id	sid	tid	token	lemma	pos
ajst-21808	1	1	academic	academic	ADJ
ajst-21808	1	2	journal	journal	NOUN
ajst-21808	1	3	of	of	ADP
ajst-21808	1	4	science	science	NOUN
ajst-21808	1	5	and	and	CCONJ
ajst-21808	1	6	technology	technology	NOUN
ajst-21808	1	7	issn	issn	NOUN
ajst-21808	1	8	:	:	PUNCT
ajst-21808	1	9	2771	2771	NUM
ajst-21808	1	10	-	-	SYM
ajst-21808	1	11	3032	3032	NUM
ajst-21808	1	12	|	|	NOUN
ajst-21808	1	13	vol	vol	NOUN
ajst-21808	1	14	.	.	PROPN
ajst-21808	2	1	11	11	NUM
ajst-21808	2	2	,	,	PUNCT
ajst-21808	2	3	no	no	INTJ
ajst-21808	2	4	.	.	NOUN
ajst-21808	2	5	1	1	NUM
ajst-21808	2	6	,	,	PUNCT
ajst-21808	2	7	2024	2024	NUM
ajst-21808	2	8	247	247	NUM
ajst-21808	2	9	fault	fault	NOUN
ajst-21808	2	10	distance	distance	NOUN
ajst-21808	2	11	measurement	measurement	NOUN
ajst-21808	2	12	method	method	NOUN
ajst-21808	2	13	based	base	VERB
ajst-21808	2	14	on	on	ADP
ajst-21808	2	15	wavelet	wavelet	NOUN
ajst-21808	2	16	energy	energy	NOUN
ajst-21808	2	17	spectrum	spectrum	NOUN
ajst-21808	2	18	and	and	CCONJ
ajst-21808	2	19	bwo	bwo	PROPN
ajst-21808	2	20	algorithm	algorithm	PROPN
ajst-21808	2	21	optimized	optimize	VERB
ajst-21808	2	22	cnn‐	cnn‐	X
ajst-21808	2	23	gru	gru	NOUN
ajst-21808	2	24	hybrid	hybrid	ADJ
ajst-21808	2	25	neural	neural	ADJ
ajst-21808	2	26	network	network	NOUN
ajst-21808	2	27	haipeng	haipeng	PROPN
ajst-21808	2	28	tian1	tian1	PROPN
ajst-21808	2	29	,	,	PUNCT
ajst-21808	2	30	2	2	NUM
ajst-21808	2	31	,	,	PUNCT
ajst-21808	2	32	*	*	PROPN
ajst-21808	2	33	,	,	PUNCT
ajst-21808	2	34	hao	hao	PROPN
ajst-21808	2	35	wu1	wu1	PROPN
ajst-21808	2	36	,	,	PUNCT
ajst-21808	2	37	2	2	NUM
ajst-21808	2	38	1	1	NUM
ajst-21808	2	39	automation	automation	NOUN
ajst-21808	2	40	and	and	CCONJ
ajst-21808	2	41	information	information	NOUN
ajst-21808	2	42	engineering	engineering	NOUN
ajst-21808	2	43	,	,	PUNCT
ajst-21808	2	44	sichuan	sichuan	PROPN
ajst-21808	2	45	university	university	PROPN
ajst-21808	2	46	of	of	ADP
ajst-21808	2	47	science	science	PROPN
ajst-21808	2	48	&	&	CCONJ
ajst-21808	2	49	engineering	engineering	PROPN
ajst-21808	2	50	,	,	PUNCT
ajst-21808	2	51	zigong	zigong	PROPN
ajst-21808	2	52	,	,	PUNCT
ajst-21808	2	53	sichuan	sichuan	PROPN
ajst-21808	2	54	643000	643000	NUM
ajst-21808	2	55	,	,	PUNCT
ajst-21808	2	56	china	china	PROPN
ajst-21808	2	57	2	2	NUM
ajst-21808	2	58	artificial	artificial	ADJ
ajst-21808	2	59	intelligence	intelligence	NOUN
ajst-21808	2	60	key	key	NOUN
ajst-21808	2	61	laboratory	laboratory	NOUN
ajst-21808	2	62	of	of	ADP
ajst-21808	2	63	sichuan	sichuan	PROPN
ajst-21808	2	64	province	province	PROPN
ajst-21808	2	65	,	,	PUNCT
ajst-21808	2	66	zigong	zigong	PROPN
ajst-21808	2	67	,	,	PUNCT
ajst-21808	2	68	sichuan	sichuan	PROPN
ajst-21808	2	69	643000	643000	NUM
ajst-21808	2	70	,	,	PUNCT
ajst-21808	2	71	china	china	PROPN
ajst-21808	2	72	*	*	PUNCT
ajst-21808	2	73	corresponding	correspond	VERB
ajst-21808	2	74	author	author	NOUN
ajst-21808	2	75	:	:	PUNCT
ajst-21808	2	76	haipeng	haipeng	PROPN
ajst-21808	2	77	tian	tian	PROPN
ajst-21808	2	78	(	(	PUNCT
ajst-21808	2	79	email	email	NOUN
ajst-21808	2	80	:	:	PUNCT
ajst-21808	2	81	3396001722@qq.com	3396001722@qq.com	NUM
ajst-21808	2	82	)	)	PUNCT
ajst-21808	2	83	abstract	abstract	NOUN
ajst-21808	2	84	:	:	PUNCT
ajst-21808	2	85	aiming	aim	VERB
ajst-21808	2	86	at	at	ADP
ajst-21808	2	87	the	the	DET
ajst-21808	2	88	problems	problem	NOUN
ajst-21808	2	89	such	such	ADJ
ajst-21808	2	90	as	as	ADP
ajst-21808	2	91	noise	noise	NOUN
ajst-21808	2	92	interference	interference	NOUN
ajst-21808	2	93	in	in	ADP
ajst-21808	2	94	the	the	DET
ajst-21808	2	95	current	current	ADJ
ajst-21808	2	96	fault	fault	NOUN
ajst-21808	2	97	ranging	range	VERB
ajst-21808	2	98	methods	method	NOUN
ajst-21808	2	99	for	for	ADP
ajst-21808	2	100	flexible	flexible	ADJ
ajst-21808	2	101	dc	dc	PROPN
ajst-21808	2	102	transmission	transmission	NOUN
ajst-21808	2	103	lines	line	NOUN
ajst-21808	2	104	,	,	PUNCT
ajst-21808	2	105	a	a	DET
ajst-21808	2	106	single	single	ADJ
ajst-21808	2	107	-	-	PUNCT
ajst-21808	2	108	ended	end	VERB
ajst-21808	2	109	intelligent	intelligent	ADJ
ajst-21808	2	110	fault	fault	NOUN
ajst-21808	2	111	ranging	ranging	NOUN
ajst-21808	2	112	method	method	NOUN
ajst-21808	2	113	is	be	AUX
ajst-21808	2	114	proposed	propose	VERB
ajst-21808	2	115	as	as	ADP
ajst-21808	2	116	a	a	DET
ajst-21808	2	117	hybrid	hybrid	ADJ
ajst-21808	2	118	neural	neural	ADJ
ajst-21808	2	119	network	network	NOUN
ajst-21808	2	120	based	base	VERB
ajst-21808	2	121	on	on	ADP
ajst-21808	2	122	wavelet	wavelet	NOUN
ajst-21808	2	123	energy	energy	NOUN
ajst-21808	2	124	spectrum	spectrum	NOUN
ajst-21808	2	125	and	and	CCONJ
ajst-21808	2	126	bwo	bwo	PROPN
ajst-21808	2	127	algorithm	algorithm	NOUN
ajst-21808	2	128	to	to	PART
ajst-21808	2	129	optimize	optimize	VERB
ajst-21808	2	130	the	the	DET
ajst-21808	2	131	multi	multi	ADJ
ajst-21808	2	132	-	-	ADJ
ajst-21808	2	133	head	head	ADJ
ajst-21808	2	134	attention	attention	NOUN
ajst-21808	2	135	mechanism	mechanism	NOUN
ajst-21808	2	136	of	of	ADP
ajst-21808	2	137	cnn	cnn	PROPN
ajst-21808	2	138	combined	combine	VERB
ajst-21808	2	139	with	with	ADP
ajst-21808	2	140	gated	gate	VERB
ajst-21808	2	141	recurrent	recurrent	ADJ
ajst-21808	2	142	unit	unit	NOUN
ajst-21808	2	143	gru	gru	PROPN
ajst-21808	2	144	.	.	PUNCT
ajst-21808	3	1	first	first	ADV
ajst-21808	3	2	,	,	PUNCT
ajst-21808	3	3	the	the	DET
ajst-21808	3	4	correlation	correlation	NOUN
ajst-21808	3	5	between	between	ADP
ajst-21808	3	6	wavelet	wavelet	NOUN
ajst-21808	3	7	spectrum	spectrum	NOUN
ajst-21808	3	8	energy	energy	NOUN
ajst-21808	3	9	and	and	CCONJ
ajst-21808	3	10	fault	fault	NOUN
ajst-21808	3	11	distance	distance	NOUN
ajst-21808	3	12	is	be	AUX
ajst-21808	3	13	analyzed	analyze	VERB
ajst-21808	3	14	,	,	PUNCT
ajst-21808	3	15	and	and	CCONJ
ajst-21808	3	16	wavelet	wavelet	NOUN
ajst-21808	3	17	packet	packet	NOUN
ajst-21808	3	18	decomposition	decomposition	NOUN
ajst-21808	3	19	is	be	AUX
ajst-21808	3	20	used	use	VERB
ajst-21808	3	21	to	to	PART
ajst-21808	3	22	extract	extract	VERB
ajst-21808	3	23	the	the	DET
ajst-21808	3	24	wavelet	wavelet	NOUN
ajst-21808	3	25	packet	packet	NOUN
ajst-21808	3	26	energy	energy	NOUN
ajst-21808	3	27	spectrum	spectrum	NOUN
ajst-21808	3	28	feature	feature	NOUN
ajst-21808	3	29	vector	vector	NOUN
ajst-21808	3	30	as	as	ADP
ajst-21808	3	31	the	the	DET
ajst-21808	3	32	model	model	NOUN
ajst-21808	3	33	input	input	NOUN
ajst-21808	3	34	of	of	ADP
ajst-21808	3	35	the	the	DET
ajst-21808	3	36	neural	neural	ADJ
ajst-21808	3	37	network	network	NOUN
ajst-21808	3	38	.	.	PUNCT
ajst-21808	4	1	second	second	ADJ
ajst-21808	4	2	,	,	PUNCT
ajst-21808	4	3	the	the	DET
ajst-21808	4	4	hybrid	hybrid	ADJ
ajst-21808	4	5	neural	neural	ADJ
ajst-21808	4	6	network	network	NOUN
ajst-21808	4	7	model	model	NOUN
ajst-21808	4	8	is	be	AUX
ajst-21808	4	9	constructed	construct	VERB
ajst-21808	4	10	and	and	CCONJ
ajst-21808	4	11	trained	train	VERB
ajst-21808	4	12	to	to	PART
ajst-21808	4	13	mine	mine	VERB
ajst-21808	4	14	the	the	DET
ajst-21808	4	15	deep	deep	ADJ
ajst-21808	4	16	fault	fault	NOUN
ajst-21808	4	17	information	information	NOUN
ajst-21808	4	18	in	in	ADP
ajst-21808	4	19	the	the	DET
ajst-21808	4	20	time	time	NOUN
ajst-21808	4	21	series	series	NOUN
ajst-21808	4	22	,	,	PUNCT
ajst-21808	4	23	and	and	CCONJ
ajst-21808	4	24	the	the	DET
ajst-21808	4	25	parameters	parameter	NOUN
ajst-21808	4	26	of	of	ADP
ajst-21808	4	27	the	the	DET
ajst-21808	4	28	hybrid	hybrid	ADJ
ajst-21808	4	29	neural	neural	ADJ
ajst-21808	4	30	network	network	NOUN
ajst-21808	4	31	model	model	NOUN
ajst-21808	4	32	with	with	ADP
ajst-21808	4	33	added	add	VERB
ajst-21808	4	34	multi	multi	ADJ
ajst-21808	4	35	-	-	ADJ
ajst-21808	4	36	head	head	ADJ
ajst-21808	4	37	attention	attention	NOUN
ajst-21808	4	38	are	be	AUX
ajst-21808	4	39	optimized	optimize	VERB
ajst-21808	4	40	using	use	VERB
ajst-21808	4	41	the	the	DET
ajst-21808	4	42	iterative	iterative	NOUN
ajst-21808	4	43	optimization	optimization	NOUN
ajst-21808	4	44	search	search	NOUN
ajst-21808	4	45	of	of	ADP
ajst-21808	4	46	the	the	DET
ajst-21808	4	47	beluga	beluga	ADJ
ajst-21808	4	48	algorithm	algorithm	NOUN
ajst-21808	4	49	to	to	PART
ajst-21808	4	50	achieve	achieve	VERB
ajst-21808	4	51	fast	fast	ADJ
ajst-21808	4	52	and	and	CCONJ
ajst-21808	4	53	accurate	accurate	ADJ
ajst-21808	4	54	positioning	positioning	NOUN
ajst-21808	4	55	of	of	ADP
ajst-21808	4	56	the	the	DET
ajst-21808	4	57	fault	fault	NOUN
ajst-21808	4	58	distance	distance	NOUN
ajst-21808	4	59	.	.	PUNCT
ajst-21808	5	1	finally	finally	ADV
ajst-21808	5	2	,	,	PUNCT
ajst-21808	5	3	the	the	DET
ajst-21808	5	4	network	network	NOUN
ajst-21808	5	5	is	be	AUX
ajst-21808	5	6	trained	train	VERB
ajst-21808	5	7	using	use	VERB
ajst-21808	5	8	the	the	DET
ajst-21808	5	9	constructed	construct	VERB
ajst-21808	5	10	fourterminal	fourterminal	ADJ
ajst-21808	5	11	zhangbei	zhangbei	NOUN
ajst-21808	5	12	flexible	flexible	ADJ
ajst-21808	5	13	dc	dc	PROPN
ajst-21808	5	14	transmission	transmission	NOUN
ajst-21808	5	15	system	system	NOUN
ajst-21808	5	16	model	model	NOUN
ajst-21808	5	17	to	to	PART
ajst-21808	5	18	collect	collect	VERB
ajst-21808	5	19	data	datum	NOUN
ajst-21808	5	20	,	,	PUNCT
ajst-21808	5	21	and	and	CCONJ
ajst-21808	5	22	the	the	DET
ajst-21808	5	23	experimental	experimental	ADJ
ajst-21808	5	24	results	result	NOUN
ajst-21808	5	25	prove	prove	VERB
ajst-21808	5	26	that	that	SCONJ
ajst-21808	5	27	the	the	DET
ajst-21808	5	28	method	method	NOUN
ajst-21808	5	29	has	have	VERB
ajst-21808	5	30	high	high	ADJ
ajst-21808	5	31	distance	distance	NOUN
ajst-21808	5	32	measurement	measurement	NOUN
ajst-21808	5	33	accuracy	accuracy	NOUN
ajst-21808	5	34	,	,	PUNCT
ajst-21808	5	35	strong	strong	ADJ
ajst-21808	5	36	anti	anti	ADJ
ajst-21808	5	37	-	-	ADJ
ajst-21808	5	38	interference	interference	ADJ
ajst-21808	5	39	ability	ability	NOUN
ajst-21808	5	40	and	and	CCONJ
ajst-21808	5	41	generalization	generalization	NOUN
ajst-21808	5	42	ability	ability	NOUN
ajst-21808	5	43	,	,	PUNCT
ajst-21808	5	44	and	and	CCONJ
ajst-21808	5	45	a	a	DET
ajst-21808	5	46	certain	certain	ADJ
ajst-21808	5	47	degree	degree	NOUN
ajst-21808	5	48	of	of	ADP
ajst-21808	5	49	resistance	resistance	NOUN
ajst-21808	5	50	to	to	ADP
ajst-21808	5	51	transition	transition	NOUN
ajst-21808	5	52	resistance	resistance	NOUN
ajst-21808	5	53	.	.	PUNCT
ajst-21808	6	1	keywords	keyword	NOUN
ajst-21808	6	2	:	:	PUNCT
ajst-21808	6	3	wavelet	wavelet	NOUN
ajst-21808	6	4	packet	packet	NOUN
ajst-21808	6	5	decomposition	decomposition	NOUN
ajst-21808	6	6	,	,	PUNCT
ajst-21808	6	7	wavelet	wavelet	NOUN
ajst-21808	6	8	energy	energy	NOUN
ajst-21808	6	9	spectrum	spectrum	NOUN
ajst-21808	6	10	,	,	PUNCT
ajst-21808	6	11	optimization	optimization	NOUN
ajst-21808	6	12	algorithm	algorithm	NOUN
ajst-21808	6	13	,	,	PUNCT
ajst-21808	6	14	gru	gru	PROPN
ajst-21808	6	15	,	,	PUNCT
ajst-21808	6	16	fault	fault	VERB
ajst-21808	6	17	ranging	ranging	NOUN
ajst-21808	6	18	.	.	PUNCT
ajst-21808	7	1	1	1	X
ajst-21808	7	2	.	.	X
ajst-21808	7	3	introduction	introduction	NOUN
ajst-21808	7	4	as	as	SCONJ
ajst-21808	7	5	china	china	PROPN
ajst-21808	7	6	's	's	PART
ajst-21808	7	7	power	power	NOUN
ajst-21808	7	8	demand	demand	NOUN
ajst-21808	7	9	continues	continue	VERB
ajst-21808	7	10	to	to	PART
ajst-21808	7	11	grow	grow	VERB
ajst-21808	7	12	,	,	PUNCT
ajst-21808	7	13	the	the	DET
ajst-21808	7	14	pressure	pressure	NOUN
ajst-21808	7	15	on	on	ADP
ajst-21808	7	16	the	the	DET
ajst-21808	7	17	power	power	NOUN
ajst-21808	7	18	system	system	NOUN
ajst-21808	7	19	is	be	AUX
ajst-21808	7	20	increasing	increase	VERB
ajst-21808	7	21	day	day	NOUN
ajst-21808	7	22	by	by	ADP
ajst-21808	7	23	day	day	NOUN
ajst-21808	7	24	.	.	PUNCT
ajst-21808	8	1	transmission	transmission	NOUN
ajst-21808	8	2	lines	line	NOUN
ajst-21808	8	3	are	be	AUX
ajst-21808	8	4	crucial	crucial	ADJ
ajst-21808	8	5	components	component	NOUN
ajst-21808	8	6	of	of	ADP
ajst-21808	8	7	the	the	DET
ajst-21808	8	8	power	power	NOUN
ajst-21808	8	9	system	system	NOUN
ajst-21808	8	10	,	,	PUNCT
ajst-21808	8	11	serving	serve	VERB
ajst-21808	8	12	as	as	SCONJ
ajst-21808	8	13	the	the	DET
ajst-21808	8	14	connecting	connect	VERB
ajst-21808	8	15	link	link	NOUN
ajst-21808	8	16	between	between	ADP
ajst-21808	8	17	the	the	DET
ajst-21808	8	18	generation	generation	NOUN
ajst-21808	8	19	and	and	CCONJ
ajst-21808	8	20	load	load	NOUN
ajst-21808	8	21	ends	end	VERB
ajst-21808	8	22	.	.	PUNCT
ajst-21808	9	1	however	however	ADV
ajst-21808	9	2	,	,	PUNCT
ajst-21808	9	3	transmission	transmission	NOUN
ajst-21808	9	4	lines	line	NOUN
ajst-21808	9	5	are	be	AUX
ajst-21808	9	6	susceptible	susceptible	ADJ
ajst-21808	9	7	to	to	ADP
ajst-21808	9	8	various	various	ADJ
ajst-21808	9	9	external	external	ADJ
ajst-21808	9	10	factors	factor	NOUN
ajst-21808	9	11	during	during	ADP
ajst-21808	9	12	operation	operation	NOUN
ajst-21808	9	13	,	,	PUNCT
ajst-21808	9	14	making	make	VERB
ajst-21808	9	15	them	they	PRON
ajst-21808	9	16	components	component	NOUN
ajst-21808	9	17	with	with	ADP
ajst-21808	9	18	relatively	relatively	ADV
ajst-21808	9	19	high	high	ADJ
ajst-21808	9	20	failure	failure	NOUN
ajst-21808	9	21	rates	rate	NOUN
ajst-21808	9	22	in	in	ADP
ajst-21808	9	23	the	the	DET
ajst-21808	9	24	power	power	NOUN
ajst-21808	9	25	system	system	NOUN
ajst-21808	9	26	[	[	X
ajst-21808	9	27	1	1	NUM
ajst-21808	9	28	-	-	SYM
ajst-21808	9	29	3	3	NUM
ajst-21808	9	30	]	]	PUNCT
ajst-21808	9	31	.	.	PUNCT
ajst-21808	10	1	in	in	ADP
ajst-21808	10	2	recent	recent	ADJ
ajst-21808	10	3	years	year	NOUN
ajst-21808	10	4	,	,	PUNCT
ajst-21808	10	5	china	china	PROPN
ajst-21808	10	6	's	's	PART
ajst-21808	10	7	power	power	NOUN
ajst-21808	10	8	system	system	NOUN
ajst-21808	10	9	construction	construction	NOUN
ajst-21808	10	10	has	have	AUX
ajst-21808	10	11	continuously	continuously	ADV
ajst-21808	10	12	expanded	expand	VERB
ajst-21808	10	13	,	,	PUNCT
ajst-21808	10	14	leading	lead	VERB
ajst-21808	10	15	to	to	ADP
ajst-21808	10	16	an	an	DET
ajst-21808	10	17	increasing	increase	VERB
ajst-21808	10	18	number	number	NOUN
ajst-21808	10	19	of	of	ADP
ajst-21808	10	20	large	large	ADJ
ajst-21808	10	21	-	-	PUNCT
ajst-21808	10	22	scale	scale	NOUN
ajst-21808	10	23	power	power	NOUN
ajst-21808	10	24	outage	outage	NOUN
ajst-21808	10	25	incidents	incident	NOUN
ajst-21808	10	26	caused	cause	VERB
ajst-21808	10	27	by	by	ADP
ajst-21808	10	28	transmission	transmission	NOUN
ajst-21808	10	29	line	line	NOUN
ajst-21808	10	30	faults	fault	NOUN
ajst-21808	10	31	,	,	PUNCT
ajst-21808	10	32	which	which	PRON
ajst-21808	10	33	have	have	AUX
ajst-21808	10	34	seriously	seriously	ADV
ajst-21808	10	35	disrupted	disrupt	VERB
ajst-21808	10	36	people	people	NOUN
ajst-21808	10	37	's	's	PART
ajst-21808	10	38	normal	normal	ADJ
ajst-21808	10	39	production	production	NOUN
ajst-21808	10	40	and	and	CCONJ
ajst-21808	10	41	life	life	NOUN
ajst-21808	10	42	.	.	PUNCT
ajst-21808	11	1	therefore	therefore	ADV
ajst-21808	11	2	,	,	PUNCT
ajst-21808	11	3	research	research	NOUN
ajst-21808	11	4	on	on	ADP
ajst-21808	11	5	fault	fault	NOUN
ajst-21808	11	6	distance	distance	NOUN
ajst-21808	11	7	measurement	measurement	NOUN
ajst-21808	11	8	of	of	ADP
ajst-21808	11	9	transmission	transmission	NOUN
ajst-21808	11	10	lines	line	NOUN
ajst-21808	11	11	has	have	AUX
ajst-21808	11	12	attracted	attract	VERB
ajst-21808	11	13	widespread	widespread	ADJ
ajst-21808	11	14	attention	attention	NOUN
ajst-21808	11	15	from	from	ADP
ajst-21808	11	16	various	various	ADJ
ajst-21808	11	17	sectors	sector	NOUN
ajst-21808	11	18	of	of	ADP
ajst-21808	11	19	society	society	NOUN
ajst-21808	11	20	[	[	X
ajst-21808	11	21	4	4	NUM
ajst-21808	11	22	-	-	SYM
ajst-21808	11	23	5	5	NUM
ajst-21808	11	24	]	]	PUNCT
ajst-21808	11	25	.	.	PUNCT
ajst-21808	12	1	to	to	PART
ajst-21808	12	2	ensure	ensure	VERB
ajst-21808	12	3	the	the	DET
ajst-21808	12	4	stable	stable	ADJ
ajst-21808	12	5	and	and	CCONJ
ajst-21808	12	6	reliable	reliable	ADJ
ajst-21808	12	7	operation	operation	NOUN
ajst-21808	12	8	of	of	ADP
ajst-21808	12	9	the	the	DET
ajst-21808	12	10	power	power	NOUN
ajst-21808	12	11	grid	grid	NOUN
ajst-21808	12	12	,	,	PUNCT
ajst-21808	12	13	reduce	reduce	VERB
ajst-21808	12	14	the	the	DET
ajst-21808	12	15	workload	workload	NOUN
ajst-21808	12	16	of	of	ADP
ajst-21808	12	17	scheduling	scheduling	NOUN
ajst-21808	12	18	,	,	PUNCT
ajst-21808	12	19	promptly	promptly	ADV
ajst-21808	12	20	eliminate	eliminate	VERB
ajst-21808	12	21	faults	fault	NOUN
ajst-21808	12	22	to	to	PART
ajst-21808	12	23	minimize	minimize	VERB
ajst-21808	12	24	economic	economic	ADJ
ajst-21808	12	25	losses	loss	NOUN
ajst-21808	12	26	,	,	PUNCT
ajst-21808	12	27	rapid	rapid	ADJ
ajst-21808	12	28	and	and	CCONJ
ajst-21808	12	29	accurate	accurate	ADJ
ajst-21808	12	30	fault	fault	NOUN
ajst-21808	12	31	localization	localization	NOUN
ajst-21808	12	32	after	after	SCONJ
ajst-21808	12	33	a	a	DET
ajst-21808	12	34	fault	fault	NOUN
ajst-21808	12	35	occurs	occur	VERB
ajst-21808	12	36	on	on	ADP
ajst-21808	12	37	the	the	DET
ajst-21808	12	38	line	line	NOUN
ajst-21808	12	39	is	be	AUX
ajst-21808	12	40	crucial	crucial	ADJ
ajst-21808	12	41	.	.	PUNCT
ajst-21808	13	1	currently	currently	ADV
ajst-21808	13	2	,	,	PUNCT
ajst-21808	13	3	there	there	PRON
ajst-21808	13	4	are	be	VERB
ajst-21808	13	5	mainly	mainly	ADV
ajst-21808	13	6	four	four	NUM
ajst-21808	13	7	methods	method	NOUN
ajst-21808	13	8	for	for	ADP
ajst-21808	13	9	fault	fault	NOUN
ajst-21808	13	10	localization	localization	NOUN
ajst-21808	13	11	in	in	ADP
ajst-21808	13	12	dc	dc	PROPN
ajst-21808	13	13	transmission	transmission	NOUN
ajst-21808	13	14	lines	line	NOUN
ajst-21808	13	15	,	,	PUNCT
ajst-21808	13	16	including	include	VERB
ajst-21808	13	17	analytical	analytical	ADJ
ajst-21808	13	18	calculation	calculation	NOUN
ajst-21808	13	19	method	method	NOUN
ajst-21808	13	20	[	[	X
ajst-21808	13	21	7	7	NUM
ajst-21808	13	22	]	]	PUNCT
ajst-21808	13	23	,	,	PUNCT
ajst-21808	13	24	traveling	travel	VERB
ajst-21808	13	25	wave	wave	NOUN
ajst-21808	13	26	distance	distance	NOUN
ajst-21808	13	27	measurement	measurement	NOUN
ajst-21808	13	28	method	method	NOUN
ajst-21808	13	29	[	[	X
ajst-21808	13	30	8	8	NUM
ajst-21808	13	31	]	]	PUNCT
ajst-21808	13	32	,	,	PUNCT
ajst-21808	13	33	natural	natural	ADJ
ajst-21808	13	34	frequency	frequency	NOUN
ajst-21808	13	35	method	method	NOUN
ajst-21808	13	36	[	[	X
ajst-21808	13	37	9	9	NUM
ajst-21808	13	38	]	]	PUNCT
ajst-21808	13	39	,	,	PUNCT
ajst-21808	13	40	and	and	CCONJ
ajst-21808	13	41	intelligent	intelligent	ADJ
ajst-21808	13	42	algorithm	algorithm	NOUN
ajst-21808	13	43	[	[	X
ajst-21808	13	44	9	9	NUM
ajst-21808	13	45	]	]	PUNCT
ajst-21808	13	46	.	.	PUNCT
ajst-21808	14	1	(	(	PUNCT
ajst-21808	14	2	1	1	X
ajst-21808	14	3	)	)	PUNCT
ajst-21808	14	4	the	the	DET
ajst-21808	14	5	analytical	analytical	ADJ
ajst-21808	14	6	calculation	calculation	NOUN
ajst-21808	14	7	method	method	NOUN
ajst-21808	14	8	is	be	AUX
ajst-21808	14	9	based	base	VERB
ajst-21808	14	10	on	on	ADP
ajst-21808	14	11	a	a	DET
ajst-21808	14	12	detailed	detailed	ADJ
ajst-21808	14	13	analysis	analysis	NOUN
ajst-21808	14	14	of	of	ADP
ajst-21808	14	15	the	the	DET
ajst-21808	14	16	topology	topology	NOUN
ajst-21808	14	17	and	and	CCONJ
ajst-21808	14	18	electrical	electrical	ADJ
ajst-21808	14	19	parameters	parameter	NOUN
ajst-21808	14	20	of	of	ADP
ajst-21808	14	21	the	the	DET
ajst-21808	14	22	power	power	NOUN
ajst-21808	14	23	grid	grid	NOUN
ajst-21808	14	24	.	.	PUNCT
ajst-21808	15	1	it	it	PRON
ajst-21808	15	2	utilizes	utilize	VERB
ajst-21808	15	3	mathematical	mathematical	ADJ
ajst-21808	15	4	models	model	NOUN
ajst-21808	15	5	to	to	PART
ajst-21808	15	6	transform	transform	VERB
ajst-21808	15	7	the	the	DET
ajst-21808	15	8	physical	physical	ADJ
ajst-21808	15	9	characteristics	characteristic	NOUN
ajst-21808	15	10	and	and	CCONJ
ajst-21808	15	11	operational	operational	ADJ
ajst-21808	15	12	parameters	parameter	NOUN
ajst-21808	15	13	of	of	ADP
ajst-21808	15	14	the	the	DET
ajst-21808	15	15	grid	grid	NOUN
ajst-21808	15	16	into	into	ADP
ajst-21808	15	17	mathematical	mathematical	ADJ
ajst-21808	15	18	expressions	expression	NOUN
ajst-21808	15	19	.	.	PUNCT
ajst-21808	16	1	then	then	ADV
ajst-21808	16	2	,	,	PUNCT
ajst-21808	16	3	by	by	ADP
ajst-21808	16	4	solving	solve	VERB
ajst-21808	16	5	these	these	DET
ajst-21808	16	6	equations	equation	NOUN
ajst-21808	16	7	,	,	PUNCT
ajst-21808	16	8	the	the	DET
ajst-21808	16	9	fault	fault	NOUN
ajst-21808	16	10	location	location	NOUN
ajst-21808	16	11	is	be	AUX
ajst-21808	16	12	determined	determine	VERB
ajst-21808	16	13	.	.	PUNCT
ajst-21808	17	1	the	the	DET
ajst-21808	17	2	advantage	advantage	NOUN
ajst-21808	17	3	of	of	ADP
ajst-21808	17	4	this	this	DET
ajst-21808	17	5	method	method	NOUN
ajst-21808	17	6	is	be	AUX
ajst-21808	17	7	its	its	PRON
ajst-21808	17	8	high	high	ADJ
ajst-21808	17	9	precision	precision	NOUN
ajst-21808	17	10	,	,	PUNCT
ajst-21808	17	11	but	but	CCONJ
ajst-21808	17	12	it	it	PRON
ajst-21808	17	13	requires	require	VERB
ajst-21808	17	14	a	a	DET
ajst-21808	17	15	large	large	ADJ
ajst-21808	17	16	amount	amount	NOUN
ajst-21808	17	17	of	of	ADP
ajst-21808	17	18	grid	grid	NOUN
ajst-21808	17	19	information	information	NOUN
ajst-21808	17	20	and	and	CCONJ
ajst-21808	17	21	complex	complex	ADJ
ajst-21808	17	22	computational	computational	ADJ
ajst-21808	17	23	processes	process	NOUN
ajst-21808	17	24	[	[	X
ajst-21808	17	25	10	10	NUM
ajst-21808	17	26	]	]	PUNCT
ajst-21808	17	27	.	.	PUNCT
ajst-21808	18	1	(	(	PUNCT
ajst-21808	18	2	2	2	X
ajst-21808	18	3	)	)	PUNCT
ajst-21808	18	4	the	the	DET
ajst-21808	18	5	traveling	travel	VERB
ajst-21808	18	6	wave	wave	NOUN
ajst-21808	18	7	fault	fault	NOUN
ajst-21808	18	8	location	location	NOUN
ajst-21808	18	9	method	method	NOUN
ajst-21808	18	10	utilizes	utilize	VERB
ajst-21808	18	11	the	the	DET
ajst-21808	18	12	propagation	propagation	NOUN
ajst-21808	18	13	characteristics	characteristic	NOUN
ajst-21808	18	14	of	of	ADP
ajst-21808	18	15	traveling	travel	VERB
ajst-21808	18	16	waves	wave	NOUN
ajst-21808	18	17	in	in	ADP
ajst-21808	18	18	power	power	NOUN
ajst-21808	18	19	systems	system	NOUN
ajst-21808	18	20	to	to	PART
ajst-21808	18	21	determine	determine	VERB
ajst-21808	18	22	the	the	DET
ajst-21808	18	23	location	location	NOUN
ajst-21808	18	24	of	of	ADP
ajst-21808	18	25	faults	fault	NOUN
ajst-21808	18	26	.	.	PUNCT
ajst-21808	19	1	this	this	DET
ajst-21808	19	2	method	method	NOUN
ajst-21808	19	3	is	be	AUX
ajst-21808	19	4	theoretically	theoretically	ADV
ajst-21808	19	5	unaffected	unaffected	ADJ
ajst-21808	19	6	by	by	ADP
ajst-21808	19	7	transmission	transmission	NOUN
ajst-21808	19	8	line	line	NOUN
ajst-21808	19	9	parameters	parameter	NOUN
ajst-21808	19	10	,	,	PUNCT
ajst-21808	19	11	fault	fault	NOUN
ajst-21808	19	12	types	type	NOUN
ajst-21808	19	13	,	,	PUNCT
ajst-21808	19	14	and	and	CCONJ
ajst-21808	19	15	the	the	DET
ajst-21808	19	16	initial	initial	ADJ
ajst-21808	19	17	occurrence	occurrence	NOUN
ajst-21808	19	18	time	time	NOUN
ajst-21808	19	19	of	of	ADP
ajst-21808	19	20	faults	fault	NOUN
ajst-21808	19	21	.	.	PUNCT
ajst-21808	20	1	it	it	PRON
ajst-21808	20	2	demonstrates	demonstrate	VERB
ajst-21808	20	3	good	good	ADJ
ajst-21808	20	4	performance	performance	NOUN
ajst-21808	20	5	in	in	ADP
ajst-21808	20	6	accuracy	accuracy	NOUN
ajst-21808	20	7	and	and	CCONJ
ajst-21808	20	8	speed	speed	NOUN
ajst-21808	20	9	.	.	PUNCT
ajst-21808	21	1	however	however	ADV
ajst-21808	21	2	,	,	PUNCT
ajst-21808	21	3	due	due	ADP
ajst-21808	21	4	to	to	ADP
ajst-21808	21	5	the	the	DET
ajst-21808	21	6	difficulty	difficulty	NOUN
ajst-21808	21	7	in	in	ADP
ajst-21808	21	8	accurately	accurately	ADV
ajst-21808	21	9	identifying	identify	VERB
ajst-21808	21	10	the	the	DET
ajst-21808	21	11	traveling	travel	VERB
ajst-21808	21	12	wave	wave	NOUN
ajst-21808	21	13	head	head	NOUN
ajst-21808	21	14	,	,	PUNCT
ajst-21808	21	15	identification	identification	NOUN
ajst-21808	21	16	errors	error	NOUN
ajst-21808	21	17	can	can	AUX
ajst-21808	21	18	significantly	significantly	ADV
ajst-21808	21	19	affect	affect	VERB
ajst-21808	21	20	the	the	DET
ajst-21808	21	21	effectiveness	effectiveness	NOUN
ajst-21808	21	22	of	of	ADP
ajst-21808	21	23	fault	fault	NOUN
ajst-21808	21	24	distance	distance	NOUN
ajst-21808	21	25	measurement	measurement	NOUN
ajst-21808	22	1	[	[	X
ajst-21808	22	2	11	11	NUM
ajst-21808	22	3	]	]	PUNCT
ajst-21808	22	4	.	.	PUNCT
ajst-21808	23	1	(	(	PUNCT
ajst-21808	23	2	3	3	X
ajst-21808	23	3	)	)	PUNCT
ajst-21808	23	4	the	the	DET
ajst-21808	23	5	method	method	NOUN
ajst-21808	23	6	of	of	ADP
ajst-21808	23	7	inherent	inherent	ADJ
ajst-21808	23	8	frequency	frequency	NOUN
ajst-21808	23	9	for	for	ADP
ajst-21808	23	10	distance	distance	NOUN
ajst-21808	23	11	measurement	measurement	NOUN
ajst-21808	23	12	requires	require	VERB
ajst-21808	23	13	the	the	DET
ajst-21808	23	14	accurate	accurate	ADJ
ajst-21808	23	15	extraction	extraction	NOUN
ajst-21808	23	16	of	of	ADP
ajst-21808	23	17	the	the	DET
ajst-21808	23	18	inherent	inherent	ADJ
ajst-21808	23	19	dominant	dominant	ADJ
ajst-21808	23	20	frequency	frequency	NOUN
ajst-21808	23	21	.	.	PUNCT
ajst-21808	24	1	when	when	SCONJ
ajst-21808	24	2	there	there	PRON
ajst-21808	24	3	are	be	VERB
ajst-21808	24	4	interference	interference	NOUN
ajst-21808	24	5	signals	signal	NOUN
ajst-21808	24	6	,	,	PUNCT
ajst-21808	24	7	the	the	DET
ajst-21808	24	8	measurement	measurement	NOUN
ajst-21808	24	9	results	result	NOUN
ajst-21808	24	10	are	be	AUX
ajst-21808	24	11	often	often	ADV
ajst-21808	24	12	affected	affect	VERB
ajst-21808	24	13	[	[	PUNCT
ajst-21808	24	14	12	12	NUM
ajst-21808	24	15	]	]	PUNCT
ajst-21808	24	16	.	.	PUNCT
ajst-21808	25	1	the	the	DET
ajst-21808	25	2	energy	energy	NOUN
ajst-21808	25	3	of	of	ADP
ajst-21808	25	4	the	the	DET
ajst-21808	25	5	traveling	travel	VERB
ajst-21808	25	6	wave	wave	NOUN
ajst-21808	25	7	spectrum	spectrum	NOUN
ajst-21808	25	8	is	be	AUX
ajst-21808	25	9	concentrated	concentrate	VERB
ajst-21808	25	10	near	near	ADP
ajst-21808	25	11	the	the	DET
ajst-21808	25	12	inherent	inherent	ADJ
ajst-21808	25	13	dominant	dominant	ADJ
ajst-21808	25	14	frequency	frequency	NOUN
ajst-21808	25	15	,	,	PUNCT
ajst-21808	25	16	making	make	VERB
ajst-21808	25	17	fault	fault	NOUN
ajst-21808	25	18	information	information	NOUN
ajst-21808	25	19	easier	easy	ADJ
ajst-21808	25	20	to	to	PART
ajst-21808	25	21	extract	extract	VERB
ajst-21808	25	22	[	[	X
ajst-21808	25	23	13	13	NUM
ajst-21808	25	24	]	]	PUNCT
ajst-21808	25	25	.	.	PUNCT
ajst-21808	26	1	moreover	moreover	ADV
ajst-21808	26	2	,	,	PUNCT
ajst-21808	26	3	the	the	DET
ajst-21808	26	4	energy	energy	NOUN
ajst-21808	26	5	spectrum	spectrum	NOUN
ajst-21808	26	6	of	of	ADP
ajst-21808	26	7	wavelet	wavelet	NOUN
ajst-21808	26	8	packets	packet	NOUN
ajst-21808	26	9	can	can	AUX
ajst-21808	26	10	accurately	accurately	ADV
ajst-21808	26	11	extract	extract	VERB
ajst-21808	26	12	signals	signal	NOUN
ajst-21808	26	13	from	from	ADP
ajst-21808	26	14	different	different	ADJ
ajst-21808	26	15	frequency	frequency	NOUN
ajst-21808	26	16	bands	band	NOUN
ajst-21808	26	17	,	,	PUNCT
ajst-21808	26	18	so	so	ADV
ajst-21808	26	19	using	use	VERB
ajst-21808	26	20	the	the	DET
ajst-21808	26	21	energy	energy	NOUN
ajst-21808	26	22	spectrum	spectrum	NOUN
ajst-21808	26	23	of	of	ADP
ajst-21808	26	24	wavelet	wavelet	NOUN
ajst-21808	26	25	packets	packet	NOUN
ajst-21808	26	26	for	for	ADP
ajst-21808	26	27	positioning	positioning	NOUN
ajst-21808	26	28	is	be	AUX
ajst-21808	26	29	simpler	simple	ADJ
ajst-21808	26	30	and	and	CCONJ
ajst-21808	26	31	more	more	ADV
ajst-21808	26	32	reliable	reliable	ADJ
ajst-21808	26	33	[	[	X
ajst-21808	26	34	14	14	NUM
ajst-21808	26	35	]	]	PUNCT
ajst-21808	26	36	.	.	PUNCT
ajst-21808	27	1	(	(	PUNCT
ajst-21808	27	2	4	4	X
ajst-21808	27	3	)	)	PUNCT
ajst-21808	27	4	with	with	ADP
ajst-21808	27	5	the	the	DET
ajst-21808	27	6	expansion	expansion	NOUN
ajst-21808	27	7	of	of	ADP
ajst-21808	27	8	the	the	DET
ajst-21808	27	9	power	power	NOUN
ajst-21808	27	10	grid	grid	NOUN
ajst-21808	27	11	,	,	PUNCT
ajst-21808	27	12	the	the	DET
ajst-21808	27	13	stochastic	stochastic	ADJ
ajst-21808	27	14	nonlinearity	nonlinearity	NOUN
ajst-21808	27	15	of	of	ADP
ajst-21808	27	16	faults	fault	NOUN
ajst-21808	27	17	is	be	AUX
ajst-21808	27	18	enhanced	enhance	VERB
ajst-21808	27	19	.	.	PUNCT
ajst-21808	28	1	by	by	ADP
ajst-21808	28	2	utilizing	utilize	VERB
ajst-21808	28	3	the	the	DET
ajst-21808	28	4	strong	strong	ADJ
ajst-21808	28	5	data	datum	NOUN
ajst-21808	28	6	mining	mining	NOUN
ajst-21808	28	7	and	and	CCONJ
ajst-21808	28	8	self	self	NOUN
ajst-21808	28	9	-	-	PUNCT
ajst-21808	28	10	learning	learn	VERB
ajst-21808	28	11	capabilities	capability	NOUN
ajst-21808	28	12	of	of	ADP
ajst-21808	28	13	artificial	artificial	ADJ
ajst-21808	28	14	intelligence	intelligence	NOUN
ajst-21808	28	15	methods	method	NOUN
ajst-21808	28	16	[	[	X
ajst-21808	28	17	15	15	NUM
ajst-21808	28	18	]	]	X
ajst-21808	28	19	,	,	PUNCT
ajst-21808	28	20	more	more	ADV
ajst-21808	28	21	accurate	accurate	ADJ
ajst-21808	28	22	fault	fault	NOUN
ajst-21808	28	23	information	information	NOUN
ajst-21808	28	24	can	can	AUX
ajst-21808	28	25	be	be	AUX
ajst-21808	28	26	distilled	distil	VERB
ajst-21808	28	27	,	,	PUNCT
ajst-21808	28	28	thus	thus	ADV
ajst-21808	28	29	achieving	achieve	VERB
ajst-21808	28	30	fault	fault	NOUN
ajst-21808	28	31	localization	localization	NOUN
