342	2	73	fault	fault	NOUN
ajst-18342	2	74	diagnosis	diagnosis	NOUN
ajst-18342	2	75	method	method	NOUN
ajst-18342	2	76	for	for	ADP
ajst-18342	2	77	photovoltaic	photovoltaic	NOUN
ajst-18342	2	78	arrays	array	NOUN
ajst-18342	2	79	based	base	VERB
ajst-18342	2	80	on	on	ADP
ajst-18342	2	81	support	support	NOUN
ajst-18342	2	82	vector	vector	NOUN
ajst-18342	2	83	machines	machine	NOUN
ajst-18342	2	84	(	(	PUNCT
ajst-18342	2	85	svm	svm	PROPN
ajst-18342	2	86	)	)	PUNCT
ajst-18342	2	87	is	be	AUX
ajst-18342	2	88	proposed	propose	VERB
ajst-18342	2	89	to	to	PART
ajst-18342	2	90	address	address	VERB
ajst-18342	2	91	four	four	NUM
ajst-18342	2	92	typical	typical	ADJ
ajst-18342	2	93	faults	fault	NOUN
ajst-18342	2	94	of	of	ADP
ajst-18342	2	95	photovoltaic	photovoltaic	NOUN
ajst-18342	2	96	arrays	array	NOUN
ajst-18342	2	97	(	(	PUNCT
ajst-18342	2	98	short	short	ADJ
ajst-18342	2	99	-	-	PUNCT
ajst-18342	2	100	circuit	circuit	NOUN
ajst-18342	2	101	,	,	PUNCT
ajst-18342	2	102	open	open	ADJ
ajst-18342	2	103	-	-	PUNCT
ajst-18342	2	104	circuit	circuit	NOUN
ajst-18342	2	105	,	,	PUNCT
ajst-18342	2	106	aging	aging	NOUN
ajst-18342	2	107	,	,	PUNCT
ajst-18342	2	108	shadowing	shadowing	NOUN
ajst-18342	2	109	)	)	PUNCT
ajst-18342	2	110	.	.	PUNCT
ajst-18342	3	1	matlab	matlab	PROPN
ajst-18342	3	2	is	be	AUX
ajst-18342	3	3	used	use	VERB
ajst-18342	3	4	to	to	PART
ajst-18342	3	5	simulate	simulate	VERB
ajst-18342	3	6	the	the	DET
ajst-18342	3	7	faults	fault	NOUN
ajst-18342	3	8	in	in	ADP
ajst-18342	3	9	the	the	DET
ajst-18342	3	10	photovoltaic	photovoltaic	NOUN
ajst-18342	3	11	array	array	NOUN
ajst-18342	3	12	,	,	PUNCT
ajst-18342	3	13	obtaining	obtain	VERB
ajst-18342	3	14	four	four	NUM
ajst-18342	3	15	characteristic	characteristic	ADJ
ajst-18342	3	16	parameters	parameter	NOUN
ajst-18342	3	17	under	under	ADP
ajst-18342	3	18	different	different	ADJ
ajst-18342	3	19	faults	fault	NOUN
ajst-18342	3	20	:	:	PUNCT
ajst-18342	3	21	short	short	ADJ
ajst-18342	3	22	-	-	PUNCT
ajst-18342	3	23	circuit	circuit	NOUN
ajst-18342	3	24	current	current	ADJ
ajst-18342	3	25	(	(	PUNCT
ajst-18342	3	26	isc	isc	PROPN
ajst-18342	3	27	)	)	PUNCT
ajst-18342	3	28	,	,	PUNCT
ajst-18342	3	29	open	open	ADJ
ajst-18342	3	30	-	-	PUNCT
ajst-18342	3	31	circuit	circuit	NOUN
ajst-18342	3	32	voltage	voltage	NOUN
ajst-18342	3	33	(	(	PUNCT
ajst-18342	3	34	uoc	uoc	PROPN
ajst-18342	3	35	)	)	PUNCT
ajst-18342	3	36	,	,	PUNCT
ajst-18342	3	37	current	current	ADJ
ajst-18342	3	38	at	at	ADP
ajst-18342	3	39	the	the	DET
ajst-18342	3	40	maximum	maximum	ADJ
ajst-18342	3	41	power	power	NOUN
ajst-18342	3	42	point	point	NOUN
ajst-18342	3	43	(	(	PUNCT
ajst-18342	3	44	i	i	NOUN
ajst-18342	3	45	m	m	PROPN
ajst-18342	3	46	)	)	PUNCT
ajst-18342	3	47	,	,	PUNCT
ajst-18342	3	48	and	and	CCONJ
ajst-18342	3	49	voltage	voltage	NOUN
ajst-18342	3	50	at	at	ADP
ajst-18342	3	51	the	the	DET
ajst-18342	3	52	maximum	maximum	ADJ
ajst-18342	3	53	power	power	NOUN
ajst-18342	3	54	point	point	NOUN
ajst-18342	3	55	(	(	PUNCT
ajst-18342	3	56	um	um	INTJ
ajst-18342	3	57	)	)	PUNCT
ajst-18342	3	58	.	.	PUNCT
ajst-18342	4	1	these	these	DET
ajst-18342	4	2	parameters	parameter	NOUN
ajst-18342	4	3	are	be	AUX
ajst-18342	4	4	used	use	VERB
ajst-18342	4	5	as	as	ADP
ajst-18342	4	6	training	training	NOUN
ajst-18342	4	7	samples	sample	NOUN
ajst-18342	4	8	to	to	PART
ajst-18342	4	9	establish	establish	VERB
ajst-18342	4	10	a	a	DET
ajst-18342	4	11	classification	classification	NOUN
ajst-18342	4	12	model	model	NOUN
ajst-18342	4	13	through	through	ADP
ajst-18342	4	14	the	the	DET
ajst-18342	4	15	svm	svm	ADJ
ajst-18342	4	16	algorithm	algorithm	NOUN
ajst-18342	4	17	for	for	ADP
ajst-18342	4	18	training	training	NOUN
ajst-18342	4	19	and	and	CCONJ
ajst-18342	4	20	verification	verification	NOUN
ajst-18342	4	21	.	.	PUNCT
ajst-18342	5	1	simulation	simulation	NOUN
ajst-18342	5	2	results	result	NOUN
ajst-18342	5	3	show	show	VERB
ajst-18342	5	4	that	that	SCONJ
ajst-18342	5	5	this	this	DET
ajst-18342	5	6	method	method	NOUN
ajst-18342	5	7	can	can	AUX
ajst-18342	5	8	accurately	accurately	ADV
ajst-18342	5	9	diagnose	diagnose	VERB
ajst-18342	5	10	the	the	DET
ajst-18342	5	11	typical	typical	ADJ
ajst-18342	5	12	faults	fault	NOUN
ajst-18342	5	13	of	of	ADP
ajst-18342	5	14	the	the	DET
ajst-18342	5	15	photovoltaic	photovoltaic	NOUN
ajst-18342	5	16	array	array	NOUN
ajst-18342	5	17	,	,	PUNCT
ajst-18342	5	18	and	and	CCONJ
ajst-18342	5	19	the	the	DET
ajst-18342	5	20	fault	fault	NOUN
ajst-18342	5	21	diagnosis	diagnosis	NOUN
ajst-18342	5	22	accuracy	accuracy	NOUN
ajst-18342	5	23	is	be	AUX
ajst-18342	5	24	high	high	ADJ
ajst-18342	5	25	.	.	PUNCT
ajst-18342	6	1	keywords	keyword	NOUN
ajst-18342	6	2	:	:	PUNCT
ajst-18342	6	3	photovoltaic	photovoltaic	NOUN
ajst-18342	6	4	array	array	NOUN
ajst-18342	6	5	;	;	PUNCT
ajst-18342	6	6	support	support	NOUN
ajst-18342	6	7	vector	vector	NOUN
ajst-18342	6	8	machine	machine	NOUN
ajst-18342	6	9	;	;	PUNCT
ajst-18342	6	10	fault	fault	VERB
ajst-18342	6	11	diagnosis	diagnosis	NOUN
ajst-18342	6	12	.	.	PUNCT
ajst-18342	7	1	1	1	X
ajst-18342	7	2	.	.	X
ajst-18342	7	3	introduction	introduction	NOUN
ajst-18342	7	4	with	with	ADP
ajst-18342	7	5	the	the	DET
ajst-18342	7	6	rapid	rapid	ADJ
ajst-18342	7	7	development	development	NOUN
ajst-18342	7	8	and	and	CCONJ
ajst-18342	7	9	widespread	widespread	ADJ
ajst-18342	7	10	application	application	NOUN
ajst-18342	7	11	of	of	ADP
ajst-18342	7	12	solar	solar	ADJ
ajst-18342	7	13	power	power	NOUN
ajst-18342	7	14	generation	generation	NOUN
ajst-18342	7	15	technology	technology	NOUN
ajst-18342	7	16	,	,	PUNCT
ajst-18342	7	17	the	the	DET
ajst-18342	7	18	monitoring	monitoring	NOUN
ajst-18342	7	19	and	and	CCONJ
ajst-18342	7	20	fault	fault	VERB
ajst-18342	7	21	diagnosis	diagnosis	NOUN
ajst-18342	7	22	of	of	ADP
ajst-18342	7	23	photovoltaic	photovoltaic	NOUN
ajst-18342	7	24	arrays	array	VERB
ajst-18342	7	25	,	,	PUNCT
ajst-18342	7	26	which	which	PRON
ajst-18342	7	27	are	be	AUX
ajst-18342	7	28	a	a	DET
ajst-18342	7	29	crucial	crucial	ADJ
ajst-18342	7	30	part	part	NOUN
ajst-18342	7	31	of	of	ADP
ajst-18342	7	32	photovoltaic	photovoltaic	NOUN
ajst-18342	7	33	power	power	NOUN
ajst-18342	7	34	generation	generation	NOUN
ajst-18342	7	35	systems	system	NOUN
ajst-18342	7	36	,	,	PUNCT
ajst-18342	7	37	have	have	AUX
ajst-18342	7	38	become	become	VERB
ajst-18342	7	39	particularly	particularly	ADV
ajst-18342	7	40	important	important	ADJ
ajst-18342	7	41	.	.	PUNCT
ajst-18342	8	1	due	due	ADP
ajst-18342	8	2	to	to	ADP
ajst-18342	8	3	the	the	DET
ajst-18342	8	4	characteristics	characteristic	NOUN
ajst-18342	8	5	of	of	ADP
ajst-18342	8	6	the	the	DET
ajst-18342	8	7	photovoltaic	photovoltaic	NOUN
ajst-18342	8	8	modules	module	NOUN
ajst-18342	8	9	themselves	themselves	PRON
ajst-18342	8	10	and	and	CCONJ
ajst-18342	8	11	their	their	PRON
ajst-18342	8	12	constant	constant	ADJ
ajst-18342	8	13	exposure	exposure	NOUN
ajst-18342	8	14	to	to	ADP
ajst-18342	8	15	harsh	harsh	ADJ
ajst-18342	8	16	environments	environment	NOUN
ajst-18342	8	17	,	,	PUNCT
ajst-18342	8	18	they	they	PRON
ajst-18342	8	19	are	be	AUX
ajst-18342	8	20	prone	prone	ADJ
ajst-18342	8	21	to	to	ADP
ajst-18342	8	22	faults	fault	NOUN
ajst-18342	8	23	such	such	ADJ
ajst-18342	8	24	as	as	ADP
ajst-18342	8	25	shortcircuits	shortcircuit	NOUN
ajst-18342	8	26	,	,	PUNCT
ajst-18342	8	27	open	open	ADJ
ajst-18342	8	28	-	-	PUNCT
ajst-18342	8	29	circuits	circuit	NOUN
ajst-18342	8	30	,	,	PUNCT
ajst-18342	8	31	and	and	CCONJ
ajst-18342	8	32	aging	aging	NOUN
ajst-18342	8	33	.	.	PUNCT
ajst-18342	9	1	these	these	PRON
ajst-18342	9	2	not	not	PART
ajst-18342	9	3	only	only	ADV
ajst-18342	9	4	affect	affect	VERB
ajst-18342	9	5	the	the	DET
ajst-18342	9	6	lifespan	lifespan	NOUN
ajst-18342	9	7	of	of	ADP
ajst-18342	9	8	the	the	DET
ajst-18342	9	9	photovoltaic	photovoltaic	NOUN
ajst-18342	9	10	modules	module	NOUN
ajst-18342	9	11	but	but	CCONJ
ajst-18342	9	12	also	also	ADV
ajst-18342	9	13	severely	severely	ADV
ajst-18342	9	14	damage	damage	VERB
ajst-18342	9	15	the	the	DET
ajst-18342	9	16	power	power	NOUN
ajst-18342	9	17	generation	generation	NOUN
ajst-18342	9	18	efficiency	efficiency	NOUN
ajst-18342	9	19	of	of	ADP
ajst-18342	9	20	the	the	DET
ajst-18342	9	21	photovoltaic	photovoltaic	NOUN
ajst-18342	9	22	power	power	NOUN
ajst-18342	9	23	station	station	NOUN
ajst-18342	9	24	.	.	PUNCT
ajst-18342	10	1	therefore	therefore	ADV
ajst-18342	10	2	,	,	PUNCT
ajst-18342	10	3	quickly	quickly	ADV
ajst-18342	10	4	and	and	CCONJ
ajst-18342	10	5	accurately	accurately	ADV
ajst-18342	10	6	detecting	detect	VERB
ajst-18342	10	7	and	and	CCONJ
ajst-18342	10	8	diagnosing	diagnose	VERB
ajst-18342	10	9	faults	fault	NOUN
ajst-18342	10	10	in	in	ADP
ajst-18342	10	11	photovoltaic	photovoltaic	NOUN
ajst-18342	10	12	arrays	array	VERB
ajst-18342	10	13	is	be	AUX
ajst-18342	10	14	crucial	crucial	ADJ
ajst-18342	10	15	for	for	ADP
ajst-18342	10	16	improving	improve	VERB
ajst-18342	10	17	power	power	NOUN
ajst-18342	10	18	generation	generation	NOUN
ajst-18342	10	19	efficiency	efficiency	NOUN
ajst-18342	10	20	and	and	CCONJ
ajst-18342	10	21	reducing	reduce	VERB
ajst-18342	10	22	unnecessary	unnecessary	ADJ
ajst-18342	10	23	losses	loss	NOUN
ajst-18342	10	24	[	[	X
ajst-18342	10	25	1	1	NUM
ajst-18342	10	26	]	]	PUNCT
ajst-18342	10	27	.	.	PUNCT
ajst-18342	11	1	in	in	ADP
ajst-18342	11	2	response	response	NOUN
ajst-18342	11	3	to	to	ADP
ajst-18342	11	4	the	the	DET
ajst-18342	11	5	direct	direct	ADJ
ajst-18342	11	6	current	current	ADJ
ajst-18342	11	7	side	side	NOUN
ajst-18342	11	8	fault	fault	NOUN
ajst-18342	11	9	problem	problem	NOUN
ajst-18342	11	10	of	of	ADP
ajst-18342	11	11	photovoltaic	photovoltaic	NOUN
ajst-18342	11	12	arrays	array	VERB
ajst-18342	11	13	,	,	PUNCT
ajst-18342	11	14	scholars	scholar	NOUN
ajst-18342	11	15	from	from	ADP
ajst-18342	11	16	home	home	ADV
ajst-18342	11	17	and	and	CCONJ
ajst-18342	11	18	abroad	abroad	ADV
ajst-18342	11	19	have	have	AUX
ajst-18342	11	20	proposed	propose	VERB
ajst-18342	11	21	numerous	numerous	ADJ
ajst-18342	11	22	solutions	solution	NOUN
ajst-18342	11	23	,	,	PUNCT
ajst-18342	11	24	which	which	PRON
ajst-18342	11	25	are	be	AUX
ajst-18342	11	26	mainly	mainly	ADV
ajst-18342	11	27	divided	divide	VERB
ajst-18342	11	28	into	into	ADP
ajst-18342	11	29	traditional	traditional	ADJ
ajst-18342	11	30	diagnostic	diagnostic	ADJ
ajst-18342	11	31	methods	method	NOUN
ajst-18342	11	32	and	and	CCONJ
ajst-18342	11	33	intelligent	intelligent	ADJ
ajst-18342	11	34	diagnostic	diagnostic	ADJ
ajst-18342	11	35	methods	method	NOUN
ajst-18342	11	36	.	.	PUNCT
ajst-18342	12	1	in	in	ADP
ajst-18342	12	2	terms	term	NOUN
ajst-18342	12	3	of	of	ADP
ajst-18342	12	4	traditional	traditional	ADJ
ajst-18342	12	5	diagnostic	diagnostic	ADJ
ajst-18342	12	6	methods	method	NOUN
ajst-18342	12	7	,	,	PUNCT
ajst-18342	12	8	peizhen	peizhen	PROPN
ajst-18342	12	9	wang	wang	PROPN
ajst-18342	12	10	and	and	CCONJ
ajst-18342	12	11	others	other	NOUN
ajst-18342	12	12	proposed	propose	VERB
ajst-18342	12	13	a	a	DET
ajst-18342	12	14	method	method	NOUN
ajst-18342	12	15	for	for	ADP
ajst-18342	12	16	diagnosing	diagnose	VERB
ajst-18342	12	17	faults	fault	NOUN
ajst-18342	12	18	in	in	ADP
ajst-18342	12	19	photovoltaic	photovoltaic	NOUN
ajst-18342	12	20	arrays	array	VERB
ajst-18342	12	21	using	use	VERB
ajst-18342	12	22	infrared	infrared	ADJ
ajst-18342	12	23	imaging	imaging	NOUN
ajst-18342	12	24	[	[	X
ajst-18342	12	25	2	2	NUM
ajst-18342	12	26	]	]	PUNCT
ajst-18342	12	27	.	.	PUNCT
ajst-18342	13	1	however	however	ADV
ajst-18342	13	2	,	,	PUNCT
ajst-18342	13	3	the	the	DET
ajst-18342	13	4	infrared	infrared	ADJ
ajst-18342	13	5	imaging	imaging	NOUN
ajst-18342	13	6	equipment	equipment	NOUN
ajst-18342	13	7	required	require	VERB
ajst-18342	13	8	by	by	ADP
ajst-18342	13	9	this	this	DET
ajst-18342	13	10	method	method	NOUN
ajst-18342	13	11	is	be	AUX
ajst-18342	13	12	expensive	expensive	ADJ
ajst-18342	13	13	and	and	CCONJ
ajst-18342	13	14	not	not	PART
ajst-18342	13	15	suitable	suitable	ADJ
ajst-18342	13	16	for	for	ADP
ajst-18342	13	17	use	use	NOUN
ajst-18342	13	18	in	in	ADP
ajst-18342	13	19	large	large	ADJ
ajst-18342	13	20	-	-	PUNCT
ajst-18342	13	21	scale	scale	NOUN
ajst-18342	13	22	photovoltaic	photovoltaic	NOUN
ajst-18342	13	23	power	power	NOUN
ajst-18342	13	24	stations	station	NOUN
ajst-18342	13	25	.	.	PUNCT
ajst-18342	14	1	in	in	ADP
ajst-18342	14	2	addition	addition	NOUN
ajst-18342	14	3	,	,	PUNCT
ajst-18342	14	4	some	some	DET
ajst-18342	14	5	scholars	scholar	NOUN
ajst-18342	14	6	have	have	AUX
ajst-18342	14	7	proposed	propose	VERB
ajst-18342	14	8	multi	multi	ADJ
ajst-18342	14	9	-	-	ADJ
ajst-18342	14	10	sensor	sensor	ADJ
ajst-18342	14	11	detection	detection	NOUN
ajst-18342	14	12	methods	method	NOUN
ajst-18342	14	13	and	and	CCONJ
ajst-18342	14	14	ground	ground	NOUN
ajst-18342	14	15	capacitance	capacitance	NOUN
ajst-18342	14	16	measurement	measurement	NOUN
ajst-18342	14	17	methods	method	NOUN
ajst-18342	14	18	,	,	PUNCT
ajst-18342	14	19	but	but	CCONJ
ajst-18342	14	20	both	both	PRON
ajst-18342	14	21	of	of	ADP
ajst-18342	14	22	these	these	DET
ajst-18342	14	23	methods	method	NOUN
ajst-18342	14	24	are	be	AUX
ajst-18342	14	25	offline	offline	ADJ
ajst-18342	14	26	detection	detection	NOUN
ajst-18342	14	27	,	,	PUNCT
ajst-18342	14	28	which	which	PRON
ajst-18342	14	29	severely	severely	ADV
ajst-18342	14	30	reduces	reduce	VERB
ajst-18342	14	31	the	the	DET
ajst-18342	14	32	efficiency	efficiency	NOUN
ajst-18342	14	33	of	of	ADP
ajst-18342	14	34	photovoltaic	photovoltaic	NOUN
ajst-18342	14	35	power	power	NOUN
ajst-18342	14	36	generation	generation	NOUN
ajst-18342	14	37	.	.	PUNCT
ajst-18342	15	1	in	in	ADP
ajst-18342	15	2	terms	term	NOUN
ajst-18342	15	3	of	of	ADP
ajst-18342	15	4	intelligent	intelligent	ADJ
ajst-18342	15	5	diagnostic	diagnostic	ADJ
ajst-18342	15	6	methods	method	NOUN
ajst-18342	15	7	,	,	PUNCT
ajst-18342	15	8	researchers	researcher	NOUN
ajst-18342	15	9	such	such	ADJ
ajst-18342	15	10	as	as	ADP
ajst-18342	15	11	yuanzhang	yuanzhang	PROPN
ajst-18342	15	12	wang	wang	PROPN
ajst-18342	15	13	[	[	X
ajst-18342	15	14	3	3	NUM
ajst-18342	15	15	]	]	PUNCT
ajst-18342	15	16	and	and	CCONJ
ajst-18342	15	17	guangyu	guangyu	VERB
ajst-18342	15	18	liu	liu	PROPN
ajst-18342	16	1	[	[	X
ajst-18342	16	2	4	4	X
ajst-18342	16	3	]	]	PUNCT
ajst-18342	16	4	have	have	AUX
ajst-18342	16	5	attempted	attempt	VERB
ajst-18342	16	6	to	to	PART
ajst-18342	16	7	diagnose	diagnose	VERB
ajst-18342	16	8	faults	fault	NOUN
ajst-18342	16	9	in	in	ADP
ajst-18342	16	10	photovoltaic	photovoltaic	NOUN
ajst-18342	16	11	arrays	array	VERB
ajst-18342	16	12	using	use	VERB
ajst-18342	16	13	neural	neural	ADJ
ajst-18342	16	14	network	network	NOUN
ajst-18342	16	15	models	model	NOUN
ajst-18342	16	16	.	.	PUNCT
ajst-18342	17	1	however	however	ADV
ajst-18342	17	2	,	,	PUNCT
ajst-18342	17	3	neural	neural	ADJ
ajst-18342	17	4	network	network	NOUN
ajst-18342	17	5	algorithms	algorithm	NOUN
ajst-18342	17	6	have	have	VERB
ajst-18342	17	7	disadvantages	disadvantage	NOUN
ajst-18342	17	8	such	such	ADJ
ajst-18342	17	9	as	as	ADP
ajst-18342	17	10	randomness	randomness	NOUN
ajst-18342	17	11	,	,	PUNCT
ajst-18342	17	12	non	non	ADJ
ajst-18342	17	13	-	-	NOUN
ajst-18342	17	14	replicability	replicability	NOUN
ajst-18342	17	15	,	,	PUNCT
ajst-18342	17	16	and	and	CCONJ
ajst-18342	17	17	slow	slow	ADJ
ajst-18342	17	18	convergence	convergence	NOUN
ajst-18342	17	19	speed	speed	NOUN
ajst-18342	17	20	,	,	PUNCT
ajst-18342	17	21	so	so	SCONJ
ajst-18342	17	22	they	they	PRON
ajst-18342	17	23	are	be	AUX
ajst-18342	17	24	not	not	PART
ajst-18342	17	25	suitable	suitable	ADJ
ajst-18342	17	26	for	for	ADP
ajst-18342	17	27	quick	quick	ADJ
ajst-18342	17	28	and	and	CCONJ
ajst-18342	17	29	stable	stable	ADJ
ajst-18342	17	30	fault	fault	NOUN
ajst-18342	17	31	diagnosis	diagnosis	NOUN
ajst-18342	17	32	of	of	ADP
ajst-18342	17	33	photovoltaic	photovoltaic	NOUN
ajst-18342	17	34	arrays	array	VERB
ajst-18342	17	35	.	.	PUNCT
ajst-18342	18	1	support	support	NOUN
ajst-18342	18	2	vector	vector	NOUN
ajst-18342	18	3	machine	machine	NOUN
ajst-18342	18	4	(	(	PUNCT
ajst-18342	18	5	svm	svm	PROPN
ajst-18342	18	6	)	)	PUNCT
ajst-18342	18	7	is	be	AUX
ajst-18342	18	8	based	base	VERB
ajst-18342	18	9	on	on	ADP
ajst-18342	18	10	the	the	DET
ajst-18342	18	11	principle	principle	NOUN
ajst-18342	18	12	of	of	ADP
ajst-18342	18	13	structural	structural	ADJ
ajst-18342	18	14	risk	risk	NOUN
ajst-18342	18	15	minimization	minimization	NOUN
ajst-18342	18	16	,	,	PUNCT
ajst-18342	18	17	aiming	aim	VERB
ajst-18342	18	18	to	to	PART
ajst-18342	18	19	improve	improve	VERB
ajst-18342	18	20	the	the	DET
ajst-18342	18	21	generalization	generalization	NOUN
ajst-18342	18	22	ability	ability	NOUN
ajst-18342	18	23	of	of	ADP
ajst-18342	18	24	the	the	DET
ajst-18342	18	25	classification	classification	NOUN
ajst-18342	18	26	model	model	NOUN
ajst-18342	18	27	.	.	PUNCT
ajst-18342	19	1	this	this	DET
ajst-18342	19	2	method	method	NOUN
ajst-18342	19	3	has	have	AUX
ajst-18342	19	4	been	be	AUX
ajst-18342	19	5	widely	widely	ADV
ajst-18342	19	6	used	use	VERB
ajst-18342	19	7	in	in	ADP
ajst-18342	19	8	various	various	ADJ
ajst-18342	19	9	fields	field	NOUN
ajst-18342	19	10	such	such	ADJ
ajst-18342	19	11	as	as	ADP
ajst-18342	19	12	pattern	pattern	NOUN
ajst-18342	19	13	recognition	recognition	NOUN
ajst-18342	19	14	,	,	PUNCT
ajst-18342	19	15	real	real	ADJ
ajst-18342	19	16	-	-	PUNCT
ajst-18342	19	17	time	time	NOUN
ajst-18342	19	18	prediction	prediction	NOUN
ajst-18342	19	19	,	,	PUNCT
ajst-18342	19	20	and	and	CCONJ
ajst-18342	19	21	fault	fault	VERB
ajst-18342	19	22	diagnosis	diagnosis	NOUN
ajst-18342	19	23	[	[	X
ajst-18342	19	24	5	5	NUM
ajst-18342	19	25	-	-	SYM
ajst-18342	19	26	6	6	NUM
ajst-18342	19	27	]	]	PUNCT
ajst-18342	19	28	.	.	PUNCT
ajst-18342	20	1	in	in	ADP
ajst-18342	20	2	this	this	DET
ajst-18342	20	3	paper	paper	NOUN
ajst-18342	20	4	,	,	PUNCT
ajst-18342	20	5	matlab	matlab	PROPN
ajst-18342	20	6	is	be	AUX
ajst-18342	20	7	used	use	VERB
ajst-18342	20	8	to	to	PART
ajst-18342	20	9	simulate	simulate	VERB
ajst-18342	20	10	the	the	DET
ajst-18342	20	11	faults	fault	NOUN
ajst-18342	20	12	of	of	ADP
ajst-18342	20	13	photovoltaic	photovoltaic	NOUN
ajst-18342	20	14	arrays	array	VERB
ajst-18342	20	15	to	to	PART
ajst-18342	20	16	obtain	obtain	VERB
ajst-18342	20	17	the	the	DET
ajst-18342	20	18	characteristic	characteristic	ADJ
ajst-18342	20	19	parameters	parameter	NOUN
ajst-18342	20	20	of	of	ADP
ajst-18342	20	21	the	the	DET
ajst-18342	20	22	photovoltaic	photovoltaic	NOUN
ajst-18342	20	23	power	power	NOUN
ajst-18342	20	24	station	station	NOUN
ajst-18342	20	25	during	during	ADP
ajst-18342	20	26	operation	operation	NOUN
ajst-18342	20	27	.	.	PUNCT
ajst-18342	21	1	these	these	DET
ajst-18342	21	2	parameters	parameter	NOUN
ajst-18342	21	3	are	be	AUX
ajst-18342	21	4	used	use	VERB
ajst-18342	21	5	for	for	ADP
ajst-18342	21	6	fault	fault	NOUN
ajst-18342	21	7	diagnosis	diagnosis	NOUN
ajst-18342	21	8	of	of	ADP
ajst-18342	21	9	the	the	DET
ajst-18342	21	10	uninterrupted	uninterrupted	ADJ
ajst-18342	21	11	operation	operation	NOUN
ajst-18342	21	12	of	of	ADP
ajst-18342	21	13	the	the	DET
ajst-18342	21	14	power	power	NOUN
ajst-18342	21	15	station	station	NOUN
ajst-18342	21	16	after	after	ADP
ajst-18342	21	17	model	model	NOUN
ajst-18342	21	18	training	training	NOUN
ajst-18342	21	19	.	.	PUNCT
ajst-18342	22	1	the	the	DET
ajst-18342	22	2	experimental	experimental	ADJ
ajst-18342	22	3	results	result	NOUN
ajst-18342	22	4	fully	fully	ADV
ajst-18342	22	5	verify	verify	VERB
ajst-18342	22	6	that	that	SCONJ
ajst-18342	22	7	the	the	DET
ajst-18342	22	8	method	method	NOUN
ajst-18342	22	9	proposed	propose	VERB
ajst-18342	22	10	in	in	ADP
ajst-18342	22	11	this	this	DET
ajst-18342	22	12	paper	paper	NOUN
ajst-18342	22	13	has	have	VERB
ajst-18342	22	14	excellent	excellent	ADJ
ajst-18342	22	15	recognition	recognition	NOUN
ajst-18342	22	16	capabilities	capability	NOUN
ajst-18342	22	17	under	under	ADP
ajst-18342	22	18	various	various	ADJ
ajst-18342	22	19	fault	fault	NOUN
ajst-18342	22	20	conditions	condition	NOUN
ajst-18342	22	21	and	and	CCONJ
ajst-18342	22	22	is	be	AUX
ajst-18342	22	23	a	a	DET
ajst-18342	22	24	practical	practical	ADJ
ajst-18342	22	25	fault	fault	NOUN
ajst-18342	22	26	diagnosis	diagnosis	NOUN
ajst-18342	22	27	method	method	NOUN
ajst-18342	22	28	.	.	PUNCT
ajst-18342	23	1	2	2	X
ajst-18342	23	2	.	.	X
ajst-18342	23	3	fault	fault	VERB
ajst-18342	23	4	detection	detection	NOUN
ajst-18342	23	5	method	method	NOUN
ajst-18342	23	6	based	base	VERB
ajst-18342	23	7	on	on	ADP
ajst-18342	23	8	svm	svm	PROPN
ajst-18342	23	9	2.1	2.1	NUM
ajst-18342	23	10	.	.	PUNCT
ajst-18342	24	1	the	the	DET
ajst-18342	24	2	principle	principle	NOUN
ajst-18342	24	3	of	of	ADP
ajst-18342	24	4	svm	svm	ADJ
ajst-18342	24	5	support	support	NOUN
ajst-18342	24	6	vector	vector	NOUN
ajst-18342	24	7	machine	machine	NOUN
ajst-18342	24	8	(	(	PUNCT
ajst-18342	24	9	svm	svm	PROPN
ajst-18342	24	10	)	)	PUNCT
ajst-18342	24	11	can	can	AUX
ajst-18342	24	12	effectively	effectively	ADV
ajst-18342	24	13	solve	solve	VERB
ajst-18342	24	14	practical	practical	ADJ
ajst-18342	24	15	problems	problem	NOUN
ajst-18342	24	16	such	such	ADJ
ajst-18342	24	17	as	as	ADP
ajst-18342	24	18	small	small	ADJ
ajst-18342	24	19	sample	sample	NOUN
ajst-18342	24	20	size	size	NOUN
ajst-18342	24	21	,	,	PUNCT
ajst-18342	24	22	non	non	ADJ
ajst-18342	24	23	-	-	ADJ
ajst-18342	24	24	linear	linear	ADJ
ajst-18342	24	25	regression	regression	NOUN
ajst-18342	24	26	,	,	PUNCT
ajst-18342	24	27	and	and	CCONJ
ajst-18342	24	28	local	local	ADJ
ajst-18342	24	29	minima	minima	NOUN
ajst-18342	24	30	.	.	PUNCT
ajst-18342	25	1	it	it	PRON
ajst-18342	25	2	uses	use	VERB
ajst-18342	25	3	kernel	kernel	PROPN
ajst-18342	25	4	functions	function	NOUN
ajst-18342	25	5	to	to	PART
ajst-18342	25	6	map	map	VERB
ajst-18342	25	7	sample	sample	NOUN
ajst-18342	25	8	data	datum	NOUN
ajst-18342	25	9	to	to	ADP
ajst-18342	25	10	high	high	ADJ
ajst-18342	25	11	-	-	PUNCT
ajst-18342	25	12	dimensional	dimensional	ADJ
ajst-18342	25	13	space	space	NOUN
ajst-18342	25	14	for	for	ADP
ajst-18342	25	15	linear	linear	ADJ
ajst-18342	25	16	regression	regression	NOUN
ajst-18342	25	17	processing	processing	NOUN
ajst-18342	25	18	.	.	PUNCT
ajst-18342	26	1	the	the	DET
ajst-18342	26	2	principle	principle	NOUN
ajst-18342	26	3	is	be	AUX
ajst-18342	26	4	shown	show	VERB
ajst-18342	26	5	in	in	ADP
ajst-18342	26	6	figure	figure	NOUN
ajst-18342	26	7	1	1	NUM
ajst-18342	26	8	.	.	PUNCT
ajst-18342	27	1	figure	figure	NOUN
ajst-18342	27	2	1	1	NUM
ajst-18342	27	3	.	.	PUNCT
ajst-18342	28	1	support	support	NOUN
ajst-18342	28	2	vector	vector	NOUN
ajst-18342	28	3	machine	machine	NOUN
ajst-18342	28	4	binary	binary	PROPN