ajst-21808	28	32	.	.	PUNCT
ajst-21808	29	1	the	the	DET
ajst-21808	29	2	literature	literature	NOUN
ajst-21808	29	3	[	[	X
ajst-21808	29	4	16	16	NUM
ajst-21808	29	5	]	]	PUNCT
ajst-21808	29	6	utilizes	utilize	VERB
ajst-21808	29	7	impedance	impedance	NOUN
ajst-21808	29	8	matrices	matrix	NOUN
ajst-21808	29	9	and	and	CCONJ
ajst-21808	29	10	admittance	admittance	NOUN
ajst-21808	29	11	matrices	matrix	NOUN
ajst-21808	29	12	to	to	PART
ajst-21808	29	13	obtain	obtain	VERB
ajst-21808	29	14	the	the	DET
ajst-21808	29	15	phasor	phasor	NOUN
ajst-21808	29	16	matrix	matrix	NOUN
ajst-21808	29	17	of	of	ADP
ajst-21808	29	18	the	the	DET
ajst-21808	29	19	power	power	NOUN
ajst-21808	29	20	system	system	NOUN
ajst-21808	29	21	.	.	PUNCT
ajst-21808	30	1	it	it	PRON
ajst-21808	30	2	then	then	ADV
ajst-21808	30	3	employs	employ	VERB
ajst-21808	30	4	phasor	phasor	NOUN
ajst-21808	30	5	transformation	transformation	NOUN
ajst-21808	30	6	and	and	CCONJ
ajst-21808	30	7	fourier	fourier	NOUN
ajst-21808	30	8	compensation	compensation	NOUN
ajst-21808	30	9	algorithms	algorithm	NOUN
ajst-21808	30	10	to	to	PART
ajst-21808	30	11	eliminate	eliminate	VERB
ajst-21808	30	12	various	various	ADJ
ajst-21808	30	13	factors	factor	NOUN
ajst-21808	30	14	affecting	affect	VERB
ajst-21808	30	15	distance	distance	NOUN
ajst-21808	30	16	measurement	measurement	NOUN
ajst-21808	30	17	accuracy	accuracy	NOUN
ajst-21808	30	18	,	,	PUNCT
ajst-21808	30	19	finally	finally	ADV
ajst-21808	30	20	constructing	construct	VERB
ajst-21808	30	21	a	a	DET
ajst-21808	30	22	fault	fault	NOUN
ajst-21808	30	23	distance	distance	NOUN
ajst-21808	30	24	measurement	measurement	NOUN
ajst-21808	30	25	model	model	NOUN
ajst-21808	30	26	through	through	ADP
ajst-21808	30	27	the	the	DET
ajst-21808	30	28	optimization	optimization	NOUN
ajst-21808	30	29	of	of	ADP
ajst-21808	30	30	ant	ant	ADJ
ajst-21808	30	31	colony	colony	NOUN
ajst-21808	30	32	algorithm	algorithm	NOUN
ajst-21808	30	33	paths	path	NOUN
ajst-21808	30	34	.	.	PUNCT
ajst-21808	31	1	literature	literature	NOUN
ajst-21808	31	2	[	[	X
ajst-21808	31	3	17	17	NUM
ajst-21808	31	4	]	]	PUNCT
ajst-21808	31	5	proposes	propose	VERB
ajst-21808	31	6	a	a	DET
ajst-21808	31	7	hybrid	hybrid	ADJ
ajst-21808	31	8	system	system	NOUN
ajst-21808	31	9	based	base	VERB
ajst-21808	31	10	on	on	ADP
ajst-21808	31	11	the	the	DET
ajst-21808	31	12	optimal	optimal	ADJ
ajst-21808	31	13	parameter	parameter	NOUN
ajst-21808	31	14	adaptive	adaptive	ADJ
ajst-21808	31	15	neuro	neuro	NOUN
ajst-21808	31	16	-	-	PUNCT
ajst-21808	31	17	fuzzy	fuzzy	ADJ
ajst-21808	31	18	inference	inference	NOUN
ajst-21808	31	19	system	system	NOUN
ajst-21808	31	20	(	(	PUNCT
ajst-21808	31	21	anfis	anfi	VERB
ajst-21808	31	22	)	)	PUNCT
ajst-21808	31	23	and	and	CCONJ
ajst-21808	31	24	hilbert	hilbert	PROPN
ajst-21808	31	25	-	-	PUNCT
ajst-21808	31	26	huang	huang	PROPN
ajst-21808	31	27	(	(	PUNCT
ajst-21808	31	28	hh	hh	PROPN
ajst-21808	31	29	)	)	PUNCT
ajst-21808	31	30	transform	transform	NOUN
ajst-21808	31	31	.	.	PUNCT
ajst-21808	32	1	it	it	PRON
ajst-21808	32	2	utilizes	utilize	VERB
ajst-21808	32	3	chaotic	chaotic	ADJ
ajst-21808	32	4	dynamic	dynamic	ADJ
ajst-21808	32	5	weight	weight	NOUN
ajst-21808	32	6	particle	particle	NOUN
ajst-21808	32	7	swarm	swarm	NOUN
ajst-21808	32	8	optimization	optimization	NOUN
ajst-21808	32	9	(	(	PUNCT
ajst-21808	32	10	cdwpso	cdwpso	NOUN
ajst-21808	32	11	)	)	PUNCT
ajst-21808	32	12	248	248	NUM
ajst-21808	32	13	algorithm	algorithm	NOUN
ajst-21808	32	14	to	to	PART
ajst-21808	32	15	optimize	optimize	VERB
ajst-21808	32	16	network	network	NOUN
ajst-21808	32	17	parameters	parameter	NOUN
ajst-21808	32	18	,	,	PUNCT
ajst-21808	32	19	addressing	address	VERB
ajst-21808	32	20	wavefront	wavefront	ADJ
ajst-21808	32	21	identification	identification	NOUN
ajst-21808	32	22	issues	issue	NOUN
ajst-21808	32	23	and	and	CCONJ
ajst-21808	32	24	enhancing	enhance	VERB
ajst-21808	32	25	fault	fault	NOUN
ajst-21808	32	26	distance	distance	NOUN
ajst-21808	32	27	measurement	measurement	NOUN
ajst-21808	32	28	accuracy	accuracy	NOUN
ajst-21808	32	29	.	.	PUNCT
ajst-21808	33	1	literature	literature	NOUN
ajst-21808	34	1	[	[	X
ajst-21808	34	2	18	18	NUM
ajst-21808	34	3	]	]	PUNCT
ajst-21808	34	4	optimizes	optimize	VERB
ajst-21808	34	5	variational	variational	ADJ
ajst-21808	34	6	mode	mode	NOUN
ajst-21808	34	7	decomposition	decomposition	NOUN
ajst-21808	34	8	(	(	PUNCT
ajst-21808	34	9	vmd	vmd	NOUN
ajst-21808	34	10	)	)	PUNCT
ajst-21808	34	11	parameters	parameter	NOUN
ajst-21808	34	12	using	use	VERB
ajst-21808	34	13	sparrow	sparrow	NOUN
ajst-21808	34	14	search	search	NOUN
ajst-21808	34	15	algorithm	algorithm	NOUN
ajst-21808	34	16	,	,	PUNCT
ajst-21808	34	17	extracts	extract	VERB
ajst-21808	34	18	high	high	ADJ
ajst-21808	34	19	-	-	PUNCT
ajst-21808	34	20	frequency	frequency	NOUN
ajst-21808	34	21	modal	modal	NOUN
ajst-21808	34	22	components	component	NOUN
ajst-21808	34	23	containing	contain	VERB
ajst-21808	34	24	fault	fault	NOUN
ajst-21808	34	25	characteristics	characteristic	NOUN
ajst-21808	34	26	,	,	PUNCT
ajst-21808	34	27	and	and	CCONJ
ajst-21808	34	28	then	then	ADV
ajst-21808	34	29	obtains	obtain	VERB
ajst-21808	34	30	the	the	DET
ajst-21808	34	31	timefrequency	timefrequency	NOUN
ajst-21808	34	32	domain	domain	NOUN
ajst-21808	34	33	full	full	ADJ
ajst-21808	34	34	waveform	waveform	NOUN
ajst-21808	34	35	of	of	ADP
ajst-21808	34	36	fault	fault	NOUN
ajst-21808	34	37	traveling	travel	VERB
ajst-21808	34	38	waves	wave	NOUN
ajst-21808	34	39	through	through	ADP
ajst-21808	34	40	transient	transient	ADJ
ajst-21808	34	41	extraction	extraction	NOUN
ajst-21808	34	42	transformation	transformation	NOUN
ajst-21808	34	43	,	,	PUNCT
ajst-21808	34	44	achieving	achieve	VERB
ajst-21808	34	45	fault	fault	NOUN
ajst-21808	34	46	distance	distance	NOUN
ajst-21808	34	47	measurement	measurement	NOUN
ajst-21808	34	48	.	.	PUNCT
ajst-21808	35	1	through	through	ADP
ajst-21808	35	2	formula	formula	NOUN
ajst-21808	35	3	derivation	derivation	NOUN
ajst-21808	35	4	,	,	PUNCT
ajst-21808	35	5	literature	literature	NOUN
ajst-21808	35	6	[	[	X
ajst-21808	35	7	19	19	NUM
ajst-21808	35	8	]	]	PUNCT
ajst-21808	35	9	discovers	discover	VERB
ajst-21808	35	10	a	a	DET
ajst-21808	35	11	nonlinear	nonlinear	ADJ
ajst-21808	35	12	relationship	relationship	NOUN
ajst-21808	35	13	between	between	ADP
ajst-21808	35	14	the	the	DET
ajst-21808	35	15	linear	linear	ADJ
ajst-21808	35	16	mode	mode	NOUN
ajst-21808	35	17	component	component	NOUN
ajst-21808	35	18	of	of	ADP
ajst-21808	35	19	initial	initial	ADJ
ajst-21808	35	20	transient	transient	ADJ
ajst-21808	35	21	voltage	voltage	NOUN
ajst-21808	35	22	traveling	travel	VERB
ajst-21808	35	23	waves	wave	NOUN
ajst-21808	35	24	,	,	PUNCT
ajst-21808	35	25	the	the	DET
ajst-21808	35	26	wavelet	wavelet	NOUN
ajst-21808	35	27	energy	energy	NOUN
ajst-21808	35	28	ratio	ratio	NOUN
ajst-21808	35	29	of	of	ADP
ajst-21808	35	30	zero	zero	NUM
ajst-21808	35	31	mode	mode	NOUN
ajst-21808	35	32	components	component	NOUN
ajst-21808	35	33	,	,	PUNCT
ajst-21808	35	34	and	and	CCONJ
ajst-21808	35	35	fault	fault	VERB
ajst-21808	35	36	distance	distance	NOUN
ajst-21808	35	37	.	.	PUNCT
ajst-21808	36	1	it	it	PRON
ajst-21808	36	2	proposes	propose	VERB
ajst-21808	36	3	using	use	VERB
ajst-21808	36	4	elman	elman	NOUN
ajst-21808	36	5	-	-	PUNCT
ajst-21808	36	6	adaboost	adaboost	ADV
ajst-21808	36	7	integrated	integrate	VERB
ajst-21808	36	8	artificial	artificial	ADJ
ajst-21808	36	9	neural	neural	ADJ
ajst-21808	36	10	networks	network	NOUN
ajst-21808	36	11	for	for	ADP
ajst-21808	36	12	fitting	fitting	ADJ
ajst-21808	36	13	,	,	PUNCT
ajst-21808	36	14	constructing	construct	VERB
ajst-21808	36	15	an	an	DET
ajst-21808	36	16	integrated	integrated	ADJ
ajst-21808	36	17	artificial	artificial	ADJ
ajst-21808	36	18	neural	neural	ADJ
ajst-21808	36	19	network	network	NOUN
ajst-21808	36	20	fault	fault	NOUN
ajst-21808	36	21	distance	distance	NOUN
ajst-21808	36	22	measurement	measurement	NOUN
ajst-21808	36	23	model	model	NOUN
ajst-21808	36	24	.	.	PUNCT
ajst-21808	37	1	literature	literature	NOUN
ajst-21808	37	2	[	[	X
ajst-21808	37	3	20	20	NUM
ajst-21808	37	4	]	]	PUNCT
ajst-21808	37	5	converts	convert	VERB
ajst-21808	37	6	voltage	voltage	NOUN
ajst-21808	37	7	and	and	CCONJ
ajst-21808	37	8	current	current	ADJ
ajst-21808	37	9	into	into	ADP
ajst-21808	37	10	relative	relative	ADJ
ajst-21808	37	11	offsets	offset	NOUN
ajst-21808	37	12	,	,	PUNCT
ajst-21808	37	13	then	then	ADV
ajst-21808	37	14	employs	employ	VERB
ajst-21808	37	15	support	support	NOUN
ajst-21808	37	16	vector	vector	NOUN
ajst-21808	37	17	regression	regression	NOUN
ajst-21808	37	18	(	(	PUNCT
ajst-21808	37	19	svr	svr	PROPN
ajst-21808	37	20	)	)	PUNCT
ajst-21808	37	21	for	for	ADP
ajst-21808	37	22	deep	deep	ADJ
ajst-21808	37	23	learning	learning	NOUN
ajst-21808	37	24	,	,	PUNCT
ajst-21808	37	25	while	while	SCONJ
ajst-21808	37	26	effectively	effectively	ADV
ajst-21808	37	27	improving	improve	VERB
ajst-21808	37	28	distance	distance	NOUN
ajst-21808	37	29	measurement	measurement	NOUN
ajst-21808	37	30	accuracy	accuracy	NOUN
ajst-21808	37	31	through	through	ADP
ajst-21808	37	32	improved	improve	VERB
ajst-21808	37	33	grey	grey	PROPN
ajst-21808	37	34	wolf	wolf	PROPN
ajst-21808	37	35	algorithm	algorithm	NOUN
ajst-21808	37	36	optimization	optimization	NOUN
ajst-21808	37	37	parameters	parameter	NOUN
ajst-21808	37	38	.	.	PUNCT
ajst-21808	38	1	based	base	VERB
ajst-21808	38	2	on	on	ADP
ajst-21808	38	3	the	the	DET
ajst-21808	38	4	above	above	ADJ
ajst-21808	38	5	analysis	analysis	NOUN
ajst-21808	38	6	,	,	PUNCT
ajst-21808	38	7	a	a	DET
ajst-21808	38	8	hybrid	hybrid	ADJ
ajst-21808	38	9	neural	neural	ADJ
ajst-21808	38	10	network	network	NOUN
ajst-21808	38	11	distance	distance	NOUN
ajst-21808	38	12	measurement	measurement	NOUN
ajst-21808	38	13	method	method	NOUN
ajst-21808	38	14	is	be	AUX
ajst-21808	38	15	proposed	propose	VERB
ajst-21808	38	16	based	base	VERB
ajst-21808	38	17	on	on	ADP
ajst-21808	38	18	wavelet	wavelet	NOUN
ajst-21808	38	19	energy	energy	NOUN
ajst-21808	38	20	spectrum	spectrum	NOUN
ajst-21808	38	21	and	and	CCONJ
ajst-21808	38	22	whale	whale	NOUN
ajst-21808	38	23	optimization	optimization	NOUN
ajst-21808	38	24	algorithm	algorithm	NOUN
ajst-21808	38	25	to	to	PART
ajst-21808	38	26	optimize	optimize	VERB
ajst-21808	38	27	the	the	DET
ajst-21808	38	28	multi	multi	ADJ
ajst-21808	38	29	-	-	ADJ
ajst-21808	38	30	head	head	ADJ
ajst-21808	38	31	attention	attention	NOUN
ajst-21808	38	32	mechanism	mechanism	NOUN
ajst-21808	38	33	.	.	PUNCT
ajst-21808	39	1	the	the	DET
ajst-21808	39	2	wavelet	wavelet	NOUN
ajst-21808	39	3	energy	energy	NOUN
ajst-21808	39	4	spectrum	spectrum	NOUN
ajst-21808	39	5	of	of	ADP
ajst-21808	39	6	the	the	DET
ajst-21808	39	7	linear	linear	ADJ
ajst-21808	39	8	mode	mode	NOUN
ajst-21808	39	9	voltage	voltage	NOUN
ajst-21808	39	10	is	be	AUX
ajst-21808	39	11	taken	take	VERB
ajst-21808	39	12	as	as	ADP
ajst-21808	39	13	the	the	DET
ajst-21808	39	14	fault	fault	NOUN
ajst-21808	39	15	feature	feature	NOUN
ajst-21808	39	16	vector	vector	NOUN
ajst-21808	39	17	.	.	PUNCT
ajst-21808	40	1	the	the	DET
ajst-21808	40	2	whale	whale	NOUN
ajst-21808	40	3	optimization	optimization	NOUN
ajst-21808	40	4	algorithm	algorithm	NOUN
ajst-21808	40	5	is	be	AUX
ajst-21808	40	6	used	use	VERB
ajst-21808	40	7	to	to	PART
ajst-21808	40	8	optimize	optimize	VERB
ajst-21808	40	9	the	the	DET
ajst-21808	40	10	multi	multi	ADJ
ajst-21808	40	11	-	-	ADJ
ajst-21808	40	12	head	head	ADJ
ajst-21808	40	13	attention	attention	NOUN
ajst-21808	40	14	mechanism	mechanism	NOUN
ajst-21808	40	15	to	to	PART
ajst-21808	40	16	obtain	obtain	VERB
ajst-21808	40	17	attention	attention	NOUN
ajst-21808	40	18	weights	weight	NOUN
ajst-21808	40	19	.	.	PUNCT
ajst-21808	41	1	the	the	DET
ajst-21808	41	2	attention	attention	NOUN
ajst-21808	41	3	weights	weight	NOUN
ajst-21808	41	4	are	be	AUX
ajst-21808	41	5	multiplied	multiply	VERB
ajst-21808	41	6	by	by	ADP
ajst-21808	41	7	the	the	DET
ajst-21808	41	8	fault	fault	NOUN
ajst-21808	41	9	feature	feature	NOUN
ajst-21808	41	10	vector	vector	NOUN
ajst-21808	41	11	to	to	PART
ajst-21808	41	12	obtain	obtain	VERB
ajst-21808	41	13	weighted	weighted	ADJ
ajst-21808	41	14	data	datum	NOUN
ajst-21808	41	15	,	,	PUNCT
ajst-21808	41	16	which	which	PRON
ajst-21808	41	17	is	be	AUX
ajst-21808	41	18	then	then	ADV
ajst-21808	41	19	input	input	ADJ
ajst-21808	41	20	into	into	ADP
ajst-21808	41	21	the	the	DET
ajst-21808	41	22	convolutional	convolutional	ADJ
ajst-21808	41	23	neural	neural	ADJ
ajst-21808	41	24	network	network	NOUN
ajst-21808	41	25	to	to	PART
ajst-21808	41	26	extract	extract	VERB
ajst-21808	41	27	features	feature	NOUN
ajst-21808	41	28	.	.	PUNCT
ajst-21808	42	1	finally	finally	ADV
ajst-21808	42	2	,	,	PUNCT
ajst-21808	42	3	it	it	PRON
ajst-21808	42	4	is	be	AUX
ajst-21808	42	5	input	input	NOUN
ajst-21808	42	6	into	into	ADP
ajst-21808	42	7	the	the	DET
ajst-21808	42	8	gated	gate	VERB
ajst-21808	42	9	recurrent	recurrent	ADJ
ajst-21808	42	10	unit	unit	NOUN
ajst-21808	42	11	to	to	PART
ajst-21808	42	12	extract	extract	VERB
ajst-21808	42	13	temporal	temporal	ADJ
ajst-21808	42	14	features	feature	NOUN
ajst-21808	42	15	,	,	PUNCT
ajst-21808	42	16	and	and	CCONJ
ajst-21808	42	17	the	the	DET
ajst-21808	42	18	output	output	NOUN
ajst-21808	42	19	prediction	prediction	NOUN
ajst-21808	42	20	result	result	NOUN
ajst-21808	42	21	serves	serve	VERB
ajst-21808	42	22	as	as	SCONJ
ajst-21808	42	23	the	the	DET
ajst-21808	42	24	distance	distance	NOUN
ajst-21808	42	25	measurement	measurement	NOUN
ajst-21808	42	26	result	result	VERB
ajst-21808	42	27	.	.	PUNCT
ajst-21808	43	1	with	with	ADP
ajst-21808	43	2	the	the	DET
ajst-21808	43	3	powerful	powerful	ADJ
ajst-21808	43	4	nonlinear	nonlinear	ADJ
ajst-21808	43	5	fitting	fitting	ADJ
ajst-21808	43	6	capability	capability	NOUN
ajst-21808	43	7	of	of	ADP
ajst-21808	43	8	the	the	DET
ajst-21808	43	9	gated	gate	VERB
ajst-21808	43	10	recurrent	recurrent	ADJ
ajst-21808	43	11	unit	unit	NOUN
ajst-21808	43	12	,	,	PUNCT
ajst-21808	43	13	we	we	PRON
ajst-21808	43	14	can	can	AUX
ajst-21808	43	15	quickly	quickly	ADV
ajst-21808	43	16	extract	extract	VERB
ajst-21808	43	17	effective	effective	ADJ
ajst-21808	43	18	information	information	NOUN
ajst-21808	43	19	and	and	CCONJ
ajst-21808	43	20	store	store	VERB
ajst-21808	43	21	key	key	ADJ
ajst-21808	43	22	information	information	NOUN
ajst-21808	43	23	,	,	PUNCT
ajst-21808	43	24	which	which	PRON
ajst-21808	43	25	performs	perform	VERB
ajst-21808	43	26	excellently	excellently	ADV
ajst-21808	43	27	in	in	ADP
ajst-21808	43	28	flexible	flexible	ADJ
ajst-21808	43	29	dc	dc	PROPN
ajst-21808	43	30	transmission	transmission	NOUN
ajst-21808	43	31	line	line	NOUN
ajst-21808	43	32	distance	distance	NOUN
ajst-21808	43	33	measurement	measurement	NOUN
ajst-21808	43	34	algorithms	algorithm	NOUN
ajst-21808	43	35	.	.	PUNCT
ajst-21808	44	1	moreover	moreover	ADV
ajst-21808	44	2	,	,	PUNCT
ajst-21808	44	3	using	use	VERB
ajst-21808	44	4	the	the	DET
ajst-21808	44	5	wavelet	wavelet	NOUN
ajst-21808	44	6	energy	energy	NOUN
ajst-21808	44	7	spectrum	spectrum	NOUN
ajst-21808	44	8	as	as	SCONJ
ajst-21808	44	9	the	the	DET
ajst-21808	44	10	feature	feature	NOUN
ajst-21808	44	11	vector	vector	NOUN
ajst-21808	44	12	is	be	AUX
ajst-21808	44	13	not	not	PART
ajst-21808	44	14	limited	limit	VERB
ajst-21808	44	15	by	by	ADP
ajst-21808	44	16	system	system	NOUN
ajst-21808	44	17	boundaries	boundary	NOUN
ajst-21808	44	18	,	,	PUNCT
ajst-21808	44	19	thus	thus	ADV
ajst-21808	44	20	solving	solve	VERB
ajst-21808	44	21	problems	problem	NOUN
ajst-21808	44	22	such	such	ADJ
ajst-21808	44	23	as	as	ADP
ajst-21808	44	24	unreliable	unreliable	ADJ
ajst-21808	44	25	wavefront	wavefront	ADJ
ajst-21808	44	26	identification	identification	NOUN
ajst-21808	44	27	and	and	CCONJ
ajst-21808	44	28	inaccurate	inaccurate	ADJ
ajst-21808	44	29	wave	wave	NOUN
ajst-21808	44	30	arrival	arrival	NOUN
ajst-21808	44	31	time	time	NOUN
ajst-21808	44	32	recognition	recognition	PROPN
ajst-21808	44	33	.	.	PUNCT
ajst-21808	45	1	finally	finally	ADV
ajst-21808	45	2	,	,	PUNCT
ajst-21808	45	3	the	the	DET
ajst-21808	45	4	effectiveness	effectiveness	NOUN
ajst-21808	45	5	of	of	ADP
ajst-21808	45	6	the	the	DET
ajst-21808	45	7	proposed	propose	VERB
ajst-21808	45	8	approach	approach	NOUN
ajst-21808	45	9	is	be	AUX
ajst-21808	45	10	verified	verify	VERB
ajst-21808	45	11	through	through	ADP
ajst-21808	45	12	simulation	simulation	NOUN
ajst-21808	45	13	experiments	experiment	NOUN
ajst-21808	45	14	.	.	PUNCT
ajst-21808	46	1	2	2	X
ajst-21808	46	2	.	.	NUM
ajst-21808	46	3	four	four	NUM
ajst-21808	46	4	-	-	PUNCT
ajst-21808	46	5	terminal	terminal	ADJ
ajst-21808	46	6	flexible	flexible	ADJ
ajst-21808	46	7	dc	dc	PROPN
ajst-21808	46	8	transmission	transmission	NOUN
ajst-21808	46	9	system	system	NOUN
ajst-21808	46	10	according	accord	VERB
ajst-21808	46	11	to	to	ADP
ajst-21808	46	12	the	the	DET
ajst-21808	46	13	system	system	NOUN
ajst-21808	46	14	parameters	parameter	NOUN
ajst-21808	46	15	and	and	CCONJ
ajst-21808	46	16	topology	topology	NOUN
ajst-21808	46	17	of	of	ADP
ajst-21808	46	18	the	the	DET
ajst-21808	46	19	zhangbei	zhangbei	PROPN
ajst-21808	46	20	flexible	flexible	ADJ
ajst-21808	46	21	hvdc	hvdc	PROPN
ajst-21808	46	22	transmission	transmission	NOUN
ajst-21808	46	23	project	project	NOUN
ajst-21808	46	24	,	,	PUNCT
ajst-21808	46	25	a	a	DET
ajst-21808	46	26	frequencydependent	frequencydependent	ADJ
ajst-21808	46	27	phase	phase	NOUN
ajst-21808	46	28	model	model	NOUN
ajst-21808	46	29	is	be	AUX
ajst-21808	46	30	used	use	VERB
ajst-21808	46	31	to	to	PART
ajst-21808	46	32	simulate	simulate	VERB
ajst-21808	46	33	overhead	overhead	ADJ
ajst-21808	46	34	lines	line	NOUN
ajst-21808	46	35	on	on	ADP
ajst-21808	46	36	the	the	DET
ajst-21808	46	37	pscad	pscad	PROPN
ajst-21808	46	38	/	/	SYM
ajst-21808	46	39	emtdc	emtdc	PROPN
ajst-21808	46	40	simulation	simulation	NOUN
ajst-21808	46	41	platform	platform	NOUN
ajst-21808	46	42	.	.	PUNCT
ajst-21808	47	1	a	a	DET
ajst-21808	47	2	flexible	flexible	ADJ
ajst-21808	47	3	hvdc	hvdc	NOUN
ajst-21808	47	4	grid	grid	NOUN
ajst-21808	47	5	model	model	NOUN
ajst-21808	47	6	with	with	ADP
ajst-21808	47	7	four	four	NUM
ajst-21808	47	8	terminals	terminal	NOUN
ajst-21808	47	9	as	as	SCONJ
ajst-21808	47	10	shown	show	VERB
ajst-21808	47	11	in	in	ADP
ajst-21808	47	12	figure	figure	NOUN
ajst-21808	47	13	1	1	NUM
ajst-21808	47	14	is	be	AUX
ajst-21808	47	15	constructed	construct	VERB
ajst-21808	47	16	.	.	PUNCT
ajst-21808	48	1	the	the	DET
ajst-21808	48	2	rated	rate	VERB
ajst-21808	48	3	dc	dc	PROPN
ajst-21808	48	4	voltage	voltage	NOUN
ajst-21808	48	5	of	of	ADP
ajst-21808	48	6	the	the	DET
ajst-21808	48	7	system	system	NOUN
ajst-21808	48	8	is	be	AUX
ajst-21808	48	9	500	500	NUM
ajst-21808	48	10	kv	kv	NOUN
ajst-21808	48	11	.	.	PUNCT
ajst-21808	49	1	using	use	VERB
ajst-21808	49	2	line	line	NOUN
ajst-21808	49	3	l1	l1	PROPN
ajst-21808	49	4	as	as	ADP
ajst-21808	49	5	a	a	DET
ajst-21808	49	6	reference	reference	NOUN
ajst-21808	49	7	,	,	PUNCT
ajst-21808	49	8	fault	fault	NOUN
ajst-21808	49	9	f1	f1	PROPN
ajst-21808	49	10	on	on	ADP
ajst-21808	49	11	l1	l1	PROPN
ajst-21808	49	12	is	be	AUX
ajst-21808	49	13	an	an	DET
ajst-21808	49	14	intra	intra	ADJ
ajst-21808	49	15	-	-	ADJ
ajst-21808	49	16	area	area	NOUN
ajst-21808	49	17	fault	fault	NOUN
ajst-21808	49	18	,	,	PUNCT
ajst-21808	49	19	including	include	VERB
ajst-21808	49	20	three	three	NUM
ajst-21808	49	21	types	type	NOUN
ajst-21808	49	22	:	:	PUNCT
ajst-21808	49	23	positive	positive	ADJ
ajst-21808	49	24	and	and	CCONJ
ajst-21808	49	25	negative	negative	ADJ
ajst-21808	49	26	pole	pole	NOUN
ajst-21808	49	27	grounding	ground	VERB
ajst-21808	49	28	faults	fault	NOUN
ajst-21808	49	29	,	,	PUNCT
ajst-21808	49	30	and	and	CCONJ
ajst-21808	49	31	bipolar	bipolar	ADJ
ajst-21808	49	32	short	short	ADJ
ajst-21808	49	33	-	-	PUNCT
ajst-21808	49	34	circuit	circuit	NOUN
ajst-21808	49	35	faults	fault	NOUN
ajst-21808	49	36	.	.	PUNCT
ajst-21808	50	1	dc	dc	PROPN
ajst-21808	50	2	faults	fault	NOUN
ajst-21808	50	3	f2	f2	PROPN
ajst-21808	50	4	,	,	PUNCT
ajst-21808	50	5	f3	f3	ADJ
ajst-21808	50	6	,	,	PUNCT
ajst-21808	50	7	and	and	CCONJ
ajst-21808	50	8	f4	f4	NOUN
ajst-21808	50	9	occurring	occur	VERB
ajst-21808	50	10	on	on	ADP
ajst-21808	50	11	other	other	ADJ
ajst-21808	50	12	lines	line	NOUN
ajst-21808	50	13	are	be	AUX
ajst-21808	50	14	all	all	PRON
ajst-21808	50	15	inter	inter	ADJ
ajst-21808	50	16	-	-	ADJ
ajst-21808	50	17	area	area	NOUN
ajst-21808	50	18	faults	fault	NOUN
ajst-21808	50	19	,	,	PUNCT
ajst-21808	50	20	also	also	ADV
ajst-21808	50	21	including	include	VERB
ajst-21808	50	22	three	three	NUM
ajst-21808	50	23	types	type	NOUN
ajst-21808	50	24	of	of	ADP
ajst-21808	50	25	faults	fault	NOUN
ajst-21808	50	26	.	.	PUNCT
ajst-21808	51	1	f5	f5	NOUN
ajst-21808	51	2	is	be	AUX
ajst-21808	51	3	an	an	DET
ajst-21808	51	4	inter	inter	ADJ
ajst-21808	51	5	-	-	NOUN
ajst-21808	51	6	area	area	ADJ
ajst-21808	51	7	ac	ac	ADJ
ajst-21808	51	8	-	-	ADJ
ajst-21808	51	9	side	side	ADJ
ajst-21808	51	10	fault	fault	NOUN
ajst-21808	51	11	,	,	PUNCT
ajst-21808	51	12	including	include	VERB
ajst-21808	51	13	single	single	ADJ
ajst-21808	51	14	-	-	PUNCT
ajst-21808	51	15	phase	phase	NOUN
ajst-21808	51	16	grounding	grounding	NOUN
ajst-21808	51	17	,	,	PUNCT
ajst-21808	51	18	two	two	NUM
ajst-21808	51	19	-	-	PUNCT
ajst-21808	51	20	phase	phase	NOUN
ajst-21808	51	21	shortcircuit	shortcircuit	NOUN
ajst-21808	51	22	,	,	PUNCT
ajst-21808	51	23	and	and	CCONJ
ajst-21808	51	24	three	three	NUM
ajst-21808	51	25	-	-	PUNCT
ajst-21808	51	26	phase	phase	NOUN
ajst-21808	51	27	grounding	grounding	NOUN
ajst-21808	51	28	,	,	PUNCT
ajst-21808	51	29	etc	etc	X
ajst-21808	51	30	.	.	X
ajst-21808	51	31	lines	lines	PROPN
ajst-21808	51	32	l1	l1	PROPN
ajst-21808	51	33	,	,	PUNCT
ajst-21808	51	34	l2	l2	NOUN
ajst-21808	51	35	,	,	PUNCT
ajst-21808	51	36	l3	l3	NOUN
ajst-21808	51	37	,	,	PUNCT
ajst-21808	51	38	and	and	CCONJ
ajst-21808	51	39	l4	l4	PROPN
ajst-21808	51	40	are	be	AUX
ajst-21808	51	41	207	207	NUM
ajst-21808	51	42	km	km	NOUN
ajst-21808	51	43	,	,	PUNCT
ajst-21808	51	44	192	192	NUM
ajst-21808	51	45	km	km	NOUN
ajst-21808	51	46	,	,	PUNCT
ajst-21808	51	47	217	217	NUM
ajst-21808	51	48	km	km	NOUN
ajst-21808	51	49	,	,	PUNCT
ajst-21808	51	50	and	and	CCONJ
ajst-21808	51	51	50	50	NUM
ajst-21808	51	52	km	km	NOUN
ajst-21808	51	53	long	long	ADV
ajst-21808	51	54	,	,	PUNCT
ajst-21808	51	55	respectively	respectively	ADV
ajst-21808	51	56	.	.	PUNCT
ajst-21808	52	1	other	other	ADJ
ajst-21808	52	2	main	main	ADJ
ajst-21808	52	3	parameters	parameter	NOUN
ajst-21808	52	4	of	of	ADP
ajst-21808	52	5	the	the	DET
ajst-21808	52	6	system	system	NOUN
ajst-21808	52	7	are	be	AUX
ajst-21808	52	8	shown	show	VERB
ajst-21808	52	9	in	in	ADP
ajst-21808	52	10	table	table	NOUN
ajst-21808	52	11	1	1	NUM
ajst-21808	52	12	.	.	PUNCT
ajst-21808	52	13	table	table	NOUN
ajst-21808	52	14	1	1	NUM
ajst-21808	52	15	.	.	PUNCT
ajst-21808	53	1	the	the	DET
ajst-21808	53	2	main	main	ADJ
ajst-21808	53	3	parameters	parameter	NOUN
ajst-21808	53	4	of	of	ADP
ajst-21808	53	5	the	the	DET
ajst-21808	53	6	system	system	NOUN
ajst-21808	53	7	parameters	parameter	NOUN
ajst-21808	53	8	mmc1	mmc1	PROPN
ajst-21808	53	9	mmc2	mmc2	NOUN
ajst-21808	53	10	mmc3	mmc3	PROPN
ajst-21808	53	11	mmc4	mmc4	PROPN
ajst-21808	53	12	control	control	NOUN
ajst-21808	53	13	parameter	parameter	PROPN
ajst-21808	53	14	constant	constant	ADJ
ajst-21808	53	15	dc	dc	PROPN
ajst-21808	53	16	voltage	voltage	NOUN
ajst-21808	53	17	constant	constant	ADJ
ajst-21808	53	18	dc	dc	PROPN
ajst-21808	53	19	voltage	voltage	NOUN
ajst-21808	53	20	certainly	certainly	ADV
ajst-21808	53	21	meritorio	meritorio	VERB
ajst-21808	53	22	us	we	PRON
ajst-21808	53	23	certainly	certainly	ADV
ajst-21808	53	24	meritorio	meritorio	VERB
ajst-21808	53	25	us	we	PRON
ajst-21808	53	26	rated	rate	VERB
ajst-21808	53	27	power	power	NOUN
ajst-21808	53	28	（	（	PUNCT
ajst-21808	53	29	mw	mw	X
ajst-21808	53	30	）	）	PROPN
ajst-21808	53	31	1500	1500	NUM
ajst-21808	53	32	3000	3000	NUM
ajst-21808	53	33	1500	1500	NUM
ajst-21808	53	34	3000	3000	NUM
ajst-21808	53	35	ac	ac	PROPN
ajst-21808	53	36	voltage	voltage	NOUN
ajst-21808	53	37	（	（	PROPN
ajst-21808	54	1	kv	kv	PROPN
ajst-21808	54	2	）	）	PROPN
ajst-21808	54	3	220	220	NUM
ajst-21808	54	4	220	220	NUM
ajst-21808	54	5	220	220	NUM
ajst-21808	54	6	220	220	NUM
ajst-21808	54	7	bridge	bridge	NOUN
ajst-21808	54	8	arm	arm	NOUN
ajst-21808	54	9	inductors	inductor	VERB
ajst-21808	54	10	（	（	PROPN
ajst-21808	54	11	mh	mh	PROPN
ajst-21808	54	12	）	）	PROPN
ajst-21808	54	13	29	29	NUM
ajst-21808	54	14	19	19	NUM
ajst-21808	54	15	116	116	NUM
ajst-21808	54	16	29	29	NUM
ajst-21808	54	17	number	number	NOUN
ajst-21808	54	18	of	of	ADP
ajst-21808	54	19	submodules	submodule	NOUN
ajst-21808	54	20	101	101	NUM
ajst-21808	54	21	101	101	NUM
ajst-21808	54	22	101	101	NUM
ajst-21808	54	23	101	101	NUM
ajst-21808	54	24	submodule	submodule	NOUN
ajst-21808	54	25	capacitance	capacitance	NOUN
ajst-21808	54	26	（	（	PROPN
ajst-21808	54	27	μf	μf	NOUN
ajst-21808	54	28	）	）	NOUN
ajst-21808	55	1	2500	2500	NUM
ajst-21808	55	2	2500	2500	NUM
ajst-21808	55	3	2500	2500	NUM
ajst-21808	55	4	2500	2500	NUM
ajst-21808	55	5	mmc1	mmc1	NOUN
ajst-21808	55	6	kangbao	kangbao	VERB
ajst-21808	55	7	station	station	NOUN
ajst-21808	55	8	mmc2	mmc2	NOUN
ajst-21808	55	9	zhangbei	zhangbei	NOUN
ajst-21808	55	10	station	station	NOUN
ajst-21808	55	11	mmc3	mmc3	PROPN
ajst-21808	55	12	fengning	fengne	VERB
ajst-21808	55	13	station	station	NOUN
ajst-21808	55	14	mmc4	mmc4	NOUN
ajst-21808	55	15	beijing	beijing	NOUN
ajst-21808	55	16	station	station	NOUN
ajst-21808	55	17	207	207	NUM
ajst-21808	55	18	km	km	NOUN
ajst-21808	55	19	217	217	NUM
ajst-21808	55	20	km	km	NOUN
ajst-21808	55	21	50	50	NUM
ajst-21808	55	22	km	km	NOUN
ajst-21808	55	23	192	192	NUM
ajst-21808	55	24	km	km	NOUN
ajst-21808	55	25	l	l	NOUN
ajst-21808	55	26	l	l	NOUN
ajst-21808	55	27	l	l	NOUN
ajst-21808	55	28	l	l	X
ajst-21808	55	29	ll	ll	AUX
ajst-21808	55	30	l	l	NOUN
ajst-21808	55	31	l	l	NOUN
ajst-21808	55	32	1f	1f	X
ajst-21808	55	33	4f	4f	NUM
ajst-21808	55	34	2f	2f	NUM
ajst-21808	55	35	3f	3f	PROPN
ajst-21808	55	36	5f	5f	NUM
ajst-21808	55	37	figure	figure	NOUN
ajst-21808	55	38	1	1	NUM
ajst-21808	55	39	.	.	X
ajst-21808	55	40	four	four	NUM
ajst-21808	55	41	-	-	PUNCT
ajst-21808	55	42	terminal	terminal	ADJ
ajst-21808	55	43	flexible	flexible	ADJ
ajst-21808	55	44	dc	dc	PROPN
ajst-21808	55	45	grid	grid	NOUN
ajst-21808	55	46	topology	topology	PROPN
ajst-21808	55	47	3	3	NUM
ajst-21808	55	48	.	.	PUNCT
ajst-21808	55	49	wavelet	wavelet	NOUN
ajst-21808	55	50	energy	energy	NOUN
ajst-21808	55	51	spectrum	spectrum	NOUN
ajst-21808	55	52	extraction	extraction	NOUN
ajst-21808	55	53	3.1	3.1	NUM
ajst-21808	55	54	.	.	PUNCT
ajst-21808	56	1	principle	principle	NOUN
ajst-21808	56	2	of	of	ADP
ajst-21808	56	3	wavelet	wavelet	NOUN
ajst-21808	56	4	transform	transform	VERB
ajst-21808	56	5	wavelet	wavelet	NOUN
ajst-21808	56	6	packet	packet	NOUN
ajst-21808	56	7	decomposition	decomposition	NOUN
ajst-21808	56	8	(	(	PUNCT
ajst-21808	56	9	wpd	wpd	NOUN
ajst-21808	56	10	)	)	PUNCT
ajst-21808	56	11	is	be	AUX
ajst-21808	56	12	the	the	DET
ajst-21808	56	13	process	process	NOUN
ajst-21808	56	14	of	of	ADP
ajst-21808	56	15	decomposing	decompose	VERB
ajst-21808	56	16	a	a	DET
ajst-21808	56	17	signal	signal	NOUN
ajst-21808	56	18	by	by	ADP
ajst-21808	56	19	a	a	DET
ajst-21808	56	20	wavelet	wavelet	NOUN
ajst-21808	56	21	packet	packet	NOUN
ajst-21808	56	22	basis	basis	NOUN
ajst-21808	56	23	function	function	NOUN
ajst-21808	56	24	.	.	PUNCT
ajst-21808	57	1	compared	compare	VERB
ajst-21808	57	2	with	with	ADP
ajst-21808	57	3	the	the	DET
ajst-21808	57	4	traditional	traditional	ADJ
ajst-21808	57	5	wavelet	wavelet	NOUN
ajst-21808	57	6	decomposition	decomposition	NOUN
ajst-21808	57	7	,	,	PUNCT
ajst-21808	57	8	wavelet	wavelet	NOUN
ajst-21808	57	9	packet	packet	NOUN
ajst-21808	57	10	decomposition	decomposition	NOUN
ajst-21808	57	11	provides	provide	VERB
ajst-21808	57	12	a	a	DET
ajst-21808	57	13	more	more	ADV
ajst-21808	57	14	flexible	flexible	ADJ
ajst-21808	57	15	decomposition	decomposition	NOUN
ajst-21808	57	16	and	and	CCONJ
ajst-21808	57	17	can	can	AUX
ajst-21808	57	18	depict	depict	VERB
ajst-21808	57	19	the	the	DET
ajst-21808	57	20	frequency	frequency	NOUN
ajst-21808	57	21	characteristics	characteristic	NOUN
ajst-21808	57	22	of	of	ADP
ajst-21808	57	23	the	the	DET
ajst-21808	57	24	signal	signal	NOUN
ajst-21808	57	25	in	in	ADP
ajst-21808	57	26	more	more	ADJ
ajst-21808	57	27	detail	detail	NOUN
ajst-21808	57	28	.	.	PUNCT
ajst-21808	58	1	figure	figure	NOUN
ajst-21808	58	2	2	2	NUM
ajst-21808	58	3	shows	show	VERB
ajst-21808	58	4	a	a	DET
ajst-21808	58	5	schematic	schematic	ADJ
ajst-21808	58	6	diagram	diagram	NOUN
ajst-21808	58	7	of	of	ADP
ajst-21808	58	8	a	a	DET
ajst-21808	58	9	3	3	NUM
ajst-21808	58	10	-	-	PUNCT
ajst-21808	58	11	layer	layer	NOUN
ajst-21808	58	12	wavelet	wavelet	NOUN
ajst-21808	58	13	packet	packet	NOUN
ajst-21808	58	14	decomposition	decomposition	NOUN
ajst-21808	58	15	of	of	ADP
ajst-21808	58	16	a	a	DET
ajst-21808	58	17	signal	signal	NOUN
ajst-21808	58	18	.	.	PUNCT
ajst-21808	59	1	s	s	PART
ajst-21808	59	2	a1	a1	NOUN
ajst-21808	59	3	d1	d1	PROPN
ajst-21808	59	4	aa2	aa2	PROPN