ajst-18342	28	5	classification	classification	PROPN
ajst-18342	28	6	diagram	diagram	NOUN
ajst-18342	28	7	the	the	DET
ajst-18342	28	8	circles	circle	NOUN
ajst-18342	28	9	and	and	CCONJ
ajst-18342	28	10	triangles	triangle	NOUN
ajst-18342	28	11	represent	represent	VERB
ajst-18342	28	12	two	two	NUM
ajst-18342	28	13	different	different	ADJ
ajst-18342	28	14	types	type	NOUN
ajst-18342	28	15	of	of	ADP
ajst-18342	28	16	samples	sample	NOUN
ajst-18342	28	17	.	.	PUNCT
ajst-18342	29	1	in	in	ADP
ajst-18342	29	2	the	the	DET
ajst-18342	29	3	case	case	NOUN
ajst-18342	29	4	of	of	ADP
ajst-18342	29	5	linear	linear	PROPN
ajst-18342	29	6	separability	separability	NOUN
ajst-18342	29	7	,	,	PUNCT
ajst-18342	29	8	the	the	DET
ajst-18342	29	9	two	two	NUM
ajst-18342	29	10	types	type	NOUN
ajst-18342	29	11	of	of	ADP
ajst-18342	29	12	samples	sample	NOUN
ajst-18342	29	13	can	can	AUX
ajst-18342	29	14	be	be	AUX
ajst-18342	29	15	easily	easily	ADV
ajst-18342	29	16	divided	divide	VERB
ajst-18342	29	17	into	into	ADP
ajst-18342	29	18	positive	positive	ADJ
ajst-18342	29	19	and	and	CCONJ
ajst-18342	29	20	negative	negative	ADJ
ajst-18342	29	21	categories	category	NOUN
ajst-18342	29	22	.	.	PUNCT
ajst-18342	30	1	the	the	DET
ajst-18342	30	2	solid	solid	ADJ
ajst-18342	30	3	line	line	NOUN
ajst-18342	30	4	is	be	AUX
ajst-18342	30	5	the	the	DET
ajst-18342	30	6	dividing	dividing	NOUN
ajst-18342	30	7	line	line	NOUN
ajst-18342	30	8	between	between	ADP
ajst-18342	30	9	the	the	DET
ajst-18342	30	10	two	two	NUM
ajst-18342	30	11	143	143	NUM
ajst-18342	30	12	types	type	NOUN
ajst-18342	30	13	of	of	ADP
ajst-18342	30	14	samples	sample	NOUN
ajst-18342	30	15	,	,	PUNCT
ajst-18342	30	16	that	that	ADV
ajst-18342	30	17	is	is	ADV
ajst-18342	30	18	,	,	PUNCT
ajst-18342	30	19	the	the	DET
ajst-18342	30	20	hyperplane	hyperplane	NOUN
ajst-18342	30	21	;	;	PUNCT
ajst-18342	30	22	the	the	DET
ajst-18342	30	23	two	two	NUM
ajst-18342	30	24	dashed	dash	VERB
ajst-18342	30	25	lines	line	NOUN
ajst-18342	30	26	respectively	respectively	ADV
ajst-18342	30	27	correspond	correspond	VERB
ajst-18342	30	28	to	to	ADP
ajst-18342	30	29	the	the	DET
ajst-18342	30	30	two	two	NUM
ajst-18342	30	31	planes	plane	NOUN
ajst-18342	30	32	that	that	PRON
ajst-18342	30	33	pass	pass	VERB
ajst-18342	30	34	through	through	ADP
ajst-18342	30	35	the	the	DET
ajst-18342	30	36	two	two	NUM
ajst-18342	30	37	types	type	NOUN
ajst-18342	30	38	of	of	ADP
ajst-18342	30	39	samples	sample	NOUN
ajst-18342	30	40	and	and	CCONJ
ajst-18342	30	41	are	be	AUX
ajst-18342	30	42	closest	close	ADJ
ajst-18342	30	43	to	to	ADP
ajst-18342	30	44	the	the	DET
ajst-18342	30	45	hyperplane	hyperplane	NOUN
ajst-18342	30	46	,	,	PUNCT
ajst-18342	30	47	and	and	CCONJ
ajst-18342	30	48	the	the	DET
ajst-18342	30	49	interval	interval	NOUN
ajst-18342	30	50	between	between	ADP
ajst-18342	30	51	them	they	PRON
ajst-18342	30	52	is	be	AUX
ajst-18342	30	53	the	the	DET
ajst-18342	30	54	classification	classification	NOUN
ajst-18342	30	55	interval	interval	NOUN
ajst-18342	30	56	;	;	PUNCT
ajst-18342	30	57	the	the	DET
ajst-18342	30	58	sample	sample	NOUN
ajst-18342	30	59	data	datum	NOUN
ajst-18342	30	60	on	on	ADP
ajst-18342	30	61	the	the	DET
ajst-18342	30	62	dashed	dash	VERB
ajst-18342	30	63	line	line	NOUN
ajst-18342	30	64	is	be	AUX
ajst-18342	30	65	the	the	DET
ajst-18342	30	66	support	support	NOUN
ajst-18342	30	67	vector	vector	NOUN
ajst-18342	30	68	of	of	ADP
ajst-18342	30	69	the	the	DET
ajst-18342	30	70	problem	problem	NOUN
ajst-18342	30	71	to	to	PART
ajst-18342	30	72	be	be	AUX
ajst-18342	30	73	classified	classify	VERB
ajst-18342	30	74	.	.	PUNCT
ajst-18342	31	1	the	the	DET
ajst-18342	31	2	core	core	ADJ
ajst-18342	31	3	principle	principle	NOUN
ajst-18342	31	4	of	of	ADP
ajst-18342	31	5	svm	svm	PROPN
ajst-18342	31	6	is	be	AUX
ajst-18342	31	7	to	to	PART
ajst-18342	31	8	find	find	VERB
ajst-18342	31	9	an	an	DET
ajst-18342	31	10	optimal	optimal	ADJ
ajst-18342	31	11	classification	classification	NOUN
ajst-18342	31	12	hyperplane	hyperplane	NOUN
ajst-18342	31	13	to	to	PART
ajst-18342	31	14	minimize	minimize	VERB
ajst-18342	31	15	the	the	DET
ajst-18342	31	16	classification	classification	NOUN
ajst-18342	31	17	error	error	NOUN
ajst-18342	31	18	rate	rate	NOUN
ajst-18342	31	19	and	and	CCONJ
ajst-18342	31	20	maximize	maximize	VERB
ajst-18342	31	21	the	the	DET
ajst-18342	31	22	classification	classification	NOUN
ajst-18342	31	23	interval	interval	NOUN
ajst-18342	31	24	.	.	PUNCT
ajst-18342	32	1	assume	assume	VERB
ajst-18342	32	2	a	a	DET
ajst-18342	32	3	linearly	linearly	ADV
ajst-18342	32	4	separable	separable	ADJ
ajst-18342	32	5	training	training	NOUN
ajst-18342	32	6	sample	sample	NOUN
ajst-18342	32	7	dataset	dataset	NOUN
ajst-18342	32	8	xi	xi	X
ajst-18342	32	9	and	and	CCONJ
ajst-18342	32	10	fault	fault	VERB
ajst-18342	32	11	class	class	NOUN
ajst-18342	32	12	yi	yi	PROPN
ajst-18342	32	13	.	.	PUNCT
ajst-18342	33	1	the	the	DET
ajst-18342	33	2	classification	classification	NOUN
ajst-18342	33	3	hyperplane	hyperplane	NOUN
ajst-18342	33	4	is	be	AUX
ajst-18342	33	5	w·x+b=0	w·x+b=0	NOUN
ajst-18342	33	6	,	,	PUNCT
ajst-18342	33	7	and	and	CCONJ
ajst-18342	33	8	finding	find	VERB
ajst-18342	33	9	the	the	DET
ajst-18342	33	10	optimal	optimal	ADJ
ajst-18342	33	11	hyperplane	hyperplane	NOUN
ajst-18342	33	12	can	can	AUX
ajst-18342	33	13	be	be	AUX
ajst-18342	33	14	achieved	achieve	VERB
ajst-18342	33	15	by	by	ADP
ajst-18342	33	16	converting	convert	VERB
ajst-18342	33	17	it	it	PRON
ajst-18342	33	18	to	to	ADP
ajst-18342	33	19	the	the	DET
ajst-18342	33	20	constraint	constraint	NOUN
ajst-18342	33	21	problem	problem	NOUN
ajst-18342	33	22	of	of	ADP
ajst-18342	33	23	finding	find	VERB
ajst-18342	33	24	(	(	PUNCT
ajst-18342	33	25	1	1	NUM
ajst-18342	33	26	)	)	PUNCT
ajst-18342	33	27	:	:	PUNCT
ajst-18342	33	28	21	21	NUM
ajst-18342	33	29	2	2	NUM
ajst-18342	33	30	.	.	PUNCT
ajst-18342	33	31	.	.	PUNCT
ajst-18342	34	1	(	(	PUNCT
ajst-18342	34	2	)	)	PUNCT
ajst-18342	34	3	1	1	NUM
ajst-18342	34	4	1	1	NUM
ajst-18342	34	5	,	,	PUNCT
ajst-18342	34	6	...	...	PUNCT
ajst-18342	34	7	,	,	PUNCT
ajst-18342	34	8	n	n	CCONJ
ajst-18342	35	1	i	i	PRON
ajst-18342	35	2	i	i	PRON
ajst-18342	36	1	t	t	VERB
ajst-18342	36	2	i	i	PRON
ajst-18342	37	1	i	i	PRON
ajst-18342	37	2	f	f	VERB
ajst-18342	38	1	w	w	PROPN
ajst-18342	38	2	c	c	PROPN
ajst-18342	38	3	s	s	PROPN
ajst-18342	38	4	t	t	PROPN
ajst-18342	38	5	y	y	PROPN
ajst-18342	38	6	w	w	PROPN
ajst-18342	39	1	x	x	PROPN
ajst-18342	39	2	b	b	VERB
ajst-18342	39	3	i	i	PRON
ajst-18342	39	4	n	n	PROPN
ajst-18342	39	5			PROPN
ajst-18342	39	6			ADV
ajst-18342	39	7			X
ajst-18342	40	1			NUM
ajst-18342	40	2			ADV
ajst-18342	40	3			NOUN
ajst-18342	40	4			ADP
ajst-18342	40	5			NUM
ajst-18342	40	6			PROPN
ajst-18342	40	7			NUM
ajst-18342	40	8			PROPN
ajst-18342	40	9			X
ajst-18342	40	10	(	(	PUNCT
ajst-18342	40	11	1	1	X
ajst-18342	40	12	)	)	PUNCT
ajst-18342	40	13	where	where	SCONJ
ajst-18342	40	14	:	:	PUNCT
ajst-18342	40	15	w	w	NOUN
ajst-18342	40	16	is	be	AUX
ajst-18342	40	17	the	the	DET
ajst-18342	40	18	weight	weight	NOUN
ajst-18342	40	19	vector	vector	NOUN
ajst-18342	40	20	of	of	ADP
ajst-18342	40	21	the	the	DET
ajst-18342	40	22	hyperplane	hyperplane	NOUN
ajst-18342	40	23	;	;	PUNCT
ajst-18342	40	24	b	b	X
ajst-18342	40	25	is	be	AUX
ajst-18342	40	26	offset	offset	VERB
ajst-18342	40	27	.	.	PUNCT
ajst-18342	41	1	in	in	ADP
ajst-18342	41	2	practical	practical	ADJ
ajst-18342	41	3	problems	problem	NOUN
ajst-18342	41	4	,	,	PUNCT
ajst-18342	41	5	linear	linear	ADJ
ajst-18342	41	6	inseparability	inseparability	NOUN
ajst-18342	41	7	will	will	AUX
ajst-18342	41	8	be	be	AUX
ajst-18342	41	9	encountered	encounter	VERB
ajst-18342	41	10	,	,	PUNCT
ajst-18342	41	11	which	which	PRON
ajst-18342	41	12	may	may	AUX
ajst-18342	41	13	cause	cause	VERB
ajst-18342	41	14	hard	hard	ADJ
ajst-18342	41	15	interval	interval	NOUN
ajst-18342	41	16	classification	classification	NOUN
ajst-18342	41	17	failure	failure	NOUN
ajst-18342	41	18	,	,	PUNCT
ajst-18342	41	19	so	so	SCONJ
ajst-18342	41	20	relaxation	relaxation	NOUN
ajst-18342	41	21	variable	variable	NOUN
ajst-18342	41	22			PROPN
ajst-18342	41	23	is	be	AUX
ajst-18342	41	24	introduced	introduce	VERB
ajst-18342	41	25	to	to	PART
ajst-18342	41	26	relax	relax	VERB
ajst-18342	41	27	the	the	DET
ajst-18342	41	28	constraints	constraint	NOUN
ajst-18342	41	29	and	and	CCONJ
ajst-18342	41	30	allow	allow	VERB
ajst-18342	41	31	some	some	DET
ajst-18342	41	32	data	datum	NOUN
ajst-18342	41	33	sample	sample	NOUN
ajst-18342	41	34	points	point	NOUN
ajst-18342	41	35	to	to	PART
ajst-18342	41	36	exceed	exceed	VERB
ajst-18342	41	37	the	the	DET
ajst-18342	41	38	classification	classification	NOUN
ajst-18342	41	39	plane	plane	NOUN
ajst-18342	41	40	.	.	PUNCT
ajst-18342	42	1	at	at	ADP
ajst-18342	42	2	the	the	DET
ajst-18342	42	3	same	same	ADJ
ajst-18342	42	4	time	time	NOUN
ajst-18342	42	5	,	,	PUNCT
ajst-18342	42	6	a	a	DET
ajst-18342	42	7	non	non	ADJ
ajst-18342	42	8	-	-	ADJ
ajst-18342	42	9	negative	negative	ADJ
ajst-18342	42	10	penalty	penalty	NOUN
ajst-18342	42	11	factor	factor	NOUN
ajst-18342	42	12	c	c	PROPN
ajst-18342	42	13	is	be	AUX
ajst-18342	42	14	introduced	introduce	VERB
ajst-18342	42	15	to	to	PART
ajst-18342	42	16	constrain	constrain	VERB
ajst-18342	42	17			NOUN
ajst-18342	42	18	to	to	PART
ajst-18342	42	19	ensure	ensure	VERB
ajst-18342	42	20	the	the	DET
ajst-18342	42	21	accuracy	accuracy	NOUN
ajst-18342	42	22	of	of	ADP
ajst-18342	42	23	classification	classification	NOUN
ajst-18342	42	24	.	.	PUNCT
ajst-18342	43	1	by	by	ADP
ajst-18342	43	2	introducing	introduce	VERB
ajst-18342	43	3	lagrange	lagrange	NOUN
ajst-18342	43	4	function	function	NOUN
ajst-18342	43	5	,	,	PUNCT
ajst-18342	43	6	the	the	DET
ajst-18342	43	7	quadratic	quadratic	ADJ
ajst-18342	43	8	programming	programming	NOUN
ajst-18342	43	9	problem	problem	NOUN
ajst-18342	43	10	is	be	AUX
ajst-18342	43	11	transformed	transform	VERB
ajst-18342	43	12	into	into	ADP
ajst-18342	43	13	the	the	DET
ajst-18342	43	14	dual	dual	ADJ
ajst-18342	43	15	problem	problem	NOUN
ajst-18342	43	16	of	of	ADP
ajst-18342	43	17	formula	formula	NOUN
ajst-18342	43	18	(	(	PUNCT
ajst-18342	43	19	2	2	NUM
ajst-18342	43	20	)	)	PUNCT
ajst-18342	43	21	:	:	PUNCT
ajst-18342	43	22			NOUN
ajst-18342	43	23			PUNCT
ajst-18342	43	24	n	n	CCONJ
ajst-18342	43	25	n	n	NOUN
ajst-18342	43	26	1	1	NUM
ajst-18342	43	27	1	1	NUM
ajst-18342	43	28	1	1	NUM
ajst-18342	43	29	1	1	NUM
ajst-18342	43	30	1	1	NUM
ajst-18342	43	31	max	max	NOUN
ajst-18342	43	32	(	(	PUNCT
ajst-18342	43	33	)	)	PUNCT
ajst-18342	43	34	,	,	PUNCT
ajst-18342	43	35	2	2	X
ajst-18342	43	36	.	.	PUNCT
ajst-18342	43	37	.	.	PUNCT
ajst-18342	44	1	0	0	NUM
ajst-18342	44	2	0	0	NUM
ajst-18342	45	1	n	n	NOUN
ajst-18342	46	1	i	i	PRON
ajst-18342	46	2	j	j	VERB
ajst-18342	47	1	i	i	PRON
ajst-18342	47	2	j	j	VERB
ajst-18342	48	1	i	i	PRON
ajst-18342	48	2	j	j	VERB
ajst-18342	49	1	i	i	PRON
ajst-18342	49	2	i	i	INTJ
ajst-18342	50	1	j	j	VERB
ajst-18342	51	1	i	i	PRON
ajst-18342	51	2	n	n	VERB
ajst-18342	52	1	i	i	PRON
ajst-18342	52	2	i	i	PRON
ajst-18342	53	1	i	i	PRON
ajst-18342	54	1	i	i	VERB
ajst-18342	54	2	l	l	VERB
ajst-18342	55	1	y	y	NOUN
ajst-18342	55	2	y	y	INTJ
ajst-18342	55	3	x	x	PUNCT
ajst-18342	56	1	x	x	SYM
ajst-18342	56	2	s	s	PROPN
ajst-18342	56	3	t	t	X
ajst-18342	56	4	y	y	PROPN
ajst-18342	56	5	c	c	PROPN
ajst-18342	57	1			NOUN