ajst-21808	59	5	da2	da2	PROPN
ajst-21808	59	6	ad2	ad2	PROPN
ajst-21808	59	7	dd2	dd2	PROPN
ajst-21808	60	1	aaa3	aaa3	PROPN
ajst-21808	60	2	daa3	daa3	PROPN
ajst-21808	60	3	ada3	ada3	PROPN
ajst-21808	60	4	dda3	dda3	PROPN
ajst-21808	60	5	aad3	aad3	PROPN
ajst-21808	60	6	dad3	dad3	PROPN
ajst-21808	60	7	add3	add3	PROPN
ajst-21808	60	8	ddd3	ddd3	PROPN
ajst-21808	60	9	figure	figure	NOUN
ajst-21808	60	10	2	2	NUM
ajst-21808	60	11	.	.	PUNCT
ajst-21808	60	12	schematic	schematic	ADJ
ajst-21808	60	13	diagram	diagram	NOUN
ajst-21808	60	14	of	of	ADP
ajst-21808	60	15	3	3	NUM
ajst-21808	60	16	-	-	PUNCT
ajst-21808	60	17	layer	layer	NOUN
ajst-21808	60	18	wavelet	wavelet	NOUN
ajst-21808	60	19	packet	packet	NOUN
ajst-21808	60	20	decomposition	decomposition	NOUN
ajst-21808	60	21	the	the	DET
ajst-21808	60	22	wavelet	wavelet	NOUN
ajst-21808	60	23	packet	packet	NOUN
ajst-21808	60	24	decomposition	decomposition	NOUN
ajst-21808	60	25	expression	expression	NOUN
ajst-21808	60	26	is	be	AUX
ajst-21808	60	27	:	:	PUNCT
ajst-21808	60	28			NOUN
ajst-21808	60	29			SYM
ajst-21808	60	30			NOUN
ajst-21808	60	31			SYM
ajst-21808	60	32			NOUN
ajst-21808	60	33	2	2	ADJ
ajst-21808	60	34	1	1	NUM
ajst-21808	60	35	2	2	NUM
ajst-21808	60	36	1	1	NUM
ajst-21808	60	37	,	,	PUNCT
ajst-21808	60	38	,	,	PUNCT
ajst-21808	60	39	,	,	PUNCT
ajst-21808	60	40	,	,	PUNCT
ajst-21808	60	41	0	0	NUM
ajst-21808	60	42	0	0	NUM
ajst-21808	60	43	0	0	NUM
ajst-21808	60	44	0	0	NUM
ajst-21808	61	1	j	j	PROPN
ajst-21808	61	2	jj	jj	PROPN
ajst-21808	61	3	j	j	PROPN
ajst-21808	62	1	j	j	PROPN
ajst-21808	63	1	k	k	PROPN
ajst-21808	63	2	j	j	PROPN
ajst-21808	64	1	k	k	PROPN
ajst-21808	64	2	j	j	PROPN
ajst-21808	65	1	k	k	PROPN
ajst-21808	65	2	j	j	PROPN
ajst-21808	66	1	kj	kj	PROPN
ajst-21808	66	2	k	k	PROPN
ajst-21808	66	3	j	j	PROPN
ajst-21808	67	1	k	k	PROPN
ajst-21808	67	2	x	x	SYM
ajst-21808	67	3	t	t	PROPN
ajst-21808	67	4	d	d	X
ajst-21808	67	5	t	t	PROPN
ajst-21808	67	6	w	w	PROPN
ajst-21808	67	7	t	t	PROPN
ajst-21808	67	8			PROPN
ajst-21808	67	9			VERB
ajst-21808	67	10			NUM
ajst-21808	67	11			NUM
ajst-21808	67	12			NUM
ajst-21808	68	1			NUM
ajst-21808	68	2			PROPN
ajst-21808	68	3			PROPN
ajst-21808	68	4			X
ajst-21808	68	5			X
ajst-21808	68	6			X
ajst-21808	68	7	(	(	PUNCT
ajst-21808	68	8	1	1	X
ajst-21808	68	9	)	)	PUNCT
ajst-21808	68	10	where	where	SCONJ
ajst-21808	68	11	x(t	x(t	PROPN
ajst-21808	68	12	)	)	PUNCT
ajst-21808	68	13	is	be	AUX
ajst-21808	68	14	the	the	DET
ajst-21808	68	15	original	original	ADJ
ajst-21808	68	16	signal	signal	NOUN
ajst-21808	68	17	,	,	PUNCT
ajst-21808	68	18	dj	dj	PROPN
ajst-21808	68	19	,	,	PUNCT
ajst-21808	68	20	k	k	PROPN
ajst-21808	68	21	are	be	AUX
ajst-21808	68	22	the	the	DET
ajst-21808	68	23	low	low	ADJ
ajst-21808	68	24	frequency	frequency	NOUN
ajst-21808	68	25	coefficients	coefficient	NOUN
ajst-21808	68	26	at	at	ADP
ajst-21808	68	27	scale	scale	NOUN
ajst-21808	68	28	j	j	PROPN
ajst-21808	68	29	and	and	CCONJ
ajst-21808	68	30	location	location	PROPN
ajst-21808	68	31	k	k	PROPN
ajst-21808	68	32	,	,	PUNCT
ajst-21808	68	33	and	and	CCONJ
ajst-21808	68	34	wj	wj	PROPN
ajst-21808	68	35	,	,	PUNCT
ajst-21808	68	36	k	k	PROPN
ajst-21808	68	37	are	be	AUX
ajst-21808	68	38	the	the	DET
ajst-21808	68	39	low	low	ADJ
ajst-21808	68	40	frequency	frequency	NOUN
ajst-21808	68	41	coefficients	coefficient	NOUN
ajst-21808	68	42	at	at	ADP
ajst-21808	68	43	scale	scale	NOUN
ajst-21808	68	44	j	j	PROPN
ajst-21808	68	45	and	and	CCONJ
ajst-21808	68	46	location	location	PROPN
ajst-21808	68	47	k.	k.	PROPN
ajst-21808	68	48	in	in	ADP
ajst-21808	68	49	this	this	DET
ajst-21808	68	50	expression	expression	NOUN
ajst-21808	68	51	,	,	PUNCT
ajst-21808	68	52	the	the	DET
ajst-21808	68	53	first	first	ADJ
ajst-21808	68	54	term	term	NOUN
ajst-21808	68	55	represents	represent	VERB
ajst-21808	68	56	the	the	DET
ajst-21808	68	57	low	low	ADJ
ajst-21808	68	58	-	-	PUNCT
ajst-21808	68	59	frequency	frequency	NOUN
ajst-21808	68	60	249	249	NUM
ajst-21808	68	61	portion	portion	NOUN
ajst-21808	68	62	of	of	ADP
ajst-21808	68	63	the	the	DET
ajst-21808	68	64	signal	signal	NOUN
ajst-21808	68	65	,	,	PUNCT
ajst-21808	68	66	while	while	SCONJ
ajst-21808	68	67	the	the	DET
ajst-21808	68	68	second	second	ADJ
ajst-21808	68	69	term	term	NOUN
ajst-21808	68	70	represents	represent	VERB
ajst-21808	68	71	the	the	DET
ajst-21808	68	72	high	high	ADJ
ajst-21808	68	73	-	-	PUNCT
ajst-21808	68	74	frequency	frequency	NOUN
ajst-21808	68	75	portion	portion	NOUN
ajst-21808	68	76	of	of	ADP
ajst-21808	68	77	the	the	DET
ajst-21808	68	78	signal	signal	NOUN
ajst-21808	68	79	,	,	PUNCT
ajst-21808	68	80	and	and	CCONJ
ajst-21808	68	81	by	by	ADP
ajst-21808	68	82	adjusting	adjust	VERB
ajst-21808	68	83	the	the	DET
ajst-21808	68	84	value	value	NOUN
ajst-21808	68	85	of	of	ADP
ajst-21808	68	86	the	the	DET
ajst-21808	68	87	scale	scale	NOUN
ajst-21808	68	88	j	j	PROPN
ajst-21808	68	89	,	,	PUNCT
ajst-21808	68	90	the	the	DET
ajst-21808	68	91	degree	degree	NOUN
ajst-21808	68	92	of	of	ADP
ajst-21808	68	93	decomposition	decomposition	NOUN
ajst-21808	68	94	of	of	ADP
ajst-21808	68	95	the	the	DET
ajst-21808	68	96	signal	signal	NOUN
ajst-21808	68	97	at	at	ADP
ajst-21808	68	98	different	different	ADJ
ajst-21808	68	99	scales	scale	NOUN
ajst-21808	68	100	can	can	AUX
ajst-21808	68	101	be	be	AUX
ajst-21808	68	102	controlled	control	VERB
ajst-21808	68	103	.	.	PUNCT
ajst-21808	69	1	the	the	DET
ajst-21808	69	2	coefficients	coefficient	NOUN
ajst-21808	69	3	obtained	obtain	VERB
ajst-21808	69	4	from	from	ADP
ajst-21808	69	5	wavelet	wavelet	NOUN
ajst-21808	69	6	packet	packet	NOUN
ajst-21808	69	7	decomposition	decomposition	NOUN
ajst-21808	69	8	are	be	AUX
ajst-21808	69	9	utilized	utilize	VERB
ajst-21808	69	10	for	for	ADP
ajst-21808	69	11	hierarchical	hierarchical	ADJ
ajst-21808	69	12	reconstruction	reconstruction	NOUN
ajst-21808	69	13	.	.	PUNCT
ajst-21808	70	1	this	this	DET
ajst-21808	70	2	process	process	NOUN
ajst-21808	70	3	helps	help	VERB
ajst-21808	70	4	us	we	PRON
ajst-21808	70	5	to	to	PART
ajst-21808	70	6	better	well	ADV
ajst-21808	70	7	understand	understand	VERB
ajst-21808	70	8	the	the	DET
ajst-21808	70	9	frequency	frequency	NOUN
ajst-21808	70	10	characteristics	characteristic	NOUN
ajst-21808	70	11	of	of	ADP
ajst-21808	70	12	the	the	DET
ajst-21808	70	13	signal	signal	NOUN
ajst-21808	70	14	and	and	CCONJ
ajst-21808	70	15	helps	help	VERB
ajst-21808	70	16	in	in	ADP
ajst-21808	70	17	signal	signal	ADJ
ajst-21808	70	18	processing	processing	NOUN
ajst-21808	70	19	,	,	PUNCT
ajst-21808	70	20	analysis	analysis	NOUN
ajst-21808	70	21	and	and	CCONJ
ajst-21808	70	22	feature	feature	NOUN
ajst-21808	70	23	extraction	extraction	NOUN
ajst-21808	70	24	.	.	PUNCT
ajst-21808	71	1	the	the	DET
ajst-21808	71	2	expression	expression	NOUN
ajst-21808	71	3	for	for	ADP
ajst-21808	71	4	wavelet	wavelet	NOUN
ajst-21808	71	5	reconstruction	reconstruction	NOUN
ajst-21808	71	6	is	be	AUX
ajst-21808	71	7	:	:	PUNCT
ajst-21808	71	8			PROPN
ajst-21808	71	9			PROPN
ajst-21808	71	10	,	,	PUNCT
ajst-21808	71	11	1,2	1,2	NUM
ajst-21808	71	12	1,2	1,2	NUM
ajst-21808	71	13	1	1	NUM
ajst-21808	71	14	2	2	NUM
ajst-21808	71	15	2	2	NUM
ajst-21808	71	16	j	j	PROPN
ajst-21808	71	17	n	n	CCONJ
ajst-21808	71	18	j	j	PROPN
ajst-21808	71	19	n	n	CCONJ
ajst-21808	71	20	j	j	PROPN
ajst-21808	71	21	n	n	ADP
ajst-21808	71	22	l	l	NOUN
ajst-21808	71	23	l	l	X
ajst-21808	72	1	k	k	X
ajst-21808	73	1	k	k	X
ajst-21808	73	2	l	l	PUNCT
ajst-21808	74	1	k	k	PROPN
ajst-21808	75	1	k	k	PROPN
ajst-21808	75	2	k	k	PROPN
ajst-21808	75	3	d	d	NOUN
ajst-21808	75	4	h	h	NOUN
ajst-21808	76	1	d	d	X
ajst-21808	76	2	g	g	PROPN
ajst-21808	76	3	d	d	PROPN
ajst-21808	76	4			PUNCT
ajst-21808	76	5			PUNCT
ajst-21808	76	6			PROPN
ajst-21808	76	7			PROPN
ajst-21808	76	8			NOUN
ajst-21808	76	9			X
ajst-21808	76	10			NOUN
ajst-21808	76	11	(	(	PUNCT
ajst-21808	76	12	2	2	NUM
ajst-21808	76	13	)	)	PUNCT
ajst-21808	76	14	3.2	3.2	NUM
ajst-21808	76	15	.	.	PUNCT
ajst-21808	77	1	wavelet	wavelet	NOUN
ajst-21808	77	2	energy	energy	NOUN
ajst-21808	77	3	spectrum	spectrum	VERB
ajst-21808	77	4	the	the	DET
ajst-21808	77	5	wavelet	wavelet	NOUN
ajst-21808	77	6	packet	packet	NOUN
ajst-21808	77	7	decomposition	decomposition	NOUN
ajst-21808	77	8	transform	transform	NOUN
ajst-21808	77	9	is	be	AUX
ajst-21808	77	10	performed	perform	VERB
ajst-21808	77	11	to	to	PART
ajst-21808	77	12	obtain	obtain	VERB
ajst-21808	77	13	the	the	DET
ajst-21808	77	14	wavelet	wavelet	NOUN
ajst-21808	77	15	packet	packet	NOUN
ajst-21808	77	16	coefficients	coefficient	NOUN
ajst-21808	77	17	and	and	CCONJ
ajst-21808	77	18	then	then	ADV
ajst-21808	77	19	the	the	DET
ajst-21808	77	20	energy	energy	NOUN
ajst-21808	77	21	values	value	NOUN
ajst-21808	77	22	at	at	ADP
ajst-21808	77	23	each	each	DET
ajst-21808	77	24	scale	scale	NOUN
ajst-21808	77	25	and	and	CCONJ
ajst-21808	77	26	frequency	frequency	NOUN
ajst-21808	77	27	are	be	AUX
ajst-21808	77	28	calculated	calculate	VERB
ajst-21808	77	29	based	base	VERB
ajst-21808	77	30	on	on	ADP
ajst-21808	77	31	the	the	DET
ajst-21808	77	32	wavelet	wavelet	NOUN
ajst-21808	77	33	packet	packet	NOUN
ajst-21808	77	34	coefficients	coefficient	NOUN
ajst-21808	77	35	,	,	PUNCT
ajst-21808	77	36	as	as	SCONJ
ajst-21808	77	37	shown	show	VERB
ajst-21808	77	38	in	in	ADP
ajst-21808	77	39	equation	equation	NOUN
ajst-21808	77	40	(	(	PUNCT
ajst-21808	77	41	3	3	X
ajst-21808	77	42	)	)	PUNCT
ajst-21808	77	43	we	we	PRON
ajst-21808	77	44	sum	sum	VERB
ajst-21808	77	45	the	the	DET
ajst-21808	77	46	modulus	modulus	ADJ
ajst-21808	77	47	squares	square	NOUN
ajst-21808	77	48	of	of	ADP
ajst-21808	77	49	the	the	DET
ajst-21808	77	50	wavelet	wavelet	NOUN
ajst-21808	77	51	packet	packet	NOUN
ajst-21808	77	52	coefficients	coefficient	NOUN
ajst-21808	77	53	to	to	PART
ajst-21808	77	54	calculate	calculate	VERB
ajst-21808	77	55	the	the	DET
ajst-21808	77	56	wavelet	wavelet	NOUN
ajst-21808	77	57	packet	packet	NOUN
ajst-21808	77	58	energy	energy	NOUN
ajst-21808	77	59	.	.	PUNCT
ajst-21808	78	1			NOUN
ajst-21808	78	2			PUNCT
ajst-21808	78	3			NOUN
ajst-21808	78	4	2	2	ADJ
ajst-21808	78	5	2	2	NUM
ajst-21808	78	6	1	1	NUM
ajst-21808	78	7	n	n	NUM
ajst-21808	78	8	j	j	PROPN
ajst-21808	78	9	j	j	PROPN
ajst-21808	78	10	j	j	PROPN
ajst-21808	78	11	k	k	PROPN
ajst-21808	78	12	e	e	PROPN
ajst-21808	78	13	s	s	PROPN
ajst-21808	78	14	t	t	X
ajst-21808	78	15	dt	dt	NOUN
ajst-21808	79	1	x	x	PUNCT
ajst-21808	80	1	k	k	NOUN
ajst-21808	81	1			NOUN
ajst-21808	82	1			NUM
ajst-21808	82	2			NUM
ajst-21808	82	3			NOUN
ajst-21808	82	4	(	(	PUNCT
ajst-21808	82	5	3	3	NUM
ajst-21808	82	6	)	)	PUNCT
ajst-21808	82	7	where	where	SCONJ
ajst-21808	82	8	xj(k	xj(k	NOUN
ajst-21808	82	9	)	)	PUNCT
ajst-21808	82	10	is	be	AUX
ajst-21808	82	11	the	the	DET
ajst-21808	82	12	wavelet	wavelet	NOUN
ajst-21808	82	13	packet	packet	NOUN
ajst-21808	82	14	coefficient	coefficient	NOUN
ajst-21808	82	15	at	at	ADP
ajst-21808	82	16	different	different	ADJ
ajst-21808	82	17	scales	scale	NOUN
ajst-21808	82	18	.	.	PUNCT
ajst-21808	83	1	the	the	DET
ajst-21808	83	2	energy	energy	NOUN
ajst-21808	83	3	magnitude	magnitude	NOUN
ajst-21808	83	4	of	of	ADP
ajst-21808	83	5	different	different	ADJ
ajst-21808	83	6	frequency	frequency	NOUN
ajst-21808	83	7	components	component	NOUN
ajst-21808	83	8	can	can	AUX
ajst-21808	83	9	be	be	AUX
ajst-21808	83	10	demonstrated	demonstrate	VERB
ajst-21808	83	11	by	by	ADP
ajst-21808	83	12	the	the	DET
ajst-21808	83	13	energy	energy	NOUN
ajst-21808	83	14	spectrum	spectrum	NOUN
ajst-21808	83	15	,	,	PUNCT
ajst-21808	83	16	and	and	CCONJ
ajst-21808	83	17	through	through	ADP
ajst-21808	83	18	the	the	DET
ajst-21808	83	19	difference	difference	NOUN
ajst-21808	83	20	of	of	ADP
ajst-21808	83	21	the	the	DET
ajst-21808	83	22	energy	energy	NOUN
ajst-21808	83	23	spectrum	spectrum	NOUN
ajst-21808	83	24	under	under	ADP
ajst-21808	83	25	different	different	ADJ
ajst-21808	83	26	frequency	frequency	NOUN
ajst-21808	83	27	components	component	NOUN
ajst-21808	83	28	,	,	PUNCT
ajst-21808	83	29	we	we	PRON
ajst-21808	83	30	are	be	AUX
ajst-21808	83	31	able	able	ADJ
ajst-21808	83	32	to	to	PART
ajst-21808	83	33	realize	realize	VERB
ajst-21808	83	34	accurate	accurate	ADJ
ajst-21808	83	35	fault	fault	NOUN
ajst-21808	83	36	ranging	range	VERB
ajst-21808	83	37	.	.	PUNCT
ajst-21808	84	1	according	accord	VERB
ajst-21808	84	2	to	to	ADP
ajst-21808	84	3	equation	equation	NOUN
ajst-21808	84	4	(	(	PUNCT
ajst-21808	84	5	3	3	NUM
ajst-21808	84	6	)	)	PUNCT
ajst-21808	84	7	to	to	PART
ajst-21808	84	8	get	get	VERB
ajst-21808	84	9	the	the	DET
ajst-21808	84	10	wavelet	wavelet	NOUN
ajst-21808	84	11	packet	packet	NOUN
ajst-21808	84	12	energy	energy	NOUN
ajst-21808	84	13	under	under	ADP
ajst-21808	84	14	different	different	ADJ
ajst-21808	84	15	scales	scale	NOUN
ajst-21808	84	16	,	,	PUNCT
ajst-21808	84	17	the	the	DET
ajst-21808	84	18	combination	combination	NOUN
ajst-21808	84	19	of	of	ADP
ajst-21808	84	20	wavelet	wavelet	NOUN
ajst-21808	84	21	energy	energy	NOUN
ajst-21808	84	22	spectrum	spectrum	NOUN
ajst-21808	84	23	is	be	AUX
ajst-21808	84	24	:	:	PUNCT
ajst-21808	84	25	1	1	NUM
ajst-21808	84	26	2	2	NUM
ajst-21808	84	27	,	,	PUNCT
ajst-21808	84	28	,	,	PUNCT
ajst-21808	84	29	,	,	PUNCT
ajst-21808	84	30	,	,	PUNCT
ajst-21808	84	31	je	je	X
ajst-21808	84	32	e	e	PROPN
ajst-21808	84	33	e	e	X
ajst-21808	84	34	e	e	NOUN
ajst-21808	84	35			PROPN
ajst-21808	84	36			NOUN
ajst-21808	84	37			PROPN
ajst-21808	84	38			NOUN
ajst-21808	84	39	(	(	PUNCT
ajst-21808	84	40	4	4	NUM
ajst-21808	84	41	)	)	PUNCT
ajst-21808	84	42	this	this	DET
ajst-21808	84	43	wavelet	wavelet	NOUN
ajst-21808	84	44	energy	energy	NOUN
ajst-21808	84	45	spectrum	spectrum	PROPN
ajst-21808	84	46	integrates	integrate	VERB
ajst-21808	84	47	the	the	DET
ajst-21808	84	48	wavelet	wavelet	NOUN
ajst-21808	84	49	packet	packet	NOUN
ajst-21808	84	50	energy	energy	NOUN
ajst-21808	84	51	of	of	ADP
ajst-21808	84	52	each	each	DET
ajst-21808	84	53	frequency	frequency	NOUN
ajst-21808	84	54	band	band	NOUN
ajst-21808	84	55	,	,	PUNCT
ajst-21808	84	56	showing	show	VERB
ajst-21808	84	57	the	the	DET
ajst-21808	84	58	energy	energy	NOUN
ajst-21808	84	59	distribution	distribution	NOUN
ajst-21808	84	60	of	of	ADP
ajst-21808	84	61	the	the	DET
ajst-21808	84	62	whole	whole	ADJ
ajst-21808	84	63	transmission	transmission	NOUN
ajst-21808	84	64	line	line	NOUN
ajst-21808	84	65	,	,	PUNCT
ajst-21808	84	66	which	which	PRON
ajst-21808	84	67	can	can	AUX
ajst-21808	84	68	reflect	reflect	VERB
ajst-21808	84	69	the	the	DET
ajst-21808	84	70	overall	overall	ADJ
ajst-21808	84	71	fault	fault	NOUN
ajst-21808	84	72	information	information	NOUN
ajst-21808	84	73	of	of	ADP
ajst-21808	84	74	the	the	DET
ajst-21808	84	75	transmission	transmission	NOUN
ajst-21808	84	76	line	line	NOUN
ajst-21808	84	77	and	and	CCONJ
ajst-21808	84	78	provide	provide	VERB
ajst-21808	84	79	help	help	NOUN
ajst-21808	84	80	for	for	ADP
ajst-21808	84	81	fault	fault	NOUN
ajst-21808	84	82	ranging	range	VERB
ajst-21808	84	83	.	.	PUNCT
ajst-21808	85	1	in	in	ADP
ajst-21808	85	2	this	this	DET
ajst-21808	85	3	paper	paper	NOUN
ajst-21808	85	4	,	,	PUNCT
ajst-21808	85	5	taking	take	VERB
ajst-21808	85	6	the	the	DET
ajst-21808	85	7	fault	fault	NOUN
ajst-21808	85	8	occurring	occur	VERB
ajst-21808	85	9	at	at	ADP
ajst-21808	85	10	f3	f3	PROPN
ajst-21808	85	11	of	of	ADP
ajst-21808	85	12	the	the	DET
ajst-21808	85	13	fourterminal	fourterminal	ADJ
ajst-21808	85	14	flexible	flexible	ADJ
ajst-21808	85	15	dc	dc	PROPN
ajst-21808	85	16	network	network	NOUN
ajst-21808	85	17	in	in	ADP
ajst-21808	85	18	figure	figure	NOUN
ajst-21808	85	19	1	1	NUM
ajst-21808	85	20	as	as	ADP
ajst-21808	85	21	an	an	DET
ajst-21808	85	22	example	example	NOUN
ajst-21808	85	23	,	,	PUNCT
ajst-21808	85	24	the	the	DET
ajst-21808	85	25	sampling	sample	VERB
ajst-21808	85	26	frequency	frequency	NOUN
ajst-21808	85	27	is	be	AUX
ajst-21808	85	28	set	set	VERB
ajst-21808	85	29	to	to	ADP
ajst-21808	85	30	50khz	50khz	NOUN
ajst-21808	85	31	,	,	PUNCT
ajst-21808	85	32	the	the	DET
ajst-21808	85	33	total	total	ADJ
ajst-21808	85	34	running	running	NOUN
ajst-21808	85	35	time	time	NOUN
ajst-21808	85	36	of	of	ADP
ajst-21808	85	37	the	the	DET
ajst-21808	85	38	simulation	simulation	NOUN
ajst-21808	85	39	is	be	AUX
ajst-21808	85	40	set	set	VERB
ajst-21808	85	41	to	to	ADP
ajst-21808	85	42	1.8s	1.8s	NUM
ajst-21808	85	43	,	,	PUNCT
ajst-21808	85	44	and	and	CCONJ
ajst-21808	85	45	the	the	DET
ajst-21808	85	46	moment	moment	NOUN
ajst-21808	85	47	of	of	ADP
ajst-21808	85	48	fault	fault	NOUN
ajst-21808	85	49	occurrence	occurrence	NOUN
ajst-21808	85	50	is	be	AUX
ajst-21808	85	51	set	set	VERB
ajst-21808	85	52	to	to	ADP
ajst-21808	85	53	1.6s	1.6s	PROPN
ajst-21808	85	54	.	.	PUNCT
ajst-21808	86	1	the	the	DET
ajst-21808	86	2	fault	fault	NOUN
ajst-21808	86	3	voltage	voltage	NOUN
ajst-21808	86	4	and	and	CCONJ
ajst-21808	86	5	current	current	ADJ
ajst-21808	86	6	data	datum	NOUN
ajst-21808	86	7	are	be	AUX
ajst-21808	86	8	collected	collect	VERB
ajst-21808	86	9	from	from	ADP
ajst-21808	86	10	the	the	DET
ajst-21808	86	11	transmission	transmission	NOUN
ajst-21808	86	12	line	line	NOUN
ajst-21808	86	13	l1	l1	PROPN
ajst-21808	86	14	with	with	ADP
ajst-21808	86	15	a	a	DET
ajst-21808	86	16	fault	fault	NOUN
ajst-21808	86	17	distance	distance	NOUN
ajst-21808	86	18	of	of	ADP
ajst-21808	86	19	100	100	NUM
ajst-21808	86	20	km	km	NOUN
ajst-21808	86	21	and	and	CCONJ
ajst-21808	86	22	a	a	DET
ajst-21808	86	23	transition	transition	NOUN
ajst-21808	86	24	resistance	resistance	NOUN
ajst-21808	86	25	of	of	ADP
ajst-21808	86	26	50ω	50ω	PROPN
ajst-21808	86	27	.	.	PUNCT
ajst-21808	87	1	due	due	ADP
ajst-21808	87	2	to	to	ADP
ajst-21808	87	3	the	the	DET
ajst-21808	87	4	coupling	coupling	NOUN
ajst-21808	87	5	effect	effect	NOUN
ajst-21808	87	6	of	of	ADP
ajst-21808	87	7	positive	positive	ADJ
ajst-21808	87	8	and	and	CCONJ
ajst-21808	87	9	negative	negative	ADJ
ajst-21808	87	10	lines	line	NOUN
ajst-21808	87	11	in	in	ADP
ajst-21808	87	12	flexible	flexible	ADJ
ajst-21808	87	13	dc	dc	PROPN
ajst-21808	87	14	transmission	transmission	NOUN
ajst-21808	87	15	,	,	PUNCT
ajst-21808	87	16	again	again	ADV
ajst-21808	87	17	we	we	PRON
ajst-21808	87	18	need	need	VERB
ajst-21808	87	19	to	to	PART
ajst-21808	87	20	decouple	decouple	VERB
ajst-21808	87	21	first	first	ADV
ajst-21808	87	22	.	.	PUNCT
ajst-21808	88	1	the	the	DET
ajst-21808	88	2	decoupling	decoupling	NOUN
ajst-21808	88	3	is	be	AUX
ajst-21808	88	4	performed	perform	VERB
ajst-21808	88	5	using	use	VERB
ajst-21808	88	6	the	the	DET
ajst-21808	88	7	kellenberger	kellenberger	NOUN
ajst-21808	88	8	transform	transform	NOUN
ajst-21808	88	9	matrix	matrix	NOUN
ajst-21808	88	10	shown	show	VERB
ajst-21808	88	11	in	in	ADP
ajst-21808	88	12	equation	equation	NOUN
ajst-21808	88	13	(	(	PUNCT
ajst-21808	88	14	5	5	NUM
ajst-21808	88	15	)	)	PUNCT
ajst-21808	88	16	to	to	PART
ajst-21808	88	17	obtain	obtain	VERB
ajst-21808	88	18	the	the	DET
ajst-21808	88	19	line	line	NOUN
ajst-21808	88	20	mode	mode	NOUN
ajst-21808	88	21	voltage	voltage	NOUN
ajst-21808	88	22	and	and	CCONJ
ajst-21808	88	23	line	line	NOUN
ajst-21808	88	24	mode	mode	NOUN
ajst-21808	88	25	current	current	NOUN
ajst-21808	88	26	we	we	PRON
ajst-21808	88	27	need	need	VERB
ajst-21808	88	28	.	.	PUNCT
ajst-21808	89	1	0	0	NUM
ajst-21808	89	2	1	1	NUM
ajst-21808	89	3	1	1	NUM
ajst-21808	89	4	11	11	NUM
ajst-21808	89	5	1	1	NUM
ajst-21808	89	6	12	12	NUM
ajst-21808	89	7	p	p	NOUN
ajst-21808	89	8	n	n	ADV
ajst-21808	89	9	uu	uu	INTJ
ajst-21808	89	10	uu	uu	INTJ
ajst-21808	90	1			PROPN
ajst-21808	90	2			PROPN
ajst-21808	91	1			INTJ
ajst-21808	92	1			PROPN
ajst-21808	92	2			ADJ
ajst-21808	92	3			PROPN
ajst-21808	92	4			NOUN
ajst-21808	92	5			NOUN
ajst-21808	92	6			NOUN
ajst-21808	92	7			NOUN
ajst-21808	92	8			CCONJ
ajst-21808	92	9			NOUN
ajst-21808	92	10			PROPN
ajst-21808	92	11			VERB
ajst-21808	92	12			PROPN
ajst-21808	92	13	(	(	PUNCT
ajst-21808	92	14	5	5	NUM
ajst-21808	92	15	)	)	PUNCT
ajst-21808	92	16	where	where	SCONJ
ajst-21808	92	17	up	up	ADV
ajst-21808	92	18	and	and	CCONJ
ajst-21808	92	19	un	un	PROPN
ajst-21808	92	20	are	be	AUX
ajst-21808	92	21	the	the	DET
ajst-21808	92	22	collected	collect	VERB
ajst-21808	92	23	voltages	voltage	NOUN
ajst-21808	92	24	on	on	ADP
ajst-21808	92	25	the	the	DET
ajst-21808	92	26	positive	positive	ADJ
ajst-21808	92	27	and	and	CCONJ
ajst-21808	92	28	negative	negative	ADJ
ajst-21808	92	29	lines	line	NOUN
ajst-21808	92	30	,	,	PUNCT
ajst-21808	92	31	u0	u0	ADJ
ajst-21808	92	32	is	be	AUX
ajst-21808	92	33	the	the	DET
ajst-21808	92	34	zero	zero	NUM
ajst-21808	92	35	mode	mode	NOUN
ajst-21808	92	36	voltage	voltage	NOUN
ajst-21808	92	37	,	,	PUNCT
ajst-21808	92	38	and	and	CCONJ
ajst-21808	92	39	u1	u1	NOUN
ajst-21808	92	40	is	be	AUX
ajst-21808	92	41	the	the	DET
ajst-21808	92	42	line	line	NOUN
ajst-21808	92	43	mode	mode	NOUN
ajst-21808	92	44	voltage	voltage	NOUN
ajst-21808	92	45	.	.	PUNCT
ajst-21808	93	1	the	the	DET
ajst-21808	93	2	waveforms	waveform	NOUN
ajst-21808	93	3	of	of	ADP
ajst-21808	93	4	line	line	NOUN
ajst-21808	93	5	mode	mode	NOUN
ajst-21808	93	6	voltage	voltage	NOUN
ajst-21808	93	7	and	and	CCONJ
ajst-21808	93	8	line	line	NOUN
ajst-21808	93	9	mode	mode	NOUN
ajst-21808	93	10	current	current	ADJ
ajst-21808	93	11	for	for	ADP
ajst-21808	93	12	2ms	2ms	NOUN
ajst-21808	93	13	before	before	ADP
ajst-21808	93	14	and	and	CCONJ
ajst-21808	93	15	after	after	ADP
ajst-21808	93	16	the	the	DET
ajst-21808	93	17	fault	fault	NOUN
ajst-21808	93	18	occurrence	occurrence	NOUN
ajst-21808	93	19	are	be	AUX
ajst-21808	93	20	obtained	obtain	VERB
ajst-21808	93	21	by	by	ADP
ajst-21808	93	22	decoupling	decouple	VERB
ajst-21808	93	23	equation	equation	NOUN
ajst-21808	93	24	(	(	PUNCT
ajst-21808	93	25	5	5	NUM
ajst-21808	93	26	)	)	PUNCT
ajst-21808	93	27	as	as	SCONJ
ajst-21808	93	28	shown	show	VERB
ajst-21808	93	29	in	in	ADP
ajst-21808	93	30	figure	figure	NOUN
ajst-21808	93	31	3(a	3(a	NUM
ajst-21808	93	32	)	)	PUNCT
ajst-21808	93	33	and	and	CCONJ
ajst-21808	93	34	figure	figure	VERB
ajst-21808	93	35	3(b	3(b	NUM
ajst-21808	93	36	)	)	PUNCT
ajst-21808	93	37	.	.	PUNCT
ajst-21808	94	1	0	0	NUM
ajst-21808	94	2	0.5	0.5	NUM
ajst-21808	94	3	1	1	NUM
ajst-21808	94	4	1.5	1.5	NUM
ajst-21808	94	5	2	2	NUM
ajst-21808	94	6	100	100	NUM
ajst-21808	94	7	200	200	NUM
ajst-21808	94	8	300	300	NUM
ajst-21808	94	9	400	400	NUM
ajst-21808	94	10	500	500	NUM
ajst-21808	94	11	600	600	NUM
ajst-21808	94	12	700	700	NUM
ajst-21808	94	13	t	t	NOUN
ajst-21808	94	14	/	/	SYM
ajst-21808	94	15	ms	ms	PROPN
ajst-21808	94	16	v	v	X
ajst-21808	94	17	ol	ol	PROPN
ajst-21808	94	18	ta	ta	X
ajst-21808	94	19	ge	ge	PROPN
ajst-21808	94	20	/k	/k	PROPN
ajst-21808	94	21	v	v	PROPN
ajst-21808	94	22	(	(	PUNCT
ajst-21808	94	23	a)line	a)line	PROPN
ajst-21808	94	24	mode	mode	NOUN
ajst-21808	94	25	voltage	voltage	NOUN
ajst-21808	94	26	0	0	NUM
ajst-21808	94	27	0.5	0.5	NUM
ajst-21808	94	28	1	1	NUM
ajst-21808	94	29	1.5	1.5	NUM
ajst-21808	94	30	2	2	NUM
ajst-21808	94	31	2.6	2.6	NUM
ajst-21808	94	32	2.8	2.8	NUM
ajst-21808	94	33	3	3	NUM
ajst-21808	94	34	3.2	3.2	NUM
ajst-21808	94	35	3.4	3.4	NUM
ajst-21808	94	36	3.6	3.6	NUM
ajst-21808	94	37	3.8	3.8	NUM
ajst-21808	94	38	4	4	NUM
ajst-21808	94	39	4.2	4.2	NUM
ajst-21808	94	40	4.4	4.4	NUM
ajst-21808	94	41	t	t	PROPN
ajst-21808	94	42	/	/	SYM
ajst-21808	94	43	ms	ms	PROPN
ajst-21808	94	44	cu	cu	PROPN
ajst-21808	94	45	rre	rre	NOUN
ajst-21808	94	46	nt	not	PART
ajst-21808	94	47	/k	/k	PUNCT
ajst-21808	94	48	a	a	DET
ajst-21808	94	49	(	(	PUNCT
ajst-21808	94	50	b)line	b)line	NOUN
ajst-21808	94	51	mode	mode	NOUN
ajst-21808	94	52	current	current	ADJ
ajst-21808	94	53	figure	figure	NOUN
ajst-21808	94	54	3	3	NUM
ajst-21808	94	55	.	.	NOUN
ajst-21808	94	56	line	line	NOUN
ajst-21808	94	57	mode	mode	NOUN
ajst-21808	94	58	voltage	voltage	NOUN
ajst-21808	94	59	and	and	CCONJ
ajst-21808	94	60	line	line	NOUN
ajst-21808	94	61	mode	mode	NOUN
ajst-21808	94	62	current	current	ADJ
ajst-21808	94	63	after	after	ADP
ajst-21808	94	64	obtaining	obtain	VERB
ajst-21808	94	65	the	the	DET
ajst-21808	94	66	line	line	NOUN
ajst-21808	94	67	mode	mode	NOUN
ajst-21808	94	68	voltage	voltage	NOUN
ajst-21808	94	69	within	within	ADP
ajst-21808	94	70	2ms	2ms	NOUN
ajst-21808	94	71	before	before	ADP
ajst-21808	94	72	and	and	CCONJ
ajst-21808	94	73	after	after	ADP
ajst-21808	94	74	the	the	DET
ajst-21808	94	75	fault	fault	NOUN
ajst-21808	94	76	,	,	PUNCT
ajst-21808	94	77	it	it	PRON
ajst-21808	94	78	is	be	AUX
ajst-21808	94	79	decomposed	decompose	VERB
ajst-21808	94	80	into	into	ADP
ajst-21808	94	81	wavelet	wavelet	NOUN
ajst-21808	94	82	packets	packet	NOUN
ajst-21808	94	83	according	accord	VERB
ajst-21808	94	84	to	to	ADP
ajst-21808	94	85	the	the	DET
ajst-21808	94	86	equations	equation	NOUN
ajst-21808	94	87	from	from	ADP
ajst-21808	94	88	equation	equation	NOUN
ajst-21808	94	89	(	(	PUNCT
ajst-21808	94	90	1	1	NUM
ajst-21808	94	91	)	)	PUNCT
ajst-21808	94	92	to	to	ADP
ajst-21808	94	93	(	(	PUNCT
ajst-21808	94	94	4	4	NUM
ajst-21808	94	95	)	)	PUNCT
ajst-21808	94	96	,	,	PUNCT
ajst-21808	94	97	and	and	CCONJ
ajst-21808	94	98	then	then	ADV
ajst-21808	94	99	the	the	DET
ajst-21808	94	100	wavelet	wavelet	NOUN
ajst-21808	94	101	energy	energy	NOUN
ajst-21808	94	102	spectrum	spectrum	NOUN
ajst-21808	94	103	is	be	AUX
ajst-21808	94	104	calculated	calculate	VERB
ajst-21808	94	105	.	.	PUNCT
ajst-21808	95	1	the	the	DET
ajst-21808	95	2	db6	db6	NOUN
ajst-21808	95	3	wavelet	wavelet	NOUN
ajst-21808	95	4	is	be	AUX
ajst-21808	95	5	a	a	DET
ajst-21808	95	6	tightly	tightly	ADV
ajst-21808	95	7	supported	support	VERB
ajst-21808	95	8	orthogonal	orthogonal	ADJ
ajst-21808	95	9	real	real	ADJ
ajst-21808	95	10	wavelet	wavelet	NOUN
ajst-21808	95	11	with	with	ADP
ajst-21808	95	12	excellent	excellent	ADJ
ajst-21808	95	13	regularity	regularity	NOUN
ajst-21808	95	14	and	and	CCONJ
ajst-21808	95	15	vanishing	vanish	VERB
ajst-21808	95	16	moments	moment	NOUN
ajst-21808	95	17	.	.	PUNCT
ajst-21808	96	1	we	we	PRON
ajst-21808	96	2	choose	choose	VERB
ajst-21808	96	3	to	to	PART
ajst-21808	96	4	use	use	VERB
ajst-21808	96	5	the	the	DET
ajst-21808	96	6	db6	db6	NOUN
ajst-21808	96	7	wavelet	wavelet	NOUN
ajst-21808	96	8	as	as	SCONJ
ajst-21808	96	9	the	the	DET
ajst-21808	96	10	wavelet	wavelet	NOUN
ajst-21808	96	11	basis	basis	NOUN
ajst-21808	96	12	function	function	NOUN
ajst-21808	96	13	to	to	PART
ajst-21808	96	14	perform	perform	VERB
ajst-21808	96	15	the	the	DET
ajst-21808	96	16	wavelet	wavelet	NOUN
ajst-21808	96	17	packet	packet	NOUN
ajst-21808	96	18	decomposition	decomposition	NOUN
ajst-21808	96	19	and	and	CCONJ
ajst-21808	96	20	extract	extract	VERB
ajst-21808	96	21	the	the	DET
ajst-21808	96	22	wavelet	wavelet	NOUN
ajst-21808	96	23	energy	energy	NOUN
ajst-21808	96	24	of	of	ADP
ajst-21808	96	25	the	the	DET
ajst-21808	96	26	line	line	NOUN
ajst-21808	96	27	-	-	PUNCT
ajst-21808	96	28	mode	mode	NOUN
ajst-21808	96	29	voltage	voltage	NOUN
ajst-21808	96	30	for	for	ADP
ajst-21808	96	31	2ms	2ms	NOUN
ajst-21808	96	32	before	before	ADP
ajst-21808	96	33	and	and	CCONJ
ajst-21808	96	34	after	after	ADP
ajst-21808	96	35	the	the	DET
ajst-21808	96	36	occurrence	occurrence	NOUN
ajst-21808	96	37	of	of	ADP
ajst-21808	96	38	the	the	DET
ajst-21808	96	39	fault	fault	NOUN
ajst-21808	96	40	.	.	PUNCT
ajst-21808	97	1	because	because	SCONJ
ajst-21808	97	2	the	the	DET
ajst-21808	97	3	line	line	NOUN
ajst-21808	97	4	mode	mode	NOUN
ajst-21808	97	5	voltage	voltage	NOUN
ajst-21808	97	6	is	be	AUX
ajst-21808	97	7	mainly	mainly	ADV
ajst-21808	97	8	concentrated	concentrate	VERB
ajst-21808	97	9	in	in	ADP
ajst-21808	97	10	the	the	DET
ajst-21808	97	11	lower	low	ADJ
ajst-21808	97	12	frequency	frequency	NOUN
ajst-21808	97	13	,	,	PUNCT
ajst-21808	97	14	in	in	ADP
ajst-21808	97	15	order	order	NOUN
ajst-21808	97	16	to	to	PART
ajst-21808	97	17	make	make	VERB
ajst-21808	97	18	the	the	DET
ajst-21808	97	19	signal	signal	ADJ
ajst-21808	97	20	band	band	NOUN
ajst-21808	97	21	after	after	SCONJ
ajst-21808	97	22	wavelet	wavelet	NOUN
ajst-21808	97	23	packet	packet	NOUN
ajst-21808	97	24	decomposition	decomposition	NOUN
ajst-21808	97	25	can	can	AUX
ajst-21808	97	26	completely	completely	ADV
ajst-21808	97	27	contain	contain	VERB
ajst-21808	97	28	the	the	DET
ajst-21808	97	29	low	low	ADJ
ajst-21808	97	30	-	-	PUNCT
ajst-21808	97	31	frequency	frequency	NOUN
ajst-21808	97	32	band	band	NOUN
ajst-21808	97	33	,	,	PUNCT
ajst-21808	97	34	the	the	DET
ajst-21808	97	35	line	line	NOUN
ajst-21808	97	36	mode	mode	NOUN
ajst-21808	97	37	voltage	voltage	NOUN
ajst-21808	97	38	is	be	AUX
ajst-21808	97	39	decomposed	decompose	VERB
ajst-21808	97	40	to	to	ADP
ajst-21808	97	41	8	8	NUM
ajst-21808	97	42	layers	layer	NOUN
ajst-21808	97	43	,	,	PUNCT
ajst-21808	97	44	there	there	PRON
ajst-21808	97	45	will	will	AUX
ajst-21808	97	46	be	be	AUX
ajst-21808	97	47	a	a	DET
ajst-21808	97	48	total	total	NOUN
ajst-21808	97	49	of	of	ADP
ajst-21808	97	50	28=256	28=256	NUM
ajst-21808	97	51	wavelet	wavelet	NOUN
ajst-21808	97	52	packet	packet	NOUN
ajst-21808	97	53	sub	sub	NOUN
ajst-21808	97	54	-	-	NOUN
ajst-21808	97	55	bands	band	NOUN
ajst-21808	97	56	,	,	PUNCT
ajst-21808	97	57	i.e.	i.e.	X
ajst-21808	97	58	,	,	PUNCT
ajst-21808	97	59	the	the	DET
ajst-21808	97	60	obtained	obtain	VERB
ajst-21808	97	61	wavelet	wavelet	NOUN
ajst-21808	97	62	energy	energy	NOUN
ajst-21808	97	63	spectrum	spectrum	NOUN
ajst-21808	97	64	is	be	AUX
ajst-21808	97	65	a	a	DET
ajst-21808	97	66	1	1	NUM
ajst-21808	97	67	256	256	NUM
ajst-21808	97	68	vector	vector	NOUN
ajst-21808	97	69	.	.	PUNCT
ajst-21808	98	1	in	in	ADP
ajst-21808	98	2	flexible	flexible	ADJ
ajst-21808	98	3	dc	dc	PROPN
ajst-21808	98	4	transmission	transmission	NOUN
ajst-21808	98	5	lines	line	NOUN
ajst-21808	98	6	,	,	PUNCT
ajst-21808	98	7	lightning	lightning	NOUN
ajst-21808	98	8	faults	fault	NOUN
ajst-21808	98	9	generate	generate	VERB
ajst-21808	98	10	a	a	DET
ajst-21808	98	11	large	large	ADJ
ajst-21808	98	12	number	number	NOUN
ajst-21808	98	13	of	of	ADP
ajst-21808	98	14	electromagnetic	electromagnetic	ADJ
ajst-21808	98	15	waves	wave	NOUN
ajst-21808	98	16	with	with	ADP
ajst-21808	98	17	high	high	ADJ
ajst-21808	98	18	-	-	PUNCT
ajst-21808	98	19	frequency	frequency	NOUN
ajst-21808	98	20	components	component	NOUN
ajst-21808	98	21	,	,	PUNCT
ajst-21808	98	22	which	which	PRON
ajst-21808	98	23	affect	affect	VERB
ajst-21808	98	24	the	the	DET
ajst-21808	98	25	high	high	ADJ
ajst-21808	98	26	-	-	PUNCT
ajst-21808	98	27	frequency	frequency	NOUN
ajst-21808	98	28	region	region	NOUN
ajst-21808	98	29	(	(	PUNCT
ajst-21808	98	30	d0,d1,d2	d0,d1,d2	PROPN
ajst-21808	98	31	)	)	PUNCT
ajst-21808	98	32	,	,	PUNCT
ajst-21808	98	33	resulting	result	VERB
ajst-21808	98	34	in	in	ADP
ajst-21808	98	35	abnormally	abnormally	ADV
ajst-21808	98	36	high	high	ADJ
ajst-21808	98	37	energy	energy	NOUN
ajst-21808	98	38	levels	level	NOUN
ajst-21808	98	39	,	,	PUNCT
ajst-21808	98	40	which	which	PRON
ajst-21808	98	41	are	be	AUX
ajst-21808	98	42	different	different	ADJ
ajst-21808	98	43	from	from	ADP
ajst-21808	98	44	normal	normal	ADJ
ajst-21808	98	45	short	short	ADJ
ajst-21808	98	46	-	-	PUNCT
ajst-21808	98	47	circuit	circuit	NOUN
ajst-21808	98	48	faults	fault	NOUN
ajst-21808	98	49	.	.	PUNCT
ajst-21808	99	1	this	this	DET
ajst-21808	99	2	interference	interference	NOUN
ajst-21808	99	3	affects	affect	VERB
ajst-21808	99	4	the	the	DET
ajst-21808	99	5	ranging	range	VERB
ajst-21808	99	6	system	system	NOUN
ajst-21808	99	7	and	and	CCONJ
ajst-21808	99	8	reduces	reduce	VERB
ajst-21808	99	9	the	the	DET
ajst-21808	99	10	ranging	range	VERB
ajst-21808	99	11	accuracy	accuracy	NOUN
ajst-21808	99	12	.	.	PUNCT
ajst-21808	100	1	in	in	ADP
ajst-21808	100	2	order	order	NOUN
ajst-21808	100	3	to	to	PART
ajst-21808	100	4	eliminate	eliminate	VERB
ajst-21808	100	5	the	the	DET
ajst-21808	100	6	lightning	lightning	NOUN
ajst-21808	100	7	fault	fault	NOUN
ajst-21808	100	8	,	,	PUNCT
ajst-21808	100	9	the	the	DET
ajst-21808	100	10	wavelet	wavelet	NOUN
ajst-21808	100	11	energy	energy	NOUN
ajst-21808	100	12	in	in	ADP
ajst-21808	100	13	the	the	DET
ajst-21808	100	14	high	high	ADJ
ajst-21808	100	15	frequency	frequency	NOUN
ajst-21808	100	16	region	region	NOUN
ajst-21808	100	17	needs	need	VERB
ajst-21808	100	18	to	to	PART
ajst-21808	100	19	be	be	AUX
ajst-21808	100	20	eliminated	eliminate	VERB
ajst-21808	100	21	,	,	PUNCT
ajst-21808	100	22	so	so	SCONJ
ajst-21808	100	23	in	in	ADP
ajst-21808	100	24	this	this	DET
ajst-21808	100	25	paper	paper	NOUN
ajst-21808	100	26	,	,	PUNCT
ajst-21808	100	27	the	the	DET
ajst-21808	100	28	wavelet	wavelet	NOUN
ajst-21808	100	29	energy	energy	NOUN
ajst-21808	100	30	spectrum	spectrum	NOUN
ajst-21808	100	31	in	in	ADP
ajst-21808	100	32	the	the	DET
ajst-21808	100	33	region	region	NOUN
ajst-21808	100	34	of	of	ADP
ajst-21808	100	35	d3	d3	PROPN
ajst-21808	100	36	-	-	PUNCT
ajst-21808	100	37	d255	d255	PROPN
ajst-21808	100	38	is	be	AUX
ajst-21808	100	39	retained	retain	VERB
ajst-21808	100	40	,	,	PUNCT
ajst-21808	100	41	and	and	CCONJ
ajst-21808	100	42	the	the	DET
ajst-21808	100	43	fault	fault	NOUN
ajst-21808	100	44	feature	feature	NOUN
ajst-21808	100	45	vector	vector	NOUN
ajst-21808	100	46	obtained	obtain	VERB
ajst-21808	100	47	as	as	ADP
ajst-21808	100	48	shown	show	VERB
ajst-21808	100	49	in	in	ADP
ajst-21808	100	50	equation	equation	NOUN
ajst-21808	100	51	(	(	PUNCT
ajst-21808	100	52	6	6	NUM
ajst-21808	100	53	)	)	PUNCT
ajst-21808	100	54	is	be	AUX
ajst-21808	100	55	a	a	DET
ajst-21808	100	56	1	1	NUM
ajst-21808	100	57	253	253	NUM
ajst-21808	100	58	vector	vector	NOUN
ajst-21808	100	59	.	.	PUNCT
ajst-21808	101	1	250	250	NUM
ajst-21808	101	2			ADJ
ajst-21808	101	3	3	3	NOUN
ajst-21808	101	4	4	4	NUM
ajst-21808	101	5	255	255	NUM
ajst-21808	101	6	,	,	PUNCT
ajst-21808	101	7	,	,	PUNCT
ajst-21808	101	8	,	,	PUNCT
ajst-21808	101	9	e	e	X
ajst-21808	101	10	e	e	X
ajst-21808	101	11	e	e	PROPN
ajst-21808	101	12	e	e	ADJ
ajst-21808	101	13			NOUN
ajst-21808	101	14	(	(	PUNCT
ajst-21808	101	15	6	6	NUM
ajst-21808	101	16	)	)	PUNCT
ajst-21808	101	17	this	this	DET
ajst-21808	101	18	paper	paper	NOUN
ajst-21808	101	19	takes	take	VERB
ajst-21808	101	20	the	the	DET
ajst-21808	101	21	dc	dc	PROPN
ajst-21808	101	22	transmission	transmission	NOUN
ajst-21808	101	23	line	line	NOUN
ajst-21808	101	24	l1	l1	PROPN
ajst-21808	101	25	with	with	ADP
ajst-21808	101	26	a	a	DET
ajst-21808	101	27	length	length	NOUN
ajst-21808	101	28	of	of	ADP
ajst-21808	101	29	207	207	NUM
ajst-21808	101	30	km	km	NOUN
ajst-21808	101	31	as	as	ADP
ajst-21808	101	32	an	an	DET
ajst-21808	101	33	example	example	NOUN
ajst-21808	101	34	,	,	PUNCT
ajst-21808	101	35	carries	carry	VERB
ajst-21808	101	36	out	out	ADP
ajst-21808	101	37	the	the	DET
ajst-21808	101	38	simulation	simulation	NOUN
ajst-21808	101	39	experiments	experiment	NOUN
ajst-21808	101	40	of	of	ADP
ajst-21808	101	41	positive	positive	ADJ
ajst-21808	101	42	-	-	PUNCT
ajst-21808	101	43	pole	pole	NOUN
ajst-21808	101	44	grounding	grounding	NOUN
ajst-21808	101	45	faults	fault	NOUN
ajst-21808	101	46	with	with	ADP
ajst-21808	101	47	fault	fault	NOUN
ajst-21808	101	48	distances	distance	NOUN
ajst-21808	101	49	of	of	ADP
ajst-21808	101	50	10	10	NUM
ajst-21808	101	51	,	,	PUNCT
ajst-21808	101	52	50	50	NUM
ajst-21808	101	53	,	,	PUNCT
ajst-21808	101	54	100	100	NUM
ajst-21808	101	55	,	,	PUNCT
ajst-21808	101	56	150	150	NUM
ajst-21808	101	57	,	,	PUNCT
ajst-21808	101	58	and	and	CCONJ
ajst-21808	101	59	200	200	NUM
ajst-21808	101	60	km	km	NOUN
ajst-21808	101	61	,	,	PUNCT
ajst-21808	101	62	respectively	respectively	ADV
ajst-21808	101	63	,	,	PUNCT
ajst-21808	101	64	and	and	CCONJ
ajst-21808	101	65	the	the	DET
ajst-21808	101	66	transition	transition	NOUN
ajst-21808	101	67	resistances	resistance	NOUN
ajst-21808	101	68	are	be	AUX
ajst-21808	101	69	set	set	VERB
ajst-21808	101	70	to	to	ADP
ajst-21808	101	71	50ω	50ω	NUM
ajst-21808	101	72	,	,	PUNCT
ajst-21808	101	73	and	and	CCONJ
ajst-21808	101	74	obtains	obtain	VERB
ajst-21808	101	75	positive	positive	ADJ
ajst-21808	101	76	and	and	CCONJ
ajst-21808	101	77	negative	negative	ADJ
ajst-21808	101	78	voltage	voltage	NOUN
ajst-21808	101	79	currents	current	NOUN
ajst-21808	101	80	under	under	ADP
ajst-21808	101	81	different	different	ADJ
ajst-21808	101	82	fault	fault	NOUN
ajst-21808	101	83	distances	distance	NOUN
ajst-21808	101	84	,	,	PUNCT
ajst-21808	101	85	calculates	calculate	VERB
ajst-21808	101	86	the	the	DET
ajst-21808	101	87	line	line	NOUN
ajst-21808	101	88	mode	mode	NOUN
ajst-21808	101	89	voltage	voltage	NOUN
ajst-21808	101	90	,	,	PUNCT
ajst-21808	101	91	and	and	CCONJ
ajst-21808	101	92	then	then	ADV
ajst-21808	101	93	calculates	calculate	VERB
ajst-21808	101	94	the	the	DET
ajst-21808	101	95	wavelet	wavelet	NOUN
ajst-21808	101	96	energy	energy	NOUN
ajst-21808	101	97	spectrum	spectrum	NOUN
ajst-21808	101	98	.	.	PUNCT
ajst-21808	102	1	the	the	DET
ajst-21808	102	2	wavelet	wavelet	NOUN
ajst-21808	102	3	energy	energy	NOUN
ajst-21808	102	4	spectrum	spectrum	NOUN
ajst-21808	102	5	of	of	ADP
ajst-21808	102	6	different	different	ADJ
ajst-21808	102	7	fault	fault	NOUN
ajst-21808	102	8	distances	distance	NOUN
ajst-21808	102	9	is	be	AUX
ajst-21808	102	10	shown	show	VERB
ajst-21808	102	11	in	in	ADP
ajst-21808	102	12	figure	figure	NOUN
ajst-21808	102	13	4	4	NUM
ajst-21808	102	14	,	,	PUNCT
ajst-21808	102	15	from	from	ADP
ajst-21808	102	16	which	which	PRON
ajst-21808	102	17	it	it	PRON
ajst-21808	102	18	can	can	AUX
ajst-21808	102	19	be	be	AUX
ajst-21808	102	20	seen	see	VERB
ajst-21808	102	21	that	that	SCONJ
ajst-21808	102	22	different	different	ADJ
ajst-21808	102	23	fault	fault	NOUN
ajst-21808	102	24	distances	distance	NOUN
ajst-21808	102	25	lead	lead	VERB
ajst-21808	102	26	to	to	ADP
ajst-21808	102	27	different	different	ADJ
ajst-21808	102	28	wavelet	wavelet	NOUN
ajst-21808	102	29	energy	energy	NOUN
ajst-21808	102	30	spectra	spectra	NOUN
ajst-21808	102	31	of	of	ADP
ajst-21808	102	32	the	the	DET
ajst-21808	102	33	line	line	NOUN
ajst-21808	102	34	mode	mode	NOUN
ajst-21808	102	35	voltage	voltage	NOUN
ajst-21808	102	36	,	,	PUNCT
ajst-21808	102	37	and	and	CCONJ
ajst-21808	102	38	fault	fault	VERB
ajst-21808	102	39	ranging	range	VERB
ajst-21808	102	40	can	can	AUX
ajst-21808	102	41	be	be	AUX
ajst-21808	102	42	realized	realize	VERB
ajst-21808	102	43	by	by	ADP
ajst-21808	102	44	combining	combine	VERB
ajst-21808	102	45	the	the	DET
ajst-21808	102	46	different	different	ADJ
ajst-21808	102	47	wavelet	wavelet	NOUN
ajst-21808	102	48	energy	energy	NOUN
ajst-21808	102	49	spectra	spectra	NOUN
ajst-21808	102	50	with	with	ADP
ajst-21808	102	51	the	the	DET
ajst-21808	102	52	fault	fault	NOUN
ajst-21808	102	53	distance	distance	NOUN
ajst-21808	102	54	.	.	PUNCT
ajst-21808	103	1	0	0	NUM
ajst-21808	104	1	50	50	NUM
ajst-21808	104	2	100	100	NUM
ajst-21808	104	3	150	150	NUM
ajst-21808	104	4	200	200	NUM
ajst-21808	104	5	250	250	NUM
ajst-21808	104	6	300	300	NUM
ajst-21808	104	7	scale	scale	NOUN
ajst-21808	104	8	0	0	NUM
ajst-21808	104	9	5	5	NUM
ajst-21808	104	10	10	10	NUM
ajst-21808	104	11	104	104	NUM
ajst-21808	104	12	10	10	NUM
ajst-21808	104	13	km	km	NOUN
ajst-21808	104	14	0	0	NUM
ajst-21808	104	15	50	50	NUM
ajst-21808	104	16	100	100	NUM
ajst-21808	104	17	150	150	NUM
ajst-21808	104	18	200	200	NUM
ajst-21808	104	19	250	250	NUM
ajst-21808	104	20	300	300	NUM
ajst-21808	104	21	0	0	NUM
ajst-21808	104	22	1	1	NUM
ajst-21808	104	23	2	2	NUM
ajst-21808	104	24	105	105	NUM
ajst-21808	104	25	50	50	NUM
ajst-21808	104	26	km	km	NOUN
ajst-21808	104	27	0	0	NUM
ajst-21808	104	28	50	50	NUM
ajst-21808	104	29	100	100	NUM
ajst-21808	104	30	150	150	NUM
ajst-21808	104	31	200	200	NUM
ajst-21808	104	32	250	250	NUM
ajst-21808	104	33	300	300	NUM
ajst-21808	104	34	0	0	NUM
ajst-21808	104	35	5	5	NUM
ajst-21808	104	36	10	10	NUM
ajst-21808	104	37	104	104	NUM
ajst-21808	104	38	100	100	NUM
ajst-21808	104	39	km	km	NOUN
ajst-21808	104	40	0	0	NUM
ajst-21808	104	41	50	50	NUM
ajst-21808	104	42	100	100	NUM
ajst-21808	104	43	150	150	NUM
ajst-21808	104	44	200	200	NUM
ajst-21808	104	45	250	250	NUM
ajst-21808	104	46	300	300	NUM
ajst-21808	104	47	0	0	NUM
ajst-21808	104	48	5	5	NUM
ajst-21808	104	49	10	10	NUM
ajst-21808	104	50	104	104	NUM
ajst-21808	104	51	150	150	NUM
ajst-21808	104	52	km	km	NOUN
ajst-21808	104	53	0	0	NUM
ajst-21808	104	54	50	50	NUM
ajst-21808	104	55	100	100	NUM
ajst-21808	104	56	150	150	NUM
ajst-21808	104	57	200	200	NUM
ajst-21808	104	58	250	250	NUM
ajst-21808	104	59	300	300	NUM
ajst-21808	104	60	0	0	NUM
ajst-21808	104	61	1	1	NUM
ajst-21808	104	62	2	2	NUM
ajst-21808	104	63	105	105	NUM
ajst-21808	104	64	200	200	NUM
ajst-21808	104	65	km	km	NOUN
ajst-21808	104	66	w	w	PROPN
ajst-21808	104	67	av	av	PROPN
ajst-21808	104	68	el	el	PROPN
ajst-21808	104	69	et	et	PROPN
ajst-21808	104	70	en	en	PROPN
ajst-21808	104	71	er	er	INTJ
ajst-21808	104	72	gy	gy	PROPN
ajst-21808	104	73	w	w	PROPN
ajst-21808	104	74	av	av	PROPN
ajst-21808	104	75	el	el	PROPN
ajst-21808	104	76	et	et	PROPN
ajst-21808	104	77	en	en	PROPN
ajst-21808	104	78	er	er	INTJ
ajst-21808	104	79	gy	gy	PROPN
ajst-21808	104	80	w	w	PROPN
ajst-21808	104	81	av	av	PROPN
ajst-21808	104	82	el	el	PROPN
ajst-21808	104	83	et	et	PROPN
ajst-21808	104	84	en	en	PROPN
ajst-21808	104	85	er	er	INTJ
ajst-21808	104	86	gy	gy	PROPN
ajst-21808	104	87	w	w	PROPN
ajst-21808	104	88	av	av	PROPN
ajst-21808	104	89	el	el	PROPN
ajst-21808	104	90	et	et	PROPN
ajst-21808	104	91	en	en	PROPN
ajst-21808	104	92	er	er	INTJ
ajst-21808	104	93	gy	gy	PROPN
ajst-21808	104	94	w	w	PROPN
ajst-21808	104	95	av	av	PROPN
ajst-21808	104	96	el	el	PROPN
ajst-21808	104	97	et	et	PROPN
ajst-21808	104	98	en	en	PROPN
ajst-21808	104	99	er	er	INTJ
ajst-21808	104	100	gy	gy	NOUN
ajst-21808	104	101	scale	scale	NOUN
ajst-21808	104	102	scale	scale	NOUN
ajst-21808	104	103	scale	scale	NOUN
ajst-21808	104	104	scale	scale	NOUN
ajst-21808	104	105	figure	figure	NOUN
ajst-21808	104	106	4	4	NUM
ajst-21808	104	107	.	.	X
ajst-21808	104	108	relationship	relationship	NOUN
ajst-21808	104	109	between	between	ADP
ajst-21808	104	110	fault	fault	NOUN
ajst-21808	104	111	distance	distance	NOUN
ajst-21808	104	112	and	and	CCONJ
ajst-21808	104	113	wavelet	wavelet	NOUN
ajst-21808	104	114	energy	energy	NOUN
ajst-21808	104	115	4	4	NUM
ajst-21808	104	116	.	.	PUNCT
ajst-21808	104	117	improved	improve	VERB
ajst-21808	104	118	1d	1d	NUM
ajst-21808	104	119	-	-	PUNCT
ajst-21808	104	120	cnn	cnn	PROPN
ajst-21808	104	121	-	-	PUNCT
ajst-21808	104	122	gru	gru	PROPN
ajst-21808	104	123	convolutional	convolutional	ADJ
ajst-21808	104	124	neural	neural	ADJ
ajst-21808	104	125	network	network	NOUN
ajst-21808	104	126	in	in	ADP
ajst-21808	104	127	this	this	DET
ajst-21808	104	128	paper	paper	NOUN
ajst-21808	104	129	,	,	PUNCT
ajst-21808	104	130	the	the	DET
ajst-21808	104	131	1d	1d	NUM
ajst-21808	104	132	-	-	PUNCT
ajst-21808	104	133	cnn	cnn	PROPN
ajst-21808	104	134	-	-	PUNCT
ajst-21808	104	135	gru	gru	PROPN
ajst-21808	104	136	hybrid	hybrid	ADJ
ajst-21808	104	137	neural	neural	ADJ
ajst-21808	104	138	network	network	NOUN
ajst-21808	104	139	is	be	AUX
ajst-21808	104	140	improved	improve	VERB
ajst-21808	104	141	by	by	ADP
ajst-21808	104	142	introducing	introduce	VERB
ajst-21808	104	143	the	the	DET
ajst-21808	104	144	beluga	beluga	ADJ
ajst-21808	104	145	algorithm	algorithm	NOUN
ajst-21808	104	146	into	into	ADP
ajst-21808	104	147	the	the	DET
ajst-21808	104	148	multihead	multihead	NOUN
ajst-21808	104	149	attention	attention	NOUN
ajst-21808	104	150	mechanism	mechanism	NOUN
ajst-21808	104	151	in	in	ADP
ajst-21808	104	152	order	order	NOUN
ajst-21808	104	153	to	to	PART
ajst-21808	104	154	optimize	optimize	VERB
ajst-21808	104	155	the	the	DET
ajst-21808	104	156	allocation	allocation	NOUN
ajst-21808	104	157	of	of	ADP
ajst-21808	104	158	attention	attention	NOUN
ajst-21808	104	159	weights	weight	NOUN
ajst-21808	104	160	and	and	CCONJ
ajst-21808	104	161	improve	improve	VERB
ajst-21808	104	162	the	the	DET
ajst-21808	104	163	model	model	NOUN
ajst-21808	104	164	's	's	PART
ajst-21808	104	165	ranging	range	VERB
ajst-21808	104	166	accuracy	accuracy	NOUN
ajst-21808	104	167	.	.	PUNCT
ajst-21808	105	1	the	the	DET
ajst-21808	105	2	model	model	NOUN
ajst-21808	105	3	also	also	ADV
ajst-21808	105	4	combines	combine	VERB
ajst-21808	105	5	a	a	DET
ajst-21808	105	6	convolutional	convolutional	ADJ
ajst-21808	105	7	neural	neural	ADJ
ajst-21808	105	8	network	network	NOUN
ajst-21808	105	9	and	and	CCONJ
ajst-21808	105	10	a	a	DET
ajst-21808	105	11	gated	gate	VERB
ajst-21808	105	12	recurrent	recurrent	ADJ
ajst-21808	105	13	unit	unit	NOUN
ajst-21808	105	14	to	to	PART
ajst-21808	105	15	extract	extract	VERB
ajst-21808	105	16	local	local	ADJ
ajst-21808	105	17	and	and	CCONJ
ajst-21808	105	18	temporal	temporal	ADJ
ajst-21808	105	19	features	feature	NOUN
ajst-21808	105	20	in	in	ADP
ajst-21808	105	21	the	the	DET
ajst-21808	105	22	data	datum	NOUN
ajst-21808	105	23	to	to	PART
ajst-21808	105	24	further	far	ADV
ajst-21808	105	25	improve	improve	VERB
ajst-21808	105	26	the	the	DET
ajst-21808	105	27	ranging	range	VERB
ajst-21808	105	28	performance	performance	NOUN
ajst-21808	105	29	of	of	ADP
ajst-21808	105	30	the	the	DET
ajst-21808	105	31	model	model	NOUN
ajst-21808	105	32	.	.	PUNCT
ajst-21808	106	1	4.1	4.1	NUM
ajst-21808	106	2	.	.	PUNCT
ajst-21808	107	1	beluga	beluga	ADJ
ajst-21808	107	2	whale	whale	NOUN
ajst-21808	107	3	optimization	optimization	NOUN
ajst-21808	107	4	beluga	beluga	ADJ
ajst-21808	107	5	whale	whale	NOUN
ajst-21808	107	6	optimization	optimization	NOUN
ajst-21808	107	7	(	(	PUNCT
ajst-21808	107	8	bwo	bwo	PROPN
ajst-21808	107	9	)	)	PUNCT
ajst-21808	107	10	is	be	AUX
ajst-21808	107	11	a	a	DET
ajst-21808	107	12	heuristic	heuristic	ADJ
ajst-21808	107	13	optimization	optimization	NOUN
ajst-21808	107	14	algorithm	algorithm	NOUN
ajst-21808	107	15	inspired	inspire	VERB
ajst-21808	107	16	by	by	ADP
ajst-21808	107	17	the	the	DET
ajst-21808	107	18	feeding	feeding	NOUN
ajst-21808	107	19	behavior	behavior	NOUN
ajst-21808	107	20	of	of	ADP
ajst-21808	107	21	whales	whale	NOUN
ajst-21808	107	22	.	.	PUNCT
ajst-21808	108	1	the	the	DET
ajst-21808	108	2	algorithm	algorithm	NOUN
ajst-21808	108	3	simulates	simulate	VERB
ajst-21808	108	4	the	the	DET
ajst-21808	108	5	behavior	behavior	NOUN
ajst-21808	108	6	of	of	ADP
ajst-21808	108	7	individuals	individual	NOUN
ajst-21808	108	8	in	in	ADP
ajst-21808	108	9	a	a	DET
ajst-21808	108	10	population	population	NOUN
ajst-21808	108	11	of	of	ADP
ajst-21808	108	12	whales	whale	NOUN
ajst-21808	108	13	,	,	PUNCT
ajst-21808	108	14	including	include	VERB
ajst-21808	108	15	beluga	beluga	PROPN
ajst-21808	108	16	swimming	swimming	NOUN
ajst-21808	108	17	,	,	PUNCT
ajst-21808	108	18	feeding	feeding	NOUN
ajst-21808	108	19	,	,	PUNCT
ajst-21808	108	20	and	and	CCONJ
ajst-21808	108	21	"	"	PUNCT
ajst-21808	108	22	whale	whale	NOUN
ajst-21808	108	23	-	-	PUNCT
ajst-21808	108	24	falling	fall	VERB
ajst-21808	108	25	"	"	PUNCT
ajst-21808	108	26	behaviors	behavior	NOUN
ajst-21808	108	27	,	,	PUNCT
ajst-21808	108	28	and	and	CCONJ
ajst-21808	108	29	bwo	bwo	PROPN
ajst-21808	108	30	optimizes	optimize	VERB
ajst-21808	108	31	the	the	DET
ajst-21808	108	32	problem	problem	NOUN
ajst-21808	108	33	-	-	PUNCT
ajst-21808	108	34	solving	solve	VERB
ajst-21808	108	35	process	process	NOUN
ajst-21808	108	36	by	by	ADP
ajst-21808	108	37	simulating	simulate	VERB
ajst-21808	108	38	these	these	DET
ajst-21808	108	39	behaviors	behavior	NOUN
ajst-21808	108	40	.	.	PUNCT
ajst-21808	109	1	the	the	DET
ajst-21808	109	2	beluga	beluga	PROPN
ajst-21808	109	3	optimization	optimization	NOUN
ajst-21808	109	4	algorithm	algorithm	NOUN
ajst-21808	109	5	is	be	AUX
ajst-21808	109	6	based	base	VERB
ajst-21808	109	7	on	on	ADP
ajst-21808	109	8	the	the	DET
ajst-21808	109	9	mechanism	mechanism	NOUN
ajst-21808	109	10	of	of	ADP
ajst-21808	109	11	population	population	NOUN
ajst-21808	109	12	,	,	PUNCT
ajst-21808	109	13	where	where	SCONJ
ajst-21808	109	14	each	each	DET
ajst-21808	109	15	beluga	beluga	ADJ
ajst-21808	109	16	whale	whale	NOUN
ajst-21808	109	17	is	be	AUX
ajst-21808	109	18	assumed	assume	VERB
ajst-21808	109	19	to	to	PART
ajst-21808	109	20	be	be	AUX
ajst-21808	109	21	a	a	DET
ajst-21808	109	22	candidate	candidate	NOUN
ajst-21808	109	23	solution	solution	NOUN
ajst-21808	109	24	and	and	CCONJ
ajst-21808	109	25	is	be	AUX
ajst-21808	109	26	continuously	continuously	ADV
ajst-21808	109	27	updated	update	VERB
ajst-21808	109	28	during	during	ADP
ajst-21808	109	29	the	the	DET
ajst-21808	109	30	optimization	optimization	NOUN
ajst-21808	109	31	process	process	NOUN
ajst-21808	109	32	,	,	PUNCT
ajst-21808	109	33	and	and	CCONJ
ajst-21808	109	34	the	the	DET
ajst-21808	109	35	population	population	NOUN
ajst-21808	109	36	consisting	consist	VERB
ajst-21808	109	37	of	of	ADP
ajst-21808	109	38	n	n	DET
ajst-21808	109	39	beluga	beluga	ADJ
ajst-21808	109	40	whales	whale	NOUN
ajst-21808	109	41	can	can	AUX
ajst-21808	109	42	be	be	AUX
ajst-21808	109	43	represented	represent	VERB
ajst-21808	109	44	by	by	ADP
ajst-21808	109	45	a	a	DET
ajst-21808	109	46	matrix	matrix	NOUN
ajst-21808	109	47	as	as	SCONJ
ajst-21808	109	48	follows	follow	VERB
ajst-21808	109	49	:	:	PUNCT
ajst-21808	110	1	1,1	1,1	NUM
ajst-21808	110	2	1,2	1,2	NUM
ajst-21808	110	3	1	1	NUM
ajst-21808	110	4	,	,	PUNCT
ajst-21808	110	5	2,1	2,1	NUM
ajst-21808	110	6	2,2	2,2	NUM
ajst-21808	110	7	2	2	NUM
ajst-21808	110	8	,	,	PUNCT
ajst-21808	110	9	,	,	PUNCT
ajst-21808	110	10	1	1	NUM
ajst-21808	110	11	,	,	PUNCT
ajst-21808	110	12	1	1	NUM
ajst-21808	110	13	,	,	PUNCT
ajst-21808	110	14	d	d	PROPN
ajst-21808	110	15	d	d	PROPN
ajst-21808	110	16	n	n	CCONJ
ajst-21808	110	17	n	n	CCONJ
ajst-21808	110	18	n	n	NOUN
ajst-21808	110	19	d	d	NOUN
ajst-21808	110	20	x	x	SYM
ajst-21808	110	21	x	x	PUNCT
ajst-21808	110	22	x	x	PUNCT
ajst-21808	110	23	x	x	PUNCT
ajst-21808	110	24	x	x	PUNCT
ajst-21808	110	25	x	x	PUNCT
ajst-21808	110	26	x	x	PUNCT
ajst-21808	110	27	x	x	SYM
ajst-21808	110	28	x	x	SYM
ajst-21808	110	29	x	x	SYM
ajst-21808	110	30			PROPN
ajst-21808	110	31			ADJ
ajst-21808	110	32			NOUN
ajst-21808	110	33			PROPN
ajst-21808	110	34			NOUN
ajst-21808	111	1			NUM
ajst-21808	111	2			NOUN
ajst-21808	111	3			NOUN
ajst-21808	111	4			NOUN
ajst-21808	111	5			NOUN
ajst-21808	111	6			VERB
ajst-21808	111	7			PROPN
ajst-21808	111	8			PROPN
ajst-21808	111	9			NOUN
ajst-21808	111	10			NOUN
ajst-21808	111	11			NUM
ajst-21808	111	12			NUM
ajst-21808	111	13			VERB
ajst-21808	111	14			PROPN
ajst-21808	111	15			NOUN
ajst-21808	111	16	(	(	PUNCT
ajst-21808	111	17	7	7	NUM
ajst-21808	111	18	)	)	PUNCT
ajst-21808	111	19	then	then	ADV
ajst-21808	111	20	,	,	PUNCT
ajst-21808	111	21	the	the	DET
ajst-21808	111	22	fitness	fitness	NOUN
ajst-21808	111	23	function	function	NOUN
ajst-21808	111	24	for	for	ADP
ajst-21808	111	25	all	all	DET
ajst-21808	111	26	beluga	beluga	ADJ
ajst-21808	111	27	whales	whale	NOUN
ajst-21808	111	28	can	can	AUX
ajst-21808	111	29	be	be	AUX
ajst-21808	111	30	expressed	express	VERB
ajst-21808	111	31	as	as	ADP
ajst-21808	111	32	:	:	PUNCT
ajst-21808	111	33			NOUN
ajst-21808	111	34			PROPN
ajst-21808	111	35			NOUN
ajst-21808	111	36			PUNCT
ajst-21808	111	37			NOUN
ajst-21808	111	38			NUM
ajst-21808	111	39	1,1	1,1	NUM
ajst-21808	111	40	1,2	1,2	NUM
ajst-21808	111	41	1	1	NUM
ajst-21808	111	42	,	,	PUNCT
ajst-21808	111	43	2,1	2,1	NUM
ajst-21808	111	44	2,2	2,2	NUM
ajst-21808	111	45	2	2	NUM
ajst-21808	111	46	,	,	PUNCT
ajst-21808	111	47	,	,	PUNCT
ajst-21808	111	48	1	1	NUM
ajst-21808	111	49	,	,	PUNCT
ajst-21808	111	50	2	2	NUM
ajst-21808	111	51	,	,	PUNCT
ajst-21808	111	52	,	,	PUNCT
ajst-21808	111	53	,	,	PUNCT
ajst-21808	111	54	,	,	PUNCT
ajst-21808	111	55	,	,	PUNCT
ajst-21808	111	56	,	,	PUNCT
ajst-21808	111	57	,	,	PUNCT
ajst-21808	111	58	,	,	PUNCT
ajst-21808	111	59	,	,	PUNCT
ajst-21808	111	60	,	,	PUNCT
ajst-21808	111	61	d	d	PROPN
ajst-21808	111	62	d	d	X
ajst-21808	111	63	x	x	PROPN
ajst-21808	111	64	n	n	CCONJ
ajst-21808	111	65	n	n	CCONJ
ajst-21808	111	66	n	n	NOUN
ajst-21808	111	67	d	d	NOUN
ajst-21808	111	68	f	f	X
ajst-21808	111	69	x	x	PUNCT
ajst-21808	111	70	x	x	PUNCT
ajst-21808	111	71	x	x	X
ajst-21808	111	72	f	f	NOUN
ajst-21808	111	73	x	x	PUNCT
ajst-21808	111	74	x	x	PUNCT
ajst-21808	111	75	x	x	X
ajst-21808	111	76	f	f	NOUN
ajst-21808	111	77	f	f	NOUN
ajst-21808	111	78	x	x	SYM
ajst-21808	111	79	x	x	PUNCT
ajst-21808	111	80	x	x	SYM
ajst-21808	111	81			PROPN
ajst-21808	111	82			ADJ
ajst-21808	111	83			NOUN
ajst-21808	111	84			PROPN
ajst-21808	111	85			NOUN
ajst-21808	111	86			NOUN
ajst-21808	111	87			NUM
ajst-21808	111	88			NOUN
ajst-21808	111	89			NOUN
ajst-21808	111	90			NOUN
ajst-21808	111	91			NOUN
ajst-21808	111	92			NOUN
ajst-21808	111	93			NOUN
ajst-21808	111	94			NOUN
ajst-21808	111	95			PROPN
ajst-21808	111	96			NOUN
ajst-21808	111	97			NOUN
ajst-21808	111	98			NOUN
ajst-21808	111	99			NOUN
ajst-21808	111	100	(	(	PUNCT
ajst-21808	111	101	8)	8)	NUM
ajst-21808	111	102	in	in	ADP
ajst-21808	111	103	equation	equation	NOUN
ajst-21808	111	104	(	(	PUNCT
ajst-21808	111	105	7	7	NUM
ajst-21808	111	106	)	)	PUNCT
ajst-21808	111	107	and	and	CCONJ
ajst-21808	111	108	(	(	PUNCT
ajst-21808	111	109	8)	8)	NUM
ajst-21808	111	110	,	,	PUNCT
ajst-21808	111	111	d	d	X
ajst-21808	111	112	is	be	AUX
ajst-21808	111	113	the	the	DET
ajst-21808	111	114	dimension	dimension	NOUN
ajst-21808	111	115	of	of	ADP
ajst-21808	111	116	the	the	DET
ajst-21808	111	117	variable	variable	NOUN
ajst-21808	111	118	to	to	PART
ajst-21808	111	119	be	be	AUX
ajst-21808	111	120	optimized	optimize	VERB
ajst-21808	111	121	,	,	PUNCT
ajst-21808	111	122	n	n	X
ajst-21808	111	123	is	be	AUX
ajst-21808	111	124	the	the	DET
ajst-21808	111	125	population	population	NOUN
ajst-21808	111	126	size	size	NOUN
ajst-21808	111	127	,	,	PUNCT
ajst-21808	111	128	and	and	CCONJ
ajst-21808	111	129	f	f	PROPN
ajst-21808	111	130	is	be	AUX
ajst-21808	111	131	the	the	DET
ajst-21808	111	132	fitness	fitness	NOUN
ajst-21808	111	133	relationship	relationship	NOUN
ajst-21808	111	134	.	.	PUNCT
ajst-21808	112	1	the	the	DET
ajst-21808	112	2	exploration	exploration	NOUN
ajst-21808	112	3	phase	phase	NOUN
ajst-21808	112	4	is	be	AUX
ajst-21808	112	5	mathematically	mathematically	ADV
ajst-21808	112	6	modeled	model	VERB
ajst-21808	112	7	by	by	ADP
ajst-21808	112	8	the	the	DET
ajst-21808	112	9	swimming	swimming	NOUN
ajst-21808	112	10	behavior	behavior	NOUN
ajst-21808	112	11	of	of	ADP
ajst-21808	112	12	beluga	beluga	PROPN
ajst-21808	112	13	whales	whale	NOUN
ajst-21808	112	14	,	,	PUNCT
ajst-21808	112	15	and	and	CCONJ
ajst-21808	112	16	the	the	DET
ajst-21808	112	17	location	location	NOUN
ajst-21808	112	18	of	of	ADP
ajst-21808	112	19	the	the	DET
ajst-21808	112	20	search	search	NOUN
ajst-21808	112	21	agent	agent	NOUN
ajst-21808	112	22	is	be	AUX
ajst-21808	112	23	determined	determine	VERB
ajst-21808	112	24	by	by	ADP
ajst-21808	112	25	the	the	DET
ajst-21808	112	26	swimming	swimming	NOUN
ajst-21808	112	27	of	of	ADP
ajst-21808	112	28	a	a	DET
ajst-21808	112	29	pair	pair	NOUN
ajst-21808	112	30	of	of	ADP
ajst-21808	112	31	beluga	beluga	ADJ
ajst-21808	112	32	whales	whale	NOUN
ajst-21808	112	33	,	,	PUNCT
ajst-21808	112	34	which	which	PRON
ajst-21808	112	35	are	be	AUX
ajst-21808	112	36	updated	update	VERB
ajst-21808	112	37	as	as	SCONJ
ajst-21808	112	38	follows	follow	VERB
ajst-21808	112	39	:	:	PUNCT
ajst-21808	112	40			PROPN
ajst-21808	112	41			NOUN
ajst-21808	113	1			PROPN
ajst-21808	113	2			NOUN
ajst-21808	113	3			PUNCT
ajst-21808	113	4			NOUN
ajst-21808	113	5			NOUN
ajst-21808	114	1			PUNCT
ajst-21808	114	2			NOUN
ajst-21808	114	3			NOUN
ajst-21808	114	4	1	1	NUM
ajst-21808	114	5	1	1	NUM
ajst-21808	114	6	1	1	NUM
ajst-21808	114	7	,	,	PUNCT
ajst-21808	114	8	,	,	PUNCT
ajst-21808	114	9	,	,	PUNCT
ajst-21808	114	10	,	,	PUNCT
ajst-21808	114	11	1	1	NUM
ajst-21808	114	12	2	2	NUM
ajst-21808	114	13	1	1	NUM
ajst-21808	114	14	,	,	PUNCT
ajst-21808	114	15	,	,	PUNCT
ajst-21808	114	16	,	,	PUNCT
ajst-21808	114	17	,	,	PUNCT
ajst-21808	114	18	1	1	NUM
ajst-21808	114	19	2	2	NUM
ajst-21808	114	20	1	1	NUM
ajst-21808	114	21	sin	sin	NOUN
ajst-21808	114	22	2	2	NUM
ajst-21808	114	23	,	,	PUNCT
ajst-21808	114	24	1	1	NUM
ajst-21808	114	25	cos	co	NOUN
ajst-21808	114	26	2	2	NUM
ajst-21808	114	27	,	,	PUNCT
ajst-21808	114	28	j	j	PROPN
ajst-21808	115	1	j	j	PROPN
ajst-21808	115	2	j	j	PROPN
ajst-21808	116	1	j	j	PROPN
ajst-21808	116	2	t	t	PROPN
ajst-21808	116	3	t	t	PROPN
ajst-21808	116	4	t	t	PROPN
ajst-21808	116	5	t	t	PROPN
ajst-21808	117	1	i	i	PRON
ajst-21808	117	2	j	j	INTJ
ajst-21808	118	1	i	i	PRON
ajst-21808	118	2	p	p	NOUN
ajst-21808	118	3	r	r	NOUN
ajst-21808	119	1	p	p	X
ajst-21808	120	1	i	i	PRON
ajst-21808	120	2	p	p	PROPN
ajst-21808	121	1	t	t	PROPN
ajst-21808	121	2	t	t	PROPN
ajst-21808	121	3	t	t	PROPN
ajst-21808	121	4	t	t	PROPN
ajst-21808	122	1	i	i	PRON
ajst-21808	122	2	j	j	INTJ
ajst-21808	123	1	i	i	PRON
ajst-21808	123	2	p	p	NOUN
ajst-21808	123	3	r	r	NOUN
ajst-21808	124	1	p	p	X
ajst-21808	124	2	i	i	PRON
ajst-21808	124	3	p	p	NOUN
ajst-21808	124	4	x	x	X
ajst-21808	124	5	x	x	PUNCT
ajst-21808	124	6	x	x	PUNCT
ajst-21808	124	7	x	x	SYM
ajst-21808	124	8	r	r	NOUN
ajst-21808	124	9	r	r	NOUN
ajst-21808	124	10	j	j	NOUN
ajst-21808	125	1	even	even	ADV
ajst-21808	125	2	x	x	NOUN
ajst-21808	125	3	x	x	PUNCT
ajst-21808	125	4	x	x	PUNCT
ajst-21808	125	5	x	x	SYM
ajst-21808	125	6	r	r	NOUN
ajst-21808	125	7	r	r	PROPN
ajst-21808	125	8	j	j	PROPN
ajst-21808	125	9	odd	odd	ADJ
ajst-21808	125	10			PROPN
ajst-21808	125	11			ADJ
ajst-21808	125	12			NOUN
ajst-21808	125	13			X
ajst-21808	125	14			ADP
ajst-21808	125	15			PROPN
ajst-21808	125	16			PUNCT
ajst-21808	125	17			PROPN
ajst-21808	125	18			SYM
ajst-21808	125	19			VERB
ajst-21808	125	20			NUM
ajst-21808	125	21			PROPN
ajst-21808	125	22			PUNCT
ajst-21808	125	23			PROPN
ajst-21808	125	24			ADV
ajst-21808	125	25			NOUN
ajst-21808	125	26	(	(	PUNCT
ajst-21808	125	27	9	9	NUM
ajst-21808	125	28	)	)	PUNCT
ajst-21808	125	29	251	251	NUM
ajst-21808	125	30	where	where	SCONJ
ajst-21808	125	31	t	t	PROPN
ajst-21808	125	32	is	be	AUX
ajst-21808	125	33	the	the	DET
ajst-21808	125	34	current	current	ADJ
ajst-21808	125	35	number	number	NOUN
ajst-21808	125	36	of	of	ADP
ajst-21808	125	37	iterations	iteration	NOUN
ajst-21808	125	38	.	.	PUNCT
ajst-21808	126	1	the	the	DET
ajst-21808	126	2	development	development	NOUN
ajst-21808	126	3	phase	phase	NOUN
ajst-21808	126	4	was	be	AUX
ajst-21808	126	5	inspired	inspire	VERB
ajst-21808	126	6	by	by	ADP
ajst-21808	126	7	the	the	DET
ajst-21808	126	8	feeding	feeding	NOUN
ajst-21808	126	9	behavior	behavior	NOUN
ajst-21808	126	10	of	of	ADP
ajst-21808	126	11	beluga	beluga	PROPN
ajst-21808	126	12	whales	whale	NOUN