ajst-18342	57	2			ADJ
ajst-18342	58	1			PRON
ajst-18342	58	2			NUM
ajst-18342	58	3			NOUN
ajst-18342	58	4			NOUN
ajst-18342	58	5			X
ajst-18342	58	6			X
ajst-18342	58	7			ADV
ajst-18342	58	8			X
ajst-18342	58	9			X
ajst-18342	58	10			NUM
ajst-18342	58	11			PUNCT
ajst-18342	58	12			NOUN
ajst-18342	58	13			ADP
ajst-18342	58	14			NUM
ajst-18342	59	1			NOUN
ajst-18342	59	2			NUM
ajst-18342	59	3			PROPN
ajst-18342	59	4			PRON
ajst-18342	59	5			X
ajst-18342	59	6			X
ajst-18342	59	7	(	(	PUNCT
ajst-18342	59	8	2	2	NUM
ajst-18342	59	9	)	)	PUNCT
ajst-18342	59	10	where	where	SCONJ
ajst-18342	59	11	:	:	PUNCT
ajst-18342	59	12			NOUN
ajst-18342	59	13	is	be	AUX
ajst-18342	59	14	a	a	DET
ajst-18342	59	15	lagrange	lagrange	NOUN
ajst-18342	59	16	multiplier	multiplier	NOUN
ajst-18342	59	17	.	.	PUNCT
ajst-18342	60	1	if	if	SCONJ
ajst-18342	60	2	the	the	DET
ajst-18342	60	3	training	training	NOUN
ajst-18342	60	4	sample	sample	NOUN
ajst-18342	60	5	data	datum	NOUN
ajst-18342	60	6	set	set	VERB
ajst-18342	60	7	is	be	AUX
ajst-18342	60	8	nonlinear	nonlinear	ADJ
ajst-18342	60	9	and	and	CCONJ
ajst-18342	60	10	indivisible	indivisible	ADJ
ajst-18342	60	11	,	,	PUNCT
ajst-18342	60	12	in	in	ADP
ajst-18342	60	13	order	order	NOUN
ajst-18342	60	14	to	to	PART
ajst-18342	60	15	obtain	obtain	VERB
ajst-18342	60	16	accurate	accurate	ADJ
ajst-18342	60	17	classification	classification	NOUN
ajst-18342	60	18	results	result	NOUN
ajst-18342	60	19	,	,	PUNCT
ajst-18342	60	20	the	the	DET
ajst-18342	60	21	training	training	NOUN
ajst-18342	60	22	sample	sample	NOUN
ajst-18342	60	23	in	in	ADP
ajst-18342	60	24	the	the	DET
ajst-18342	60	25	original	original	ADJ
ajst-18342	60	26	space	space	NOUN
ajst-18342	60	27	should	should	AUX
ajst-18342	60	28	be	be	AUX
ajst-18342	60	29	mapped	map	VERB
ajst-18342	60	30	to	to	ADP
ajst-18342	60	31	a	a	DET
ajst-18342	60	32	high	high	ADJ
ajst-18342	60	33	-	-	PUNCT
ajst-18342	60	34	dimensional	dimensional	ADJ
ajst-18342	60	35	space	space	NOUN
ajst-18342	60	36	.	.	PUNCT
ajst-18342	61	1	the	the	DET
ajst-18342	61	2	final	final	ADJ
ajst-18342	61	3	optimal	optimal	ADJ
ajst-18342	61	4	classification	classification	NOUN
ajst-18342	61	5	surface	surface	NOUN
ajst-18342	61	6	function	function	NOUN
ajst-18342	61	7	is	be	AUX
ajst-18342	61	8	expressed	express	VERB
ajst-18342	61	9	as	as	ADP
ajst-18342	61	10	formula	formula	NOUN
ajst-18342	61	11	(	(	PUNCT
ajst-18342	61	12	3	3	NUM
ajst-18342	61	13	)	)	PUNCT
ajst-18342	61	14	:	:	PUNCT
ajst-18342	62	1			NOUN
ajst-18342	62	2			SYM
ajst-18342	62	3			NOUN
ajst-18342	62	4			PROPN
ajst-18342	62	5	1	1	NUM
ajst-18342	62	6	ˆsgn	ˆsgn	NOUN
ajst-18342	62	7	,	,	PUNCT
ajst-18342	62	8	n	n	CCONJ
ajst-18342	62	9	i	i	PRON
ajst-18342	63	1	i	i	PRON
ajst-18342	64	1	i	i	PRON
ajst-18342	64	2	j	j	VERB
ajst-18342	65	1	i	i	PRON
ajst-18342	65	2	f	f	NOUN
ajst-18342	66	1	x	x	VERB
ajst-18342	66	2	y	y	NOUN
ajst-18342	66	3	k	k	NOUN
ajst-18342	67	1	x	x	PUNCT
ajst-18342	67	2	x	x	X
ajst-18342	67	3	b	b	X
ajst-18342	67	4			NUM
ajst-18342	67	5			PROPN
ajst-18342	67	6			NOUN
ajst-18342	67	7			NOUN
ajst-18342	68	1			X
ajst-18342	68	2			X
ajst-18342	68	3			SYM
ajst-18342	68	4			VERB
ajst-18342	68	5			PROPN
ajst-18342	68	6			PROPN
ajst-18342	68	7			X
ajst-18342	68	8	(	(	PUNCT
ajst-18342	68	9	3	3	NUM
ajst-18342	68	10	)	)	PUNCT
ajst-18342	68	11	where	where	SCONJ
ajst-18342	68	12	:	:	PUNCT
ajst-18342	68	13			NOUN
ajst-18342	68	14	,i	,i	X
ajst-18342	68	15	jk	jk	NOUN
ajst-18342	68	16	x	x	PUNCT
ajst-18342	69	1	x	x	X
ajst-18342	69	2	is	be	AUX
ajst-18342	69	3	the	the	DET
ajst-18342	69	4	kernel	kernel	PROPN
ajst-18342	69	5	function	function	NOUN
ajst-18342	69	6	.	.	PUNCT
ajst-18342	70	1	this	this	PRON
ajst-18342	70	2	will	will	AUX
ajst-18342	70	3	directly	directly	ADV
ajst-18342	70	4	affect	affect	VERB
ajst-18342	70	5	the	the	DET
ajst-18342	70	6	performance	performance	NOUN
ajst-18342	70	7	of	of	ADP
ajst-18342	70	8	svm	svm	NOUN
ajst-18342	70	9	and	and	CCONJ
ajst-18342	70	10	determine	determine	VERB
ajst-18342	70	11	the	the	DET
ajst-18342	70	12	accuracy	accuracy	NOUN
ajst-18342	70	13	of	of	ADP
ajst-18342	70	14	classification	classification	NOUN
ajst-18342	70	15	.	.	PUNCT
ajst-18342	71	1	commonly	commonly	ADV
ajst-18342	71	2	used	use	VERB
ajst-18342	71	3	kernel	kernel	NOUN
ajst-18342	71	4	functions	function	NOUN
ajst-18342	71	5	include	include	VERB
ajst-18342	71	6	sigmod	sigmod	PROPN
ajst-18342	71	7	kernel	kernel	PROPN
ajst-18342	71	8	function	function	PROPN
ajst-18342	71	9	and	and	CCONJ
ajst-18342	71	10	gaussian	gaussian	ADJ
ajst-18342	71	11	kernel	kernel	NOUN
ajst-18342	71	12	function	function	VERB
ajst-18342	71	13	radial	radial	ADJ
ajst-18342	71	14	basis	basis	NOUN
ajst-18342	71	15	kernel	kernel	NOUN
ajst-18342	71	16	function	function	PROPN
ajst-18342	71	17	(	(	PUNCT
ajst-18342	71	18	rbf	rbf	PROPN
ajst-18342	71	19	)	)	PUNCT
ajst-18342	71	20	.	.	PUNCT
ajst-18342	72	1	because	because	SCONJ
ajst-18342	72	2	rbf	rbf	PROPN
ajst-18342	72	3	kernel	kernel	PROPN
ajst-18342	72	4	function	function	PROPN
ajst-18342	72	5	has	have	VERB
ajst-18342	72	6	good	good	ADJ
ajst-18342	72	7	performance	performance	NOUN
ajst-18342	72	8	[	[	X
ajst-18342	72	9	7	7	NUM
ajst-18342	72	10	]	]	PUNCT
ajst-18342	72	11	,	,	PUNCT
ajst-18342	72	12	this	this	DET
ajst-18342	72	13	paper	paper	NOUN
ajst-18342	72	14	chooses	choose	VERB
ajst-18342	72	15	rbf	rbf	PROPN
ajst-18342	72	16	kernel	kernel	PROPN
ajst-18342	72	17	function	function	PROPN
ajst-18342	72	18	as	as	ADP
ajst-18342	72	19	the	the	DET
ajst-18342	72	20	kernel	kernel	PROPN
ajst-18342	72	21	function	function	NOUN
ajst-18342	72	22	of	of	ADP
ajst-18342	72	23	support	support	NOUN
ajst-18342	72	24	vector	vector	NOUN
ajst-18342	72	25	machine	machine	NOUN
ajst-18342	72	26	.	.	PUNCT
ajst-18342	73	1	2.2	2.2	NUM
ajst-18342	73	2	.	.	PUNCT
ajst-18342	74	1	fault	fault	NOUN
ajst-18342	74	2	monitoring	monitoring	NOUN
ajst-18342	74	3	methods	method	NOUN
ajst-18342	74	4	are	be	AUX
ajst-18342	74	5	introduced	introduce	VERB
ajst-18342	74	6	the	the	DET
ajst-18342	74	7	schematic	schematic	ADJ
ajst-18342	74	8	diagram	diagram	NOUN
ajst-18342	74	9	of	of	ADP
ajst-18342	74	10	fault	fault	NOUN
ajst-18342	74	11	detection	detection	NOUN
ajst-18342	74	12	method	method	NOUN
ajst-18342	74	13	is	be	AUX
ajst-18342	74	14	shown	show	VERB
ajst-18342	74	15	in	in	ADP
ajst-18342	74	16	figure	figure	NOUN
ajst-18342	74	17	2	2	NUM
ajst-18342	74	18	,	,	PUNCT
ajst-18342	74	19	which	which	PRON
ajst-18342	74	20	is	be	AUX
ajst-18342	74	21	divided	divide	VERB
ajst-18342	74	22	into	into	ADP
ajst-18342	74	23	two	two	NUM
ajst-18342	74	24	parts	part	NOUN
ajst-18342	74	25	:	:	PUNCT
ajst-18342	74	26	model	model	NOUN
ajst-18342	74	27	construction	construction	NOUN
ajst-18342	74	28	and	and	CCONJ
ajst-18342	74	29	fault	fault	VERB
ajst-18342	74	30	diagnosis	diagnosis	NOUN
ajst-18342	74	31	.	.	PUNCT
ajst-18342	75	1	stage	stage	NOUN
ajst-18342	75	2	1	1	NUM
ajst-18342	75	3	:	:	PUNCT
ajst-18342	75	4	model	model	NOUN
ajst-18342	75	5	construction	construction	NOUN
ajst-18342	75	6	.	.	PUNCT
ajst-18342	76	1	firstly	firstly	ADV
ajst-18342	76	2	,	,	PUNCT
ajst-18342	76	3	the	the	DET
ajst-18342	76	4	training	training	NOUN
ajst-18342	76	5	set	set	NOUN
ajst-18342	76	6	data	datum	NOUN
ajst-18342	76	7	is	be	AUX
ajst-18342	76	8	collected	collect	VERB
ajst-18342	76	9	,	,	PUNCT
ajst-18342	76	10	which	which	PRON
ajst-18342	76	11	includes	include	VERB
ajst-18342	76	12	the	the	DET
ajst-18342	76	13	characteristic	characteristic	ADJ
ajst-18342	76	14	parameters	parameter	NOUN
ajst-18342	76	15	operating	operate	VERB
ajst-18342	76	16	under	under	ADP
ajst-18342	76	17	different	different	ADJ
ajst-18342	76	18	fault	fault	NOUN
ajst-18342	76	19	states	state	NOUN
ajst-18342	76	20	,	,	PUNCT
ajst-18342	76	21	and	and	CCONJ
ajst-18342	76	22	then	then	ADV
ajst-18342	76	23	the	the	DET
ajst-18342	76	24	data	data	NOUN
ajst-18342	76	25	is	be	AUX
ajst-18342	76	26	normalized	normalize	VERB
ajst-18342	76	27	for	for	ADP
ajst-18342	76	28	the	the	DET
ajst-18342	76	29	training	training	NOUN
ajst-18342	76	30	of	of	ADP
ajst-18342	76	31	the	the	DET
ajst-18342	76	32	diagnostic	diagnostic	ADJ
ajst-18342	76	33	model	model	NOUN
ajst-18342	76	34	.	.	PUNCT
ajst-18342	77	1	stage	stage	NOUN
ajst-18342	77	2	2	2	NUM
ajst-18342	77	3	:	:	PUNCT
ajst-18342	77	4	fault	fault	VERB
ajst-18342	77	5	diagnosis	diagnosis	NOUN
ajst-18342	77	6	:	:	PUNCT
ajst-18342	77	7	collect	collect	VERB
ajst-18342	77	8	the	the	DET
ajst-18342	77	9	characteristic	characteristic	ADJ
ajst-18342	77	10	parameters	parameter	NOUN
ajst-18342	77	11	of	of	ADP
ajst-18342	77	12	matlab	matlab	PROPN
ajst-18342	77	13	simulation	simulation	PROPN
ajst-18342	77	14	,	,	PUNCT
ajst-18342	77	15	input	input	VERB
ajst-18342	77	16	the	the	DET
ajst-18342	77	17	data	datum	NOUN
ajst-18342	77	18	into	into	ADP
ajst-18342	77	19	the	the	DET
ajst-18342	77	20	model	model	NOUN
ajst-18342	77	21	constructed	construct	VERB
ajst-18342	77	22	in	in	ADP
ajst-18342	77	23	stage	stage	NOUN
ajst-18342	77	24	1	1	NUM
ajst-18342	77	25	after	after	ADP
ajst-18342	77	26	normalization	normalization	NOUN
ajst-18342	77	27	processing	process	VERB
ajst-18342	77	28	for	for	ADP
ajst-18342	77	29	state	state	NOUN
ajst-18342	77	30	discrimination	discrimination	NOUN
ajst-18342	77	31	,	,	PUNCT
ajst-18342	77	32	and	and	CCONJ
ajst-18342	77	33	output	output	VERB
ajst-18342	77	34	the	the	DET
ajst-18342	77	35	discrimination	discrimination	NOUN
ajst-18342	77	36	results	result	NOUN
ajst-18342	77	37	after	after	ADP
ajst-18342	77	38	processing	process	VERB
ajst-18342	77	39	by	by	ADP
ajst-18342	77	40	the	the	DET
ajst-18342	77	41	state	state	NOUN
ajst-18342	77	42	decision	decision	NOUN
ajst-18342	77	43	module	module	NOUN
ajst-18342	77	44	for	for	ADP
ajst-18342	77	45	state	state	NOUN
ajst-18342	77	46	output	output	NOUN
ajst-18342	77	47	,	,	PUNCT
ajst-18342	77	48	the	the	DET
ajst-18342	77	49	output	output	NOUN
ajst-18342	77	50	result	result	NOUN
ajst-18342	77	51	is	be	AUX
ajst-18342	77	52	the	the	DET
ajst-18342	77	53	final	final	ADJ
ajst-18342	77	54	result	result	NOUN
ajst-18342	77	55	of	of	ADP
ajst-18342	77	56	the	the	DET
ajst-18342	77	57	fault	fault	NOUN
ajst-18342	77	58	diagnosis	diagnosis	NOUN
ajst-18342	77	59	method	method	NOUN
ajst-18342	77	60	.	.	PUNCT
ajst-18342	78	1	figure	figure	NOUN
ajst-18342	78	2	2	2	NUM
ajst-18342	78	3	.	.	PUNCT
ajst-18342	79	1	fault	fault	VERB
ajst-18342	79	2	diagnosis	diagnosis	NOUN
ajst-18342	79	3	method	method	NOUN
ajst-18342	79	4	diagram	diagram	NOUN
ajst-18342	79	5	3	3	X
ajst-18342	79	6	.	.	PUNCT
ajst-18342	80	1	photovoltaic	photovoltaic	NOUN
ajst-18342	80	2	array	array	NOUN
ajst-18342	80	3	fault	fault	VERB
ajst-18342	80	4	analysis	analysis	NOUN
ajst-18342	80	5	3.1	3.1	NUM
ajst-18342	80	6	.	.	PUNCT
ajst-18342	81	1	fault	fault	VERB
ajst-18342	81	2	sample	sample	NOUN
ajst-18342	81	3	extraction	extraction	NOUN
ajst-18342	81	4	of	of	ADP
ajst-18342	81	5	photovoltaic	photovoltaic	NOUN
ajst-18342	81	6	array	array	NOUN
ajst-18342	81	7	in	in	ADP
ajst-18342	81	8	order	order	NOUN
ajst-18342	81	9	to	to	PART
ajst-18342	81	10	study	study	VERB
ajst-18342	81	11	the	the	DET
ajst-18342	81	12	fault	fault	NOUN
ajst-18342	81	13	diagnosis	diagnosis	NOUN
ajst-18342	81	14	of	of	ADP
ajst-18342	81	15	photovoltaic	photovoltaic	NOUN
ajst-18342	81	16	array	array	NOUN
ajst-18342	81	17	,	,	PUNCT
ajst-18342	81	18	this	this	DET
ajst-18342	81	19	paper	paper	NOUN
ajst-18342	81	20	uses	use	VERB
ajst-18342	81	21	matlab	matlab	PROPN
ajst-18342	81	22	/	/	SYM
ajst-18342	81	23	simulink	simulink	PROPN
ajst-18342	81	24	software	software	NOUN
ajst-18342	81	25	to	to	PART
ajst-18342	81	26	build	build	VERB
ajst-18342	81	27	a	a	DET
ajst-18342	81	28	simulation	simulation	NOUN
ajst-18342	81	29	model	model	NOUN
ajst-18342	81	30	[	[	X
ajst-18342	81	31	8	8	NUM
ajst-18342	81	32	]	]	PUNCT
ajst-18342	81	33	.	.	PUNCT
ajst-18342	82	1	specifically	specifically	ADV
ajst-18342	82	2	,	,	PUNCT
ajst-18342	82	3	a	a	DET
ajst-18342	82	4	simulation	simulation	NOUN
ajst-18342	82	5	model	model	NOUN
ajst-18342	82	6	of	of	ADP
ajst-18342	82	7	a	a	DET
ajst-18342	82	8	photovoltaic	photovoltaic	NOUN
ajst-18342	82	9	array	array	NOUN
ajst-18342	82	10	with	with	ADP
ajst-18342	82	11	4	4	NUM
ajst-18342	82	12	rows	row	NOUN
ajst-18342	82	13	and	and	CCONJ
ajst-18342	82	14	3	3	NUM
ajst-18342	82	15	columns	column	NOUN
ajst-18342	82	16	in	in	ADP
ajst-18342	82	17	series	series	NOUN
ajst-18342	82	18	and	and	CCONJ
ajst-18342	82	19	parallel	parallel	ADJ
ajst-18342	82	20	structure	structure	NOUN
ajst-18342	82	21	was	be	AUX
ajst-18342	82	22	established	establish	VERB
ajst-18342	82	23	to	to	PART
ajst-18342	82	24	simulate	simulate	VERB
ajst-18342	82	25	the	the	DET
ajst-18342	82	26	operation	operation	NOUN
ajst-18342	82	27	of	of	ADP
ajst-18342	82	28	the	the	DET
ajst-18342	82	29	actual	actual	ADJ
ajst-18342	82	30	photovoltaic	photovoltaic	NOUN
ajst-18342	82	31	power	power	NOUN
ajst-18342	82	32	generation	generation	NOUN
ajst-18342	82	33	system	system	NOUN
ajst-18342	82	34	under	under	ADP
ajst-18342	82	35	the	the	DET
ajst-18342	82	36	1000w	1000w	NUM
ajst-18342	82	37	/	/	SYM
ajst-18342	82	38	m2	m2	PROPN
ajst-18342	82	39	light	light	ADJ
ajst-18342	82	40	intensity	intensity	NOUN
ajst-18342	82	41	and	and	CCONJ
ajst-18342	82	42	25	25	NUM
ajst-18342	82	43	℃	℃	PROPN
ajst-18342	82	44	temperature	temperature	NOUN
ajst-18342	82	45	reference	reference	NOUN
ajst-18342	82	46	standard	standard	NOUN
ajst-18342	82	47	[	[	X
ajst-18342	82	48	9	9	NUM
ajst-18342	82	49	]	]	PUNCT
ajst-18342	82	50	.	.	PUNCT
ajst-18342	83	1	as	as	SCONJ
ajst-18342	83	2	is	be	AUX
ajst-18342	83	3	shown	show	VERB
ajst-18342	83	4	in	in	ADP
ajst-18342	83	5	figure	figure	NOUN
ajst-18342	83	6	3	3	NUM
ajst-18342	83	7	.	.	PUNCT
ajst-18342	83	8	figure	figure	NOUN
ajst-18342	84	1	3	3	NUM
ajst-18342	84	2	.	.	PUNCT
ajst-18342	84	3	pv	pv	NOUN
ajst-18342	84	4	array	array	NOUN
ajst-18342	84	5	fault	fault	VERB
ajst-18342	84	6	simulation	simulation	NOUN
ajst-18342	84	7	after	after	SCONJ
ajst-18342	84	8	the	the	DET
ajst-18342	84	9	photovoltaic	photovoltaic	NOUN
ajst-18342	84	10	array	array	NOUN
ajst-18342	84	11	is	be	AUX
ajst-18342	84	12	built	build	VERB
ajst-18342	84	13	,	,	PUNCT
ajst-18342	84	14	the	the	DET
ajst-18342	84	15	series	series	NOUN
ajst-18342	84	16	resistance	resistance	NOUN
ajst-18342	84	17	is	be	AUX
ajst-18342	84	18	used	use	VERB
ajst-18342	84	19	to	to	PART
ajst-18342	84	20	simulate	simulate	VERB
ajst-18342	84	21	the	the	DET
ajst-18342	84	22	aging	age	VERB
ajst-18342	84	23	fault	fault	NOUN
ajst-18342	84	24	.	.	PUNCT
ajst-18342	85	1	shading	shade	VERB
ajst-18342	85	2	fault	fault	NOUN
ajst-18342	85	3	is	be	AUX
ajst-18342	85	4	simulated	simulate	VERB
ajst-18342	85	5	by	by	ADP
ajst-18342	85	6	reducing	reduce	VERB
ajst-18342	85	7	light	light	ADJ
ajst-18342	85	8	intensity	intensity	NOUN
ajst-18342	85	9	.	.	PUNCT
ajst-18342	86	1	the	the	DET
ajst-18342	86	2	short	short	ADJ
ajst-18342	86	3	-	-	PUNCT
ajst-18342	86	4	circuit	circuit	NOUN
ajst-18342	86	5	fault	fault	NOUN
ajst-18342	86	6	is	be	AUX
ajst-18342	86	7	simulated	simulate	VERB
ajst-18342	86	8	by	by	ADP
ajst-18342	86	9	shorting	short	VERB
ajst-18342	86	10	the	the	DET
ajst-18342	86	11	positive	positive	ADJ
ajst-18342	86	12	and	and	CCONJ
ajst-18342	86	13	negative	negative	ADJ
ajst-18342	86	14	electrodes	electrode	NOUN
ajst-18342	86	15	of	of	ADP
ajst-18342	86	16	the	the	DET
ajst-18342	86	17	photovoltaic	photovoltaic	NOUN
ajst-18342	86	18	cell	cell	NOUN
ajst-18342	86	19	.	.	PUNCT
ajst-18342	87	1	the	the	DET
ajst-18342	87	2	open	open	ADJ
ajst-18342	87	3	circuit	circuit	NOUN
ajst-18342	87	4	fault	fault	NOUN
ajst-18342	87	5	is	be	AUX
ajst-18342	87	6	simulated	simulate	VERB
ajst-18342	87	7	by	by	ADP
ajst-18342	87	8	cutting	cut	VERB
ajst-18342	87	9	the	the	DET
ajst-18342	87	10	connection	connection	NOUN
ajst-18342	87	11	wire	wire	NOUN
ajst-18342	88	1	[	[	X
ajst-18342	88	2	10	10	NUM
ajst-18342	88	3	]	]	PUNCT
ajst-18342	88	4	,	,	PUNCT
ajst-18342	88	5	and	and	CCONJ
ajst-18342	88	6	i	i	PROPN
ajst-18342	88	7	-	-	PUNCT
ajst-18342	88	8	u	u	NOUN
ajst-18342	88	9	and	and	CCONJ
ajst-18342	88	10	p	p	NOUN
ajst-18342	88	11	-	-	PUNCT
ajst-18342	88	12	u	u	NOUN
ajst-18342	88	13	curves	curve	NOUN
ajst-18342	88	14	under	under	ADP
ajst-18342	88	15	different	different	ADJ
ajst-18342	88	16	operating	operate	VERB
ajst-18342	88	17	states	state	NOUN
ajst-18342	88	18	are	be	AUX
ajst-18342	88	19	obtained	obtain	VERB
ajst-18342	88	20	through	through	ADP
ajst-18342	88	21	simulation	simulation	NOUN
ajst-18342	88	22	,	,	PUNCT
ajst-18342	88	23	as	as	SCONJ
ajst-18342	88	24	shown	show	VERB
ajst-18342	88	25	in	in	ADP
ajst-18342	88	26	figure	figure	NOUN
ajst-18342	88	27	4	4	NUM
ajst-18342	88	28	sample	sample	NOUN
ajst-18342	88	29	collection	collection	NOUN
ajst-18342	88	30	filtering	filtering	NOUN
ajst-18342	88	31	normalization	normalization	NOUN
ajst-18342	88	32	sample	sample	PROPN
ajst-18342	88	33	normalization	normalization	NOUN
ajst-18342	88	34	model	model	NOUN
ajst-18342	88	35	training	training	NOUN
ajst-18342	88	36	state	state	NOUN
ajst-18342	88	37	discrimination	discrimination	NOUN
ajst-18342	88	38	state	state	NOUN
ajst-18342	88	39	decision	decision	NOUN
ajst-18342	88	40	status	status	NOUN
ajst-18342	88	41	output	output	NOUN
ajst-18342	88	42	model	model	NOUN
ajst-18342	88	43	construction	construction	NOUN
ajst-18342	88	44	fault	fault	NOUN
ajst-18342	88	45	diagnosis	diagnosis	NOUN
ajst-18342	88	46	training	training	NOUN
ajst-18342	88	47	set	set	VERB
ajst-18342	88	48	operational	operational	ADJ
ajst-18342	88	49	data	datum	NOUN
ajst-18342	88	50	state	state	NOUN
ajst-18342	88	51	decision	decision	NOUN
ajst-18342	88	52	short	short	ADJ
ajst-18342	88	53	-	-	PUNCT
ajst-18342	88	54	circuit	circuit	NOUN
ajst-18342	88	55	fault	fault	NOUN
ajst-18342	88	56	open	open	ADJ
ajst-18342	88	57	-	-	PUNCT
ajst-18342	88	58	circuit	circuit	NOUN
ajst-18342	88	59	fault	fault	NOUN
ajst-18342	88	60	aging	age	VERB
ajst-18342	88	61	fault	fault	NOUN
ajst-18342	88	62	local	local	ADJ
ajst-18342	88	63	shadow	shadow	NOUN
ajst-18342	88	64	fault	fault	VERB
ajst-18342	88	65	144	144	NUM
ajst-18342	88	66	figure	figure	NOUN
ajst-18342	88	67	4	4	NUM
ajst-18342	88	68	.	.	PUNCT
ajst-18342	89	1	the	the	DET
ajst-18342	89	2	output	output	NOUN
ajst-18342	89	3	i	i	NOUN
ajst-18342	89	4	-	-	PUNCT
ajst-18342	89	5	u	u	NOUN
ajst-18342	89	6	and	and	CCONJ
ajst-18342	89	7	p	p	NOUN
ajst-18342	89	8	-	-	PUNCT
ajst-18342	89	9	u	u	NOUN
ajst-18342	89	10	characteristic	characteristic	ADJ
ajst-18342	89	11	curves	curve	NOUN
ajst-18342	89	12	of	of	ADP
ajst-18342	89	13	the	the	DET
ajst-18342	89	14	photovoltaic	photovoltaic	NOUN
ajst-18342	89	15	array	array	NOUN
ajst-18342	89	16	as	as	SCONJ
ajst-18342	89	17	can	can	AUX
ajst-18342	89	18	be	be	AUX
ajst-18342	89	19	seen	see	VERB
ajst-18342	89	20	from	from	ADP
ajst-18342	89	21	figure	figure	NOUN
ajst-18342	89	22	4	4	NUM
ajst-18342	89	23	,	,	PUNCT
ajst-18342	89	24	compared	compare	VERB
ajst-18342	89	25	with	with	ADP
ajst-18342	89	26	the	the	DET
ajst-18342	89	27	normal	normal	ADJ
ajst-18342	89	28	operation	operation	NOUN
ajst-18342	89	29	of	of	ADP
ajst-18342	89	30	photovoltaic	photovoltaic	NOUN
ajst-18342	89	31	modules	module	NOUN
ajst-18342	89	32	,	,	PUNCT
ajst-18342	89	33	the	the	DET
ajst-18342	89	34	open	open	ADJ
ajst-18342	89	35	circuit	circuit	NOUN
ajst-18342	89	36	voltage	voltage	NOUN
ajst-18342	89	37	uoc	uoc	NOUN
ajst-18342	89	38	will	will	AUX
ajst-18342	89	39	decrease	decrease	VERB
ajst-18342	89	40	significantly	significantly	ADV
ajst-18342	89	41	when	when	SCONJ
ajst-18342	89	42	a	a	DET
ajst-18342	89	43	component	component	NOUN
ajst-18342	89	44	is	be	AUX
ajst-18342	89	45	shortcircuited	shortcircuite	VERB
ajst-18342	89	46	,	,	PUNCT
ajst-18342	89	47	while	while	SCONJ
ajst-18342	89	48	the	the	DET
ajst-18342	89	49	short	short	ADJ
ajst-18342	89	50	-	-	PUNCT
ajst-18342	89	51	circuit	circuit	NOUN
ajst-18342	89	52	current	current	ADJ
ajst-18342	89	53	isc	isc	PROPN
ajst-18342	89	54	will	will	AUX
ajst-18342	89	55	remain	remain	VERB
ajst-18342	89	56	unchanged	unchanged	ADJ
ajst-18342	89	57	.	.	PUNCT
ajst-18342	90	1	when	when	SCONJ
ajst-18342	90	2	an	an	DET
ajst-18342	90	3	open	open	ADJ
ajst-18342	90	4	circuit	circuit	NOUN
ajst-18342	90	5	fault	fault	NOUN
ajst-18342	90	6	occurs	occur	VERB
ajst-18342	90	7	,	,	PUNCT
ajst-18342	90	8	the	the	DET
ajst-18342	90	9	short	short	ADJ
ajst-18342	90	10	circuit	circuit	PROPN
ajst-18342	90	11	current	current	PROPN
ajst-18342	90	12	isc	isc	PROPN
ajst-18342	90	13	of	of	ADP
ajst-18342	90	14	the	the	DET
ajst-18342	90	15	pv	pv	NOUN
ajst-18342	90	16	array	array	NOUN
ajst-18342	90	17	decreases	decrease	VERB
ajst-18342	90	18	obviously	obviously	ADV
ajst-18342	90	19	.	.	PUNCT
ajst-18342	91	1	when	when	SCONJ
ajst-18342	91	2	the	the	DET
ajst-18342	91	3	abnormal	abnormal	ADJ
ajst-18342	91	4	aging	age	VERB
ajst-18342	91	5	fault	fault	NOUN
ajst-18342	91	6	occurs	occur	VERB
ajst-18342	91	7	,	,	PUNCT
ajst-18342	91	8	the	the	DET
ajst-18342	91	9	output	output	NOUN
ajst-18342	91	10	voltage	voltage	NOUN
ajst-18342	91	11	of	of	ADP
ajst-18342	91	12	the	the	DET
ajst-18342	91	13	array	array	NOUN
ajst-18342	91	14	is	be	AUX
ajst-18342	91	15	between	between	ADP
ajst-18342	91	16	the	the	DET
ajst-18342	91	17	output	output	NOUN
ajst-18342	91	18	voltage	voltage	NOUN
ajst-18342	91	19	of	of	ADP
ajst-18342	91	20	the	the	DET
ajst-18342	91	21	short	short	ADJ
ajst-18342	91	22	-	-	PUNCT
ajst-18342	91	23	circuit	circuit	NOUN
ajst-18342	91	24	fault	fault	NOUN
ajst-18342	91	25	with	with	ADP
ajst-18342	91	26	the	the	DET
ajst-18342	91	27	same	same	ADJ
ajst-18342	91	28	number	number	NOUN
ajst-18342	91	29	of	of	ADP
ajst-18342	91	30	fault	fault	NOUN
ajst-18342	91	31	components	component	NOUN
ajst-18342	91	32	and	and	CCONJ
ajst-18342	91	33	the	the	DET
ajst-18342	91	34	output	output	NOUN
ajst-18342	91	35	voltage	voltage	NOUN
ajst-18342	91	36	of	of	ADP
ajst-18342	91	37	the	the	DET
ajst-18342	91	38	normal	normal	ADJ
ajst-18342	91	39	operating	operating	NOUN
ajst-18342	91	40	state	state	NOUN
ajst-18342	91	41	.	.	PUNCT
ajst-18342	92	1	when	when	SCONJ
ajst-18342	92	2	the	the	DET
ajst-18342	92	3	local	local	ADJ
ajst-18342	92	4	shadow	shadow	NOUN
ajst-18342	92	5	fault	fault	NOUN
ajst-18342	92	6	occurs	occur	VERB
ajst-18342	92	7	,	,	PUNCT
ajst-18342	92	8	the	the	DET
ajst-18342	92	9	i	i	PROPN
ajst-18342	92	10	-	-	PUNCT
ajst-18342	92	11	u	u	NOUN
ajst-18342	92	12	characteristic	characteristic	ADJ
ajst-18342	92	13	curve	curve	NOUN
ajst-18342	92	14	presents	present	VERB
ajst-18342	92	15	a	a	DET
ajst-18342	92	16	stepped	step	VERB