ajst-21808	126	13	,	,	PUNCT
ajst-21808	126	14	where	where	SCONJ
ajst-21808	126	15	individuals	individual	NOUN
ajst-21808	126	16	make	make	VERB
ajst-21808	126	17	jumps	jump	NOUN
ajst-21808	126	18	to	to	PART
ajst-21808	126	19	catch	catch	VERB
ajst-21808	126	20	prey	prey	NOUN
ajst-21808	126	21	via	via	ADP
ajst-21808	126	22	levy	levy	NOUN
ajst-21808	126	23	flight	flight	NOUN
ajst-21808	126	24	,	,	PUNCT
ajst-21808	126	25	and	and	CCONJ
ajst-21808	126	26	obtain	obtain	VERB
ajst-21808	126	27	food	food	NOUN
ajst-21808	126	28	based	base	VERB
ajst-21808	126	29	on	on	ADP
ajst-21808	126	30	the	the	DET
ajst-21808	126	31	cooperation	cooperation	NOUN
ajst-21808	126	32	and	and	CCONJ
ajst-21808	126	33	positional	positional	ADJ
ajst-21808	126	34	movement	movement	NOUN
ajst-21808	126	35	of	of	ADP
ajst-21808	126	36	the	the	DET
ajst-21808	126	37	beluga	beluga	ADJ
ajst-21808	126	38	whales	whale	NOUN
ajst-21808	126	39	around	around	ADP
ajst-21808	126	40	them	they	PRON
ajst-21808	126	41	,	,	PUNCT
ajst-21808	126	42	with	with	ADP
ajst-21808	126	43	the	the	DET
ajst-21808	126	44	formula	formula	NOUN
ajst-21808	126	45	:	:	PUNCT
ajst-21808	126	46			NOUN
ajst-21808	126	47	1	1	VERB
ajst-21808	126	48	3	3	NUM
ajst-21808	126	49	4	4	NUM
ajst-21808	126	50	1	1	NUM
ajst-21808	126	51	t	t	NOUN
ajst-21808	126	52	t	t	NOUN
ajst-21808	126	53	t	t	PROPN
ajst-21808	126	54	t	t	PROPN
ajst-21808	126	55	t	t	PROPN
ajst-21808	127	1	i	i	PRON
ajst-21808	127	2	best	well	ADV
ajst-21808	128	1	i	i	PRON
ajst-21808	128	2	f	f	NOUN
ajst-21808	129	1	r	r	NOUN
ajst-21808	129	2	ix	ix	ADJ
ajst-21808	129	3	r	r	NOUN
ajst-21808	129	4	x	x	SYM
ajst-21808	129	5	r	r	NOUN
ajst-21808	129	6	x	x	PUNCT
ajst-21808	129	7	c	c	NOUN
ajst-21808	129	8	l	l	NOUN
ajst-21808	129	9	x	x	PUNCT
ajst-21808	129	10	x	x	NOUN
ajst-21808	129	11			PROPN
ajst-21808	129	12			PROPN
ajst-21808	129	13			X
ajst-21808	129	14			X
ajst-21808	129	15			PROPN
ajst-21808	129	16	(	(	PUNCT
ajst-21808	129	17	10	10	NUM
ajst-21808	129	18	)	)	PUNCT
ajst-21808	129	19	where	where	SCONJ
ajst-21808	129	20	3r	3r	NUM
ajst-21808	129	21	and	and	CCONJ
ajst-21808	129	22	4r	4r	NUM
ajst-21808	129	23	are	be	AUX
ajst-21808	129	24	random	random	ADJ
ajst-21808	129	25	numbers	number	NOUN
ajst-21808	129	26	between	between	ADP
ajst-21808	129	27	(	(	PUNCT
ajst-21808	129	28	0,1	0,1	NUM
ajst-21808	129	29	)	)	PUNCT
ajst-21808	129	30	,	,	PUNCT
ajst-21808	129	31			NOUN
ajst-21808	129	32	1	1	VERB
ajst-21808	129	33	4	4	NUM
ajst-21808	129	34	max2	max2	NOUN
ajst-21808	129	35	1c	1c	NOUN
ajst-21808	129	36	r	r	NOUN
ajst-21808	129	37	t	t	NOUN
ajst-21808	130	1	t	t	PROPN
ajst-21808	131	1			PROPN
ajst-21808	131	2	denotes	denote	VERB
ajst-21808	131	3	the	the	DET
ajst-21808	131	4	measurement	measurement	NOUN
ajst-21808	131	5	of	of	ADP
ajst-21808	131	6	the	the	DET
ajst-21808	131	7	random	random	ADJ
ajst-21808	131	8	jump	jump	NOUN
ajst-21808	131	9	strength	strength	NOUN
ajst-21808	131	10	of	of	ADP
ajst-21808	131	11	the	the	DET
ajst-21808	131	12	levy	levy	NOUN
ajst-21808	131	13	flight	flight	NOUN
ajst-21808	131	14	,	,	PUNCT
ajst-21808	131	15	and	and	CCONJ
ajst-21808	131	16	fl	fl	PROPN
ajst-21808	131	17	is	be	AUX
ajst-21808	131	18	calculated	calculate	VERB
ajst-21808	131	19	as	as	ADP
ajst-21808	131	20	:	:	PUNCT
ajst-21808	131	21			NOUN
ajst-21808	132	1			PROPN
ajst-21808	132	2			NOUN
ajst-21808	132	3			PUNCT
ajst-21808	132	4			NOUN
ajst-21808	132	5			NOUN
ajst-21808	132	6			PUNCT
ajst-21808	132	7			NOUN
ajst-21808	132	8			NOUN
ajst-21808	132	9	1	1	NUM
ajst-21808	132	10	1	1	NUM
ajst-21808	132	11	2	2	NUM
ajst-21808	132	12	0.05	0.05	NUM
ajst-21808	132	13	1	1	NUM
ajst-21808	132	14	sin	sin	NOUN
ajst-21808	132	15	2	2	NUM
ajst-21808	132	16	1	1	NUM
ajst-21808	132	17	2	2	NUM
ajst-21808	132	18	2	2	NUM
ajst-21808	132	19	fl	fl	NOUN
ajst-21808	132	20	v	v	ADP
ajst-21808	132	21			PROPN
ajst-21808	132	22			PROPN
ajst-21808	132	23			NOUN
ajst-21808	132	24			PROPN
ajst-21808	132	25			NOUN
ajst-21808	132	26			NOUN
ajst-21808	132	27			PROPN
ajst-21808	132	28			PROPN
ajst-21808	132	29			PROPN
ajst-21808	132	30			PROPN
ajst-21808	132	31			PROPN
ajst-21808	132	32			NUM
ajst-21808	132	33			ADJ
ajst-21808	132	34			NUM
ajst-21808	132	35			NUM
ajst-21808	132	36			NOUN
ajst-21808	132	37			ADP
ajst-21808	132	38			ADV
ajst-21808	132	39			ADP
ajst-21808	132	40			PROPN
ajst-21808	132	41			NOUN
ajst-21808	132	42			PROPN
ajst-21808	132	43			PROPN
ajst-21808	132	44			ADV
ajst-21808	132	45			NOUN
ajst-21808	132	46			X
ajst-21808	132	47			PROPN
ajst-21808	132	48	(	(	PUNCT
ajst-21808	132	49	11	11	NUM
ajst-21808	132	50	)	)	PUNCT
ajst-21808	132	51	where	where	SCONJ
ajst-21808	132	52	u	u	NOUN
ajst-21808	132	53	and	and	CCONJ
ajst-21808	132	54	v	v	NOUN
ajst-21808	132	55	are	be	AUX
ajst-21808	132	56	normally	normally	ADV
ajst-21808	132	57	distributed	distribute	VERB
ajst-21808	132	58	random	random	ADJ
ajst-21808	132	59	numbers	number	NOUN
ajst-21808	132	60	and	and	CCONJ
ajst-21808	132	61	β	β	X
ajst-21808	132	62	is	be	AUX
ajst-21808	132	63	a	a	DET
ajst-21808	132	64	constant	constant	ADJ
ajst-21808	132	65	that	that	SCONJ
ajst-21808	132	66	defaults	default	NOUN
ajst-21808	132	67	to	to	ADP
ajst-21808	132	68	1.5	1.5	NUM
ajst-21808	132	69	.	.	PUNCT
ajst-21808	133	1	the	the	DET
ajst-21808	133	2	whale	whale	NOUN
ajst-21808	133	3	fall	fall	NOUN
ajst-21808	133	4	phase	phase	NOUN
ajst-21808	133	5	simulates	simulate	VERB
ajst-21808	133	6	the	the	DET
ajst-21808	133	7	change	change	NOUN
ajst-21808	133	8	of	of	ADP
ajst-21808	133	9	individuals	individual	NOUN
ajst-21808	133	10	in	in	ADP
ajst-21808	133	11	the	the	DET
ajst-21808	133	12	group	group	NOUN
ajst-21808	133	13	,	,	PUNCT
ajst-21808	133	14	and	and	CCONJ
ajst-21808	133	15	depending	depend	VERB
ajst-21808	133	16	on	on	ADP
ajst-21808	133	17	a	a	DET
ajst-21808	133	18	certain	certain	ADJ
ajst-21808	133	19	probability	probability	NOUN
ajst-21808	133	20	,	,	PUNCT
ajst-21808	133	21	an	an	DET
ajst-21808	133	22	individual	individual	NOUN
ajst-21808	133	23	may	may	AUX
ajst-21808	133	24	be	be	AUX
ajst-21808	133	25	selected	select	VERB
ajst-21808	133	26	for	for	ADP
ajst-21808	133	27	a	a	DET
ajst-21808	133	28	fall	fall	NOUN
ajst-21808	133	29	operation	operation	NOUN
ajst-21808	133	30	.	.	PUNCT
ajst-21808	134	1	if	if	SCONJ
ajst-21808	134	2	an	an	DET
ajst-21808	134	3	individual	individual	NOUN
ajst-21808	134	4	is	be	AUX
ajst-21808	134	5	selected	select	VERB
ajst-21808	134	6	,	,	PUNCT
ajst-21808	134	7	its	its	PRON
ajst-21808	134	8	position	position	NOUN
ajst-21808	134	9	may	may	AUX
ajst-21808	134	10	change	change	VERB
ajst-21808	134	11	,	,	PUNCT
ajst-21808	134	12	which	which	PRON
ajst-21808	134	13	represents	represent	VERB
ajst-21808	134	14	a	a	DET
ajst-21808	134	15	situation	situation	NOUN
ajst-21808	134	16	where	where	SCONJ
ajst-21808	134	17	the	the	DET
ajst-21808	134	18	individual	individual	NOUN
ajst-21808	134	19	may	may	AUX
ajst-21808	134	20	move	move	VERB
ajst-21808	134	21	to	to	ADP
ajst-21808	134	22	another	another	DET
ajst-21808	134	23	location	location	NOUN
ajst-21808	134	24	,	,	PUNCT
ajst-21808	134	25	or	or	CCONJ
ajst-21808	134	26	the	the	DET
ajst-21808	134	27	individual	individual	NOUN
ajst-21808	134	28	may	may	AUX
ajst-21808	134	29	be	be	AUX
ajst-21808	134	30	shot	shoot	VERB
ajst-21808	134	31	down	down	ADP
ajst-21808	134	32	and	and	CCONJ
ajst-21808	134	33	fall	fall	VERB
ajst-21808	134	34	into	into	ADP
ajst-21808	134	35	the	the	DET
ajst-21808	134	36	deep	deep	ADJ
ajst-21808	134	37	sea	sea	NOUN
ajst-21808	134	38	.	.	PUNCT
ajst-21808	135	1	in	in	ADP
ajst-21808	135	2	order	order	NOUN
ajst-21808	135	3	to	to	PART
ajst-21808	135	4	keep	keep	VERB
ajst-21808	135	5	the	the	DET
ajst-21808	135	6	population	population	NOUN
ajst-21808	135	7	size	size	NOUN
ajst-21808	135	8	constant	constant	ADJ
ajst-21808	135	9	,	,	PUNCT
ajst-21808	135	10	the	the	DET
ajst-21808	135	11	position	position	NOUN
ajst-21808	135	12	of	of	ADP
ajst-21808	135	13	the	the	DET
ajst-21808	135	14	individual	individual	NOUN
ajst-21808	135	15	after	after	SCONJ
ajst-21808	135	16	the	the	DET
ajst-21808	135	17	fall	fall	NOUN
ajst-21808	135	18	needs	need	VERB
ajst-21808	135	19	to	to	PART
ajst-21808	135	20	be	be	AUX
ajst-21808	135	21	updated	update	VERB
ajst-21808	135	22	.	.	PUNCT
ajst-21808	136	1	the	the	DET
ajst-21808	136	2	method	method	NOUN
ajst-21808	136	3	of	of	ADP
ajst-21808	136	4	updating	updating	NOUN
ajst-21808	136	5	is	be	AUX
ajst-21808	136	6	to	to	PART
ajst-21808	136	7	utilize	utilize	VERB
ajst-21808	136	8	the	the	DET
ajst-21808	136	9	beluga	beluga	ADJ
ajst-21808	136	10	whale	whale	NOUN
ajst-21808	136	11	position	position	NOUN
ajst-21808	136	12	and	and	CCONJ
ajst-21808	136	13	the	the	DET
ajst-21808	136	14	whale	whale	NOUN
ajst-21808	136	15	fall	fall	NOUN
ajst-21808	136	16	step	step	NOUN
ajst-21808	136	17	size	size	NOUN
ajst-21808	136	18	to	to	PART
ajst-21808	136	19	update	update	VERB
ajst-21808	136	20	the	the	DET
ajst-21808	136	21	whale	whale	NOUN
ajst-21808	136	22	position	position	NOUN
ajst-21808	136	23	:	:	PUNCT
ajst-21808	136	24	1	1	NUM
ajst-21808	136	25	5	5	NUM
ajst-21808	136	26	6	6	NUM
ajst-21808	136	27	7	7	NUM
ajst-21808	136	28	t	t	NOUN
ajst-21808	136	29	t	t	NOUN
ajst-21808	136	30	t	t	NOUN
ajst-21808	137	1	i	i	PRON
ajst-21808	137	2	i	i	PRON
ajst-21808	138	1	i	i	PRON
ajst-21808	138	2	stepx	stepx	VERB
ajst-21808	138	3	r	r	NOUN
ajst-21808	138	4	x	x	PUNCT
ajst-21808	138	5	r	r	NOUN
ajst-21808	138	6	x	x	SYM
ajst-21808	138	7	r	r	NOUN
ajst-21808	138	8	x	x	NOUN
ajst-21808	138	9			PROPN
ajst-21808	138	10			NOUN
ajst-21808	138	11			X
ajst-21808	138	12	(	(	PUNCT
ajst-21808	138	13	12	12	NUM
ajst-21808	138	14	)	)	PUNCT
ajst-21808	138	15	where	where	SCONJ
ajst-21808	138	16	5r	5r	NUM
ajst-21808	138	17	,	,	PUNCT
ajst-21808	138	18	6r	6r	NUM
ajst-21808	138	19	and	and	CCONJ
ajst-21808	138	20	7r	7r	NUM
ajst-21808	138	21	are	be	AUX
ajst-21808	138	22	random	random	ADJ
ajst-21808	138	23	numbers	number	NOUN
ajst-21808	138	24	between	between	ADP
ajst-21808	138	25	(	(	PUNCT
ajst-21808	138	26	0,1	0,1	NUM
ajst-21808	138	27	)	)	PUNCT
ajst-21808	138	28	,	,	PUNCT
ajst-21808	138	29			PROPN
ajst-21808	138	30			PROPN
ajst-21808	138	31			NOUN
ajst-21808	138	32	2expstep	2expstep	NOUN
ajst-21808	139	1	b	b	X
ajst-21808	139	2	bx	bx	NOUN
ajst-21808	139	3	u	u	PROPN
ajst-21808	139	4	l	l	NOUN
ajst-21808	139	5	c	c	NOUN
ajst-21808	139	6	t	t	NOUN
ajst-21808	139	7	t	t	PROPN
ajst-21808	139	8			PROPN
ajst-21808	139	9			PROPN
ajst-21808	139	10	denotes	denote	VERB
ajst-21808	139	11	the	the	DET
ajst-21808	139	12	step	step	NOUN
ajst-21808	139	13	size	size	NOUN
ajst-21808	139	14	of	of	ADP
ajst-21808	139	15	the	the	DET
ajst-21808	139	16	whale	whale	NOUN
ajst-21808	139	17	fall	fall	NOUN
ajst-21808	139	18	,	,	PUNCT
ajst-21808	139	19	2	2	NUM
ajst-21808	139	20	2	2	NUM
ajst-21808	139	21	fc	fc	PROPN
ajst-21808	139	22	w	w	PROPN
ajst-21808	139	23	n	n	PROPN
ajst-21808	139	24			NOUN
ajst-21808	139	25	is	be	AUX
ajst-21808	139	26	the	the	DET
ajst-21808	139	27	step	step	NOUN
ajst-21808	139	28	factor	factor	NOUN
ajst-21808	139	29	,	,	PUNCT
ajst-21808	139	30	bu	bu	VERB
ajst-21808	139	31	and	and	CCONJ
ajst-21808	139	32	bl	bl	PROPN
ajst-21808	139	33	are	be	AUX
ajst-21808	139	34	the	the	DET
ajst-21808	139	35	upper	upper	ADJ
ajst-21808	139	36	and	and	CCONJ
ajst-21808	139	37	lower	low	ADJ
ajst-21808	139	38	bounds	bound	NOUN
ajst-21808	139	39	of	of	ADP
ajst-21808	139	40	the	the	DET
ajst-21808	139	41	variables	variable	NOUN
ajst-21808	139	42	.	.	PUNCT
ajst-21808	140	1	the	the	DET
ajst-21808	140	2	probability	probability	NOUN
ajst-21808	140	3	fw	fw	NOUN
ajst-21808	140	4	of	of	ADP
ajst-21808	140	5	a	a	DET
ajst-21808	140	6	whale	whale	NOUN
ajst-21808	140	7	fall	fall	NOUN
ajst-21808	140	8	is	be	AUX
ajst-21808	140	9	designed	design	VERB
ajst-21808	140	10	as	as	ADP
ajst-21808	140	11	a	a	DET
ajst-21808	140	12	linear	linear	ADJ
ajst-21808	140	13	function	function	NOUN
ajst-21808	140	14	:	:	PUNCT
ajst-21808	140	15	0.1	0.1	NUM
ajst-21808	140	16	0.05fw	0.05fw	NOUN
ajst-21808	140	17	t	t	VERB
ajst-21808	140	18	t	t	PROPN
ajst-21808	140	19			PROPN
ajst-21808	140	20	(	(	PUNCT
ajst-21808	140	21	13	13	NUM
ajst-21808	140	22	)	)	PUNCT
ajst-21808	140	23	where	where	SCONJ
ajst-21808	140	24	the	the	DET
ajst-21808	140	25	optimization	optimization	NOUN
ajst-21808	140	26	process	process	NOUN
ajst-21808	140	27	proceeds	proceed	VERB
ajst-21808	140	28	,	,	PUNCT
ajst-21808	140	29	the	the	DET
ajst-21808	140	30	probability	probability	NOUN
ajst-21808	140	31	of	of	ADP
ajst-21808	140	32	a	a	DET
ajst-21808	140	33	whale	whale	NOUN
ajst-21808	140	34	falling	fall	VERB
ajst-21808	140	35	gradually	gradually	ADV
ajst-21808	140	36	decreases	decrease	VERB
ajst-21808	140	37	from	from	ADP
ajst-21808	140	38	0.1	0.1	NUM
ajst-21808	140	39	in	in	ADP
ajst-21808	140	40	the	the	DET
ajst-21808	140	41	initial	initial	ADJ
ajst-21808	140	42	iteration	iteration	NOUN
ajst-21808	140	43	to	to	ADP
ajst-21808	140	44	0.05	0.05	NUM
ajst-21808	140	45	in	in	ADP
ajst-21808	140	46	the	the	DET
ajst-21808	140	47	last	last	ADJ
ajst-21808	140	48	iteration	iteration	NOUN
ajst-21808	140	49	,	,	PUNCT
ajst-21808	140	50	which	which	PRON
ajst-21808	140	51	reflects	reflect	VERB
ajst-21808	140	52	when	when	SCONJ
ajst-21808	140	53	beluga	beluga	ADJ
ajst-21808	140	54	whales	whale	NOUN
ajst-21808	140	55	are	be	AUX
ajst-21808	140	56	closer	close	ADJ
ajst-21808	140	57	to	to	ADP
ajst-21808	140	58	the	the	DET
ajst-21808	140	59	food	food	NOUN
ajst-21808	140	60	source	source	NOUN
ajst-21808	140	61	during	during	ADP
ajst-21808	140	62	the	the	DET
ajst-21808	140	63	optimization	optimization	NOUN
ajst-21808	140	64	process	process	NOUN
ajst-21808	140	65	.	.	PUNCT
ajst-21808	141	1	when	when	SCONJ
ajst-21808	141	2	beluga	beluga	ADJ
ajst-21808	141	3	whales	whale	NOUN
ajst-21808	141	4	are	be	AUX
ajst-21808	141	5	close	close	ADJ
ajst-21808	141	6	to	to	ADP
ajst-21808	141	7	the	the	DET
ajst-21808	141	8	food	food	NOUN
ajst-21808	141	9	source	source	NOUN
ajst-21808	141	10	,	,	PUNCT
ajst-21808	141	11	they	they	PRON
ajst-21808	141	12	are	be	AUX
ajst-21808	141	13	also	also	ADV
ajst-21808	141	14	less	less	ADJ
ajst-21808	141	15	at	at	ADP
ajst-21808	141	16	risk	risk	NOUN
ajst-21808	141	17	because	because	SCONJ
ajst-21808	141	18	they	they	PRON
ajst-21808	141	19	are	be	AUX
ajst-21808	141	20	more	more	ADV
ajst-21808	141	21	likely	likely	ADJ
ajst-21808	141	22	to	to	PART
ajst-21808	141	23	find	find	VERB
ajst-21808	141	24	enough	enough	ADJ
ajst-21808	141	25	food	food	NOUN
ajst-21808	141	26	without	without	ADP
ajst-21808	141	27	having	have	VERB
ajst-21808	141	28	to	to	PART
ajst-21808	141	29	continue	continue	VERB
ajst-21808	141	30	searching	search	VERB
ajst-21808	141	31	.	.	PUNCT
ajst-21808	142	1	4.2	4.2	NUM
ajst-21808	142	2	.	.	PUNCT
ajst-21808	142	3	multiple	multiple	ADJ
ajst-21808	142	4	attention	attention	NOUN
ajst-21808	142	5	mechanisms	mechanism	NOUN
ajst-21808	142	6	multiple	multiple	ADJ
ajst-21808	142	7	attention	attention	NOUN
ajst-21808	142	8	mechanisms	mechanism	NOUN
ajst-21808	142	9	have	have	AUX
ajst-21808	142	10	been	be	AUX
ajst-21808	142	11	developed	develop	VERB
ajst-21808	142	12	from	from	ADP
ajst-21808	142	13	self	self	NOUN
ajst-21808	142	14	-	-	PUNCT
ajst-21808	142	15	attention	attention	NOUN
ajst-21808	142	16	mechanisms	mechanism	NOUN
ajst-21808	142	17	to	to	PART
ajst-21808	142	18	improve	improve	VERB
ajst-21808	142	19	the	the	DET
ajst-21808	142	20	model	model	NOUN
ajst-21808	142	21	's	's	PART
ajst-21808	142	22	ability	ability	NOUN
ajst-21808	142	23	to	to	PART
ajst-21808	142	24	understand	understand	VERB
ajst-21808	142	25	and	and	CCONJ
ajst-21808	142	26	represent	represent	VERB
ajst-21808	142	27	input	input	NOUN
ajst-21808	142	28	sequences	sequence	NOUN
ajst-21808	142	29	.	.	PUNCT
ajst-21808	143	1	in	in	ADP
ajst-21808	143	2	the	the	DET
ajst-21808	143	3	traditional	traditional	ADJ
ajst-21808	143	4	self	self	NOUN
ajst-21808	143	5	-	-	PUNCT
ajst-21808	143	6	attention	attention	NOUN
ajst-21808	143	7	mechanism	mechanism	NOUN
ajst-21808	143	8	,	,	PUNCT
ajst-21808	143	9	the	the	DET
ajst-21808	143	10	model	model	NOUN
ajst-21808	143	11	correlates	correlate	VERB
ajst-21808	143	12	the	the	DET
ajst-21808	143	13	representation	representation	NOUN
ajst-21808	143	14	of	of	ADP
ajst-21808	143	15	each	each	DET
ajst-21808	143	16	position	position	NOUN
ajst-21808	143	17	in	in	ADP
ajst-21808	143	18	the	the	DET
ajst-21808	143	19	input	input	NOUN
ajst-21808	143	20	sequence	sequence	NOUN
ajst-21808	143	21	with	with	ADP
ajst-21808	143	22	the	the	DET
ajst-21808	143	23	representation	representation	NOUN
ajst-21808	143	24	of	of	ADP
ajst-21808	143	25	other	other	ADJ
ajst-21808	143	26	positions	position	NOUN
ajst-21808	143	27	so	so	SCONJ
ajst-21808	143	28	that	that	SCONJ
ajst-21808	143	29	global	global	ADJ
ajst-21808	143	30	information	information	NOUN
ajst-21808	143	31	can	can	AUX
ajst-21808	143	32	be	be	AUX
ajst-21808	143	33	taken	take	VERB
ajst-21808	143	34	into	into	ADP
ajst-21808	143	35	account	account	NOUN
ajst-21808	143	36	when	when	SCONJ
ajst-21808	143	37	generating	generate	VERB
ajst-21808	143	38	the	the	DET
ajst-21808	143	39	output	output	NOUN
ajst-21808	143	40	.	.	PUNCT
ajst-21808	144	1	in	in	ADP
ajst-21808	144	2	contrast	contrast	NOUN
ajst-21808	144	3	,	,	PUNCT
ajst-21808	144	4	the	the	DET
ajst-21808	144	5	multi	multi	ADJ
ajst-21808	144	6	-	-	ADJ
ajst-21808	144	7	head	head	ADJ
ajst-21808	144	8	attention	attention	NOUN
ajst-21808	144	9	mechanism	mechanism	NOUN
ajst-21808	144	10	allows	allow	VERB
ajst-21808	144	11	the	the	DET
ajst-21808	144	12	model	model	NOUN
ajst-21808	144	13	to	to	PART
ajst-21808	144	14	pay	pay	VERB
ajst-21808	144	15	attention	attention	NOUN
ajst-21808	144	16	under	under	ADP
ajst-21808	144	17	multiple	multiple	ADJ
ajst-21808	144	18	representation	representation	NOUN
ajst-21808	144	19	spaces	space	NOUN
ajst-21808	144	20	by	by	ADP
ajst-21808	144	21	introducing	introduce	VERB
ajst-21808	144	22	multiple	multiple	ADJ
ajst-21808	144	23	attention	attention	NOUN
ajst-21808	144	24	heads	head	NOUN
ajst-21808	144	25	(	(	PUNCT
ajst-21808	144	26	i.e.	i.e.	X
ajst-21808	144	27	,	,	PUNCT
ajst-21808	144	28	multiple	multiple	ADJ
ajst-21808	144	29	different	different	ADJ
ajst-21808	144	30	weight	weight	NOUN
ajst-21808	144	31	matrices	matrix	NOUN
ajst-21808	144	32	)	)	PUNCT
ajst-21808	144	33	,	,	PUNCT
ajst-21808	144	34	each	each	PRON
ajst-21808	144	35	of	of	ADP
ajst-21808	144	36	which	which	PRON
ajst-21808	144	37	can	can	AUX
ajst-21808	144	38	learn	learn	VERB
ajst-21808	144	39	different	different	ADJ
ajst-21808	144	40	attention	attention	NOUN
ajst-21808	144	41	weights	weight	NOUN
ajst-21808	144	42	.	.	PUNCT
ajst-21808	145	1	full	full	ADJ
ajst-21808	145	2	connectivity	connectivity	NOUN
ajst-21808	145	3	layer	layer	NOUN
ajst-21808	145	4	bind	bind	VERB
ajst-21808	145	5	attention	attention	NOUN
ajst-21808	145	6	attention	attention	NOUN
ajst-21808	145	7	full	full	ADJ
ajst-21808	145	8	connectivity	connectivity	NOUN
ajst-21808	145	9	layer	layer	NOUN
ajst-21808	145	10	full	full	ADJ
ajst-21808	145	11	connectivity	connectivity	NOUN
ajst-21808	145	12	layer	layer	NOUN
ajst-21808	145	13	full	full	ADJ
ajst-21808	145	14	connectivity	connectivity	NOUN
ajst-21808	145	15	layer	layer	NOUN
ajst-21808	145	16	full	full	ADJ
ajst-21808	145	17	connectivity	connectivity	NOUN
ajst-21808	145	18	layer	layer	NOUN
ajst-21808	145	19	full	full	ADJ
ajst-21808	145	20	connectivity	connectivity	NOUN
ajst-21808	145	21	layerv	layerv	NOUN
ajst-21808	145	22	full	full	ADJ
ajst-21808	145	23	connectivity	connectivity	NOUN
ajst-21808	145	24	layer	layer	NOUN
ajst-21808	145	25	search	search	NOUN
ajst-21808	145	26	key	key	ADJ
ajst-21808	145	27	value	value	NOUN
ajst-21808	145	28	figure	figure	NOUN
ajst-21808	145	29	5	5	NUM
ajst-21808	145	30	.	.	PUNCT
ajst-21808	145	31	structural	structural	ADJ
ajst-21808	145	32	diagram	diagram	NOUN
ajst-21808	145	33	of	of	ADP
ajst-21808	145	34	the	the	DET
ajst-21808	145	35	multi	multi	ADJ
ajst-21808	145	36	-	-	ADJ
ajst-21808	145	37	attention	attention	ADJ
ajst-21808	145	38	mechanism	mechanism	NOUN
ajst-21808	145	39	4.3	4.3	NUM
ajst-21808	145	40	.	.	PUNCT
ajst-21808	145	41	gru	gru	PROPN
ajst-21808	145	42	algorithm	algorithm	PROPN
ajst-21808	145	43	when	when	SCONJ
ajst-21808	145	44	a	a	DET
ajst-21808	145	45	fault	fault	NOUN
ajst-21808	145	46	occurs	occur	VERB
ajst-21808	145	47	on	on	ADP
ajst-21808	145	48	a	a	DET
ajst-21808	145	49	transmission	transmission	NOUN
ajst-21808	145	50	line	line	NOUN
ajst-21808	145	51	of	of	ADP
ajst-21808	145	52	a	a	DET
ajst-21808	145	53	flexible	flexible	ADJ
ajst-21808	145	54	dc	dc	PROPN
ajst-21808	145	55	grid	grid	NOUN
ajst-21808	145	56	,	,	PUNCT
ajst-21808	145	57	the	the	DET
ajst-21808	145	58	fault	fault	NOUN
ajst-21808	145	59	waveform	waveform	NOUN
ajst-21808	145	60	is	be	AUX
ajst-21808	145	61	complex	complex	ADJ
ajst-21808	145	62	and	and	CCONJ
ajst-21808	145	63	random	random	ADJ
ajst-21808	145	64	,	,	PUNCT
ajst-21808	145	65	and	and	CCONJ
ajst-21808	145	66	it	it	PRON
ajst-21808	145	67	is	be	AUX
ajst-21808	145	68	difficult	difficult	ADJ
ajst-21808	145	69	to	to	PART
ajst-21808	145	70	intuitively	intuitively	ADV
ajst-21808	145	71	find	find	VERB
ajst-21808	145	72	the	the	DET
ajst-21808	145	73	nonlinear	nonlinear	ADJ
ajst-21808	145	74	relationship	relationship	NOUN
ajst-21808	145	75	between	between	ADP
ajst-21808	145	76	the	the	DET
ajst-21808	145	77	fault	fault	NOUN
ajst-21808	145	78	distance	distance	NOUN
ajst-21808	145	79	and	and	CCONJ
ajst-21808	145	80	the	the	DET
ajst-21808	145	81	wavelet	wavelet	NOUN
ajst-21808	145	82	energy	energy	NOUN
ajst-21808	145	83	spectrum	spectrum	NOUN
ajst-21808	145	84	of	of	ADP
ajst-21808	145	85	the	the	DET
ajst-21808	145	86	line	line	NOUN
ajst-21808	145	87	mode	mode	NOUN
ajst-21808	145	88	voltage	voltage	NOUN
ajst-21808	145	89	,	,	PUNCT
ajst-21808	145	90	and	and	CCONJ
ajst-21808	145	91	it	it	PRON
ajst-21808	145	92	is	be	AUX
ajst-21808	145	93	very	very	ADV
ajst-21808	145	94	difficult	difficult	ADJ
ajst-21808	145	95	to	to	PART
ajst-21808	145	96	want	want	VERB
ajst-21808	145	97	to	to	PART
ajst-21808	145	98	output	output	VERB
ajst-21808	145	99	the	the	DET
ajst-21808	145	100	ranging	ranging	NOUN
ajst-21808	145	101	results	result	NOUN
ajst-21808	145	102	.	.	PUNCT
ajst-21808	146	1	therefore	therefore	ADV
ajst-21808	146	2	,	,	PUNCT
ajst-21808	146	3	a	a	DET
ajst-21808	146	4	hybrid	hybrid	ADJ
ajst-21808	146	5	cnn	cnn	PROPN
ajst-21808	146	6	-	-	PUNCT
ajst-21808	146	7	gru	gru	PROPN
ajst-21808	146	8	neural	neural	ADJ
ajst-21808	146	9	network	network	NOUN
ajst-21808	146	10	is	be	AUX
ajst-21808	146	11	created	create	VERB
ajst-21808	146	12	,	,	PUNCT
ajst-21808	146	13	which	which	PRON
ajst-21808	146	14	combines	combine	VERB
ajst-21808	146	15	the	the	DET
ajst-21808	146	16	advantages	advantage	NOUN
ajst-21808	146	17	of	of	ADP
ajst-21808	146	18	cnn	cnn	PROPN
ajst-21808	146	19	for	for	ADP
ajst-21808	146	20	feature	feature	NOUN
ajst-21808	146	21	extraction	extraction	NOUN
ajst-21808	146	22	and	and	CCONJ
ajst-21808	146	23	gru	gru	NOUN
ajst-21808	146	24	for	for	ADP
ajst-21808	146	25	sequence	sequence	NOUN
ajst-21808	146	26	modeling	modeling	NOUN
ajst-21808	146	27	,	,	PUNCT
ajst-21808	146	28	and	and	CCONJ
ajst-21808	146	29	at	at	ADP
ajst-21808	146	30	the	the	DET
ajst-21808	146	31	same	same	ADJ
ajst-21808	146	32	time	time	NOUN
ajst-21808	146	33	,	,	PUNCT
ajst-21808	146	34	a	a	DET
ajst-21808	146	35	multi	multi	ADJ
ajst-21808	146	36	-	-	ADJ
ajst-21808	146	37	attention	attention	ADJ
ajst-21808	146	38	mechanism	mechanism	NOUN
ajst-21808	146	39	is	be	AUX
ajst-21808	146	40	added	add	VERB
ajst-21808	146	41	to	to	PART
ajst-21808	146	42	enhance	enhance	VERB
ajst-21808	146	43	the	the	DET
ajst-21808	146	44	ability	ability	NOUN
ajst-21808	146	45	of	of	ADP
ajst-21808	146	46	the	the	DET
ajst-21808	146	47	model	model	NOUN
ajst-21808	146	48	to	to	PART
ajst-21808	146	49	capture	capture	VERB
ajst-21808	146	50	feature	feature	NOUN
ajst-21808	146	51	data	datum	NOUN
ajst-21808	146	52	,	,	PUNCT
ajst-21808	146	53	and	and	CCONJ
ajst-21808	146	54	the	the	DET
ajst-21808	146	55	relationship	relationship	NOUN
ajst-21808	146	56	between	between	ADP
ajst-21808	146	57	the	the	DET
ajst-21808	146	58	wavelet	wavelet	NOUN
ajst-21808	146	59	energy	energy	NOUN
ajst-21808	146	60	spectrum	spectrum	NOUN
ajst-21808	146	61	of	of	ADP
ajst-21808	146	62	the	the	DET
ajst-21808	146	63	line	line	NOUN
ajst-21808	146	64	-	-	PUNCT
ajst-21808	146	65	mode	mode	NOUN
ajst-21808	146	66	voltage	voltage	NOUN
ajst-21808	146	67	and	and	CCONJ
ajst-21808	146	68	the	the	DET
ajst-21808	146	69	fault	fault	NOUN
ajst-21808	146	70	distance	distance	NOUN
ajst-21808	146	71	is	be	AUX
ajst-21808	146	72	explored	explore	VERB
ajst-21808	146	73	in	in	ADP
ajst-21808	146	74	depth	depth	NOUN
ajst-21808	146	75	,	,	PUNCT
ajst-21808	146	76	so	so	SCONJ
ajst-21808	146	77	as	as	SCONJ
ajst-21808	146	78	to	to	PART
ajst-21808	146	79	achieve	achieve	VERB
ajst-21808	146	80	high	high	ADJ
ajst-21808	146	81	-	-	PUNCT
ajst-21808	146	82	precision	precision	NOUN
ajst-21808	146	83	fault	fault	NOUN
ajst-21808	146	84	ranging	range	VERB
ajst-21808	146	85	.	.	PUNCT
ajst-21808	147	1	figure	figure	NOUN
ajst-21808	147	2	6	6	NUM
ajst-21808	147	3	shows	show	VERB
ajst-21808	147	4	the	the	DET
ajst-21808	147	5	structure	structure	NOUN
ajst-21808	147	6	of	of	ADP
ajst-21808	147	7	the	the	DET
ajst-21808	147	8	gru	gru	PROPN
ajst-21808	147	9	unit	unit	NOUN
ajst-21808	147	10	,	,	PUNCT
ajst-21808	147	11	which	which	PRON
ajst-21808	147	12	is	be	AUX
ajst-21808	147	13	a	a	DET
ajst-21808	147	14	variant	variant	NOUN
ajst-21808	147	15	of	of	ADP
ajst-21808	147	16	recurrent	recurrent	ADJ
ajst-21808	147	17	neural	neural	ADJ
ajst-21808	147	18	network	network	NOUN
ajst-21808	147	19	that	that	PRON
ajst-21808	147	20	realizes	realize	VERB
ajst-21808	147	21	selective	selective	ADJ
ajst-21808	147	22	processing	processing	NOUN
ajst-21808	147	23	of	of	ADP
ajst-21808	147	24	input	input	NOUN
ajst-21808	147	25	data	datum	NOUN
ajst-21808	147	26	and	and	CCONJ
ajst-21808	147	27	memorization	memorization	NOUN
ajst-21808	147	28	of	of	ADP
ajst-21808	147	29	historical	historical	ADJ
ajst-21808	147	30	252	252	NUM
ajst-21808	147	31	information	information	NOUN
ajst-21808	147	32	through	through	ADP
ajst-21808	147	33	a	a	DET
ajst-21808	147	34	gating	gate	VERB
ajst-21808	147	35	mechanism	mechanism	NOUN
ajst-21808	147	36	.	.	PUNCT
ajst-21808	148	1	compared	compare	VERB
ajst-21808	148	2	with	with	ADP
ajst-21808	148	3	traditional	traditional	ADJ
ajst-21808	148	4	recurrent	recurrent	ADJ
ajst-21808	148	5	neural	neural	ADJ
ajst-21808	148	6	networks	network	NOUN
ajst-21808	148	7	,	,	PUNCT
ajst-21808	148	8	gru	gru	PROPN
ajst-21808	148	9	has	have	VERB
ajst-21808	148	10	certain	certain	ADJ
ajst-21808	148	11	advantages	advantage	NOUN
ajst-21808	148	12	in	in	ADP
ajst-21808	148	13	dealing	deal	VERB
ajst-21808	148	14	with	with	ADP
ajst-21808	148	15	long	long	ADJ
ajst-21808	148	16	-	-	PUNCT
ajst-21808	148	17	term	term	NOUN
ajst-21808	148	18	dependence	dependence	NOUN
ajst-21808	148	19	and	and	CCONJ
ajst-21808	148	20	gradient	gradient	ADJ
ajst-21808	148	21	explosion	explosion	NOUN
ajst-21808	148	22	problems	problem	NOUN
ajst-21808	148	23	,	,	PUNCT
ajst-21808	148	24	and	and	CCONJ
ajst-21808	148	25	has	have	VERB
ajst-21808	148	26	high	high	ADJ
ajst-21808	148	27	computational	computational	ADJ
ajst-21808	148	28	efficiency	efficiency	NOUN
ajst-21808	148	29	.	.	PUNCT
ajst-21808	149	1	th	th	X
ajst-21808	149	2			X
ajst-21808	149	3			PROPN
ajst-21808	149	4	tanh	tanh	PROPN
ajst-21808	149	5	11th	11th	PROPN
ajst-21808	149	6			PROPN
ajst-21808	149	7	th	th	PROPN
ajst-21808	149	8	1	1	NUM
ajst-21808	149	9	tz	tz	NOUN
ajst-21808	149	10	tztr	tztr	PROPN
ajst-21808	149	11	th	th	PROPN
ajst-21808	149	12	tx	tx	PROPN
ajst-21808	149	13			PROPN
ajst-21808	150	1			PRON
ajst-21808	150	2	figure	figure	VERB
ajst-21808	150	3	6	6	NUM
ajst-21808	150	4	.	.	PUNCT
ajst-21808	151	1	structure	structure	NOUN
ajst-21808	151	2	diagram	diagram	PROPN
ajst-21808	151	3	of	of	ADP
ajst-21808	151	4	gru	gru	PROPN
ajst-21808	151	5	unit	unit	NOUN
ajst-21808	151	6	the	the	DET
ajst-21808	151	7	arithmetic	arithmetic	ADJ
ajst-21808	151	8	process	process	NOUN
ajst-21808	151	9	of	of	ADP
ajst-21808	151	10	gru	gru	NOUN
ajst-21808	151	11	is	be	AUX
ajst-21808	151	12	denoted	denote	VERB
ajst-21808	151	13	as	as	ADP
ajst-21808	151	14	:	:	PUNCT
ajst-21808	151	15			NOUN
ajst-21808	151	16			PROPN
ajst-21808	151	17			NOUN
ajst-21808	151	18			PUNCT
ajst-21808	151	19			NOUN
ajst-21808	152	1			NOUN
ajst-21808	153	1			PUNCT
ajst-21808	153	2			NOUN
ajst-21808	153	3			NOUN
ajst-21808	153	4	1	1	NUM
ajst-21808	153	5	1	1	NUM
ajst-21808	153	6	1	1	NUM
ajst-21808	153	7	1	1	NUM
ajst-21808	153	8	tanh	tanh	PROPN
ajst-21808	153	9	1	1	NUM
ajst-21808	153	10	t	t	PROPN
ajst-21808	153	11	z	z	PROPN
ajst-21808	153	12	t	t	PROPN
ajst-21808	153	13	z	z	PROPN
ajst-21808	153	14	t	t	PROPN
ajst-21808	154	1	z	z	PROPN
ajst-21808	154	2	t	t	PROPN
ajst-21808	155	1	r	r	NOUN
ajst-21808	155	2	t	t	NOUN
ajst-21808	155	3	r	r	NOUN
ajst-21808	155	4	t	t	NOUN
ajst-21808	155	5	r	r	NOUN
ajst-21808	155	6	t	t	PROPN
ajst-21808	155	7	h	h	NOUN
ajst-21808	155	8	t	t	PROPN
ajst-21808	155	9	h	h	PROPN
ajst-21808	155	10	t	t	PROPN
ajst-21808	155	11	t	t	PROPN
ajst-21808	155	12	h	h	NOUN
ajst-21808	155	13	t	t	PROPN
ajst-21808	155	14	t	t	PROPN
ajst-21808	155	15	t	t	PROPN
ajst-21808	155	16	t	t	PROPN
ajst-21808	155	17	t	t	PROPN
ajst-21808	155	18	z	z	PROPN
ajst-21808	155	19	w	w	PROPN
ajst-21808	155	20	x	x	PUNCT
ajst-21808	155	21	u	u	NOUN
ajst-21808	155	22	h	h	NOUN
ajst-21808	155	23	b	b	NOUN
ajst-21808	155	24	r	r	NOUN
ajst-21808	155	25	w	w	PROPN
ajst-21808	155	26	x	x	SYM
ajst-21808	155	27	u	u	NOUN
ajst-21808	155	28	h	h	NOUN
ajst-21808	156	1	b	b	PROPN
ajst-21808	156	2	h	h	NOUN
ajst-21808	156	3	w	w	NOUN
ajst-21808	156	4	x	x	PUNCT
ajst-21808	156	5	u	u	NOUN
ajst-21808	156	6	r	r	NOUN
ajst-21808	156	7	h	h	NOUN
ajst-21808	157	1	b	b	PROPN
ajst-21808	157	2	h	h	NOUN
ajst-21808	157	3	z	z	NOUN
ajst-21808	157	4	h	h	NOUN
ajst-21808	158	1	z	z	NOUN
ajst-21808	158	2	h	h	NOUN
ajst-21808	159	1			PROPN
ajst-21808	159	2			X
ajst-21808	159	3			PROPN
ajst-21808	159	4			PROPN
ajst-21808	159	5			PROPN
ajst-21808	159	6			NOUN
ajst-21808	159	7			ADP
ajst-21808	159	8			PROPN
ajst-21808	159	9			ADV
ajst-21808	159	10			PUNCT
ajst-21808	159	11			NUM
ajst-21808	159	12			PROPN
ajst-21808	159	13			ADV
ajst-21808	159	14			NOUN
ajst-21808	159	15			NUM
ajst-21808	159	16			ADV
ajst-21808	159	17			ADJ
ajst-21808	159	18			ADJ
ajst-21808	159	19			NOUN
ajst-21808	159	20			NUM
ajst-21808	159	21			PROPN
ajst-21808	159	22			PROPN
ajst-21808	159	23			ADP
ajst-21808	159	24			ADJ
ajst-21808	159	25			NOUN
ajst-21808	159	26			X
ajst-21808	159	27			NOUN
ajst-21808	159	28	(	(	PUNCT
ajst-21808	159	29	14	14	NUM
ajst-21808	159	30	)	)	PUNCT
ajst-21808	159	31	in	in	ADP
ajst-21808	159	32	the	the	DET
ajst-21808	159	33	formula	formula	NOUN
ajst-21808	159	34	,	,	PUNCT
ajst-21808	159	35	the	the	DET
ajst-21808	159	36	reset	reset	NOUN
ajst-21808	159	37	gate	gate	NOUN
ajst-21808	159	38	tr	tr	VERB
ajst-21808	159	39	controls	control	VERB
ajst-21808	159	40	how	how	SCONJ
ajst-21808	159	41	the	the	DET
ajst-21808	159	42	hidden	hidden	ADJ
ajst-21808	159	43	state	state	NOUN
ajst-21808	159	44	of	of	ADP
ajst-21808	159	45	the	the	DET
ajst-21808	159	46	previous	previous	ADJ
ajst-21808	159	47	moment	moment	NOUN
ajst-21808	159	48	should	should	AUX
ajst-21808	159	49	be	be	AUX
ajst-21808	159	50	mixed	mix	VERB
ajst-21808	159	51	with	with	ADP
ajst-21808	159	52	the	the	DET
ajst-21808	159	53	information	information	NOUN
ajst-21808	159	54	input	input	NOUN
ajst-21808	159	55	at	at	ADP
ajst-21808	159	56	the	the	DET
ajst-21808	159	57	current	current	ADJ
ajst-21808	159	58	moment	moment	NOUN
ajst-21808	159	59	,	,	PUNCT
ajst-21808	159	60	and	and	CCONJ
ajst-21808	159	61	its	its	PRON
ajst-21808	159	62	value	value	NOUN
ajst-21808	159	63	between	between	ADP
ajst-21808	159	64	0	0	NUM
ajst-21808	159	65	and	and	CCONJ
ajst-21808	159	66	1	1	NUM
ajst-21808	159	67	determines	determine	VERB
ajst-21808	159	68	how	how	SCONJ
ajst-21808	159	69	much	much	ADJ
ajst-21808	159	70	of	of	ADP
ajst-21808	159	71	the	the	DET
ajst-21808	159	72	previous	previous	ADJ
ajst-21808	159	73	moment	moment	NOUN
ajst-21808	159	74	's	's	PART
ajst-21808	159	75	memory	memory	NOUN
ajst-21808	159	76	should	should	AUX
ajst-21808	159	77	be	be	AUX
ajst-21808	159	78	retained	retain	VERB
ajst-21808	159	79	.	.	PUNCT
ajst-21808	160	1	the	the	DET
ajst-21808	160	2	update	update	NOUN
ajst-21808	160	3	gate	gate	NOUN
ajst-21808	160	4	tz	tz	PROPN
ajst-21808	160	5	integrates	integrate	VERB
ajst-21808	160	6	the	the	DET
ajst-21808	160	7	current	current	ADJ
ajst-21808	160	8	input	input	NOUN
ajst-21808	160	9	with	with	ADP
ajst-21808	160	10	the	the	DET
ajst-21808	160	11	previous	previous	ADJ
ajst-21808	160	12	moment	moment	NOUN
ajst-21808	160	13	's	's	PART
ajst-21808	160	14	memory	memory	NOUN
ajst-21808	160	15	,	,	PUNCT
ajst-21808	160	16	and	and	CCONJ
ajst-21808	160	17	through	through	ADP
ajst-21808	160	18	the	the	DET
ajst-21808	160	19	update	update	NOUN
ajst-21808	160	20	gate	gate	NOUN
ajst-21808	160	21	,	,	PUNCT
ajst-21808	160	22	the	the	DET
ajst-21808	160	23	model	model	NOUN
ajst-21808	160	24	can	can	AUX
ajst-21808	160	25	selectively	selectively	ADV
ajst-21808	160	26	update	update	VERB
ajst-21808	160	27	the	the	DET
ajst-21808	160	28	memory	memory	NOUN
ajst-21808	160	29	state	state	NOUN
ajst-21808	160	30	to	to	PART
ajst-21808	160	31	fit	fit	VERB
ajst-21808	160	32	the	the	DET
ajst-21808	160	33	current	current	ADJ
ajst-21808	160	34	input	input	NOUN
ajst-21808	160	35	information	information	NOUN
ajst-21808	160	36	.	.	PUNCT
ajst-21808	161	1	the	the	DET
ajst-21808	161	2	candidate	candidate	NOUN
ajst-21808	161	3	memory	memory	NOUN
ajst-21808	161	4	th	th	PROPN
ajst-21808	161	5	is	be	AUX
ajst-21808	161	6	obtained	obtain	VERB
ajst-21808	161	7	by	by	ADP
ajst-21808	161	8	the	the	DET
ajst-21808	161	9	reset	reset	NOUN
ajst-21808	161	10	gate	gate	NOUN
ajst-21808	161	11	,	,	PUNCT
ajst-21808	161	12	which	which	PRON
ajst-21808	161	13	contains	contain	VERB
ajst-21808	161	14	the	the	DET
ajst-21808	161	15	input	input	NOUN
ajst-21808	161	16	of	of	ADP
ajst-21808	161	17	the	the	DET
ajst-21808	161	18	current	current	ADJ
ajst-21808	161	19	moment	moment	NOUN
ajst-21808	161	20	and	and	CCONJ
ajst-21808	161	21	part	part	NOUN
ajst-21808	161	22	of	of	ADP
ajst-21808	161	23	the	the	DET
ajst-21808	161	24	memory	memory	NOUN
ajst-21808	161	25	information	information	NOUN
ajst-21808	161	26	of	of	ADP
ajst-21808	161	27	the	the	DET
ajst-21808	161	28	previous	previous	ADJ
ajst-21808	161	29	moment	moment	NOUN
ajst-21808	161	30	.	.	PUNCT
ajst-21808	162	1	the	the	DET
ajst-21808	162	2	updated	update	VERB
ajst-21808	162	3	memory	memory	NOUN
ajst-21808	162	4	cell	cell	NOUN
ajst-21808	162	5	th	th	X
ajst-21808	162	6	is	be	AUX
ajst-21808	162	7	an	an	DET
ajst-21808	162	8	updated	update	VERB
ajst-21808	162	9	memory	memory	NOUN
ajst-21808	162	10	cell	cell	NOUN
ajst-21808	162	11	obtained	obtain	VERB
ajst-21808	162	12	by	by	ADP
ajst-21808	162	13	the	the	DET
ajst-21808	162	14	update	update	NOUN
ajst-21808	162	15	gate	gate	NOUN
ajst-21808	162	16	and	and	CCONJ
ajst-21808	162	17	candidate	candidate	NOUN
ajst-21808	162	18	memory	memory	NOUN
ajst-21808	162	19	computation	computation	NOUN
ajst-21808	162	20	.	.	PUNCT
ajst-21808	163	1	it	it	PRON
ajst-21808	163	2	combines	combine	VERB
ajst-21808	163	3	the	the	DET
ajst-21808	163	4	input	input	NOUN
ajst-21808	163	5	of	of	ADP
ajst-21808	163	6	the	the	DET
ajst-21808	163	7	current	current	ADJ
ajst-21808	163	8	moment	moment	NOUN
ajst-21808	163	9	and	and	CCONJ
ajst-21808	163	10	the	the	DET
ajst-21808	163	11	memory	memory	NOUN
ajst-21808	163	12	information	information	NOUN
ajst-21808	163	13	of	of	ADP
ajst-21808	163	14	the	the	DET
ajst-21808	163	15	previous	previous	ADJ
ajst-21808	163	16	moment	moment	NOUN
ajst-21808	163	17	and	and	CCONJ
ajst-21808	163	18	is	be	AUX
ajst-21808	163	19	updated	update	VERB
ajst-21808	163	20	to	to	ADP
ajst-21808	163	21	a	a	DET
ajst-21808	163	22	new	new	ADJ
ajst-21808	163	23	hidden	hidden	ADJ
ajst-21808	163	24	state	state	NOUN
ajst-21808	163	25	.	.	PUNCT
ajst-21808	164	1	4.4	4.4	NUM
ajst-21808	164	2	.	.	PUNCT
ajst-21808	164	3	improved	improve	VERB
ajst-21808	164	4	1d	1d	NUM
ajst-21808	164	5	-	-	PUNCT
ajst-21808	164	6	cnn	cnn	PROPN
ajst-21808	164	7	-	-	PUNCT
ajst-21808	164	8	gru	gru	PROPN
ajst-21808	164	9	fault	fault	NOUN
ajst-21808	164	10	ranging	range	VERB
ajst-21808	164	11	model	model	NOUN
ajst-21808	164	12	based	base	VERB
ajst-21808	164	13	on	on	ADP
ajst-21808	164	14	wavelet	wavelet	NOUN
ajst-21808	164	15	energy	energy	NOUN
ajst-21808	164	16	spectrum	spectrum	NOUN
ajst-21808	164	17	4.4.1	4.4.1	PROPN
ajst-21808	164	18	.	.	PUNCT
ajst-21808	165	1	basic	basic	ADJ
ajst-21808	165	2	processes	process	NOUN
ajst-21808	165	3	the	the	DET
ajst-21808	165	4	improved	improved	ADJ
ajst-21808	165	5	1d	1d	NUM
ajst-21808	165	6	-	-	PUNCT
ajst-21808	165	7	cnn	cnn	PROPN
ajst-21808	165	8	-	-	PUNCT
ajst-21808	165	9	gru	gru	PROPN
ajst-21808	165	10	fault	fault	NOUN
ajst-21808	165	11	ranging	range	VERB
ajst-21808	165	12	model	model	NOUN
ajst-21808	165	13	based	base	VERB
ajst-21808	165	14	on	on	ADP
ajst-21808	165	15	wavelet	wavelet	NOUN
ajst-21808	165	16	energy	energy	NOUN
ajst-21808	165	17	spectrum	spectrum	NOUN
ajst-21808	165	18	designed	design	VERB
ajst-21808	165	19	in	in	ADP
ajst-21808	165	20	this	this	DET
ajst-21808	165	21	paper	paper	NOUN
ajst-21808	165	22	is	be	AUX
ajst-21808	165	23	shown	show	VERB
ajst-21808	165	24	in	in	ADP
ajst-21808	165	25	figure	figure	NOUN
ajst-21808	165	26	7	7	NUM
ajst-21808	165	27	.	.	PUNCT
ajst-21808	166	1	start	start	VERB
ajst-21808	166	2	fault	fault	NOUN
ajst-21808	166	3	voltage	voltage	NOUN
ajst-21808	166	4	and	and	CCONJ
ajst-21808	166	5	current	current	ADJ
ajst-21808	166	6	acquisition	acquisition	NOUN
ajst-21808	166	7	decoupling	decouple	VERB
ajst-21808	166	8	to	to	PART
ajst-21808	166	9	obtain	obtain	VERB
ajst-21808	166	10	line	line	NOUN
ajst-21808	166	11	mode	mode	NOUN
ajst-21808	166	12	components	component	NOUN
ajst-21808	166	13	calculate	calculate	VERB
ajst-21808	166	14	to	to	PART
ajst-21808	166	15	obtain	obtain	VERB
ajst-21808	166	16	the	the	DET
ajst-21808	166	17	line	line	NOUN
ajst-21808	166	18	mode	mode	NOUN
ajst-21808	166	19	voltage	voltage	NOUN
ajst-21808	166	20	extracting	extract	VERB
ajst-21808	166	21	wavelet	wavelet	NOUN
ajst-21808	166	22	energy	energy	NOUN
ajst-21808	166	23	spectrum	spectrum	NOUN
ajst-21808	166	24	using	use	VERB
ajst-21808	166	25	wavelet	wavelet	NOUN
ajst-21808	166	26	packet	packet	NOUN
ajst-21808	166	27	transform	transform	NOUN
ajst-21808	166	28	to	to	PART
ajst-21808	166	29	obtain	obtain	VERB
ajst-21808	166	30	fault	fault	NOUN
ajst-21808	166	31	characteristics	characteristic	NOUN
ajst-21808	167	1	d	d	NOUN
ajst-21808	167	2	at	at	ADP
ajst-21808	167	3	a	a	DET
ajst-21808	167	4	pr	pr	NOUN
ajst-21808	167	5	ep	ep	PROPN
ajst-21808	167	6	ro	ro	PROPN
ajst-21808	167	7	ce	ce	PROPN
ajst-21808	167	8	ss	ss	PROPN
ajst-21808	167	9	in	in	ADP
ajst-21808	167	10	g	g	PROPN
ajst-21808	167	11	divide	divide	VERB
ajst-21808	167	12	the	the	DET
ajst-21808	167	13	training	training	NOUN
ajst-21808	167	14	set	set	NOUN
ajst-21808	167	15	and	and	CCONJ
ajst-21808	167	16	test	test	NOUN
ajst-21808	167	17	set	set	VERB
ajst-21808	167	18	building	building	NOUN
ajst-21808	167	19	network	network	NOUN
ajst-21808	167	20	models	model	NOUN
ajst-21808	167	21	training	training	NOUN
ajst-21808	167	22	model	model	NOUN
ajst-21808	167	23	bwo	bwo	PROPN
ajst-21808	167	24	optimizing	optimize	VERB
ajst-21808	167	25	multiple	multiple	ADJ
ajst-21808	167	26	attention	attention	NOUN
ajst-21808	167	27	weighting	weight	VERB
ajst-21808	167	28	parameters	parameter	NOUN
ajst-21808	167	29	save	save	VERB
ajst-21808	167	30	the	the	DET
ajst-21808	167	31	trained	train	VERB
ajst-21808	167	32	parameterssave	parameterssave	NOUN
ajst-21808	167	33	the	the	DET
ajst-21808	167	34	trained	train	VERB
ajst-21808	167	35	parameters	parameter	NOUN
ajst-21808	167	36	training	train	VERB
ajst-21808	167	37	set	set	VERB
ajst-21808	167	38	close	close	ADJ
ajst-21808	167	39	output	output	NOUN
ajst-21808	167	40	ranging	range	VERB
ajst-21808	167	41	results	result	VERB
ajst-21808	167	42	calculation	calculation	NOUN
ajst-21808	167	43	of	of	ADP
ajst-21808	167	44	evaluation	evaluation	NOUN
ajst-21808	167	45	indicators	indicator	NOUN
ajst-21808	167	46	testing	test	VERB
ajst-21808	167	47	model	model	NOUN
ajst-21808	167	48	performance	performance	NOUN
ajst-21808	167	49	m	m	PROPN
ajst-21808	167	50	odel	odel	PROPN
ajst-21808	167	51	testing	testing	PROPN
ajst-21808	167	52	test	test	NOUN
ajst-21808	167	53	set	set	VERB
ajst-21808	167	54	network	network	NOUN
ajst-21808	167	55	parameter	parameter	NOUN
ajst-21808	167	56	fine	fine	ADV
ajst-21808	167	57	-	-	PUNCT
ajst-21808	167	58	tuning	tune	VERB
ajst-21808	167	59	figure	figure	NOUN
ajst-21808	167	60	7	7	NUM
ajst-21808	167	61	.	.	PUNCT
ajst-21808	167	62	wavelet	wavelet	NOUN
ajst-21808	167	63	energy	energy	NOUN
ajst-21808	167	64	spectrum	spectrum	NOUN
ajst-21808	167	65	with	with	ADP
ajst-21808	167	66	improved	improved	ADJ
ajst-21808	167	67	1d	1d	NUM
ajst-21808	167	68	-	-	PUNCT
ajst-21808	167	69	cnn	cnn	PROPN
ajst-21808	167	70	-	-	PUNCT
ajst-21808	167	71	gru	gru	PROPN
ajst-21808	167	72	fault	fault	NOUN
ajst-21808	167	73	ranging	ranging	NOUN
ajst-21808	167	74	models	model	NOUN
ajst-21808	167	75	253	253	NUM
ajst-21808	167	76	the	the	DET
ajst-21808	167	77	basic	basic	ADJ
ajst-21808	167	78	flow	flow	NOUN
ajst-21808	167	79	of	of	ADP
ajst-21808	167	80	the	the	DET
ajst-21808	167	81	algorithm	algorithm	NOUN
ajst-21808	167	82	is	be	AUX
ajst-21808	167	83	as	as	SCONJ
ajst-21808	167	84	follows	follow	VERB
ajst-21808	167	85	:	:	PUNCT
ajst-21808	167	86	(	(	PUNCT
ajst-21808	167	87	1	1	X
ajst-21808	167	88	)	)	PUNCT
ajst-21808	167	89	collect	collect	VERB
ajst-21808	167	90	the	the	DET
ajst-21808	167	91	original	original	ADJ
ajst-21808	167	92	data	datum	NOUN
ajst-21808	167	93	of	of	ADP
ajst-21808	167	94	fault	fault	NOUN
ajst-21808	167	95	voltage	voltage	NOUN
ajst-21808	167	96	and	and	CCONJ
ajst-21808	167	97	fault	fault	VERB
ajst-21808	167	98	current	current	ADJ
ajst-21808	167	99	of	of	ADP
ajst-21808	167	100	multi	multi	ADJ
ajst-21808	167	101	-	-	ADJ
ajst-21808	167	102	terminal	terminal	ADJ
ajst-21808	167	103	flexible	flexible	ADJ
ajst-21808	167	104	dc	dc	PROPN
ajst-21808	167	105	transmission	transmission	NOUN
ajst-21808	167	106	line	line	NOUN
ajst-21808	167	107	through	through	ADP
ajst-21808	167	108	the	the	DET
ajst-21808	167	109	simulation	simulation	NOUN
ajst-21808	167	110	of	of	ADP
ajst-21808	167	111	pscad	pscad	PROPN
ajst-21808	167	112	platform	platform	NOUN
ajst-21808	167	113	;	;	PUNCT
ajst-21808	167	114	(	(	PUNCT
ajst-21808	167	115	2	2	X
ajst-21808	167	116	)	)	PUNCT
ajst-21808	167	117	decouple	decouple	VERB
ajst-21808	167	118	the	the	DET
ajst-21808	167	119	voltage	voltage	NOUN
ajst-21808	167	120	and	and	CCONJ
ajst-21808	167	121	current	current	ADJ
ajst-21808	167	122	data	datum	NOUN
ajst-21808	167	123	2ms	2ms	NOUN
ajst-21808	167	124	before	before	ADP
ajst-21808	167	125	and	and	CCONJ
ajst-21808	167	126	after	after	ADP
ajst-21808	167	127	the	the	DET
ajst-21808	167	128	occurrence	occurrence	NOUN
ajst-21808	167	129	of	of	ADP
ajst-21808	167	130	the	the	DET
ajst-21808	167	131	fault	fault	NOUN
ajst-21808	167	132	using	use	VERB
ajst-21808	167	133	the	the	DET
ajst-21808	167	134	kellenberger	kellenberger	NOUN
ajst-21808	167	135	transform	transform	NOUN
ajst-21808	167	136	,	,	PUNCT
ajst-21808	167	137	and	and	CCONJ
ajst-21808	167	138	obtain	obtain	VERB
ajst-21808	167	139	the	the	DET
ajst-21808	167	140	line	line	NOUN
ajst-21808	167	141	mode	mode	NOUN
ajst-21808	167	142	voltage	voltage	NOUN
ajst-21808	167	143	2ms	2ms	NOUN
ajst-21808	167	144	before	before	ADP
ajst-21808	167	145	and	and	CCONJ
ajst-21808	167	146	after	after	ADP
ajst-21808	167	147	the	the	DET
ajst-21808	167	148	occurrence	occurrence	NOUN
ajst-21808	167	149	of	of	ADP
ajst-21808	167	150	the	the	DET
ajst-21808	167	151	fault	fault	NOUN
ajst-21808	167	152	;	;	PUNCT
ajst-21808	167	153	(	(	PUNCT
ajst-21808	167	154	3	3	X
ajst-21808	167	155	)	)	PUNCT
ajst-21808	167	156	carry	carry	VERB
ajst-21808	167	157	out	out	ADP
ajst-21808	167	158	wavelet	wavelet	NOUN
ajst-21808	167	159	packet	packet	NOUN
ajst-21808	167	160	transform	transform	NOUN
ajst-21808	167	161	on	on	ADP
ajst-21808	167	162	the	the	DET
ajst-21808	167	163	line	line	NOUN
ajst-21808	167	164	mode	mode	NOUN
ajst-21808	167	165	voltage	voltage	NOUN
ajst-21808	167	166	before	before	ADV
ajst-21808	167	167	and	and	CCONJ
ajst-21808	167	168	after	after	ADP
ajst-21808	167	169	the	the	DET
ajst-21808	167	170	fault	fault	NOUN
ajst-21808	167	171	occurs	occur	VERB
ajst-21808	167	172	for	for	ADP
ajst-21808	167	173	2ms	2ms	NOUN
ajst-21808	167	174	to	to	PART
ajst-21808	167	175	obtain	obtain	VERB
ajst-21808	167	176	the	the	DET
ajst-21808	167	177	wavelet	wavelet	NOUN
ajst-21808	167	178	energy	energy	NOUN
ajst-21808	167	179	spectra	spectra	NOUN
ajst-21808	167	180	of	of	ADP
ajst-21808	167	181	different	different	ADJ
ajst-21808	167	182	frequency	frequency	NOUN
ajst-21808	167	183	bands	band	NOUN
ajst-21808	167	184	,	,	PUNCT
ajst-21808	167	185	and	and	CCONJ
ajst-21808	167	186	after	after	ADP
ajst-21808	167	187	eliminating	eliminate	VERB
ajst-21808	167	188	the	the	DET
ajst-21808	167	189	energy	energy	NOUN
ajst-21808	167	190	of	of	ADP
ajst-21808	167	191	the	the	DET
ajst-21808	167	192	high	high	ADJ
ajst-21808	167	193	-	-	PUNCT
ajst-21808	167	194	frequency	frequency	NOUN
ajst-21808	167	195	region	region	NOUN
ajst-21808	167	196	,	,	PUNCT
ajst-21808	167	197	the	the	DET
ajst-21808	167	198	obtained	obtain	VERB
ajst-21808	167	199	wavelet	wavelet	NOUN
ajst-21808	167	200	energy	energy	NOUN
ajst-21808	167	201	spectra	spectra	NOUN
ajst-21808	167	202	are	be	AUX
ajst-21808	167	203	used	use	VERB
ajst-21808	167	204	as	as	ADP
ajst-21808	167	205	the	the	DET
ajst-21808	167	206	feature	feature	NOUN
ajst-21808	167	207	vectors	vector	NOUN
ajst-21808	167	208	;	;	PUNCT
ajst-21808	167	209	(	(	PUNCT
ajst-21808	167	210	4	4	X
ajst-21808	167	211	)	)	PUNCT
ajst-21808	167	212	convert	convert	VERB
ajst-21808	167	213	all	all	DET
ajst-21808	167	214	the	the	DET
ajst-21808	167	215	collected	collect	VERB
ajst-21808	167	216	raw	raw	ADJ
ajst-21808	167	217	data	datum	NOUN
ajst-21808	167	218	into	into	ADP
ajst-21808	167	219	feature	feature	NOUN
ajst-21808	167	220	vectors	vector	NOUN
ajst-21808	167	221	according	accord	VERB
ajst-21808	167	222	to	to	ADP
ajst-21808	167	223	steps	step	NOUN
ajst-21808	167	224	(	(	PUNCT
ajst-21808	167	225	1	1	NUM
ajst-21808	167	226	)	)	PUNCT
ajst-21808	167	227	(	(	PUNCT
ajst-21808	167	228	2	2	NUM
ajst-21808	167	229	)	)	PUNCT
ajst-21808	167	230	(	(	PUNCT
ajst-21808	167	231	3	3	NUM
ajst-21808	167	232	)	)	PUNCT
ajst-21808	167	233	,	,	PUNCT
ajst-21808	167	234	construct	construct	VERB
ajst-21808	167	235	a	a	DET
ajst-21808	167	236	dataset	dataset	NOUN
ajst-21808	167	237	,	,	PUNCT
ajst-21808	167	238	and	and	CCONJ
ajst-21808	167	239	divide	divide	VERB
ajst-21808	167	240	the	the	DET
ajst-21808	167	241	training	training	NOUN
ajst-21808	167	242	set	set	NOUN
ajst-21808	167	243	and	and	CCONJ
ajst-21808	167	244	test	test	NOUN
ajst-21808	167	245	set	set	VERB
ajst-21808	167	246	,	,	PUNCT
ajst-21808	167	247	and	and	CCONJ
ajst-21808	167	248	the	the	DET
ajst-21808	167	249	ratio	ratio	NOUN
ajst-21808	167	250	of	of	ADP
ajst-21808	167	251	the	the	DET
ajst-21808	167	252	training	training	NOUN
ajst-21808	167	253	set	set	VERB
ajst-21808	167	254	to	to	ADP
ajst-21808	167	255	the	the	DET
ajst-21808	167	256	test	test	NOUN
ajst-21808	167	257	set	set	NOUN
ajst-21808	167	258	is	be	AUX
ajst-21808	167	259	9:1	9:1	NUM
ajst-21808	167	260	;	;	PUNCT
ajst-21808	167	261	(	(	PUNCT
ajst-21808	167	262	5	5	X
ajst-21808	167	263	)	)	PUNCT
ajst-21808	167	264	train	train	VERB
ajst-21808	167	265	the	the	DET
ajst-21808	167	266	1d	1d	NUM
ajst-21808	167	267	-	-	PUNCT
ajst-21808	167	268	cnn	cnn	PROPN
ajst-21808	167	269	-	-	PUNCT
ajst-21808	167	270	gru	gru	PROPN
ajst-21808	167	271	hybrid	hybrid	ADJ
ajst-21808	167	272	neural	neural	ADJ
ajst-21808	167	273	network	network	NOUN
ajst-21808	167	274	using	use	VERB
ajst-21808	167	275	the	the	DET
ajst-21808	167	276	training	training	NOUN
ajst-21808	167	277	set	set	NOUN
ajst-21808	167	278	,	,	PUNCT
ajst-21808	167	279	and	and	CCONJ
ajst-21808	167	280	use	use	VERB
ajst-21808	167	281	the	the	DET
ajst-21808	167	282	adam	adam	PROPN
ajst-21808	167	283	optimizer	optimizer	NOUN
ajst-21808	167	284	to	to	PART
ajst-21808	167	285	update	update	VERB
ajst-21808	167	286	the	the	DET
ajst-21808	167	287	model	model	NOUN
ajst-21808	167	288	parameters	parameter	NOUN
ajst-21808	167	289	to	to	PART
ajst-21808	167	290	speed	speed	VERB
ajst-21808	167	291	up	up	ADP
ajst-21808	167	292	the	the	DET
ajst-21808	167	293	convergence	convergence	NOUN
ajst-21808	167	294	of	of	ADP
ajst-21808	167	295	the	the	DET
ajst-21808	167	296	network	network	NOUN
ajst-21808	167	297	;	;	PUNCT
ajst-21808	167	298	(	(	PUNCT
ajst-21808	167	299	6	6	X
ajst-21808	167	300	)	)	PUNCT
ajst-21808	167	301	fine	fine	ADJ
ajst-21808	167	302	-	-	PUNCT
ajst-21808	167	303	tune	tune	NOUN
ajst-21808	167	304	the	the	DET
ajst-21808	167	305	parameters	parameter	NOUN
ajst-21808	167	306	of	of	ADP
ajst-21808	167	307	the	the	DET
ajst-21808	167	308	model	model	NOUN
ajst-21808	167	309	,	,	PUNCT
ajst-21808	167	310	such	such	ADJ
ajst-21808	167	311	as	as	ADP
ajst-21808	167	312	epochs	epoch	NOUN
ajst-21808	167	313	and	and	CCONJ
ajst-21808	167	314	batchsize	batchsize	VERB
ajst-21808	167	315	,	,	PUNCT
ajst-21808	167	316	according	accord	VERB
ajst-21808	167	317	to	to	ADP
ajst-21808	167	318	the	the	DET
ajst-21808	167	319	training	training	NOUN
ajst-21808	167	320	effect	effect	NOUN
ajst-21808	167	321	,	,	PUNCT
ajst-21808	167	322	while	while	SCONJ
ajst-21808	167	323	the	the	DET
ajst-21808	167	324	learning	learning	NOUN
ajst-21808	167	325	rate	rate	NOUN
ajst-21808	167	326	decay	decay	NOUN
ajst-21808	167	327	strategy	strategy	NOUN
ajst-21808	167	328	uses	uses	AUX
ajst-21808	167	329	segmented	segment	VERB
ajst-21808	167	330	constant	constant	ADJ
ajst-21808	167	331	decay	decay	NOUN
ajst-21808	167	332	,	,	PUNCT
ajst-21808	167	333	the	the	DET
ajst-21808	167	334	learning	learning	NOUN
ajst-21808	167	335	rate	rate	NOUN
ajst-21808	167	336	decline	decline	NOUN
ajst-21808	167	337	period	period	NOUN
ajst-21808	167	338	is	be	AUX
ajst-21808	167	339	set	set	VERB
ajst-21808	167	340	to	to	ADP
ajst-21808	167	341	20	20	NUM
ajst-21808	167	342	iterations	iteration	NOUN
ajst-21808	167	343	,	,	PUNCT
ajst-21808	167	344	and	and	CCONJ
ajst-21808	167	345	the	the	DET
ajst-21808	167	346	learning	learning	NOUN
ajst-21808	167	347	rate	rate	NOUN
ajst-21808	167	348	decline	decline	NOUN
ajst-21808	167	349	factor	factor	NOUN
ajst-21808	167	350	is	be	AUX
ajst-21808	167	351	set	set	VERB
ajst-21808	167	352	to	to	ADP
ajst-21808	167	353	0.8	0.8	NUM
ajst-21808	167	354	,	,	PUNCT
ajst-21808	167	355	and	and	CCONJ
ajst-21808	167	356	finally	finally	ADV
ajst-21808	167	357	save	save	VERB
ajst-21808	167	358	the	the	DET
ajst-21808	167	359	model	model	NOUN
ajst-21808	167	360	structure	structure	NOUN
ajst-21808	167	361	and	and	CCONJ
ajst-21808	167	362	weight	weight	NOUN
ajst-21808	167	363	parameters	parameter	NOUN
ajst-21808	167	364	with	with	ADP
ajst-21808	167	365	the	the	DET
ajst-21808	167	366	best	good	ADJ
ajst-21808	167	367	training	training	NOUN
ajst-21808	167	368	effect	effect	NOUN
ajst-21808	167	369	;	;	PUNCT
ajst-21808	167	370	(	(	PUNCT
ajst-21808	167	371	7	7	X
ajst-21808	167	372	)	)	PUNCT
ajst-21808	167	373	test	test	NOUN
ajst-21808	167	374	the	the	DET
ajst-21808	167	375	trained	train	VERB
ajst-21808	167	376	network	network	NOUN
ajst-21808	167	377	model	model	NOUN
ajst-21808	167	378	using	use	VERB
ajst-21808	167	379	the	the	DET
ajst-21808	167	380	test	test	NOUN
ajst-21808	167	381	set	set	NOUN
ajst-21808	167	382	,	,	PUNCT
ajst-21808	167	383	calculate	calculate	VERB
ajst-21808	167	384	the	the	DET
ajst-21808	167	385	relevant	relevant	ADJ
ajst-21808	167	386	evaluation	evaluation	NOUN
ajst-21808	167	387	indexes	index	NOUN
ajst-21808	167	388	according	accord	VERB
ajst-21808	167	389	to	to	ADP
ajst-21808	167	390	the	the	DET
ajst-21808	167	391	output	output	NOUN
ajst-21808	167	392	results	result	NOUN
ajst-21808	167	393	,	,	PUNCT
ajst-21808	167	394	and	and	CCONJ
ajst-21808	167	395	output	output	VERB
ajst-21808	167	396	the	the	DET
ajst-21808	167	397	ranging	ranging	NOUN
ajst-21808	167	398	results	result	NOUN
ajst-21808	167	399	.	.	PUNCT
ajst-21808	168	1	4.4.2	4.4.2	X
ajst-21808	168	2	.	.	PUNCT
ajst-21808	168	3	indicators	indicator	NOUN
ajst-21808	168	4	for	for	ADP
ajst-21808	168	5	evaluating	evaluate	VERB
ajst-21808	168	6	the	the	DET
ajst-21808	168	7	effectiveness	effectiveness	NOUN
ajst-21808	168	8	of	of	ADP
ajst-21808	168	9	ranging	range	VERB
ajst-21808	168	10	in	in	ADP
ajst-21808	168	11	order	order	NOUN
ajst-21808	168	12	to	to	PART
ajst-21808	168	13	have	have	AUX
ajst-21808	168	14	a	a	DET
ajst-21808	168	15	specific	specific	ADJ
ajst-21808	168	16	measure	measure	NOUN
ajst-21808	168	17	of	of	ADP
ajst-21808	168	18	the	the	DET
ajst-21808	168	19	ranging	range	VERB
ajst-21808	168	20	effect	effect	NOUN
ajst-21808	168	21	of	of	ADP
ajst-21808	168	22	the	the	DET
ajst-21808	168	23	network	network	NOUN
ajst-21808	168	24	model	model	NOUN
ajst-21808	168	25	and	and	CCONJ
ajst-21808	168	26	reflect	reflect	VERB
ajst-21808	168	27	the	the	DET
ajst-21808	168	28	effectiveness	effectiveness	NOUN
ajst-21808	168	29	of	of	ADP
ajst-21808	168	30	the	the	DET
ajst-21808	168	31	ranging	range	VERB
ajst-21808	168	32	algorithm	algorithm	NOUN
ajst-21808	168	33	,	,	PUNCT
ajst-21808	168	34	the	the	DET
ajst-21808	168	35	ranging	range	VERB
ajst-21808	168	36	effect	effect	NOUN
ajst-21808	168	37	of	of	ADP
ajst-21808	168	38	the	the	DET
ajst-21808	168	39	cnn	cnn	PROPN
ajst-21808	168	40	-	-	PUNCT
ajst-21808	168	41	gru	gru	PROPN
ajst-21808	168	42	hybrid	hybrid	ADJ
ajst-21808	168	43	neural	neural	ADJ
ajst-21808	168	44	network	network	NOUN
ajst-21808	168	45	is	be	AUX
ajst-21808	168	46	evaluated	evaluate	VERB
ajst-21808	168	47	by	by	ADP
ajst-21808	168	48	using	use	VERB
ajst-21808	168	49	two	two	NUM
ajst-21808	168	50	metrics	metric	NOUN
ajst-21808	168	51	,	,	PUNCT
ajst-21808	169	1	the	the	DET
ajst-21808	169	2	mean	mean	ADJ
ajst-21808	169	3	absolute	absolute	ADJ
ajst-21808	169	4	percentage	percentage	NOUN
ajst-21808	169	5	error	error	NOUN
ajst-21808	169	6	(	(	PUNCT
ajst-21808	169	7	mape	mape	NOUN
ajst-21808	169	8	)	)	PUNCT
ajst-21808	169	9	and	and	CCONJ
ajst-21808	169	10	the	the	DET
ajst-21808	169	11	decidability	decidability	NOUN
ajst-21808	169	12	coefficient	coefficient	NOUN
ajst-21808	169	13	,	,	PUNCT
ajst-21808	169	14	which	which	PRON
ajst-21808	169	15	are	be	AUX
ajst-21808	169	16	computed	compute	VERB
ajst-21808	169	17	by	by	ADP
ajst-21808	169	18	the	the	DET
ajst-21808	169	19	formulas	formula	NOUN
ajst-21808	169	20	of	of	ADP
ajst-21808	169	21	the	the	DET
ajst-21808	169	22	two	two	NUM
ajst-21808	169	23	metrics	metric	NOUN
ajst-21808	169	24	,	,	PUNCT
ajst-21808	169	25	respectively	respectively	ADV
ajst-21808	169	26	:	:	PUNCT
ajst-21808	169	27			NOUN
ajst-21808	169	28			SYM
ajst-21808	169	29			NOUN
ajst-21808	169	30			NUM
ajst-21808	169	31	1	1	NUM
ajst-21808	169	32	100	100	NUM
ajst-21808	169	33	%	%	NOUN
ajst-21808	169	34	,	,	PUNCT
ajst-21808	169	35	m	m	VERB
ajst-21808	169	36	i	i	VERB
ajst-21808	169	37	i	i	PRON
ajst-21808	169	38	mape	mape	VERB
ajst-21808	170	1	i	i	PRON
ajst-21808	170	2	i	i	PRON
ajst-21808	170	3	h	h	VERB
ajst-21808	171	1	x	x	VERB
ajst-21808	171	2	y	y	PROPN
ajst-21808	171	3	e	e	NOUN
ajst-21808	171	4	y	y	PROPN
ajst-21808	171	5	h	h	PROPN
ajst-21808	171	6	m	m	PROPN
ajst-21808	171	7	y	y	PROPN
ajst-21808	171	8			PROPN
ajst-21808	171	9			PRON
ajst-21808	171	10			X
ajst-21808	171	11	(	(	PUNCT
ajst-21808	171	12	15	15	NUM
ajst-21808	171	13	)	)	PUNCT
ajst-21808	171	14			NOUN
ajst-21808	172	1			PUNCT
ajst-21808	172	2			NOUN
ajst-21808	173	1			NOUN
ajst-21808	174	1			PUNCT
ajst-21808	174	2			NOUN
ajst-21808	174	3			NOUN
ajst-21808	174	4	2	2	NUM
ajst-21808	174	5	2	2	NUM
ajst-21808	174	6	1	1	NUM
ajst-21808	174	7	2	2	NUM
ajst-21808	174	8	1	1	NUM
ajst-21808	174	9	,	,	PUNCT
ajst-21808	174	10	1	1	NUM
ajst-21808	174	11	m	m	VERB
ajst-21808	174	12	i	i	INTJ
ajst-21808	175	1	i	i	INTJ
ajst-21808	176	1	i	i	PRON
ajst-21808	176	2	m	m	VERB
ajst-21808	177	1	i	i	INTJ
ajst-21808	177	2	i	i	PRON
ajst-21808	178	1	i	i	PRON
ajst-21808	178	2	h	h	VERB
ajst-21808	179	1	x	x	VERB
ajst-21808	179	2	y	y	VERB
ajst-21808	179	3	r	r	NOUN
ajst-21808	180	1	y	y	PROPN
ajst-21808	180	2	h	h	NOUN
ajst-21808	180	3	y	y	PROPN
ajst-21808	180	4	y	y	PROPN
ajst-21808	181	1			NUM
ajst-21808	181	2			PROPN
ajst-21808	181	3			PROPN
ajst-21808	181	4			PROPN
ajst-21808	181	5			PROPN
ajst-21808	181	6			PROPN
ajst-21808	181	7			X
ajst-21808	181	8			X
ajst-21808	181	9	(	(	PUNCT
ajst-21808	181	10	16	16	NUM
ajst-21808	181	11	)	)	PUNCT
ajst-21808	181	12	where	where	SCONJ
ajst-21808	181	13	y	y	PROPN
ajst-21808	181	14	is	be	AUX
ajst-21808	181	15	the	the	DET
ajst-21808	181	16	sample	sample	NOUN
ajst-21808	181	17	set	set	NOUN
ajst-21808	181	18	of	of	ADP
ajst-21808	181	19	the	the	DET
ajst-21808	181	20	test	test	NOUN
ajst-21808	181	21	set	set	NOUN
ajst-21808	181	22	,	,	PUNCT
ajst-21808	181	23	iy	iy	PROPN
ajst-21808	181	24	is	be	AUX
ajst-21808	181	25	the	the	DET
ajst-21808	181	26	true	true	ADJ
ajst-21808	181	27	fault	fault	NOUN
ajst-21808	181	28	distance	distance	NOUN
ajst-21808	181	29	of	of	ADP
ajst-21808	181	30	each	each	DET
ajst-21808	181	31	sample	sample	NOUN
ajst-21808	181	32	in	in	ADP
ajst-21808	181	33	the	the	DET
ajst-21808	181	34	test	test	NOUN
ajst-21808	181	35	set	set	NOUN
ajst-21808	181	36	,	,	PUNCT
ajst-21808	181	37			PROPN
ajst-21808	181	38	ih	ih	X
ajst-21808	181	39	x	x	PRON
ajst-21808	181	40	is	be	AUX
ajst-21808	181	41	the	the	DET
ajst-21808	181	42	ranging	range	VERB
ajst-21808	181	43	result	result	NOUN
ajst-21808	181	44	outputted	output	VERB
ajst-21808	181	45	by	by	ADP
ajst-21808	181	46	each	each	DET
ajst-21808	181	47	sample	sample	NOUN
ajst-21808	181	48	in	in	ADP