ajst-18342	92	17	change	change	NOUN
ajst-18342	92	18	,	,	PUNCT
ajst-18342	92	19	and	and	CCONJ
ajst-18342	92	20	the	the	DET
ajst-18342	92	21	p	p	ADJ
ajst-18342	92	22	-	-	PUNCT
ajst-18342	92	23	u	u	NOUN
ajst-18342	92	24	characteristic	characteristic	ADJ
ajst-18342	92	25	curve	curve	NOUN
ajst-18342	92	26	presents	present	VERB
ajst-18342	92	27	a	a	DET
ajst-18342	92	28	"	"	PUNCT
ajst-18342	92	29	multipeak	multipeak	NOUN
ajst-18342	92	30	"	"	PUNCT
ajst-18342	92	31	phenomenon	phenomenon	NOUN
ajst-18342	92	32	,	,	PUNCT
ajst-18342	92	33	and	and	CCONJ
ajst-18342	92	34	the	the	DET
ajst-18342	92	35	voltage	voltage	NOUN
ajst-18342	92	36	um	um	INTJ
ajst-18342	92	37	at	at	ADP
ajst-18342	92	38	the	the	DET
ajst-18342	92	39	maximum	maximum	ADJ
ajst-18342	92	40	power	power	NOUN
ajst-18342	92	41	point	point	NOUN
ajst-18342	92	42	of	of	ADP
ajst-18342	92	43	the	the	DET
ajst-18342	92	44	photovoltaic	photovoltaic	NOUN
ajst-18342	92	45	array	array	NOUN
ajst-18342	92	46	decreases	decrease	VERB
ajst-18342	92	47	obviously	obviously	ADV
ajst-18342	92	48	.	.	PUNCT
ajst-18342	93	1	therefore	therefore	ADV
ajst-18342	93	2	,	,	PUNCT
ajst-18342	93	3	short	short	ADJ
ajst-18342	93	4	-	-	PUNCT
ajst-18342	93	5	circuit	circuit	NOUN
ajst-18342	93	6	current	current	ADJ
ajst-18342	93	7	isc	isc	PROPN
ajst-18342	93	8	,	,	PUNCT
ajst-18342	93	9	open	open	ADJ
ajst-18342	93	10	circuit	circuit	NOUN
ajst-18342	93	11	voltage	voltage	NOUN
ajst-18342	93	12	uoc	uoc	NOUN
ajst-18342	93	13	,	,	PUNCT
ajst-18342	93	14	maximum	maximum	ADJ
ajst-18342	93	15	power	power	NOUN
ajst-18342	93	16	point	point	NOUN
ajst-18342	93	17	current	current	ADJ
ajst-18342	93	18	i	i	PRON
ajst-18342	93	19	m	m	VERB
ajst-18342	93	20	and	and	CCONJ
ajst-18342	93	21	maximum	maximum	ADJ
ajst-18342	93	22	power	power	NOUN
ajst-18342	93	23	point	point	NOUN
ajst-18342	93	24	voltage	voltage	NOUN
ajst-18342	93	25	um	um	INTJ
ajst-18342	93	26	are	be	AUX
ajst-18342	93	27	selected	select	VERB
ajst-18342	93	28	as	as	ADP
ajst-18342	93	29	input	input	NOUN
ajst-18342	93	30	values	value	NOUN
ajst-18342	93	31	to	to	PART
ajst-18342	93	32	accurately	accurately	ADV
ajst-18342	93	33	distinguish	distinguish	VERB
ajst-18342	93	34	these	these	DET
ajst-18342	93	35	four	four	NUM
ajst-18342	93	36	fault	fault	NOUN
ajst-18342	93	37	types	type	NOUN
ajst-18342	93	38	.	.	PUNCT
ajst-18342	94	1	3.2	3.2	NUM
ajst-18342	94	2	.	.	PUNCT
ajst-18342	95	1	classification	classification	NOUN
ajst-18342	95	2	of	of	ADP
ajst-18342	95	3	fault	fault	NOUN
ajst-18342	95	4	samples	sample	NOUN
ajst-18342	95	5	through	through	ADP
ajst-18342	95	6	simulation	simulation	NOUN
ajst-18342	95	7	in	in	ADP
ajst-18342	95	8	matlab	matlab	PROPN
ajst-18342	95	9	,	,	PUNCT
ajst-18342	95	10	four	four	NUM
ajst-18342	95	11	characteristic	characteristic	ADJ
ajst-18342	95	12	parameters	parameter	NOUN
ajst-18342	95	13	,	,	PUNCT
ajst-18342	95	14	isc	isc	PROPN
ajst-18342	95	15	,	,	PUNCT
ajst-18342	95	16	uoc	uoc	PROPN
ajst-18342	95	17	,	,	PUNCT
ajst-18342	95	18	i	i	PRON
ajst-18342	95	19	m	m	PROPN
ajst-18342	95	20	,	,	PUNCT
ajst-18342	95	21	and	and	CCONJ
ajst-18342	95	22	um	um	INTJ
ajst-18342	95	23	,	,	PUNCT
ajst-18342	95	24	were	be	AUX
ajst-18342	95	25	obtained	obtain	VERB
ajst-18342	95	26	and	and	CCONJ
ajst-18342	95	27	used	use	VERB
ajst-18342	95	28	as	as	ADP
ajst-18342	95	29	training	training	NOUN
ajst-18342	95	30	samples	sample	NOUN
ajst-18342	95	31	for	for	ADP
ajst-18342	95	32	fault	fault	NOUN
ajst-18342	95	33	diagnosis	diagnosis	NOUN
ajst-18342	95	34	of	of	ADP
ajst-18342	95	35	photovoltaic	photovoltaic	NOUN
ajst-18342	95	36	arrays	array	VERB
ajst-18342	95	37	.	.	PUNCT
ajst-18342	96	1	950	950	NUM
ajst-18342	96	2	sets	set	NOUN
ajst-18342	96	3	of	of	ADP
ajst-18342	96	4	data	datum	NOUN
ajst-18342	96	5	were	be	AUX
ajst-18342	96	6	selected	select	VERB
ajst-18342	96	7	from	from	ADP
ajst-18342	96	8	these	these	PRON
ajst-18342	96	9	,	,	PUNCT
ajst-18342	96	10	and	and	CCONJ
ajst-18342	96	11	750	750	NUM
ajst-18342	96	12	sets	set	NOUN
ajst-18342	96	13	were	be	AUX
ajst-18342	96	14	randomly	randomly	ADV
ajst-18342	96	15	chosen	choose	VERB
ajst-18342	96	16	as	as	ADP
ajst-18342	96	17	training	training	NOUN
ajst-18342	96	18	samples	sample	NOUN
ajst-18342	96	19	for	for	ADP
ajst-18342	96	20	the	the	DET
ajst-18342	96	21	support	support	NOUN
ajst-18342	96	22	vector	vector	NOUN
ajst-18342	96	23	machine	machine	NOUN
ajst-18342	96	24	.	.	PUNCT
ajst-18342	97	1	the	the	DET
ajst-18342	97	2	remaining	remain	VERB
ajst-18342	97	3	200	200	NUM
ajst-18342	97	4	sets	set	NOUN
ajst-18342	97	5	were	be	AUX
ajst-18342	97	6	used	use	VERB
ajst-18342	97	7	as	as	ADP
ajst-18342	97	8	test	test	NOUN
ajst-18342	97	9	data	datum	NOUN
ajst-18342	97	10	,	,	PUNCT
ajst-18342	97	11	as	as	SCONJ
ajst-18342	97	12	shown	show	VERB
ajst-18342	97	13	in	in	ADP
ajst-18342	97	14	table	table	NOUN
ajst-18342	97	15	1	1	NUM
ajst-18342	97	16	.	.	PUNCT
ajst-18342	97	17	table	table	NOUN
ajst-18342	97	18	1	1	NUM
ajst-18342	97	19	.	.	PUNCT
ajst-18342	98	1	sample	sample	NOUN
ajst-18342	98	2	classification	classification	NOUN
ajst-18342	98	3	operating	operate	VERB
ajst-18342	98	4	status	status	NOUN
ajst-18342	98	5	training	training	NOUN
ajst-18342	98	6	samples	sample	NOUN
ajst-18342	98	7	/	/	SYM
ajst-18342	98	8	groups	group	NOUN
ajst-18342	98	9	testing	test	VERB
ajst-18342	98	10	samples	sample	NOUN
ajst-18342	98	11	/	/	SYM
ajst-18342	98	12	groups	group	NOUN
ajst-18342	98	13	normal	normal	ADJ
ajst-18342	98	14	condition	condition	NOUN
ajst-18342	98	15	150	150	NUM
ajst-18342	98	16	40	40	NUM
ajst-18342	98	17	short	short	ADJ
ajst-18342	98	18	circuit	circuit	NOUN
ajst-18342	98	19	fault	fault	NOUN
ajst-18342	98	20	150	150	NUM
ajst-18342	98	21	40	40	NUM
ajst-18342	98	22	open	open	ADJ
ajst-18342	98	23	circuit	circuit	NOUN
ajst-18342	98	24	fault	fault	NOUN
ajst-18342	98	25	150	150	NUM
ajst-18342	98	26	40	40	NUM
ajst-18342	98	27	aging	age	VERB
ajst-18342	98	28	fault	fault	NOUN
ajst-18342	98	29	150	150	NUM
ajst-18342	98	30	40	40	NUM
ajst-18342	98	31	partial	partial	ADJ
ajst-18342	98	32	shading	shading	NOUN
ajst-18342	98	33	fault	fault	NOUN
ajst-18342	98	34	150	150	NUM
ajst-18342	98	35	40	40	NUM
ajst-18342	98	36	4	4	NUM
ajst-18342	98	37	.	.	PUNCT
ajst-18342	98	38	simulation	simulation	NOUN
ajst-18342	98	39	experiment	experiment	NOUN
ajst-18342	98	40	analysis	analysis	NOUN
ajst-18342	98	41	4.1	4.1	NUM
ajst-18342	98	42	.	.	PUNCT
ajst-18342	99	1	parameter	parameter	NOUN
ajst-18342	99	2	setting	set	VERB
ajst-18342	99	3	when	when	SCONJ
ajst-18342	99	4	training	train	VERB
ajst-18342	99	5	the	the	DET
ajst-18342	99	6	diagnostic	diagnostic	ADJ
ajst-18342	99	7	model	model	NOUN
ajst-18342	99	8	with	with	ADP
ajst-18342	99	9	sample	sample	NOUN
ajst-18342	99	10	data	datum	NOUN
ajst-18342	99	11	using	use	VERB
ajst-18342	99	12	svm	svm	NOUN
ajst-18342	99	13	,	,	PUNCT
ajst-18342	99	14	there	there	PRON
ajst-18342	99	15	are	be	VERB
ajst-18342	99	16	strict	strict	ADJ
ajst-18342	99	17	requirements	requirement	NOUN
ajst-18342	99	18	for	for	ADP
ajst-18342	99	19	the	the	DET
ajst-18342	99	20	selection	selection	NOUN
ajst-18342	99	21	of	of	ADP
ajst-18342	99	22	the	the	DET
ajst-18342	99	23	kernel	kernel	PROPN
ajst-18342	99	24	function	function	NOUN
ajst-18342	99	25	and	and	CCONJ
ajst-18342	99	26	the	the	DET
ajst-18342	99	27	setting	setting	NOUN
ajst-18342	99	28	of	of	ADP
ajst-18342	99	29	the	the	DET
ajst-18342	99	30	penalty	penalty	NOUN
ajst-18342	99	31	factor	factor	NOUN
ajst-18342	99	32	.	.	PUNCT
ajst-18342	100	1	after	after	ADP
ajst-18342	100	2	multiple	multiple	ADJ
ajst-18342	100	3	experiments	experiment	NOUN
ajst-18342	100	4	,	,	PUNCT
ajst-18342	100	5	this	this	DET
ajst-18342	100	6	paper	paper	NOUN
ajst-18342	100	7	selects	select	VERB
ajst-18342	100	8	the	the	DET
ajst-18342	100	9	optimal	optimal	ADJ
ajst-18342	100	10	penalty	penalty	NOUN
ajst-18342	100	11	factor	factor	NOUN
ajst-18342	100	12	(	(	PUNCT
ajst-18342	100	13	c	c	NOUN
ajst-18342	100	14	)	)	PUNCT
ajst-18342	100	15	as	as	ADP
ajst-18342	100	16	3.6	3.6	NUM
ajst-18342	100	17	,	,	PUNCT
ajst-18342	100	18	and	and	CCONJ
ajst-18342	100	19	the	the	DET
ajst-18342	100	20	optimal	optimal	ADJ
ajst-18342	100	21	kernel	kernel	NOUN
ajst-18342	100	22	function	function	NOUN
ajst-18342	100	23	(	(	PUNCT
ajst-18342	100	24	g	g	NOUN
ajst-18342	100	25	)	)	PUNCT
ajst-18342	100	26	as	as	ADP
ajst-18342	100	27	0.01	0.01	NUM
ajst-18342	100	28	.	.	PUNCT
ajst-18342	101	1	as	as	SCONJ
ajst-18342	101	2	can	can	AUX
ajst-18342	101	3	be	be	AUX
ajst-18342	101	4	seen	see	VERB
ajst-18342	101	5	from	from	ADP
ajst-18342	101	6	figure	figure	NOUN
ajst-18342	101	7	5	5	NUM
ajst-18342	101	8	,	,	PUNCT
ajst-18342	101	9	the	the	DET
ajst-18342	101	10	fitness	fitness	NOUN
ajst-18342	101	11	value	value	NOUN
ajst-18342	101	12	is	be	AUX
ajst-18342	101	13	8.902e-08	8.902e-08	NUM
ajst-18342	101	14	and	and	CCONJ
ajst-18342	101	15	tends	tend	VERB
ajst-18342	101	16	to	to	PART
ajst-18342	101	17	stabilize	stabilize	VERB
ajst-18342	101	18	at	at	ADP
ajst-18342	101	19	the	the	DET
ajst-18342	101	20	300th	300th	ADJ
ajst-18342	101	21	iteration	iteration	NOUN
ajst-18342	101	22	.	.	PUNCT
ajst-18342	102	1	0	0	NUM
ajst-18342	102	2	50	50	NUM
ajst-18342	102	3	100	100	NUM
ajst-18342	102	4	150	150	NUM
ajst-18342	102	5	voltage(v	voltage(v	NOUN
ajst-18342	102	6	)	)	PUNCT
ajst-18342	102	7	0	0	NUM
ajst-18342	102	8	5	5	NUM
ajst-18342	102	9	10	10	NUM
ajst-18342	102	10	15	15	NUM
ajst-18342	102	11	20	20	NUM
ajst-18342	102	12	25	25	NUM
ajst-18342	102	13	30	30	NUM
ajst-18342	102	14	normal	normal	ADJ
ajst-18342	102	15	operation	operation	NOUN
ajst-18342	102	16	short	short	ADJ
ajst-18342	102	17	-	-	PUNCT
ajst-18342	102	18	circuit	circuit	NOUN
ajst-18342	102	19	fault	fault	NOUN
ajst-18342	102	20	open	open	ADJ
ajst-18342	102	21	-	-	PUNCT
ajst-18342	102	22	circuit	circuit	NOUN
ajst-18342	102	23	fault	fault	NOUN
ajst-18342	102	24	local	local	ADJ
ajst-18342	102	25	shadow	shadow	NOUN
ajst-18342	102	26	fault	fault	VERB
ajst-18342	102	27	aging	age	VERB
ajst-18342	102	28	fault	fault	NOUN
ajst-18342	102	29	0	0	NUM
ajst-18342	102	30	50	50	NUM
ajst-18342	102	31	100	100	NUM
ajst-18342	102	32	150	150	NUM
ajst-18342	102	33	voltage(v	voltage(v	NOUN
ajst-18342	102	34	)	)	PUNCT
ajst-18342	102	35	0	0	NUM
ajst-18342	103	1	500	500	NUM
ajst-18342	103	2	1000	1000	NUM
ajst-18342	103	3	1500	1500	NUM
ajst-18342	103	4	2000	2000	NUM
ajst-18342	103	5	2500	2500	NUM
ajst-18342	103	6	3000	3000	NUM
ajst-18342	103	7	normal	normal	ADJ
ajst-18342	103	8	operation	operation	NOUN
ajst-18342	103	9	short	short	ADJ
ajst-18342	103	10	-	-	PUNCT
ajst-18342	103	11	circuit	circuit	NOUN
ajst-18342	103	12	fault	fault	NOUN
ajst-18342	103	13	open	open	ADJ
ajst-18342	103	14	-	-	PUNCT
ajst-18342	103	15	circuit	circuit	NOUN
ajst-18342	103	16	fault	fault	NOUN
ajst-18342	103	17	local	local	ADJ
ajst-18342	103	18	shadow	shadow	NOUN
ajst-18342	103	19	fault	fault	VERB
ajst-18342	103	20	aging	age	VERB
ajst-18342	103	21	fault	fault	NOUN
ajst-18342	103	22	145	145	NUM
ajst-18342	103	23	figure	figure	NOUN
ajst-18342	103	24	5	5	NUM
ajst-18342	103	25	.	.	PUNCT
ajst-18342	103	26	fitness	fitness	NOUN
ajst-18342	103	27	curve	curve	PROPN
ajst-18342	103	28	4.2	4.2	NUM
ajst-18342	103	29	.	.	PUNCT
ajst-18342	104	1	svm	svm	PROPN
ajst-18342	104	2	diagnostic	diagnostic	ADJ
ajst-18342	104	3	results	result	NOUN
ajst-18342	104	4	the	the	DET
ajst-18342	104	5	svm	svm	PROPN
ajst-18342	104	6	photovoltaic	photovoltaic	NOUN
ajst-18342	104	7	array	array	NOUN
ajst-18342	104	8	fault	fault	NOUN
ajst-18342	104	9	diagnosis	diagnosis	NOUN
ajst-18342	104	10	model	model	NOUN
ajst-18342	104	11	proposed	propose	VERB
ajst-18342	104	12	in	in	ADP
ajst-18342	104	13	this	this	DET
ajst-18342	104	14	paper	paper	NOUN
ajst-18342	104	15	,	,	PUNCT
ajst-18342	104	16	after	after	ADP
ajst-18342	104	17	being	be	AUX
ajst-18342	104	18	trained	train	VERB
ajst-18342	104	19	with	with	ADP
ajst-18342	104	20	750	750	NUM
ajst-18342	104	21	sets	set	NOUN
ajst-18342	104	22	of	of	ADP
ajst-18342	104	23	fault	fault	NOUN
ajst-18342	104	24	training	training	NOUN
ajst-18342	104	25	data	datum	NOUN
ajst-18342	104	26	,	,	PUNCT
ajst-18342	104	27	predicts	predict	VERB
ajst-18342	104	28	the	the	DET
ajst-18342	104	29	accuracy	accuracy	NOUN
ajst-18342	104	30	of	of	ADP
ajst-18342	104	31	200	200	NUM
ajst-18342	104	32	sets	set	NOUN
ajst-18342	104	33	of	of	ADP
ajst-18342	104	34	test	test	NOUN
ajst-18342	104	35	data	datum	NOUN
ajst-18342	104	36	.	.	PUNCT
ajst-18342	105	1	the	the	DET
ajst-18342	105	2	fault	fault	NOUN
ajst-18342	105	3	values	value	NOUN
ajst-18342	105	4	on	on	ADP
ajst-18342	105	5	the	the	DET
ajst-18342	105	6	y	y	NOUN
ajst-18342	105	7	-	-	PUNCT
ajst-18342	105	8	axis	axis	NOUN
ajst-18342	105	9	correspond	correspond	NOUN
ajst-18342	105	10	to	to	ADP
ajst-18342	105	11	the	the	DET
ajst-18342	105	12	photovoltaic	photovoltaic	NOUN
ajst-18342	105	13	array	array	NOUN
ajst-18342	105	14	operating	operate	VERB
ajst-18342	105	15	in	in	ADP
ajst-18342	105	16	normal	normal	ADJ
ajst-18342	105	17	state	state	NOUN
ajst-18342	105	18	,	,	PUNCT
ajst-18342	105	19	short	short	ADJ
ajst-18342	105	20	circuit	circuit	NOUN
ajst-18342	105	21	fault	fault	NOUN
ajst-18342	105	22	,	,	PUNCT
ajst-18342	105	23	open	open	ADJ
ajst-18342	105	24	circuit	circuit	NOUN
ajst-18342	105	25	fault	fault	NOUN
ajst-18342	105	26	,	,	PUNCT
ajst-18342	105	27	aging	age	VERB
ajst-18342	105	28	fault	fault	NOUN
ajst-18342	105	29	,	,	PUNCT
ajst-18342	105	30	and	and	CCONJ
ajst-18342	105	31	local	local	ADJ
ajst-18342	105	32	shadow	shadow	NOUN
ajst-18342	105	33	fault	fault	NOUN
ajst-18342	105	34	.	.	PUNCT
ajst-18342	106	1	the	the	DET
ajst-18342	106	2	red	red	ADJ
ajst-18342	106	3	stars	star	NOUN
ajst-18342	106	4	represent	represent	VERB
ajst-18342	106	5	the	the	DET
ajst-18342	106	6	true	true	ADJ
ajst-18342	106	7	values	value	NOUN
ajst-18342	106	8	of	of	ADP
ajst-18342	106	9	the	the	DET
ajst-18342	106	10	actual	actual	ADJ
ajst-18342	106	11	fault	fault	NOUN
ajst-18342	106	12	types	type	NOUN
ajst-18342	106	13	,	,	PUNCT
ajst-18342	106	14	and	and	CCONJ
ajst-18342	106	15	the	the	DET
ajst-18342	106	16	blue	blue	ADJ
ajst-18342	106	17	circles	circle	NOUN
ajst-18342	106	18	represent	represent	VERB
ajst-18342	106	19	the	the	DET
ajst-18342	106	20	predicted	predict	VERB
ajst-18342	106	21	values	value	NOUN
ajst-18342	106	22	of	of	ADP
ajst-18342	106	23	the	the	DET
ajst-18342	106	24	predicted	predict	VERB
ajst-18342	106	25	fault	fault	NOUN
ajst-18342	106	26	types	type	NOUN
ajst-18342	106	27	.	.	PUNCT
ajst-18342	107	1	when	when	SCONJ
ajst-18342	107	2	the	the	DET
ajst-18342	107	3	two	two	NUM
ajst-18342	107	4	coincide	coincide	NOUN
ajst-18342	107	5	,	,	PUNCT
ajst-18342	107	6	it	it	PRON
ajst-18342	107	7	indicates	indicate	VERB
ajst-18342	107	8	a	a	DET
ajst-18342	107	9	correct	correct	ADJ
ajst-18342	107	10	diagnosis	diagnosis	NOUN
ajst-18342	107	11	;	;	PUNCT
ajst-18342	107	12	otherwise	otherwise	ADV
ajst-18342	107	13	,	,	PUNCT
ajst-18342	107	14	it	it	PRON
ajst-18342	107	15	indicates	indicate	VERB
ajst-18342	107	16	a	a	DET
ajst-18342	107	17	wrong	wrong	ADJ
ajst-18342	107	18	diagnosis	diagnosis	NOUN
ajst-18342	107	19	.	.	PUNCT
ajst-18342	108	1	186	186	NUM
ajst-18342	108	2	sets	set	NOUN
ajst-18342	108	3	were	be	AUX
ajst-18342	108	4	correctly	correctly	ADV
ajst-18342	108	5	classified	classified	ADJ
ajst-18342	108	6	,	,	PUNCT
ajst-18342	108	7	with	with	ADP
ajst-18342	108	8	an	an	DET
ajst-18342	108	9	accuracy	accuracy	NOUN
ajst-18342	108	10	of	of	ADP
ajst-18342	108	11	93	93	NUM
ajst-18342	108	12	%	%	NOUN
ajst-18342	108	13	.	.	PUNCT
ajst-18342	109	1	the	the	DET
ajst-18342	109	2	classification	classification	NOUN
ajst-18342	109	3	results	result	NOUN
ajst-18342	109	4	are	be	AUX
ajst-18342	109	5	shown	show	VERB
ajst-18342	109	6	in	in	ADP
ajst-18342	109	7	figure	figure	NOUN
ajst-18342	109	8	6	6	NUM
ajst-18342	109	9	.	.	PUNCT
ajst-18342	110	1	figure	figure	VERB
ajst-18342	110	2	6	6	NUM
ajst-18342	110	3	.	.	PUNCT
ajst-18342	111	1	classification	classification	NOUN
ajst-18342	111	2	results	result	NOUN
ajst-18342	111	3	5	5	NUM
ajst-18342	111	4	.	.	X
ajst-18342	112	1	conclusion	conclusion	NOUN
ajst-18342	112	2	the	the	DET
ajst-18342	112	3	simulation	simulation	NOUN
ajst-18342	112	4	results	result	NOUN
ajst-18342	112	5	show	show	VERB
ajst-18342	112	6	that	that	SCONJ
ajst-18342	112	7	the	the	DET
ajst-18342	112	8	photovoltaic	photovoltaic	NOUN
ajst-18342	112	9	array	array	NOUN
ajst-18342	112	10	fault	fault	NOUN
ajst-18342	112	11	diagnosis	diagnosis	NOUN
ajst-18342	112	12	method	method	NOUN
ajst-18342	112	13	based	base	VERB
ajst-18342	112	14	on	on	ADP
ajst-18342	112	15	svm	svm	PROPN
ajst-18342	112	16	proposed	propose	VERB
ajst-18342	112	17	in	in	ADP
ajst-18342	112	18	this	this	DET
ajst-18342	112	19	paper	paper	NOUN
ajst-18342	112	20	can	can	AUX
ajst-18342	112	21	not	not	PART
ajst-18342	112	22	only	only	ADV
ajst-18342	112	23	accurately	accurately	ADV
ajst-18342	112	24	classify	classify	VERB
ajst-18342	112	25	the	the	DET
ajst-18342	112	26	four	four	NUM
ajst-18342	112	27	types	type	NOUN
ajst-18342	112	28	of	of	ADP
ajst-18342	112	29	faults	fault	NOUN
ajst-18342	112	30	in	in	ADP
ajst-18342	112	31	the	the	DET
ajst-18342	112	32	photovoltaic	photovoltaic	NOUN
ajst-18342	112	33	array	array	NOUN
ajst-18342	112	34	,	,	PUNCT
ajst-18342	112	35	especially	especially	ADV
ajst-18342	112	36	the	the	DET
ajst-18342	112	37	short	short	ADJ
ajst-18342	112	38	circuit	circuit	NOUN
ajst-18342	112	39	fault	fault	NOUN
ajst-18342	112	40	,	,	PUNCT
ajst-18342	112	41	open	open	ADJ
ajst-18342	112	42	circuit	circuit	NOUN
ajst-18342	112	43	fault	fault	NOUN
ajst-18342	112	44	,	,	PUNCT
ajst-18342	112	45	and	and	CCONJ
ajst-18342	112	46	local	local	ADJ
ajst-18342	112	47	shadow	shadow	NOUN
ajst-18342	112	48	fault	fault	PROPN
ajst-18342	112	49	,	,	PUNCT
ajst-18342	112	50	which	which	PRON
ajst-18342	112	51	can	can	AUX
ajst-18342	112	52	be	be	AUX
ajst-18342	112	53	predicted	predict	VERB
ajst-18342	112	54	with	with	ADP
ajst-18342	112	55	100	100	NUM
ajst-18342	112	56	%	%	NOUN
ajst-18342	112	57	accuracy	accuracy	NOUN
ajst-18342	112	58	,	,	PUNCT
ajst-18342	112	59	but	but	CCONJ
ajst-18342	112	60	also	also	ADV
ajst-18342	112	61	has	have	VERB
ajst-18342	112	62	a	a	DET
ajst-18342	112	63	faster	fast	ADJ
ajst-18342	112	64	convergence	convergence	NOUN
ajst-18342	112	65	speed	speed	NOUN
ajst-18342	112	66	.	.	PUNCT
ajst-18342	113	1	therefore	therefore	ADV
ajst-18342	113	2	,	,	PUNCT
ajst-18342	113	3	this	this	DET
ajst-18342	113	4	method	method	NOUN
ajst-18342	113	5	has	have	VERB
ajst-18342	113	6	certain	certain	ADJ
ajst-18342	113	7	research	research	NOUN
ajst-18342	113	8	value	value	NOUN
ajst-18342	113	9	for	for	ADP
ajst-18342	113	10	improving	improve	VERB
ajst-18342	113	11	the	the	DET
ajst-18342	113	12	fault	fault	NOUN
ajst-18342	113	13	detection	detection	NOUN
ajst-18342	113	14	technology	technology	NOUN
ajst-18342	113	15	of	of	ADP
ajst-18342	113	16	photovoltaic	photovoltaic	NOUN
ajst-18342	113	17	arrays	array	VERB
ajst-18342	113	18	.	.	PUNCT
ajst-18342	114	1	it	it	PRON
ajst-18342	114	2	is	be	AUX
ajst-18342	114	3	of	of	ADP
ajst-18342	114	4	great	great	ADJ
ajst-18342	114	5	significance	significance	NOUN
ajst-18342	114	6	for	for	ADP
ajst-18342	114	7	achieving	achieve	VERB
ajst-18342	114	8	reliable	reliable	ADJ
ajst-18342	114	9	supply	supply	NOUN
ajst-18342	114	10	of	of	ADP
ajst-18342	114	11	sustainable	sustainable	ADJ
ajst-18342	114	12	energy	energy	NOUN
ajst-18342	114	13	.	.	PUNCT
ajst-18342	115	1	references	reference	NOUN
ajst-18342	115	2	[	[	X
ajst-18342	115	3	1	1	NUM
ajst-18342	115	4	]	]	PUNCT
ajst-18342	115	5	peisheng	peisheng	PROPN
ajst-18342	115	6	sun	sun	PROPN
ajst-18342	115	7	,	,	PUNCT
ajst-18342	115	8	tangxian	tangxian	PROPN
ajst-18342	115	9	chen	chen	PROPN
ajst-18342	115	10	,	,	PUNCT
ajst-18342	115	11	chen	chen	PROPN
ajst-18342	115	12	cheng	cheng	PROPN
ajst-18342	115	13	,	,	PUNCT
ajst-18342	115	14	zheng	zheng	PROPN
ajst-18342	115	15	li	li	PROPN
ajst-18342	115	16	.	.	PROPN
ajst-18342	115	17	research	research	NOUN
ajst-18342	115	18	on	on	ADP
ajst-18342	115	19	photovoltaic	photovoltaic	PROPN
ajst-18342	115	20	array	array	NOUN
ajst-18342	115	21	fault	fault	NOUN
ajst-18342	115	22	diagnosis	diagnosis	NOUN
ajst-18342	115	23	based	base	VERB
ajst-18342	115	24	on	on	ADP
ajst-18342	115	25	soa	soa	NOUN
ajst-18342	115	26	-	-	PUNCT
ajst-18342	115	27	svm	svm	ADJ
ajst-18342	115	28	model	model	NOUN
ajst-18342	116	1	[	[	X
ajst-18342	116	2	j	j	X
ajst-18342	116	3	]	]	X
ajst-18342	116	4	.	.	PUNCT
ajst-18342	117	1	journal	journal	PROPN
ajst-18342	117	2	of	of	ADP
ajst-18342	117	3	power	power	NOUN
ajst-18342	117	4	supply	supply	NOUN
ajst-18342	117	5	:	:	PUNCT
ajst-18342	117	6	1	1	NUM
ajst-18342	117	7	-	-	SYM
ajst-18342	117	8	13	13	NUM
ajst-18342	117	9	.	.	PUNCT
ajst-18342	118	1	[	[	X
ajst-18342	118	2	2	2	X
ajst-18342	118	3	]	]	PUNCT
ajst-18342	118	4	peizhen	peizhen	PROPN
ajst-18342	118	5	wang	wang	PROPN
ajst-18342	118	6	,	,	PUNCT
ajst-18342	118	7	shicheng	shicheng	PROPN
ajst-18342	118	8	zheng	zheng	PROPN
ajst-18342	118	9	.	.	PUNCT
ajst-18342	119	1	fault	fault	VERB
ajst-18342	119	2	analysis	analysis	NOUN
ajst-18342	119	3	of	of	ADP
ajst-18342	119	4	solar	solar	ADJ
ajst-18342	119	5	photovoltaic	photovoltaic	NOUN
ajst-18342	119	6	arrays	array	NOUN
ajst-18342	119	7	based	base	VERB
ajst-18342	119	8	on	on	ADP
ajst-18342	119	9	infrared	infrared	ADJ
ajst-18342	119	10	images	image	NOUN
ajst-18342	119	11	[	[	X
ajst-18342	119	12	j	j	X
ajst-18342	119	13	]	]	X
ajst-18342	119	14	.	.	PUNCT
ajst-18342	120	1	journal	journal	PROPN
ajst-18342	120	2	of	of	ADP
ajst-18342	120	3	solar	solar	ADJ
ajst-18342	120	4	energy	energy	NOUN
ajst-18342	120	5	,	,	PUNCT
ajst-18342	120	6	2010	2010	NUM
ajst-18342	120	7	,	,	PUNCT
ajst-18342	120	8	31(02):197	31(02):197	NUM
ajst-18342	120	9	-	-	SYM
ajst-18342	120	10	202	202	NUM
ajst-18342	120	11	.	.	PUNCT
ajst-18342	121	1	[	[	X
ajst-18342	121	2	3	3	X
ajst-18342	121	3	]	]	X
ajst-18342	121	4	yuanzhang	yuanzhang	PROPN
ajst-18342	121	5	wang	wang	PROPN
ajst-18342	121	6	,	,	PUNCT
ajst-18342	121	7	chunhua	chunhua	PROPN
ajst-18342	121	8	wu	wu	PROPN
ajst-18342	121	9	,	,	PUNCT
ajst-18342	121	10	diqing	diqe	VERB
ajst-18342	121	11	zhou	zhou	PROPN
ajst-18342	121	12	,	,	PUNCT
ajst-18342	121	13	et	et	PROPN
ajst-18342	121	14	al	al	PROPN
ajst-18342	121	15	.	.	PROPN
ajst-18342	121	16	research	research	NOUN
ajst-18342	121	17	on	on	ADP
ajst-18342	121	18	photovoltaic	photovoltaic	PROPN
ajst-18342	121	19	array	array	NOUN
ajst-18342	121	20	fault	fault	NOUN
ajst-18342	121	21	diagnosis	diagnosis	NOUN
ajst-18342	121	22	based	base	VERB
ajst-18342	121	23	on	on	ADP
ajst-18342	121	24	bp	bp	PROPN