ajst-21808	181	49	the	the	DET
ajst-21808	181	50	test	test	NOUN
ajst-21808	181	51	set	set	VERB
ajst-21808	181	52	after	after	ADP
ajst-21808	181	53	the	the	DET
ajst-21808	181	54	network	network	NOUN
ajst-21808	181	55	model	model	NOUN
ajst-21808	181	56	,	,	PUNCT
ajst-21808	181	57	and	and	CCONJ
ajst-21808	181	58	iy	iy	PROPN
ajst-21808	181	59	is	be	AUX
ajst-21808	181	60	the	the	DET
ajst-21808	181	61	mean	mean	ADJ
ajst-21808	181	62	value	value	NOUN
ajst-21808	181	63	of	of	ADP
ajst-21808	181	64	the	the	DET
ajst-21808	181	65	true	true	ADJ
ajst-21808	181	66	fault	fault	NOUN
ajst-21808	181	67	distance	distance	NOUN
ajst-21808	181	68	of	of	ADP
ajst-21808	181	69	each	each	DET
ajst-21808	181	70	sample	sample	NOUN
ajst-21808	181	71	in	in	ADP
ajst-21808	181	72	the	the	DET
ajst-21808	181	73	test	test	NOUN
ajst-21808	181	74	set	set	NOUN
ajst-21808	181	75	.	.	PUNCT
ajst-21808	182	1	where	where	SCONJ
ajst-21808	182	2	the	the	DET
ajst-21808	182	3	smaller	small	ADJ
ajst-21808	182	4	the	the	DET
ajst-21808	182	5	value	value	NOUN
ajst-21808	182	6	of	of	ADP
ajst-21808	182	7	mapee	mapee	PRON
ajst-21808	182	8	,	,	PUNCT
ajst-21808	182	9	the	the	PRON
ajst-21808	182	10	larger	large	ADJ
ajst-21808	182	11	the	the	DET
ajst-21808	182	12	value	value	NOUN
ajst-21808	182	13	of	of	ADP
ajst-21808	182	14	the	the	DET
ajst-21808	182	15	decidable	decidable	ADJ
ajst-21808	182	16	coefficient	coefficient	NOUN
ajst-21808	182	17	2r	2r	NUM
ajst-21808	182	18	,	,	PUNCT
ajst-21808	182	19	it	it	PRON
ajst-21808	182	20	means	mean	VERB
ajst-21808	182	21	the	the	PRON
ajst-21808	182	22	better	well	ADJ
ajst-21808	182	23	the	the	DET
ajst-21808	182	24	fitting	fitting	ADJ
ajst-21808	182	25	effect	effect	NOUN
ajst-21808	182	26	of	of	ADP
ajst-21808	182	27	the	the	DET
ajst-21808	182	28	fault	fault	NOUN
ajst-21808	182	29	distance	distance	NOUN
ajst-21808	182	30	and	and	CCONJ
ajst-21808	182	31	the	the	PRON
ajst-21808	182	32	higher	high	ADJ
ajst-21808	182	33	the	the	DET
ajst-21808	182	34	accuracy	accuracy	NOUN
ajst-21808	182	35	of	of	ADP
ajst-21808	182	36	the	the	DET
ajst-21808	182	37	fault	fault	NOUN
ajst-21808	182	38	ranging	range	VERB
ajst-21808	182	39	.	.	PUNCT
ajst-21808	183	1	5	5	X
ajst-21808	183	2	.	.	X
ajst-21808	183	3	simulation	simulation	NOUN
ajst-21808	183	4	verification	verification	NOUN
ajst-21808	183	5	in	in	ADP
ajst-21808	183	6	this	this	DET
ajst-21808	183	7	chapter	chapter	NOUN
ajst-21808	183	8	,	,	PUNCT
ajst-21808	183	9	a	a	DET
ajst-21808	183	10	large	large	ADJ
ajst-21808	183	11	number	number	NOUN
ajst-21808	183	12	of	of	ADP
ajst-21808	183	13	simulations	simulation	NOUN
ajst-21808	183	14	are	be	AUX
ajst-21808	183	15	carried	carry	VERB
ajst-21808	183	16	out	out	ADP
ajst-21808	183	17	under	under	ADP
ajst-21808	183	18	different	different	ADJ
ajst-21808	183	19	fault	fault	NOUN
ajst-21808	183	20	conditions	condition	NOUN
ajst-21808	183	21	based	base	VERB
ajst-21808	183	22	on	on	ADP
ajst-21808	183	23	the	the	DET
ajst-21808	183	24	four	four	NUM
ajst-21808	183	25	-	-	PUNCT
ajst-21808	183	26	terminal	terminal	ADJ
ajst-21808	183	27	zhangbei	zhangbei	NOUN
ajst-21808	183	28	flexible	flexible	ADJ
ajst-21808	183	29	straight	straight	ADJ
ajst-21808	183	30	transmission	transmission	NOUN
ajst-21808	183	31	model	model	NOUN
ajst-21808	183	32	in	in	ADP
ajst-21808	183	33	fig	fig	NOUN
ajst-21808	183	34	.	.	PUNCT
ajst-21808	184	1	1	1	NUM
ajst-21808	184	2	,	,	PUNCT
ajst-21808	184	3	the	the	DET
ajst-21808	184	4	sampling	sample	VERB
ajst-21808	184	5	frequency	frequency	NOUN
ajst-21808	184	6	is	be	AUX
ajst-21808	184	7	set	set	VERB
ajst-21808	184	8	to	to	ADP
ajst-21808	184	9	50	50	NUM
ajst-21808	184	10	khz	khz	NOUN
ajst-21808	184	11	,	,	PUNCT
ajst-21808	184	12	the	the	DET
ajst-21808	184	13	fault	fault	NOUN
ajst-21808	184	14	occurrence	occurrence	NOUN
ajst-21808	184	15	moment	moment	NOUN
ajst-21808	184	16	of	of	ADP
ajst-21808	184	17	the	the	DET
ajst-21808	184	18	zhangbei	zhangbei	PROPN
ajst-21808	184	19	flexible	flexible	ADJ
ajst-21808	184	20	straight	straight	ADJ
ajst-21808	184	21	model	model	NOUN
ajst-21808	184	22	is	be	AUX
ajst-21808	184	23	1.6	1.6	NUM
ajst-21808	184	24	s	s	NOUN
ajst-21808	184	25	,	,	PUNCT
ajst-21808	184	26	and	and	CCONJ
ajst-21808	184	27	the	the	DET
ajst-21808	184	28	duration	duration	NOUN
ajst-21808	184	29	of	of	ADP
ajst-21808	184	30	the	the	DET
ajst-21808	184	31	fault	fault	NOUN
ajst-21808	184	32	is	be	AUX
ajst-21808	184	33	0.2	0.2	NUM
ajst-21808	184	34	s.	s.	PROPN
ajst-21808	184	35	voltage	voltage	NOUN
ajst-21808	184	36	and	and	CCONJ
ajst-21808	184	37	current	current	ADJ
ajst-21808	184	38	data	datum	NOUN
ajst-21808	184	39	on	on	ADP
ajst-21808	184	40	the	the	DET
ajst-21808	184	41	rectifier	rectifier	NOUN
ajst-21808	184	42	side	side	NOUN
ajst-21808	184	43	before	before	ADV
ajst-21808	184	44	and	and	CCONJ
ajst-21808	184	45	after	after	ADP
ajst-21808	184	46	the	the	DET
ajst-21808	184	47	fault	fault	NOUN
ajst-21808	184	48	occurs	occur	VERB
ajst-21808	184	49	for	for	SCONJ
ajst-21808	184	50	2	2	NUM
ajst-21808	184	51	ms	ms	NOUN
ajst-21808	184	52	are	be	AUX
ajst-21808	184	53	collected	collect	VERB
ajst-21808	184	54	,	,	PUNCT
ajst-21808	184	55	and	and	CCONJ
ajst-21808	184	56	after	after	ADP
ajst-21808	184	57	the	the	DET
ajst-21808	184	58	phase	phase	NOUN
ajst-21808	184	59	-	-	PUNCT
ajst-21808	184	60	mode	mode	NOUN
ajst-21808	184	61	transformation	transformation	NOUN
ajst-21808	184	62	,	,	PUNCT
ajst-21808	184	63	the	the	DET
ajst-21808	184	64	linemode	linemode	NOUN
ajst-21808	184	65	voltage	voltage	NOUN
ajst-21808	184	66	inverse	inverse	NOUN
ajst-21808	184	67	travelling	travel	VERB
ajst-21808	184	68	wave	wave	NOUN
ajst-21808	184	69	is	be	AUX
ajst-21808	184	70	computed	compute	VERB
ajst-21808	184	71	,	,	PUNCT
ajst-21808	184	72	and	and	CCONJ
ajst-21808	184	73	the	the	DET
ajst-21808	184	74	wavelet	wavelet	NOUN
ajst-21808	184	75	energy	energy	NOUN
ajst-21808	184	76	spectrum	spectrum	NOUN
ajst-21808	184	77	is	be	AUX
ajst-21808	184	78	extracted	extract	VERB
ajst-21808	184	79	by	by	ADP
ajst-21808	184	80	wavelet	wavelet	NOUN
ajst-21808	184	81	packet	packet	NOUN
ajst-21808	184	82	transform	transform	NOUN
ajst-21808	184	83	for	for	ADP
ajst-21808	184	84	the	the	DET
ajst-21808	184	85	line	line	NOUN
ajst-21808	184	86	-	-	PUNCT
ajst-21808	184	87	mode	mode	NOUN
ajst-21808	184	88	voltage	voltage	NOUN
ajst-21808	184	89	inverse	inverse	NOUN
ajst-21808	184	90	travelling	travel	VERB
ajst-21808	184	91	wave	wave	NOUN
ajst-21808	184	92	.	.	PUNCT
ajst-21808	185	1	the	the	DET
ajst-21808	185	2	wavelet	wavelet	NOUN
ajst-21808	185	3	energy	energy	NOUN
ajst-21808	185	4	spectrum	spectrum	NOUN
ajst-21808	185	5	is	be	AUX
ajst-21808	185	6	extracted	extract	VERB
ajst-21808	185	7	by	by	ADP
ajst-21808	185	8	wavelet	wavelet	NOUN
ajst-21808	185	9	packet	packet	NOUN
ajst-21808	185	10	transform	transform	NOUN
ajst-21808	185	11	,	,	PUNCT
ajst-21808	185	12	and	and	CCONJ
ajst-21808	185	13	the	the	DET
ajst-21808	185	14	wavelet	wavelet	NOUN
ajst-21808	185	15	energy	energy	NOUN
ajst-21808	185	16	spectrum	spectrum	NOUN
ajst-21808	185	17	is	be	AUX
ajst-21808	185	18	used	use	VERB
ajst-21808	185	19	as	as	ADP
ajst-21808	185	20	a	a	DET
ajst-21808	185	21	feature	feature	NOUN
ajst-21808	185	22	vector	vector	NOUN
ajst-21808	185	23	,	,	PUNCT
ajst-21808	185	24	which	which	PRON
ajst-21808	185	25	is	be	AUX
ajst-21808	185	26	inputted	inputte	VERB
ajst-21808	185	27	into	into	ADP
ajst-21808	185	28	the	the	DET
ajst-21808	185	29	cnn	cnn	PROPN
ajst-21808	185	30	-	-	PUNCT
ajst-21808	185	31	gru	gru	PROPN
ajst-21808	185	32	hybrid	hybrid	ADJ
ajst-21808	185	33	neural	neural	ADJ
ajst-21808	185	34	network	network	NOUN
ajst-21808	185	35	optimized	optimize	VERB
ajst-21808	185	36	for	for	ADP
ajst-21808	185	37	multi	multi	ADJ
ajst-21808	185	38	-	-	ADJ
ajst-21808	185	39	attention	attention	ADJ
ajst-21808	185	40	mechanism	mechanism	NOUN
ajst-21808	185	41	by	by	ADP
ajst-21808	185	42	the	the	DET
ajst-21808	185	43	beluga	beluga	PROPN
ajst-21808	185	44	algorithm	algorithm	NOUN
ajst-21808	185	45	for	for	ADP
ajst-21808	185	46	training	training	NOUN
ajst-21808	185	47	to	to	PART
ajst-21808	185	48	realize	realize	VERB
ajst-21808	185	49	fault	fault	NOUN
ajst-21808	185	50	ranging	range	VERB
ajst-21808	185	51	.	.	PUNCT
ajst-21808	186	1	the	the	DET
ajst-21808	186	2	length	length	NOUN
ajst-21808	186	3	of	of	ADP
ajst-21808	186	4	line	line	NOUN
ajst-21808	186	5	l1	l1	PROPN
ajst-21808	186	6	is	be	AUX
ajst-21808	186	7	207	207	NUM
ajst-21808	186	8	km	km	NOUN
ajst-21808	186	9	,	,	PUNCT
ajst-21808	186	10	and	and	CCONJ
ajst-21808	186	11	on	on	ADP
ajst-21808	186	12	this	this	DET
ajst-21808	186	13	line	line	NOUN
ajst-21808	186	14	,	,	PUNCT
ajst-21808	186	15	starting	start	VERB
ajst-21808	186	16	from	from	ADP
ajst-21808	186	17	7	7	NUM
ajst-21808	186	18	km	km	NOUN
ajst-21808	186	19	on	on	ADP
ajst-21808	186	20	the	the	DET
ajst-21808	186	21	rectifier	rectifier	NOUN
ajst-21808	186	22	side	side	NOUN
ajst-21808	186	23	,	,	PUNCT
ajst-21808	186	24	three	three	NUM
ajst-21808	186	25	types	type	NOUN
ajst-21808	186	26	of	of	ADP
ajst-21808	186	27	faults	fault	NOUN
ajst-21808	186	28	are	be	AUX
ajst-21808	186	29	set	set	VERB
ajst-21808	186	30	every	every	DET
ajst-21808	186	31	1	1	NUM
ajst-21808	186	32	km	km	NOUN
ajst-21808	186	33	,	,	PUNCT
ajst-21808	186	34	namely	namely	ADV
ajst-21808	186	35	,	,	PUNCT
ajst-21808	186	36	positive	positive	ADJ
ajst-21808	186	37	fault	fault	NOUN
ajst-21808	186	38	,	,	PUNCT
ajst-21808	186	39	negative	negative	ADJ
ajst-21808	186	40	fault	fault	NOUN
ajst-21808	186	41	and	and	CCONJ
ajst-21808	186	42	bipolar	bipolar	ADJ
ajst-21808	186	43	fault	fault	NOUN
ajst-21808	186	44	,	,	PUNCT
ajst-21808	186	45	until	until	SCONJ
ajst-21808	186	46	the	the	DET
ajst-21808	186	47	distance	distance	NOUN
ajst-21808	186	48	from	from	ADP
ajst-21808	186	49	the	the	DET
ajst-21808	186	50	rectifier	rectifier	NOUN
ajst-21808	186	51	side	side	NOUN
ajst-21808	186	52	stops	stop	VERB
ajst-21808	186	53	at	at	ADP
ajst-21808	186	54	200	200	NUM
ajst-21808	186	55	km	km	NOUN
ajst-21808	186	56	,	,	PUNCT
ajst-21808	186	57	and	and	CCONJ
ajst-21808	186	58	the	the	DET
ajst-21808	186	59	transition	transition	NOUN
ajst-21808	186	60	resistances	resistance	NOUN
ajst-21808	186	61	are	be	AUX
ajst-21808	186	62	set	set	VERB
ajst-21808	186	63	to	to	ADP
ajst-21808	186	64	10ω	10ω	NUM
ajst-21808	186	65	,	,	PUNCT
ajst-21808	186	66	50ω	50ω	NUM
ajst-21808	186	67	and	and	CCONJ
ajst-21808	186	68	90ω	90ω	NOUN
ajst-21808	186	69	,	,	PUNCT
ajst-21808	186	70	obtaining	obtain	VERB
ajst-21808	186	71	a	a	DET
ajst-21808	186	72	total	total	NOUN
ajst-21808	186	73	of	of	ADP
ajst-21808	186	74	1719	1719	NUM
ajst-21808	186	75	sets	set	NOUN
ajst-21808	186	76	of	of	ADP
ajst-21808	186	77	sample	sample	NOUN
ajst-21808	186	78	data	datum	NOUN
ajst-21808	186	79	.	.	PUNCT
ajst-21808	187	1	5.1	5.1	NUM
ajst-21808	187	2	.	.	PUNCT
ajst-21808	188	1	convergence	convergence	NOUN
ajst-21808	188	2	validation	validation	NOUN
ajst-21808	188	3	of	of	ADP
ajst-21808	188	4	cnn	cnn	PROPN
ajst-21808	188	5	-	-	PUNCT
ajst-21808	188	6	gru	gru	PROPN
ajst-21808	188	7	hybrid	hybrid	ADJ
ajst-21808	188	8	neural	neural	ADJ
ajst-21808	188	9	network	network	NOUN
ajst-21808	188	10	models	model	NOUN
ajst-21808	188	11	the	the	DET
ajst-21808	188	12	dataset	dataset	NOUN
ajst-21808	188	13	is	be	AUX
ajst-21808	188	14	divided	divide	VERB
ajst-21808	188	15	into	into	ADP
ajst-21808	188	16	training	training	NOUN
ajst-21808	188	17	set	set	NOUN
ajst-21808	188	18	and	and	CCONJ
ajst-21808	188	19	test	test	NOUN
ajst-21808	188	20	set	set	VERB
ajst-21808	188	21	according	accord	VERB
ajst-21808	188	22	to	to	ADP
ajst-21808	188	23	the	the	DET
ajst-21808	188	24	ratio	ratio	NOUN
ajst-21808	188	25	of	of	ADP
ajst-21808	188	26	9:1	9:1	NUM
ajst-21808	188	27	and	and	CCONJ
ajst-21808	188	28	input	input	NOUN
ajst-21808	188	29	into	into	ADP
ajst-21808	188	30	the	the	DET
ajst-21808	188	31	cnn	cnn	PROPN
ajst-21808	188	32	-	-	PUNCT
ajst-21808	188	33	gru	gru	PROPN
ajst-21808	188	34	hybrid	hybrid	ADJ
ajst-21808	188	35	neural	neural	ADJ
ajst-21808	188	36	network	network	NOUN
ajst-21808	188	37	model	model	NOUN
ajst-21808	188	38	for	for	ADP
ajst-21808	188	39	training	training	NOUN
ajst-21808	188	40	.	.	PUNCT
ajst-21808	189	1	judge	judge	VERB
ajst-21808	189	2	whether	whether	SCONJ
ajst-21808	189	3	the	the	DET
ajst-21808	189	4	network	network	NOUN
ajst-21808	189	5	model	model	NOUN
ajst-21808	189	6	is	be	AUX
ajst-21808	189	7	overfitting	overfitte	VERB
ajst-21808	189	8	by	by	ADP
ajst-21808	189	9	observing	observe	VERB
ajst-21808	189	10	the	the	DET
ajst-21808	189	11	change	change	NOUN
ajst-21808	189	12	of	of	ADP
ajst-21808	189	13	the	the	DET
ajst-21808	189	14	loss	loss	NOUN
ajst-21808	189	15	value	value	NOUN
ajst-21808	189	16	of	of	ADP
ajst-21808	189	17	the	the	DET
ajst-21808	189	18	training	training	NOUN
ajst-21808	189	19	set	set	VERB
ajst-21808	189	20	with	with	ADP
ajst-21808	189	21	the	the	DET
ajst-21808	189	22	number	number	NOUN
ajst-21808	189	23	of	of	ADP
ajst-21808	189	24	training	training	NOUN
ajst-21808	189	25	rounds	round	NOUN
ajst-21808	189	26	,	,	PUNCT
ajst-21808	189	27	and	and	CCONJ
ajst-21808	189	28	if	if	SCONJ
ajst-21808	189	29	overfitting	overfitting	NOUN
ajst-21808	189	30	occurs	occur	VERB
ajst-21808	189	31	,	,	PUNCT
ajst-21808	189	32	stop	stop	VERB
ajst-21808	189	33	the	the	DET
ajst-21808	189	34	network	network	NOUN
ajst-21808	189	35	training	training	NOUN
ajst-21808	189	36	,	,	PUNCT
ajst-21808	189	37	adjust	adjust	VERB
ajst-21808	189	38	the	the	DET
ajst-21808	189	39	parameters	parameter	NOUN
ajst-21808	189	40	of	of	ADP
ajst-21808	189	41	the	the	DET
ajst-21808	189	42	network	network	NOUN
ajst-21808	189	43	model	model	NOUN
ajst-21808	189	44	,	,	PUNCT
ajst-21808	189	45	and	and	CCONJ
ajst-21808	189	46	then	then	ADV
ajst-21808	189	47	re	re	VERB
ajst-21808	189	48	-	-	NOUN
ajst-21808	189	49	train	train	NOUN
ajst-21808	189	50	.	.	PUNCT
ajst-21808	190	1	finally	finally	ADV
ajst-21808	190	2	,	,	PUNCT
ajst-21808	190	3	the	the	DET
ajst-21808	190	4	minibatchsize	minibatchsize	NOUN
ajst-21808	190	5	of	of	ADP
ajst-21808	190	6	the	the	DET
ajst-21808	190	7	network	network	NOUN
ajst-21808	190	8	model	model	NOUN
ajst-21808	190	9	is	be	AUX
ajst-21808	190	10	set	set	VERB
ajst-21808	190	11	to	to	ADP
ajst-21808	190	12	24	24	NUM
ajst-21808	190	13	,	,	PUNCT
ajst-21808	190	14	the	the	DET
ajst-21808	190	15	epoch	epoch	NOUN
ajst-21808	190	16	is	be	AUX
ajst-21808	190	17	set	set	VERB
ajst-21808	190	18	to	to	ADP
ajst-21808	190	19	60	60	NUM
ajst-21808	190	20	,	,	PUNCT
ajst-21808	190	21	and	and	CCONJ
ajst-21808	190	22	the	the	DET
ajst-21808	190	23	initial	initial	ADJ
ajst-21808	190	24	learning	learning	NOUN
ajst-21808	190	25	rate	rate	NOUN
ajst-21808	190	26	is	be	AUX
ajst-21808	190	27	set	set	VERB
ajst-21808	190	28	to	to	ADP
ajst-21808	190	29	0.01	0.01	NUM
ajst-21808	190	30	.	.	PUNCT
ajst-21808	191	1	the	the	DET
ajst-21808	191	2	loss	loss	NOUN
ajst-21808	191	3	value	value	NOUN
ajst-21808	191	4	curve	curve	NOUN
ajst-21808	191	5	of	of	ADP
ajst-21808	191	6	the	the	DET
ajst-21808	191	7	network	network	NOUN
ajst-21808	191	8	training	training	NOUN
ajst-21808	191	9	is	be	AUX
ajst-21808	191	10	shown	show	VERB
ajst-21808	191	11	in	in	ADP
ajst-21808	191	12	figure	figure	NOUN
ajst-21808	191	13	8	8	NUM
ajst-21808	191	14	,	,	PUNCT
ajst-21808	191	15	from	from	ADP
ajst-21808	191	16	which	which	PRON
ajst-21808	191	17	it	it	PRON
ajst-21808	191	18	can	can	AUX
ajst-21808	191	19	be	be	AUX
ajst-21808	191	20	seen	see	VERB
ajst-21808	191	21	that	that	SCONJ
ajst-21808	191	22	the	the	DET
ajst-21808	191	23	network	network	NOUN
ajst-21808	191	24	model	model	NOUN
ajst-21808	191	25	tends	tend	VERB
ajst-21808	191	26	to	to	PART
ajst-21808	191	27	converge	converge	VERB
ajst-21808	191	28	in	in	ADP
ajst-21808	191	29	the	the	DET
ajst-21808	191	30	11th	11th	ADJ
ajst-21808	191	31	round	round	NOUN
ajst-21808	191	32	of	of	ADP
ajst-21808	191	33	training	training	NOUN
ajst-21808	191	34	,	,	PUNCT
ajst-21808	191	35	and	and	CCONJ
ajst-21808	191	36	the	the	DET
ajst-21808	191	37	network	network	NOUN
ajst-21808	191	38	basically	basically	ADV
ajst-21808	191	39	converges	converge	VERB
ajst-21808	191	40	in	in	ADP
ajst-21808	191	41	the	the	DET
ajst-21808	191	42	60th	60th	ADJ
ajst-21808	191	43	round	round	NOUN
ajst-21808	191	44	,	,	PUNCT
ajst-21808	191	45	and	and	CCONJ
ajst-21808	191	46	the	the	DET
ajst-21808	191	47	loss	loss	NOUN
ajst-21808	191	48	value	value	NOUN
ajst-21808	191	49	of	of	ADP
ajst-21808	191	50	the	the	DET
ajst-21808	191	51	network	network	NOUN
ajst-21808	191	52	tends	tend	VERB
ajst-21808	191	53	to	to	PART
ajst-21808	191	54	be	be	AUX
ajst-21808	191	55	close	close	ADJ
ajst-21808	191	56	to	to	ADP
ajst-21808	191	57	0.00001	0.00001	NUM
ajst-21808	191	58	.	.	PUNCT
ajst-21808	192	1	it	it	PRON
ajst-21808	192	2	can	can	AUX
ajst-21808	192	3	be	be	AUX
ajst-21808	192	4	seen	see	VERB
ajst-21808	192	5	that	that	SCONJ
ajst-21808	192	6	the	the	DET
ajst-21808	192	7	range	range	NOUN
ajst-21808	192	8	network	network	NOUN
ajst-21808	192	9	model	model	NOUN
ajst-21808	192	10	in	in	ADP
ajst-21808	192	11	this	this	DET
ajst-21808	192	12	paper	paper	NOUN
ajst-21808	192	13	has	have	VERB
ajst-21808	192	14	good	good	ADJ
ajst-21808	192	15	convergence	convergence	NOUN
ajst-21808	192	16	,	,	PUNCT
ajst-21808	192	17	and	and	CCONJ
ajst-21808	192	18	the	the	DET
ajst-21808	192	19	convergence	convergence	NOUN
ajst-21808	192	20	speed	speed	NOUN
ajst-21808	192	21	is	be	AUX
ajst-21808	192	22	very	very	ADV
ajst-21808	192	23	fast	fast	ADJ
ajst-21808	192	24	.	.	PUNCT
ajst-21808	193	1	10	10	NUM
ajst-21808	193	2	20	20	NUM
ajst-21808	193	3	30	30	NUM
ajst-21808	193	4	40	40	NUM
ajst-21808	193	5	50	50	NUM
ajst-21808	193	6	60	60	NUM
ajst-21808	193	7	0	0	NUM
ajst-21808	193	8	0.02	0.02	NUM
ajst-21808	193	9	0.04	0.04	NUM
ajst-21808	193	10	0.06	0.06	NUM
ajst-21808	193	11	0.08	0.08	NUM
ajst-21808	193	12	0.1	0.1	NUM
ajst-21808	193	13	0.12	0.12	NUM
ajst-21808	193	14	0.14	0.14	NUM
ajst-21808	193	15	0.16	0.16	NUM
ajst-21808	193	16	0.18	0.18	NUM
ajst-21808	193	17	validation	validation	NOUN
ajst-21808	193	18	set	set	NOUN
ajst-21808	193	19	training	training	NOUN
ajst-21808	193	20	set	set	NOUN
ajst-21808	193	21	x	x	PUNCT
ajst-21808	193	22	57	57	NUM
ajst-21808	193	23	y	y	PROPN
ajst-21808	193	24	0.0001017	0.0001017	NUM
ajst-21808	193	25	iterations	iteration	NOUN
ajst-21808	193	26	/	/	SYM
ajst-21808	193	27	times	time	NOUN
ajst-21808	193	28	0	0	NUM
ajst-21808	194	1	l	l	NOUN
ajst-21808	194	2	os	os	NOUN
ajst-21808	194	3	s	s	PROPN
ajst-21808	194	4	va	va	PROPN
ajst-21808	194	5	lu	lu	PROPN
ajst-21808	194	6	e	e	NOUN
ajst-21808	194	7	figure	figure	NOUN
ajst-21808	194	8	8	8	NUM
ajst-21808	194	9	.	.	PUNCT
ajst-21808	195	1	loss	loss	NOUN
ajst-21808	195	2	curve	curve	NOUN
ajst-21808	195	3	5.2	5.2	NUM
ajst-21808	195	4	.	.	PUNCT
ajst-21808	196	1	fault	fault	VERB
ajst-21808	196	2	ranging	ranging	NOUN
ajst-21808	196	3	results	result	VERB
ajst-21808	196	4	analysis	analysis	NOUN
ajst-21808	196	5	the	the	DET
ajst-21808	196	6	ranging	range	VERB
ajst-21808	196	7	effect	effect	NOUN
ajst-21808	196	8	of	of	ADP
ajst-21808	196	9	the	the	DET
ajst-21808	196	10	cnn	cnn	PROPN
ajst-21808	196	11	-	-	PUNCT
ajst-21808	196	12	gru	gru	PROPN
ajst-21808	196	13	hybrid	hybrid	ADJ
ajst-21808	196	14	neural	neural	ADJ
ajst-21808	196	15	network	network	NOUN
ajst-21808	196	16	model	model	NOUN
ajst-21808	196	17	is	be	AUX
ajst-21808	196	18	verified	verify	VERB
ajst-21808	196	19	using	use	VERB
ajst-21808	196	20	the	the	DET
ajst-21808	196	21	test	test	NOUN
ajst-21808	196	22	set	set	NOUN
ajst-21808	196	23	,	,	PUNCT
ajst-21808	196	24	and	and	CCONJ
ajst-21808	196	25	the	the	DET
ajst-21808	196	26	average	average	ADJ
ajst-21808	196	27	absolute	absolute	ADJ
ajst-21808	196	28	percentage	percentage	NOUN
ajst-21808	196	29	error	error	NOUN
ajst-21808	196	30	and	and	CCONJ
ajst-21808	196	31	the	the	DET
ajst-21808	196	32	decidability	decidability	NOUN
ajst-21808	196	33	coefficient	coefficient	NOUN
ajst-21808	196	34	of	of	ADP
ajst-21808	196	35	the	the	DET
ajst-21808	196	36	254	254	NUM
ajst-21808	196	37	ranging	ranging	NOUN
ajst-21808	196	38	results	result	NOUN
ajst-21808	196	39	of	of	ADP
ajst-21808	196	40	the	the	DET
ajst-21808	196	41	test	test	NOUN
ajst-21808	196	42	set	set	NOUN
ajst-21808	196	43	are	be	AUX
ajst-21808	196	44	calculated	calculate	VERB
ajst-21808	196	45	according	accord	VERB
ajst-21808	196	46	to	to	ADP
ajst-21808	196	47	eqs	eqs	PROPN
ajst-21808	196	48	.	.	PUNCT
ajst-21808	197	1	(	(	PUNCT
ajst-21808	197	2	15	15	NUM
ajst-21808	197	3	)	)	PUNCT
ajst-21808	197	4	and	and	CCONJ
ajst-21808	197	5	(	(	PUNCT
ajst-21808	197	6	16	16	NUM
ajst-21808	197	7	)	)	PUNCT
ajst-21808	197	8	,	,	PUNCT
ajst-21808	197	9	and	and	CCONJ
ajst-21808	197	10	the	the	DET
ajst-21808	197	11	average	average	ADJ
ajst-21808	197	12	absolute	absolute	ADJ
ajst-21808	197	13	percentage	percentage	NOUN
ajst-21808	197	14	error	error	NOUN
ajst-21808	197	15	of	of	ADP
ajst-21808	197	16	the	the	DET
ajst-21808	197	17	ranging	range	VERB
ajst-21808	197	18	results	result	NOUN
ajst-21808	197	19	of	of	ADP
ajst-21808	197	20	the	the	DET
ajst-21808	197	21	test	test	NOUN
ajst-21808	197	22	set	set	NOUN
ajst-21808	197	23	,	,	PUNCT
ajst-21808	197	24	mape	mape	NOUN
ajst-21808	197	25	,	,	PUNCT
ajst-21808	197	26	is	be	AUX
ajst-21808	197	27	0.2182	0.2182	NUM
ajst-21808	197	28	%	%	NOUN
ajst-21808	197	29	and	and	CCONJ
ajst-21808	197	30	the	the	DET
ajst-21808	197	31	decidability	decidability	NOUN
ajst-21808	197	32	coefficient	coefficient	NOUN
ajst-21808	197	33	2r	2r	NUM
ajst-21808	197	34	is	be	AUX
ajst-21808	197	35	99.9983	99.9983	NUM
ajst-21808	197	36	%	%	NOUN
ajst-21808	197	37	.	.	PUNCT
ajst-21808	198	1	in	in	ADP
ajst-21808	198	2	order	order	NOUN
ajst-21808	198	3	to	to	PART
ajst-21808	198	4	visualize	visualize	VERB
ajst-21808	198	5	the	the	DET
ajst-21808	198	6	effect	effect	NOUN
ajst-21808	198	7	of	of	ADP
ajst-21808	198	8	fault	fault	NOUN
ajst-21808	198	9	ranging	range	VERB
ajst-21808	198	10	,	,	PUNCT
ajst-21808	198	11	the	the	DET
ajst-21808	198	12	inputs	input	NOUN
ajst-21808	198	13	and	and	CCONJ
ajst-21808	198	14	outputs	output	NOUN
ajst-21808	198	15	of	of	ADP
ajst-21808	198	16	the	the	DET
ajst-21808	198	17	model	model	NOUN
ajst-21808	198	18	are	be	AUX
ajst-21808	198	19	normalized	normalize	VERB
ajst-21808	198	20	to	to	ADP
ajst-21808	198	21	between	between	ADP
ajst-21808	198	22	0	0	NUM
ajst-21808	198	23	and	and	CCONJ
ajst-21808	198	24	1	1	NUM
ajst-21808	198	25	,	,	PUNCT
ajst-21808	198	26	indicating	indicate	VERB
ajst-21808	198	27	the	the	DET
ajst-21808	198	28	percentage	percentage	NOUN
ajst-21808	198	29	of	of	ADP
ajst-21808	198	30	fault	fault	NOUN
ajst-21808	198	31	distance	distance	NOUN
ajst-21808	198	32	to	to	ADP
ajst-21808	198	33	the	the	DET
ajst-21808	198	34	total	total	ADJ
ajst-21808	198	35	length	length	NOUN
ajst-21808	198	36	of	of	ADP
ajst-21808	198	37	the	the	DET
ajst-21808	198	38	transmission	transmission	NOUN
ajst-21808	198	39	line	line	NOUN
ajst-21808	198	40	.	.	PUNCT
ajst-21808	199	1	the	the	DET
ajst-21808	199	2	inputs	input	NOUN
ajst-21808	199	3	and	and	CCONJ
ajst-21808	199	4	outputs	output	NOUN
ajst-21808	199	5	of	of	ADP
ajst-21808	199	6	all	all	DET
ajst-21808	199	7	the	the	DET
ajst-21808	199	8	samples	sample	NOUN
ajst-21808	199	9	in	in	ADP
ajst-21808	199	10	the	the	DET
ajst-21808	199	11	test	test	NOUN
ajst-21808	199	12	set	set	NOUN
ajst-21808	199	13	are	be	AUX
ajst-21808	199	14	drawn	draw	VERB
ajst-21808	199	15	as	as	ADP
ajst-21808	199	16	a	a	DET
ajst-21808	199	17	series	series	NOUN
ajst-21808	199	18	of	of	ADP
ajst-21808	199	19	points	point	NOUN
ajst-21808	199	20	with	with	ADP
ajst-21808	199	21	horizontal	horizontal	ADJ
ajst-21808	199	22	and	and	CCONJ
ajst-21808	199	23	vertical	vertical	ADJ
ajst-21808	199	24	coordinates	coordinate	NOUN
ajst-21808	199	25	respectively	respectively	ADV
ajst-21808	199	26	,	,	PUNCT
ajst-21808	199	27	and	and	CCONJ
ajst-21808	199	28	the	the	DET
ajst-21808	199	29	vertical	vertical	ADJ
ajst-21808	199	30	distance	distance	NOUN
ajst-21808	199	31	from	from	ADP
ajst-21808	199	32	each	each	DET
ajst-21808	199	33	point	point	NOUN
ajst-21808	199	34	to	to	ADP
ajst-21808	199	35	y	y	NOUN
ajst-21808	199	36	=	=	NOUN
ajst-21808	199	37	x	x	X
ajst-21808	199	38	is	be	AUX
ajst-21808	199	39	the	the	DET
ajst-21808	199	40	error	error	NOUN
ajst-21808	199	41	between	between	ADP
ajst-21808	199	42	the	the	DET
ajst-21808	199	43	ranging	ranging	NOUN
ajst-21808	199	44	result	result	NOUN
ajst-21808	199	45	and	and	CCONJ
ajst-21808	199	46	the	the	DET
ajst-21808	199	47	real	real	ADJ
ajst-21808	199	48	fault	fault	NOUN
ajst-21808	199	49	distance	distance	NOUN
ajst-21808	199	50	,	,	PUNCT
ajst-21808	199	51	and	and	CCONJ
ajst-21808	199	52	the	the	DET
ajst-21808	199	53	smaller	small	ADJ
ajst-21808	199	54	the	the	DET
ajst-21808	199	55	distance	distance	NOUN
ajst-21808	199	56	is	be	AUX
ajst-21808	199	57	,	,	PUNCT
ajst-21808	199	58	the	the	PRON
ajst-21808	199	59	better	well	ADJ
ajst-21808	199	60	the	the	DET
ajst-21808	199	61	ranging	range	VERB
ajst-21808	199	62	effect	effect	NOUN
ajst-21808	199	63	is	be	AUX
ajst-21808	199	64	and	and	CCONJ
ajst-21808	199	65	the	the	PRON
ajst-21808	199	66	higher	high	ADJ
ajst-21808	199	67	the	the	DET
ajst-21808	199	68	accuracy	accuracy	NOUN
ajst-21808	199	69	is	be	AUX
ajst-21808	199	70	.	.	PUNCT
ajst-21808	200	1	from	from	ADP
ajst-21808	200	2	figure	figure	NOUN
ajst-21808	200	3	9	9	NUM
ajst-21808	200	4	,	,	PUNCT
ajst-21808	200	5	it	it	PRON
ajst-21808	200	6	can	can	AUX
ajst-21808	200	7	be	be	AUX
ajst-21808	200	8	seen	see	VERB
ajst-21808	200	9	that	that	SCONJ
ajst-21808	200	10	these	these	DET
ajst-21808	200	11	points	point	NOUN
ajst-21808	200	12	form	form	VERB
ajst-21808	200	13	a	a	DET
ajst-21808	200	14	straight	straight	ADJ
ajst-21808	200	15	line	line	NOUN
ajst-21808	200	16	approximating	approximate	VERB
ajst-21808	200	17	y	y	PROPN
ajst-21808	200	18	=	=	PROPN
ajst-21808	200	19	x	x	NOUN
ajst-21808	200	20	,	,	PUNCT
ajst-21808	200	21	which	which	PRON
ajst-21808	200	22	indicates	indicate	VERB
ajst-21808	200	23	that	that	SCONJ
ajst-21808	200	24	the	the	DET
ajst-21808	200	25	ranging	ranging	NOUN
ajst-21808	200	26	results	result	NOUN
ajst-21808	200	27	are	be	AUX
ajst-21808	200	28	almost	almost	ADV
ajst-21808	200	29	completely	completely	ADV
ajst-21808	200	30	overlapped	overlap	VERB
ajst-21808	200	31	with	with	ADP
ajst-21808	200	32	the	the	DET
ajst-21808	200	33	real	real	ADJ
ajst-21808	200	34	fault	fault	NOUN
ajst-21808	200	35	distance	distance	NOUN
ajst-21808	200	36	,	,	PUNCT
ajst-21808	200	37	indicating	indicate	VERB
ajst-21808	200	38	that	that	SCONJ
ajst-21808	200	39	the	the	DET
ajst-21808	200	40	ranging	range	VERB
ajst-21808	200	41	effect	effect	NOUN
ajst-21808	200	42	of	of	ADP
ajst-21808	200	43	the	the	DET
ajst-21808	200	44	cnn	cnn	PROPN
ajst-21808	200	45	-	-	PUNCT
ajst-21808	200	46	gru	gru	PROPN
ajst-21808	200	47	hybrid	hybrid	ADJ
ajst-21808	200	48	neural	neural	ADJ
ajst-21808	200	49	network	network	NOUN
ajst-21808	200	50	model	model	NOUN
ajst-21808	200	51	in	in	ADP
ajst-21808	200	52	this	this	DET
ajst-21808	200	53	paper	paper	NOUN
ajst-21808	200	54	is	be	AUX
ajst-21808	200	55	better	well	ADJ
ajst-21808	200	56	.	.	PUNCT
ajst-21808	201	1	degree	degree	NOUN
ajst-21808	201	2	of	of	ADP
ajst-21808	201	3	deviation	deviation	NOUN
ajst-21808	201	4	of	of	ADP
ajst-21808	201	5	the	the	DET
ajst-21808	201	6	model	model	NOUN
ajst-21808	201	7	output	output	NOUN
ajst-21808	201	8	value	value	NOUN
ajst-21808	201	9	from	from	ADP
ajst-21808	201	10	the	the	DET
ajst-21808	201	11	true	true	ADJ
ajst-21808	201	12	fault	fault	NOUN
ajst-21808	201	13	location	location	NOUN
ajst-21808	201	14	m	m	PROPN
ajst-21808	201	15	od	od	PROPN
ajst-21808	201	16	el	el	PROPN
ajst-21808	201	17	o	o	PROPN
ajst-21808	201	18	ut	ut	PROPN
ajst-21808	201	19	pu	pu	PROPN
ajst-21808	201	20	t	t	PROPN
ajst-21808	201	21	v	v	PROPN
ajst-21808	201	22	al	al	PROPN
ajst-21808	201	23	ue	ue	PROPN
ajst-21808	202	1	s/	s/	NUM
ajst-21808	202	2	%	%	NOUN
ajst-21808	202	3	true	true	ADJ
ajst-21808	202	4	fault	fault	NOUN
ajst-21808	202	5	location/%	location/%	VERB
ajst-21808	202	6	70	70	NUM
ajst-21808	202	7	90	90	NUM
ajst-21808	202	8	30	30	NUM
ajst-21808	202	9	fault	fault	NOUN
ajst-21808	202	10	location	location	NOUN
ajst-21808	202	11	y	y	PROPN
ajst-21808	202	12	=	=	PROPN
ajst-21808	202	13	x	x	SYM
ajst-21808	202	14	1000	1000	NUM
ajst-21808	202	15	0	0	NUM
ajst-21808	202	16	100	100	NUM
ajst-21808	202	17	90	90	NUM
ajst-21808	202	18	70	70	NUM
ajst-21808	202	19	60	60	NUM
ajst-21808	202	20	50	50	NUM
ajst-21808	202	21	40	40	NUM
ajst-21808	202	22	10	10	NUM
ajst-21808	202	23	20	20	NUM
ajst-21808	202	24	80	80	NUM
ajst-21808	202	25	10	10	NUM
ajst-21808	202	26	20	20	NUM
ajst-21808	202	27	30	30	NUM
ajst-21808	202	28	40	40	NUM
ajst-21808	202	29	806050	806050	NUM
ajst-21808	202	30	figure	figure	NOUN
ajst-21808	202	31	9	9	NUM
ajst-21808	202	32	.	.	PUNCT
ajst-21808	203	1	fault	fault	VERB
ajst-21808	203	2	ranging	range	VERB
ajst-21808	203	3	regression	regression	NOUN
ajst-21808	203	4	curve	curve	VERB
ajst-21808	203	5	the	the	DET
ajst-21808	203	6	simulation	simulation	NOUN
ajst-21808	203	7	of	of	ADP