ajst-18342	121	25	neural	neural	ADJ
ajst-18342	121	26	network	network	NOUN
ajst-18342	121	27	[	[	X
ajst-18342	121	28	j	j	X
ajst-18342	121	29	]	]	X
ajst-18342	121	30	.	.	PUNCT
ajst-18342	122	1	power	power	NOUN
ajst-18342	122	2	system	system	NOUN
ajst-18342	122	3	protection	protection	NOUN
ajst-18342	122	4	and	and	CCONJ
ajst-18342	122	5	control	control	NOUN
ajst-18342	122	6	,	,	PUNCT
ajst-18342	122	7	2013	2013	NUM
ajst-18342	122	8	,	,	PUNCT
ajst-18342	122	9	41(16):108	41(16):108	NUM
ajst-18342	122	10	-	-	SYM
ajst-18342	122	11	114	114	NUM
ajst-18342	122	12	.	.	PUNCT
ajst-18342	123	1	[	[	X
ajst-18342	123	2	4	4	X
ajst-18342	123	3	]	]	X
ajst-18342	123	4	liu	liu	PROPN
ajst-18342	123	5	g	g	PROPN
ajst-18342	123	6	,	,	PUNCT
ajst-18342	123	7	yu	yu	PROPN
ajst-18342	123	8	w	w	PROPN
ajst-18342	123	9	,	,	PUNCT
ajst-18342	123	10	zhu	zhu	PROPN
ajst-18342	123	11	l	l	NOUN
ajst-18342	123	12	.condition	.condition	NOUN
ajst-18342	123	13	classification	classification	NOUN
ajst-18342	123	14	and	and	CCONJ
ajst-18342	123	15	performance	performance	NOUN
ajst-18342	123	16	of	of	ADP
ajst-18342	123	17	mismatched	mismatch	VERB
ajst-18342	123	18	photovoltaic	photovoltaic	NOUN
ajst-18342	123	19	arrays	array	VERB
ajst-18342	123	20	via	via	ADP
ajst-18342	123	21	a	a	DET
ajst-18342	123	22	prefiltered	prefiltered	ADJ
ajst-18342	123	23	elman	elman	NOUN
ajst-18342	123	24	neural	neural	ADJ
ajst-18342	123	25	network	network	NOUN
ajst-18342	123	26	decision	decision	NOUN
ajst-18342	123	27	making	make	VERB
ajst-18342	123	28	tool[j].solar	tool[j].solar	ADJ
ajst-18342	123	29	energy	energy	NOUN
ajst-18342	123	30	,	,	PUNCT
ajst-18342	123	31	2018	2018	NUM
ajst-18342	123	32	,	,	PUNCT
ajst-18342	123	33	173(oct.):1011	173(oct.):1011	NUM
ajst-18342	123	34	-	-	SYM
ajst-18342	123	35	1024	1024	NUM
ajst-18342	123	36	.	.	PUNCT
ajst-18342	124	1	[	[	X
ajst-18342	124	2	5	5	NUM
ajst-18342	124	3	]	]	PUNCT
ajst-18342	124	4	shengming	shengme	VERB
ajst-18342	124	5	zhou	zhou	PROPN
ajst-18342	124	6	,	,	PUNCT
ajst-18342	124	7	jianling	jianle	VERB
ajst-18342	124	8	qu	qu	PROPN
ajst-18342	124	9	,	,	PUNCT
ajst-18342	124	10	feng	feng	PROPN
ajst-18342	124	11	gao	gao	PROPN
ajst-18342	124	12	.	.	PUNCT
ajst-18342	125	1	application	application	NOUN
ajst-18342	125	2	of	of	ADP
ajst-18342	125	3	nonlinear	nonlinear	ADJ
ajst-18342	125	4	support	support	NOUN
ajst-18342	125	5	vector	vector	NOUN
ajst-18342	125	6	regression	regression	NOUN
ajst-18342	125	7	in	in	ADP
ajst-18342	125	8	predicting	predict	VERB
ajst-18342	125	9	performance	performance	NOUN
ajst-18342	125	10	parameters	parameter	NOUN
ajst-18342	125	11	of	of	ADP
ajst-18342	125	12	aircraft	aircraft	NOUN
ajst-18342	125	13	engines	engine	NOUN
ajst-18342	125	14	[	[	X
ajst-18342	125	15	j	j	X
ajst-18342	125	16	]	]	X
ajst-18342	125	17	.	.	PUNCT
ajst-18342	126	1	measurement	measurement	NOUN
ajst-18342	126	2	and	and	CCONJ
ajst-18342	126	3	control	control	PROPN
ajst-18342	126	4	technology	technology	NOUN
ajst-18342	126	5	,	,	PUNCT
ajst-18342	126	6	2012	2012	NUM
ajst-18342	126	7	,	,	PUNCT
ajst-18342	126	8	31(02):35	31(02):35	NOUN
ajst-18342	126	9	-	-	SYM
ajst-18342	126	10	36	36	NUM
ajst-18342	126	11	+	+	NUM
ajst-18342	126	12	41	41	NUM
ajst-18342	126	13	.	.	PUNCT
ajst-18342	127	1	[	[	X
ajst-18342	127	2	6	6	NUM
ajst-18342	127	3	]	]	X
ajst-18342	127	4	changfeng	changfeng	PROPN
ajst-18342	127	5	tang	tang	PROPN
ajst-18342	127	6	,	,	PUNCT
ajst-18342	127	7	zhinong	zhinong	PROPN
ajst-18342	127	8	wei	wei	PROPN
ajst-18342	127	9	,	,	PUNCT
ajst-18342	127	10	zhijie	zhijie	PROPN
ajst-18342	127	11	li	li	PROPN
ajst-18342	127	12	,	,	PUNCT
ajst-18342	127	13	et	et	PROPN
ajst-18342	127	14	al	al	PROPN
ajst-18342	127	15	.	.	PUNCT
ajst-18342	127	16	grid	grid	NOUN
ajst-18342	127	17	fault	fault	NOUN
ajst-18342	127	18	risk	risk	NOUN
ajst-18342	127	19	assessment	assessment	NOUN
ajst-18342	127	20	based	base	VERB
ajst-18342	127	21	on	on	ADP
ajst-18342	127	22	factor	factor	NOUN
ajst-18342	127	23	analysis	analysis	NOUN
ajst-18342	127	24	and	and	CCONJ
ajst-18342	127	25	support	support	VERB
ajst-18342	127	26	vector	vector	NOUN
ajst-18342	127	27	machine	machine	NOUN
ajst-18342	128	1	[	[	X
ajst-18342	128	2	j	j	X
ajst-18342	128	3	]	]	X
ajst-18342	128	4	.	.	PUNCT
ajst-18342	129	1	power	power	NOUN
ajst-18342	129	2	system	system	NOUN
ajst-18342	129	3	technology	technology	NOUN
ajst-18342	129	4	,	,	PUNCT
ajst-18342	129	5	2013	2013	NUM
ajst-18342	129	6	,	,	PUNCT
ajst-18342	129	7	37(04):10391044	37(04):10391044	NUM
ajst-18342	129	8	.	.	PUNCT
ajst-18342	130	1	[	[	X
ajst-18342	130	2	7	7	X
ajst-18342	130	3	]	]	X
ajst-18342	130	4	haoran	haoran	NOUN
ajst-18342	130	5	guo	guo	PROPN
ajst-18342	130	6	,	,	PUNCT
ajst-18342	130	7	zetao	zetao	PROPN
ajst-18342	130	8	li	li	PROPN
ajst-18342	130	9	.	.	PROPN
ajst-18342	130	10	research	research	NOUN
ajst-18342	130	11	on	on	ADP
ajst-18342	130	12	photovoltaic	photovoltaic	PROPN
ajst-18342	130	13	array	array	NOUN
ajst-18342	130	14	fault	fault	NOUN
ajst-18342	130	15	diagnosis	diagnosis	NOUN
ajst-18342	130	16	optimized	optimize	VERB
ajst-18342	130	17	by	by	ADP
ajst-18342	130	18	genetic	genetic	ADJ
ajst-18342	130	19	algorithm	algorithm	NOUN
ajst-18342	130	20	and	and	CCONJ
ajst-18342	130	21	support	support	NOUN
ajst-18342	130	22	vector	vector	NOUN
ajst-18342	130	23	machine	machine	NOUN
ajst-18342	131	1	[	[	X
ajst-18342	131	2	j	j	X
ajst-18342	131	3	]	]	X
ajst-18342	131	4	.	.	PUNCT
ajst-18342	132	1	intelligent	intelligent	ADJ
ajst-18342	132	2	computing	computing	NOUN
ajst-18342	132	3	and	and	CCONJ
ajst-18342	132	4	applications	application	NOUN
ajst-18342	132	5	,	,	PUNCT
ajst-18342	132	6	2019	2019	NUM
ajst-18342	132	7	,	,	PUNCT
ajst-18342	132	8	9(05):58	9(05):58	NUM
ajst-18342	132	9	-	-	SYM
ajst-18342	132	10	62	62	NUM
ajst-18342	132	11	.	.	PUNCT
ajst-18342	133	1	[	[	X
ajst-18342	133	2	8	8	NUM
ajst-18342	133	3	]	]	X
ajst-18342	133	4	ropp	ropp	PROPN
ajst-18342	133	5	m	m	PROPN
ajst-18342	133	6	e	e	PROPN
ajst-18342	133	7	,	,	PUNCT
ajst-18342	133	8	gonzalez	gonzalez	PROPN
ajst-18342	133	9	s	s	PART
ajst-18342	133	10	.development	.development	NOUN
ajst-18342	133	11	of	of	ADP
ajst-18342	133	12	a	a	DET
ajst-18342	133	13	matlab	matlab	PROPN
ajst-18342	133	14	/	/	SYM
ajst-18342	133	15	simulink	simulink	NOUN
ajst-18342	133	16	model	model	NOUN
ajst-18342	133	17	of	of	ADP
ajst-18342	133	18	a	a	DET
ajst-18342	133	19	single	single	ADJ
ajst-18342	133	20	-	-	PUNCT
ajst-18342	133	21	phase	phase	NOUN
ajst-18342	133	22	grid	grid	NOUN
ajst-18342	133	23	-	-	PUNCT
ajst-18342	133	24	connected	connect	VERB
ajst-18342	133	25	photovoltaic	photovoltaic	NOUN
ajst-18342	133	26	system[j].ieee	system[j].ieee	NOUN
ajst-18342	133	27	transactions	transaction	NOUN
ajst-18342	133	28	on	on	ADP
ajst-18342	133	29	energy	energy	NOUN
ajst-18342	133	30	conversion	conversion	NOUN
ajst-18342	133	31	,	,	PUNCT
ajst-18342	133	32	2009	2009	NUM
ajst-18342	133	33	,	,	PUNCT
ajst-18342	133	34	24(1	24(1	NUM
ajst-18342	133	35	):	):	PUNCT
ajst-18342	133	36	195	195	NUM
ajst-18342	133	37	-	-	SYM
ajst-18342	133	38	202	202	NUM
ajst-18342	133	39	.	.	PUNCT
ajst-18342	134	1	[	[	X
ajst-18342	134	2	9	9	NUM
ajst-18342	134	3	]	]	SYM
ajst-18342	134	4	ding	ding	NOUN
ajst-18342	134	5	k	k	PROPN
ajst-18342	134	6	,	,	PUNCT
ajst-18342	134	7	bian	bian	PROPN
ajst-18342	134	8	x	x	X
ajst-18342	134	9	,	,	PUNCT
ajst-18342	134	10	liu	liu	PROPN
ajst-18342	134	11	h	h	PROPN
ajst-18342	134	12	,	,	PUNCT
ajst-18342	134	13	et	et	PROPN
ajst-18342	134	14	al.a	al.a	ADJ
ajst-18342	134	15	matlab	matlab	PROPN
ajst-18342	134	16	-	-	PUNCT
ajst-18342	134	17	simulink	simulink	NOUN
ajst-18342	134	18	-	-	PUNCT
ajst-18342	134	19	based	base	VERB
ajst-18342	134	20	pv	pv	NOUN
ajst-18342	134	21	module	module	NOUN
ajst-18342	134	22	model	model	NOUN
ajst-18342	134	23	and	and	CCONJ
ajst-18342	134	24	its	its	PRON
ajst-18342	134	25	application	application	NOUN
ajst-18342	134	26	under	under	ADP
ajst-18342	134	27	conditions	condition	NOUN
ajst-18342	134	28	of	of	ADP
ajst-18342	134	29	nonuniform	nonuniform	ADJ
ajst-18342	134	30	irradiance[j].ieee	irradiance[j].ieee	NOUN
ajst-18342	134	31	transactions	transaction	NOUN
ajst-18342	134	32	on	on	ADP
ajst-18342	134	33	energy	energy	NOUN
ajst-18342	134	34	conversion	conversion	NOUN
ajst-18342	134	35	,	,	PUNCT
ajst-18342	134	36	2012	2012	NUM
ajst-18342	134	37	,	,	PUNCT
ajst-18342	134	38	27(4):864	27(4):864	NUM
ajst-18342	134	39	-	-	SYM
ajst-18342	134	40	872	872	NUM
ajst-18342	134	41	.	.	PUNCT
ajst-18342	135	1	[	[	X
ajst-18342	135	2	10	10	NUM
ajst-18342	135	3	]	]	X
ajst-18342	135	4	dongjun	dongjun	PROPN
ajst-18342	135	5	li	li	PROPN
ajst-18342	135	6	,	,	PUNCT
ajst-18342	135	7	qingkun	qingkun	PROPN
ajst-18342	135	8	li	li	PROPN
ajst-18342	135	9	,	,	PUNCT
ajst-18342	135	10	zhong	zhong	PROPN
ajst-18342	135	11	zheng	zheng	PROPN
ajst-18342	135	12	.	.	PUNCT
ajst-18342	135	13	fault	fault	VERB
ajst-18342	135	14	diagnosis	diagnosis	NOUN
ajst-18342	135	15	and	and	CCONJ
ajst-18342	135	16	simulation	simulation	NOUN
ajst-18342	135	17	of	of	ADP
ajst-18342	135	18	photovoltaic	photovoltaic	NOUN
ajst-18342	135	19	power	power	NOUN
ajst-18342	135	20	generation	generation	NOUN
ajst-18342	135	21	array	array	NOUN
ajst-18342	135	22	based	base	VERB
ajst-18342	135	23	on	on	ADP
ajst-18342	135	24	simulink	simulink	PROPN
ajst-18342	135	25	[	[	X
ajst-18342	135	26	j	j	X
ajst-18342	135	27	]	]	X
ajst-18342	135	28	.	.	PUNCT
ajst-18342	136	1	electronic	electronic	ADJ
ajst-18342	136	2	production	production	NOUN
ajst-18342	136	3	,	,	PUNCT
ajst-18342	136	4	2016(23):75	2016(23):75	NUM
ajst-18342	136	5	-	-	SYM
ajst-18342	136	6	76	76	NUM
ajst-18342	136	7	.	.	PUNCT
ajst-18342	136	8	0	0	NUM
ajst-18342	137	1	100	100	NUM
ajst-18342	137	2	200	200	NUM
ajst-18342	137	3	300	300	NUM
ajst-18342	137	4	400	400	NUM
ajst-18342	137	5	500	500	NUM
ajst-18342	137	6	600	600	NUM
ajst-18342	137	7	iterations	iteration	NOUN
ajst-18342	137	8	10	10	NUM
ajst-18342	137	9	-	-	SYM
ajst-18342	137	10	8	8	NUM
ajst-18342	137	11	10	10	NUM
ajst-18342	137	12	-	-	SYM
ajst-18342	137	13	7	7	NUM
ajst-18342	137	14	10	10	NUM
ajst-18342	137	15	-	-	SYM
ajst-18342	137	16	6	6	NUM
ajst-18342	137	17	10	10	NUM
ajst-18342	137	18	-	-	SYM
ajst-18342	137	19	5	5	NUM
ajst-18342	137	20	10	10	NUM
ajst-18342	137	21	-	-	SYM
ajst-18342	137	22	4	4	NUM
ajst-18342	137	23	10	10	NUM
ajst-18342	137	24	-	-	SYM
ajst-18342	137	25	3	3	NUM
ajst-18342	137	26	10	10	NUM
ajst-18342	137	27	-	-	SYM
ajst-18342	137	28	2	2	NUM
ajst-18342	137	29	10	10	NUM
ajst-18342	137	30	-	-	SYM
ajst-18342	137	31	1	1	NUM
ajst-18342	137	32	20	20	NUM
ajst-18342	137	33	40	40	NUM
ajst-18342	137	34	60	60	NUM
ajst-18342	137	35	80	80	NUM
ajst-18342	137	36	100	100	NUM
ajst-18342	137	37	120	120	NUM
ajst-18342	137	38	140	140	NUM
ajst-18342	137	39	160	160	NUM
ajst-18342	137	40	180	180	NUM
ajst-18342	137	41	200	200	NUM
ajst-18342	137	42	test	test	NOUN
ajst-18342	137	43	set	set	VERB
ajst-18342	137	44	sample	sample	NOUN
ajst-18342	137	45	1	1	NUM
ajst-18342	137	46	2	2	NUM
ajst-18342	137	47	3	3	NUM
ajst-18342	137	48	4	4	NUM
ajst-18342	137	49	5	5	NUM
ajst-18342	137	50	accuracy	accuracy	NOUN
ajst-18342	137	51	rate=93	rate=93	NOUN
ajst-18342	137	52	%	%	NOUN
ajst-18342	137	53	true	true	ADJ
ajst-18342	137	54	value	value	NOUN
ajst-18342	137	55	predicted	predict	VERB
ajst-18342	137	56	value	value	NOUN