ajst-21808	203	8	three	three	NUM
ajst-21808	203	9	types	type	NOUN
ajst-21808	203	10	of	of	ADP
ajst-21808	203	11	faults	fault	NOUN
ajst-21808	203	12	,	,	PUNCT
ajst-21808	203	13	namely	namely	ADV
ajst-21808	203	14	,	,	PUNCT
ajst-21808	203	15	positive	positive	ADJ
ajst-21808	203	16	ground	ground	NOUN
ajst-21808	203	17	fault	fault	NOUN
ajst-21808	203	18	,	,	PUNCT
ajst-21808	203	19	negative	negative	ADJ
ajst-21808	203	20	ground	ground	NOUN
ajst-21808	203	21	fault	fault	NOUN
ajst-21808	203	22	and	and	CCONJ
ajst-21808	203	23	bipolar	bipolar	ADJ
ajst-21808	203	24	short	short	ADJ
ajst-21808	203	25	-	-	PUNCT
ajst-21808	203	26	circuit	circuit	NOUN
ajst-21808	203	27	fault	fault	NOUN
ajst-21808	203	28	,	,	PUNCT
ajst-21808	203	29	is	be	AUX
ajst-21808	203	30	carried	carry	VERB
ajst-21808	203	31	out	out	ADP
ajst-21808	203	32	on	on	ADP
ajst-21808	203	33	the	the	DET
ajst-21808	203	34	l1	l1	PROPN
ajst-21808	203	35	line	line	NOUN
ajst-21808	203	36	,	,	PUNCT
ajst-21808	203	37	and	and	CCONJ
ajst-21808	203	38	the	the	DET
ajst-21808	203	39	fault	fault	NOUN
ajst-21808	203	40	distances	distance	NOUN
ajst-21808	203	41	are	be	AUX
ajst-21808	203	42	set	set	VERB
ajst-21808	203	43	to	to	ADP
ajst-21808	203	44	10	10	NUM
ajst-21808	203	45	km	km	NOUN
ajst-21808	203	46	,	,	PUNCT
ajst-21808	203	47	40	40	NUM
ajst-21808	203	48	km	km	NOUN
ajst-21808	203	49	,	,	PUNCT
ajst-21808	203	50	80	80	NUM
ajst-21808	203	51	km	km	NOUN
ajst-21808	203	52	and	and	CCONJ
ajst-21808	203	53	120	120	NUM
ajst-21808	203	54	km	km	NOUN
ajst-21808	203	55	,	,	PUNCT
ajst-21808	203	56	and	and	CCONJ
ajst-21808	203	57	the	the	DET
ajst-21808	203	58	transition	transition	NOUN
ajst-21808	203	59	resistances	resistance	NOUN
ajst-21808	203	60	are	be	AUX
ajst-21808	203	61	set	set	VERB
ajst-21808	203	62	to	to	ADP
ajst-21808	203	63	30ω	30ω	NUM
ajst-21808	203	64	,	,	PUNCT
ajst-21808	203	65	60ω	60ω	NOUN
ajst-21808	203	66	,	,	PUNCT
ajst-21808	203	67	90ω	90ω	NOUN
ajst-21808	203	68	,	,	PUNCT
ajst-21808	203	69	120ω	120ω	PROPN
ajst-21808	203	70	and	and	CCONJ
ajst-21808	203	71	150ω	150ω	NUM
ajst-21808	203	72	,	,	PUNCT
ajst-21808	204	1	respectively.a	respectively.a	PRON
ajst-21808	204	2	total	total	NOUN
ajst-21808	204	3	of	of	ADP
ajst-21808	204	4	3×4×5=60	3×4×5=60	NUM
ajst-21808	204	5	sets	set	NOUN
ajst-21808	204	6	of	of	ADP
ajst-21808	204	7	fault	fault	NOUN
ajst-21808	204	8	sample	sample	NOUN
ajst-21808	204	9	data	datum	NOUN
ajst-21808	204	10	are	be	AUX
ajst-21808	204	11	obtained	obtain	VERB
ajst-21808	204	12	,	,	PUNCT
ajst-21808	204	13	which	which	PRON
ajst-21808	204	14	are	be	AUX
ajst-21808	204	15	feature	feature	NOUN
ajst-21808	204	16	extracted	extract	VERB
ajst-21808	204	17	and	and	CCONJ
ajst-21808	204	18	input	input	NOUN
ajst-21808	204	19	into	into	ADP
ajst-21808	204	20	the	the	DET
ajst-21808	204	21	the	the	DET
ajst-21808	204	22	fault	fault	NOUN
ajst-21808	204	23	ranging	ranging	NOUN
ajst-21808	204	24	model	model	NOUN
ajst-21808	204	25	is	be	AUX
ajst-21808	204	26	tested	test	VERB
ajst-21808	204	27	,	,	PUNCT
ajst-21808	204	28	and	and	CCONJ
ajst-21808	204	29	the	the	DET
ajst-21808	204	30	ranging	range	VERB
ajst-21808	204	31	results	result	NOUN
ajst-21808	204	32	are	be	AUX
ajst-21808	204	33	shown	show	VERB
ajst-21808	204	34	in	in	ADP
ajst-21808	204	35	table	table	NOUN
ajst-21808	204	36	2	2	NUM
ajst-21808	204	37	,	,	PUNCT
ajst-21808	204	38	with	with	ADP
ajst-21808	204	39	an	an	DET
ajst-21808	204	40	average	average	ADJ
ajst-21808	204	41	absolute	absolute	ADJ
ajst-21808	204	42	percentage	percentage	NOUN
ajst-21808	204	43	error	error	NOUN
ajst-21808	204	44	mape	mape	NOUN
ajst-21808	204	45	of	of	ADP
ajst-21808	204	46	0.21	0.21	NUM
ajst-21808	204	47	%	%	NOUN
ajst-21808	204	48	.	.	PUNCT
ajst-21808	205	1	table	table	NOUN
ajst-21808	205	2	2	2	NUM
ajst-21808	205	3	.	.	X
ajst-21808	206	1	fault	fault	VERB
ajst-21808	206	2	ranging	ranging	NOUN
ajst-21808	206	3	results	result	NOUN
ajst-21808	206	4	fault	fault	VERB
ajst-21808	206	5	distance	distance	NOUN
ajst-21808	206	6	(	(	PUNCT
ajst-21808	206	7	km	km	NOUN
ajst-21808	206	8	)	)	PUNCT
ajst-21808	206	9	transition	transition	NOUN
ajst-21808	206	10	resistance(ω	resistance(ω	PROPN
ajst-21808	206	11	)	)	PUNCT
ajst-21808	206	12	positioning	positioning	NOUN
ajst-21808	206	13	results	result	NOUN
ajst-21808	206	14	(	(	PUNCT
ajst-21808	206	15	%	%	INTJ
ajst-21808	206	16	)	)	PUNCT
ajst-21808	206	17	absolute	absolute	PROPN
ajst-21808	206	18	error(km	error(km	NOUN
ajst-21808	206	19	)	)	PUNCT
ajst-21808	206	20	relative	relative	ADJ
ajst-21808	206	21	error(%	error(%	NOUN
ajst-21808	206	22	)	)	PUNCT
ajst-21808	206	23	10	10	NUM
ajst-21808	206	24	30	30	NUM
ajst-21808	206	25	60	60	NUM
ajst-21808	206	26	90	90	NUM
ajst-21808	206	27	120	120	NUM
ajst-21808	206	28	150	150	NUM
ajst-21808	206	29	9.947	9.947	NUM
ajst-21808	206	30	10.134	10.134	NUM
ajst-21808	206	31	9.949	9.949	NUM
ajst-21808	206	32	9.812	9.812	NUM
ajst-21808	206	33	9.874	9.874	NUM
ajst-21808	206	34	0.053	0.053	NUM
ajst-21808	206	35	0.134	0.134	NUM
ajst-21808	206	36	0.051	0.051	NUM
ajst-21808	206	37	0.188	0.188	NUM
ajst-21808	206	38	0.126	0.126	NUM
ajst-21808	206	39	0.265	0.265	NUM
ajst-21808	206	40	0.67	0.67	NUM
ajst-21808	206	41	0.255	0.255	NUM
ajst-21808	206	42	0.94	0.94	NUM
ajst-21808	206	43	0.63	0.63	NUM
ajst-21808	206	44	40	40	NUM
ajst-21808	206	45	30	30	NUM
ajst-21808	206	46	60	60	NUM
ajst-21808	206	47	90	90	NUM
ajst-21808	206	48	120	120	NUM
ajst-21808	206	49	150	150	NUM
ajst-21808	206	50	40.018	40.018	NUM
ajst-21808	206	51	40.058	40.058	NUM
ajst-21808	206	52	39.872	39.872	NUM
ajst-21808	206	53	39.858	39.858	NUM
ajst-21808	206	54	39.804	39.804	NUM
ajst-21808	206	55	0.018	0.018	NUM
ajst-21808	206	56	0.058	0.058	NUM
ajst-21808	206	57	0.128	0.128	NUM
ajst-21808	206	58	0.142	0.142	NUM
ajst-21808	206	59	0.194	0.194	NUM
ajst-21808	206	60	0.09	0.09	NUM
ajst-21808	206	61	0.29	0.29	NUM
ajst-21808	206	62	0.64	0.64	NUM
ajst-21808	206	63	0.71	0.71	NUM
ajst-21808	206	64	0.97	0.97	NUM
ajst-21808	206	65	80	80	NUM
ajst-21808	206	66	30	30	NUM
ajst-21808	206	67	60	60	NUM
ajst-21808	206	68	90	90	NUM
ajst-21808	206	69	120	120	NUM
ajst-21808	206	70	150	150	NUM
ajst-21808	206	71	80.107	80.107	NUM
ajst-21808	206	72	79.923	79.923	NUM
ajst-21808	206	73	80.048	80.048	NUM
ajst-21808	206	74	79.950	79.950	NUM
ajst-21808	206	75	80.181	80.181	NUM
ajst-21808	206	76	0.107	0.107	NUM
ajst-21808	206	77	0.077	0.077	NUM
ajst-21808	206	78	0.048	0.048	NUM
ajst-21808	206	79	0.05	0.05	NUM
ajst-21808	206	80	0.181	0.181	NUM
ajst-21808	206	81	0.535	0.535	NUM
ajst-21808	206	82	0.385	0.385	NUM
ajst-21808	206	83	0.24	0.24	NUM
ajst-21808	206	84	0.25	0.25	NUM
ajst-21808	206	85	0.905	0.905	NUM
ajst-21808	206	86	120	120	NUM
ajst-21808	206	87	30	30	NUM
ajst-21808	206	88	60	60	NUM
ajst-21808	206	89	90	90	NUM
ajst-21808	206	90	120	120	NUM
ajst-21808	206	91	150	150	NUM
ajst-21808	206	92	119.882	119.882	NUM
ajst-21808	206	93	119.842	119.842	NUM
ajst-21808	206	94	119.923	119.923	NUM
ajst-21808	206	95	120.011	120.011	NUM
ajst-21808	206	96	119.802	119.802	NUM
ajst-21808	206	97	0.118	0.118	NUM
ajst-21808	206	98	0.158	0.158	NUM
ajst-21808	206	99	0.077	0.077	NUM
ajst-21808	206	100	0.011	0.011	NUM
ajst-21808	206	101	0.198	0.198	NUM
ajst-21808	206	102	0.59	0.59	NUM
ajst-21808	206	103	0.79	0.79	NUM
ajst-21808	206	104	0.385	0.385	NUM
ajst-21808	206	105	0.055	0.055	NUM
ajst-21808	206	106	0.99	0.99	NUM
ajst-21808	206	107	6	6	NUM
ajst-21808	206	108	.	.	PUNCT
ajst-21808	207	1	performance	performance	NOUN
ajst-21808	207	2	analysis	analysis	NOUN
ajst-21808	207	3	6.1	6.1	NUM
ajst-21808	207	4	.	.	PUNCT
ajst-21808	208	1	anti	anti	ADJ
ajst-21808	208	2	-	-	ADJ
ajst-21808	208	3	noise	noise	ADJ
ajst-21808	208	4	performance	performance	NOUN
ajst-21808	208	5	analysis	analysis	NOUN
ajst-21808	208	6	in	in	ADP
ajst-21808	208	7	practical	practical	ADJ
ajst-21808	208	8	engineering	engineering	NOUN
ajst-21808	208	9	,	,	PUNCT
ajst-21808	208	10	data	datum	NOUN
ajst-21808	208	11	are	be	AUX
ajst-21808	208	12	often	often	ADV
ajst-21808	208	13	subject	subject	ADJ
ajst-21808	208	14	to	to	ADP
ajst-21808	208	15	various	various	ADJ
ajst-21808	208	16	disturbances	disturbance	NOUN
ajst-21808	208	17	that	that	PRON
ajst-21808	208	18	introduce	introduce	VERB
ajst-21808	208	19	noise	noise	NOUN
ajst-21808	208	20	,	,	PUNCT
ajst-21808	208	21	and	and	CCONJ
ajst-21808	208	22	the	the	DET
ajst-21808	208	23	presence	presence	NOUN
ajst-21808	208	24	of	of	ADP
ajst-21808	208	25	noise	noise	NOUN
ajst-21808	208	26	reduces	reduce	VERB
ajst-21808	208	27	the	the	DET
ajst-21808	208	28	ranging	range	VERB
ajst-21808	208	29	accuracy	accuracy	NOUN
ajst-21808	208	30	of	of	ADP
ajst-21808	208	31	the	the	DET
ajst-21808	208	32	network	network	NOUN
ajst-21808	208	33	model	model	NOUN
ajst-21808	208	34	,	,	PUNCT
ajst-21808	208	35	so	so	SCONJ
ajst-21808	208	36	it	it	PRON
ajst-21808	208	37	is	be	AUX
ajst-21808	208	38	necessary	necessary	ADJ
ajst-21808	208	39	to	to	PART
ajst-21808	208	40	analyze	analyze	VERB
ajst-21808	208	41	the	the	DET
ajst-21808	208	42	network	network	NOUN
ajst-21808	208	43	model	model	NOUN
ajst-21808	208	44	's	's	PART
ajst-21808	208	45	ability	ability	NOUN
ajst-21808	208	46	to	to	PART
ajst-21808	208	47	resist	resist	VERB
ajst-21808	208	48	noise	noise	NOUN
ajst-21808	208	49	.	.	PUNCT
ajst-21808	209	1	in	in	ADP
ajst-21808	209	2	the	the	DET
ajst-21808	209	3	field	field	NOUN
ajst-21808	209	4	of	of	ADP
ajst-21808	209	5	data	datum	NOUN
ajst-21808	209	6	processing	processing	NOUN
ajst-21808	209	7	,	,	PUNCT
ajst-21808	209	8	the	the	DET
ajst-21808	209	9	signal	signal	NOUN
ajst-21808	209	10	-	-	PUNCT
ajst-21808	209	11	to	to	ADP
ajst-21808	209	12	-	-	PUNCT
ajst-21808	209	13	noise	noise	NOUN
ajst-21808	209	14	ratio	ratio	NOUN
ajst-21808	209	15	snr	snr	PROPN
ajst-21808	209	16	is	be	AUX
ajst-21808	209	17	often	often	ADV
ajst-21808	209	18	used	use	VERB
ajst-21808	209	19	to	to	PART
ajst-21808	209	20	measure	measure	VERB
ajst-21808	209	21	the	the	DET
ajst-21808	209	22	level	level	NOUN
ajst-21808	209	23	of	of	ADP
ajst-21808	209	24	noise	noise	NOUN
ajst-21808	209	25	in	in	ADP
ajst-21808	209	26	the	the	DET
ajst-21808	209	27	data	datum	NOUN
ajst-21808	209	28	.	.	PUNCT
ajst-21808	210	1	a	a	DET
ajst-21808	210	2	higher	high	ADJ
ajst-21808	210	3	snr	snr	NOUN
ajst-21808	210	4	means	mean	VERB
ajst-21808	210	5	that	that	SCONJ
ajst-21808	210	6	the	the	DET
ajst-21808	210	7	signal	signal	NOUN
ajst-21808	210	8	is	be	AUX
ajst-21808	210	9	stronger	strong	ADJ
ajst-21808	210	10	relative	relative	ADJ
ajst-21808	210	11	to	to	ADP
ajst-21808	210	12	the	the	DET
ajst-21808	210	13	255	255	NUM
ajst-21808	210	14	noise	noise	NOUN
ajst-21808	210	15	,	,	PUNCT
ajst-21808	210	16	whereas	whereas	SCONJ
ajst-21808	210	17	a	a	DET
ajst-21808	210	18	lower	low	ADJ
ajst-21808	210	19	snr	snr	NOUN
ajst-21808	210	20	indicates	indicate	VERB
ajst-21808	210	21	a	a	DET
ajst-21808	210	22	relatively	relatively	ADV
ajst-21808	210	23	large	large	ADJ
ajst-21808	210	24	amount	amount	NOUN
ajst-21808	210	25	of	of	ADP
ajst-21808	210	26	noise	noise	NOUN
ajst-21808	210	27	,	,	PUNCT
ajst-21808	210	28	which	which	PRON
ajst-21808	210	29	may	may	AUX
ajst-21808	210	30	negatively	negatively	ADV
ajst-21808	210	31	affect	affect	VERB
ajst-21808	210	32	data	datum	NOUN
ajst-21808	210	33	analysis	analysis	NOUN
ajst-21808	210	34	and	and	CCONJ
ajst-21808	210	35	model	model	NOUN
ajst-21808	210	36	prediction	prediction	NOUN
ajst-21808	210	37	.	.	PUNCT
ajst-21808	211	1	in	in	ADP
ajst-21808	211	2	this	this	DET
ajst-21808	211	3	paper	paper	NOUN
ajst-21808	211	4	,	,	PUNCT
ajst-21808	211	5	we	we	PRON
ajst-21808	211	6	add	add	VERB
ajst-21808	211	7	different	different	ADJ
ajst-21808	211	8	intensities	intensity	NOUN
ajst-21808	211	9	of	of	ADP
ajst-21808	211	10	noise	noise	NOUN
ajst-21808	211	11	to	to	ADP
ajst-21808	211	12	the	the	DET
ajst-21808	211	13	dataset	dataset	NOUN
ajst-21808	211	14	to	to	PART
ajst-21808	211	15	analyze	analyze	VERB
ajst-21808	211	16	the	the	DET
ajst-21808	211	17	effect	effect	NOUN
ajst-21808	211	18	of	of	ADP
ajst-21808	211	19	noise	noise	NOUN
ajst-21808	211	20	on	on	ADP
ajst-21808	211	21	the	the	DET
ajst-21808	211	22	network	network	NOUN
ajst-21808	211	23	model	model	NOUN
ajst-21808	211	24	,	,	PUNCT
ajst-21808	211	25	and	and	CCONJ
ajst-21808	211	26	the	the	DET
ajst-21808	211	27	relationship	relationship	NOUN
ajst-21808	211	28	between	between	ADP
ajst-21808	211	29	the	the	DET
ajst-21808	211	30	mean	mean	ADJ
ajst-21808	211	31	absolute	absolute	ADJ
ajst-21808	211	32	percentage	percentage	NOUN
ajst-21808	211	33	error	error	NOUN
ajst-21808	211	34	mape	mape	NOUN
ajst-21808	211	35	and	and	CCONJ
ajst-21808	211	36	the	the	DET
ajst-21808	211	37	decidability	decidability	NOUN
ajst-21808	211	38	coefficient	coefficient	NOUN
ajst-21808	211	39	and	and	CCONJ
ajst-21808	211	40	snr	snr	NOUN
ajst-21808	211	41	for	for	ADP
ajst-21808	211	42	the	the	DET
ajst-21808	211	43	dataset	dataset	NOUN
ajst-21808	211	44	with	with	ADP
ajst-21808	211	45	different	different	ADJ
ajst-21808	211	46	intensities	intensity	NOUN
ajst-21808	211	47	of	of	ADP
ajst-21808	211	48	noise	noise	NOUN
ajst-21808	211	49	are	be	AUX
ajst-21808	211	50	shown	show	VERB
ajst-21808	211	51	in	in	ADP
ajst-21808	211	52	figure	figure	NOUN
ajst-21808	211	53	10	10	NUM
ajst-21808	211	54	and	and	CCONJ
ajst-21808	211	55	figure	figure	VERB
ajst-21808	211	56	11	11	NUM
ajst-21808	211	57	,	,	PUNCT
ajst-21808	211	58	respectively	respectively	ADV
ajst-21808	211	59	.	.	PUNCT
ajst-21808	212	1	figure	figure	NOUN
ajst-21808	212	2	10	10	NUM
ajst-21808	212	3	.	.	PUNCT
ajst-21808	213	1	mape	mape	NOUN
ajst-21808	213	2	variation	variation	NOUN
ajst-21808	213	3	diagram	diagram	NOUN
ajst-21808	213	4	under	under	ADP
ajst-21808	213	5	different	different	ADJ
ajst-21808	213	6	levels	level	NOUN
ajst-21808	213	7	of	of	ADP
ajst-21808	213	8	noise	noise	NOUN
ajst-21808	213	9	figure	figure	NOUN
ajst-21808	213	10	11	11	NUM
ajst-21808	213	11	.	.	PUNCT
ajst-21808	214	1	r2	r2	PROPN
ajst-21808	214	2	variation	variation	NOUN
ajst-21808	214	3	diagram	diagram	NOUN
ajst-21808	214	4	under	under	ADP
ajst-21808	214	5	different	different	ADJ
ajst-21808	214	6	levels	level	NOUN
ajst-21808	214	7	of	of	ADP
ajst-21808	214	8	noise	noise	NOUN
ajst-21808	214	9	as	as	SCONJ
ajst-21808	214	10	can	can	AUX
ajst-21808	214	11	be	be	AUX
ajst-21808	214	12	seen	see	VERB
ajst-21808	214	13	from	from	ADP
ajst-21808	214	14	figure	figure	NOUN
ajst-21808	214	15	10	10	NUM
ajst-21808	214	16	and	and	CCONJ
ajst-21808	214	17	figure	figure	VERB
ajst-21808	214	18	11	11	NUM
ajst-21808	214	19	,	,	PUNCT
ajst-21808	214	20	the	the	DET
ajst-21808	214	21	mean	mean	ADJ
ajst-21808	214	22	absolute	absolute	ADJ
ajst-21808	214	23	percentage	percentage	NOUN
ajst-21808	214	24	error	error	NOUN
ajst-21808	214	25	mape	mape	NOUN
ajst-21808	214	26	decreases	decrease	VERB
ajst-21808	214	27	with	with	ADP
ajst-21808	214	28	the	the	DET
ajst-21808	214	29	weakening	weakening	NOUN
ajst-21808	214	30	of	of	ADP
ajst-21808	214	31	the	the	DET
ajst-21808	214	32	noise	noise	NOUN
ajst-21808	214	33	,	,	PUNCT
ajst-21808	214	34	and	and	CCONJ
ajst-21808	214	35	the	the	DET
ajst-21808	214	36	coefficient	coefficient	NOUN
ajst-21808	214	37	of	of	ADP
ajst-21808	214	38	determination	determination	NOUN
ajst-21808	214	39	r2	r2	NOUN
ajst-21808	214	40	,	,	PUNCT
ajst-21808	214	41	on	on	ADP
ajst-21808	214	42	the	the	DET
ajst-21808	214	43	contrary	contrary	NOUN
ajst-21808	214	44	,	,	PUNCT
ajst-21808	214	45	increases	increase	VERB
ajst-21808	214	46	with	with	ADP
ajst-21808	214	47	the	the	DET
ajst-21808	214	48	weakening	weakening	NOUN
ajst-21808	214	49	of	of	ADP
ajst-21808	214	50	the	the	DET
ajst-21808	214	51	noise	noise	NOUN
ajst-21808	214	52	.	.	PUNCT
ajst-21808	215	1	when	when	SCONJ
ajst-21808	215	2	the	the	DET
ajst-21808	215	3	noise	noise	NOUN
ajst-21808	215	4	is	be	AUX
ajst-21808	215	5	30db	30db	NUM
ajst-21808	215	6	,	,	PUNCT
ajst-21808	215	7	the	the	DET
ajst-21808	215	8	average	average	ADJ
ajst-21808	215	9	absolute	absolute	ADJ
ajst-21808	215	10	percentage	percentage	NOUN
ajst-21808	215	11	error	error	NOUN
ajst-21808	215	12	mape	mape	NOUN
ajst-21808	215	13	is	be	AUX
ajst-21808	215	14	0.28	0.28	NUM
ajst-21808	215	15	%	%	NOUN
ajst-21808	215	16	,	,	PUNCT
ajst-21808	215	17	and	and	CCONJ
ajst-21808	215	18	the	the	DET
ajst-21808	215	19	coefficient	coefficient	NOUN
ajst-21808	215	20	of	of	ADP
ajst-21808	215	21	determination	determination	NOUN
ajst-21808	215	22	r2	r2	PROPN
ajst-21808	215	23	is	be	AUX
ajst-21808	215	24	99.98	99.98	NUM
ajst-21808	215	25	%	%	NOUN
ajst-21808	215	26	;	;	PUNCT
ajst-21808	215	27	when	when	SCONJ
ajst-21808	215	28	the	the	DET
ajst-21808	215	29	noise	noise	NOUN
ajst-21808	215	30	is	be	AUX
ajst-21808	215	31	20db	20db	ADJ
ajst-21808	215	32	,	,	PUNCT
ajst-21808	215	33	the	the	DET
ajst-21808	215	34	average	average	ADJ
ajst-21808	215	35	absolute	absolute	ADJ
ajst-21808	215	36	percentage	percentage	NOUN
ajst-21808	215	37	error	error	NOUN
ajst-21808	215	38	mape	mape	NOUN
ajst-21808	215	39	is	be	AUX
ajst-21808	215	40	still	still	ADV
ajst-21808	215	41	0.45	0.45	NUM
ajst-21808	215	42	%	%	NOUN
ajst-21808	215	43	,	,	PUNCT
ajst-21808	215	44	and	and	CCONJ
ajst-21808	215	45	the	the	DET
ajst-21808	215	46	coefficient	coefficient	NOUN
ajst-21808	215	47	of	of	ADP
ajst-21808	215	48	determination	determination	NOUN
ajst-21808	215	49	r2	r2	PROPN
ajst-21808	215	50	is	be	AUX
ajst-21808	215	51	99.93	99.93	NUM
ajst-21808	215	52	%	%	NOUN
ajst-21808	215	53	;	;	PUNCT
ajst-21808	215	54	when	when	SCONJ
ajst-21808	215	55	the	the	DET
ajst-21808	215	56	noise	noise	NOUN
ajst-21808	215	57	is	be	AUX
ajst-21808	215	58	further	far	ADV
ajst-21808	215	59	strengthened	strengthen	VERB
ajst-21808	215	60	,	,	PUNCT
ajst-21808	215	61	the	the	DET
ajst-21808	215	62	average	average	ADJ
ajst-21808	215	63	absolute	absolute	ADJ
ajst-21808	215	64	percentage	percentage	NOUN
ajst-21808	215	65	error	error	NOUN
ajst-21808	215	66	mape	mape	NOUN
ajst-21808	215	67	rises	rise	VERB
ajst-21808	215	68	more	more	ADJ
ajst-21808	215	69	,	,	PUNCT
ajst-21808	215	70	and	and	CCONJ
ajst-21808	215	71	the	the	DET
ajst-21808	215	72	coefficient	coefficient	NOUN
ajst-21808	215	73	of	of	ADP
ajst-21808	215	74	determination	determination	NOUN
ajst-21808	215	75	r2	r2	PROPN
ajst-21808	215	76	decreases	decrease	VERB
ajst-21808	215	77	more	more	ADV
ajst-21808	215	78	quickly	quickly	ADV
ajst-21808	215	79	.	.	PUNCT
ajst-21808	216	1	it	it	PRON
ajst-21808	216	2	shows	show	VERB
ajst-21808	216	3	that	that	SCONJ
ajst-21808	216	4	the	the	DET
ajst-21808	216	5	maximum	maximum	ADJ
ajst-21808	216	6	noise	noise	NOUN
ajst-21808	216	7	intensity	intensity	NOUN
ajst-21808	216	8	of	of	ADP
ajst-21808	216	9	the	the	DET
ajst-21808	216	10	fault	fault	NOUN
ajst-21808	216	11	ranging	range	VERB
ajst-21808	216	12	model	model	NOUN
ajst-21808	216	13	in	in	ADP
ajst-21808	216	14	this	this	DET
ajst-21808	216	15	paper	paper	NOUN
ajst-21808	216	16	is	be	AUX
ajst-21808	216	17	20db	20db	ADJ
ajst-21808	216	18	,	,	PUNCT
ajst-21808	216	19	which	which	PRON
ajst-21808	216	20	is	be	AUX
ajst-21808	216	21	strong	strong	ADJ
ajst-21808	216	22	in	in	ADP
ajst-21808	216	23	noise	noise	NOUN
ajst-21808	216	24	resistance	resistance	NOUN
ajst-21808	216	25	and	and	CCONJ
ajst-21808	216	26	can	can	AUX
ajst-21808	216	27	meet	meet	VERB
ajst-21808	216	28	the	the	DET
ajst-21808	216	29	requirements	requirement	NOUN
ajst-21808	216	30	of	of	ADP
ajst-21808	216	31	actual	actual	ADJ
ajst-21808	216	32	ranging	ranging	NOUN
ajst-21808	216	33	.	.	PUNCT
ajst-21808	217	1	6.2	6.2	NUM
ajst-21808	217	2	.	.	PUNCT
ajst-21808	217	3	transition	transition	NOUN
ajst-21808	217	4	resistance	resistance	NOUN
ajst-21808	217	5	performance	performance	NOUN
ajst-21808	217	6	analysis	analysis	NOUN
ajst-21808	217	7	the	the	DET
ajst-21808	217	8	amplitude	amplitude	NOUN
ajst-21808	217	9	of	of	ADP
ajst-21808	217	10	the	the	DET
ajst-21808	217	11	wavelet	wavelet	NOUN
ajst-21808	217	12	energy	energy	NOUN
ajst-21808	217	13	spectrum	spectrum	NOUN
ajst-21808	217	14	will	will	AUX
ajst-21808	217	15	be	be	AUX
ajst-21808	217	16	affected	affect	VERB
ajst-21808	217	17	by	by	ADP
ajst-21808	217	18	the	the	DET
ajst-21808	217	19	transition	transition	NOUN
ajst-21808	217	20	resistance	resistance	NOUN
ajst-21808	217	21	,	,	PUNCT
ajst-21808	217	22	the	the	DET
ajst-21808	217	23	data	data	NOUN
ajst-21808	217	24	is	be	AUX
ajst-21808	217	25	normalized	normalize	VERB
ajst-21808	217	26	before	before	ADP
ajst-21808	217	27	inputting	inputte	VERB
ajst-21808	217	28	into	into	ADP
ajst-21808	217	29	the	the	DET
ajst-21808	217	30	network	network	NOUN
ajst-21808	217	31	training	training	NOUN
ajst-21808	217	32	,	,	PUNCT
ajst-21808	217	33	but	but	CCONJ
ajst-21808	217	34	it	it	PRON
ajst-21808	217	35	is	be	AUX
ajst-21808	217	36	still	still	ADV
ajst-21808	217	37	necessary	necessary	ADJ
ajst-21808	217	38	to	to	PART
ajst-21808	217	39	test	test	VERB
ajst-21808	217	40	the	the	DET
ajst-21808	217	41	transition	transition	NOUN
ajst-21808	217	42	resistance	resistance	NOUN
ajst-21808	217	43	on	on	ADP
ajst-21808	217	44	the	the	DET
ajst-21808	217	45	fault	fault	NOUN
ajst-21808	217	46	ranging	ranging	NOUN
ajst-21808	217	47	accuracy	accuracy	NOUN
ajst-21808	217	48	will	will	AUX
ajst-21808	217	49	be	be	AUX
ajst-21808	217	50	affected	affect	VERB
ajst-21808	217	51	,	,	PUNCT
ajst-21808	217	52	so	so	CCONJ
ajst-21808	217	53	the	the	DET
ajst-21808	217	54	high	high	ADJ
ajst-21808	217	55	resistance	resistance	NOUN
ajst-21808	217	56	test	test	NOUN
ajst-21808	217	57	is	be	AUX
ajst-21808	217	58	carried	carry	VERB
ajst-21808	217	59	out	out	ADP
ajst-21808	217	60	to	to	PART
ajst-21808	217	61	verify	verify	VERB
ajst-21808	217	62	that	that	SCONJ
ajst-21808	217	63	the	the	DET
ajst-21808	217	64	cnn	cnn	PROPN
ajst-21808	217	65	-	-	PUNCT
ajst-21808	217	66	gru	gru	PROPN
ajst-21808	217	67	hybrid	hybrid	ADJ
ajst-21808	217	68	neural	neural	ADJ
ajst-21808	217	69	network	network	NOUN
ajst-21808	217	70	model	model	NOUN
ajst-21808	217	71	in	in	ADP
ajst-21808	217	72	this	this	DET
ajst-21808	217	73	paper	paper	NOUN
ajst-21808	217	74	can	can	AUX
ajst-21808	217	75	withstand	withstand	VERB
ajst-21808	217	76	the	the	DET
ajst-21808	217	77	transition	transition	NOUN
ajst-21808	217	78	resistance	resistance	NOUN
ajst-21808	217	79	ability	ability	NOUN
ajst-21808	217	80	.	.	PUNCT
ajst-21808	218	1	for	for	ADP
ajst-21808	218	2	line	line	NOUN
ajst-21808	218	3	l1	l1	PROPN
ajst-21808	218	4	,	,	PUNCT
ajst-21808	218	5	four	four	NUM
ajst-21808	218	6	fault	fault	NOUN
ajst-21808	218	7	distances	distance	NOUN
ajst-21808	218	8	are	be	AUX
ajst-21808	218	9	selected	select	VERB
ajst-21808	218	10	,	,	PUNCT
ajst-21808	218	11	and	and	CCONJ
ajst-21808	218	12	the	the	DET
ajst-21808	218	13	fault	fault	NOUN
ajst-21808	218	14	data	datum	NOUN
ajst-21808	218	15	of	of	ADP
ajst-21808	218	16	10	10	NUM
ajst-21808	218	17	different	different	ADJ
ajst-21808	218	18	transition	transition	NOUN
ajst-21808	218	19	resistances	resistance	NOUN
ajst-21808	218	20	(	(	PUNCT
ajst-21808	218	21	150ω	150ω	NUM
ajst-21808	218	22	to	to	ADP
ajst-21808	218	23	600ω	600ω	NOUN
ajst-21808	218	24	,	,	PUNCT
ajst-21808	218	25	with	with	ADP
ajst-21808	218	26	a	a	DET
ajst-21808	218	27	step	step	NOUN
ajst-21808	218	28	size	size	NOUN
ajst-21808	218	29	of	of	ADP
ajst-21808	218	30	50ω	50ω	NUM
ajst-21808	218	31	)	)	PUNCT
ajst-21808	218	32	are	be	AUX
ajst-21808	218	33	collected	collect	VERB
ajst-21808	218	34	for	for	ADP
ajst-21808	218	35	each	each	DET
ajst-21808	218	36	fault	fault	NOUN
ajst-21808	218	37	distance	distance	NOUN
ajst-21808	218	38	,	,	PUNCT
ajst-21808	218	39	and	and	CCONJ
ajst-21808	218	40	the	the	DET
ajst-21808	218	41	features	feature	NOUN
ajst-21808	218	42	are	be	AUX
ajst-21808	218	43	extracted	extract	VERB
ajst-21808	218	44	and	and	CCONJ
ajst-21808	218	45	input	input	NOUN
ajst-21808	218	46	into	into	ADP
ajst-21808	218	47	the	the	DET
ajst-21808	218	48	network	network	NOUN
ajst-21808	218	49	model	model	NOUN
ajst-21808	218	50	for	for	ADP
ajst-21808	218	51	testing	testing	NOUN
ajst-21808	218	52	.	.	PUNCT
ajst-21808	219	1	the	the	DET
ajst-21808	219	2	obtained	obtain	VERB
ajst-21808	219	3	ranging	ranging	NOUN
ajst-21808	219	4	results	result	NOUN
ajst-21808	219	5	are	be	AUX
ajst-21808	219	6	shown	show	VERB
ajst-21808	219	7	in	in	ADP
ajst-21808	219	8	table	table	NOUN
ajst-21808	219	9	5	5	NUM
ajst-21808	219	10	-	-	SYM
ajst-21808	219	11	2	2	NUM
ajst-21808	219	12	,	,	PUNCT
ajst-21808	219	13	the	the	DET
ajst-21808	219	14	localization	localization	NOUN
ajst-21808	219	15	results	result	NOUN
ajst-21808	219	16	are	be	AUX
ajst-21808	219	17	the	the	DET
ajst-21808	219	18	average	average	NOUN
ajst-21808	219	19	of	of	ADP
ajst-21808	219	20	the	the	DET
ajst-21808	219	21	test	test	NOUN
ajst-21808	219	22	results	result	NOUN
ajst-21808	219	23	of	of	ADP
ajst-21808	219	24	multiple	multiple	ADJ
ajst-21808	219	25	trials	trial	NOUN
ajst-21808	219	26	,	,	PUNCT
ajst-21808	219	27	the	the	DET
ajst-21808	219	28	average	average	ADJ
ajst-21808	219	29	error	error	NOUN
ajst-21808	219	30	is	be	AUX
ajst-21808	219	31	the	the	DET
ajst-21808	219	32	average	average	ADJ
ajst-21808	219	33	error	error	NOUN
ajst-21808	219	34	of	of	ADP
ajst-21808	219	35	the	the	DET
ajst-21808	219	36	test	test	NOUN
ajst-21808	219	37	results	result	NOUN
ajst-21808	219	38	of	of	ADP
ajst-21808	219	39	multiple	multiple	ADJ
ajst-21808	219	40	trials	trial	NOUN
ajst-21808	219	41	,	,	PUNCT
ajst-21808	219	42	and	and	CCONJ
ajst-21808	219	43	the	the	DET
ajst-21808	219	44	maximum	maximum	ADJ
ajst-21808	219	45	error	error	NOUN
ajst-21808	219	46	is	be	AUX
ajst-21808	219	47	the	the	DET
ajst-21808	219	48	maximum	maximum	ADJ
ajst-21808	219	49	value	value	NOUN
ajst-21808	219	50	of	of	ADP
ajst-21808	219	51	the	the	DET
ajst-21808	219	52	error	error	NOUN
ajst-21808	219	53	in	in	ADP
ajst-21808	219	54	multiple	multiple	ADJ
ajst-21808	219	55	trials	trial	NOUN
ajst-21808	219	56	.	.	PUNCT
ajst-21808	220	1	from	from	ADP
ajst-21808	220	2	table	table	NOUN
ajst-21808	220	3	3	3	NUM
ajst-21808	220	4	,	,	PUNCT
ajst-21808	220	5	it	it	PRON
ajst-21808	220	6	can	can	AUX
ajst-21808	220	7	be	be	AUX
ajst-21808	220	8	seen	see	VERB
ajst-21808	220	9	that	that	SCONJ
ajst-21808	220	10	the	the	DET
ajst-21808	220	11	cnn	cnn	PROPN
ajst-21808	220	12	-	-	PUNCT
ajst-21808	220	13	gru	gru	PROPN
ajst-21808	220	14	hybrid	hybrid	ADJ
ajst-21808	220	15	neural	neural	ADJ
ajst-21808	220	16	network	network	NOUN
ajst-21808	220	17	model	model	NOUN
ajst-21808	220	18	proposed	propose	VERB
ajst-21808	220	19	in	in	ADP
ajst-21808	220	20	this	this	DET
ajst-21808	220	21	paper	paper	NOUN
ajst-21808	220	22	still	still	ADV
ajst-21808	220	23	has	have	VERB
ajst-21808	220	24	high	high	ADJ
ajst-21808	220	25	ranging	ranging	NOUN
ajst-21808	220	26	accuracy	accuracy	NOUN
ajst-21808	220	27	when	when	SCONJ
ajst-21808	220	28	the	the	DET
ajst-21808	220	29	maximum	maximum	ADJ
ajst-21808	220	30	transition	transition	NOUN
ajst-21808	220	31	resistance	resistance	NOUN
ajst-21808	220	32	is	be	AUX
ajst-21808	220	33	600ω	600ω	NOUN
ajst-21808	220	34	.	.	PUNCT
ajst-21808	221	1	the	the	DET
ajst-21808	221	2	maximum	maximum	ADJ
ajst-21808	221	3	ranging	ranging	NOUN
ajst-21808	221	4	error	error	NOUN
ajst-21808	221	5	distances	distance	NOUN
ajst-21808	221	6	under	under	ADP
ajst-21808	221	7	several	several	ADJ
ajst-21808	221	8	different	different	ADJ
ajst-21808	221	9	fault	fault	NOUN
ajst-21808	221	10	distances	distance	NOUN
ajst-21808	221	11	are	be	AUX
ajst-21808	221	12	not	not	PART
ajst-21808	221	13	more	more	ADJ
ajst-21808	221	14	than	than	ADP
ajst-21808	221	15	1	1	NUM
ajst-21808	221	16	km	km	NOUN
ajst-21808	221	17	,	,	PUNCT
ajst-21808	221	18	and	and	CCONJ
ajst-21808	221	19	the	the	DET
ajst-21808	221	20	maximum	maximum	ADJ
ajst-21808	221	21	ranging	ranging	NOUN
ajst-21808	221	22	error	error	NOUN
ajst-21808	221	23	is	be	AUX
ajst-21808	221	24	not	not	PART
ajst-21808	221	25	more	more	ADJ
ajst-21808	221	26	than	than	ADP
ajst-21808	221	27	0.2	0.2	NUM
ajst-21808	221	28	%	%	NOUN
ajst-21808	221	29	.	.	PUNCT
ajst-21808	222	1	therefore	therefore	ADV
ajst-21808	222	2	,	,	PUNCT
ajst-21808	222	3	the	the	DET
ajst-21808	222	4	cnn	cnn	PROPN
ajst-21808	222	5	-	-	PUNCT
ajst-21808	222	6	gru	gru	PROPN
ajst-21808	222	7	hybrid	hybrid	ADJ
ajst-21808	222	8	neural	neural	ADJ
ajst-21808	222	9	network	network	NOUN
ajst-21808	222	10	model	model	NOUN
ajst-21808	222	11	proposed	propose	VERB
ajst-21808	222	12	in	in	ADP
ajst-21808	222	13	this	this	DET
ajst-21808	222	14	paper	paper	NOUN
ajst-21808	222	15	has	have	VERB
ajst-21808	222	16	a	a	DET
ajst-21808	222	17	certain	certain	ADJ
ajst-21808	222	18	ability	ability	NOUN
ajst-21808	222	19	to	to	PART
ajst-21808	222	20	resist	resist	VERB
ajst-21808	222	21	transition	transition	NOUN
ajst-21808	222	22	resistance	resistance	NOUN
ajst-21808	222	23	.	.	PUNCT
ajst-21808	223	1	table	table	NOUN
ajst-21808	223	2	3	3	NUM
ajst-21808	223	3	.	.	PUNCT
ajst-21808	223	4	high	high	ADJ
ajst-21808	223	5	resistance	resistance	NOUN
ajst-21808	223	6	fault	fault	NOUN
ajst-21808	223	7	ranging	ranging	NOUN
ajst-21808	223	8	results	result	NOUN
ajst-21808	223	9	fault	fault	VERB
ajst-21808	223	10	distance	distance	NOUN
ajst-21808	223	11	（	（	PUNCT
ajst-21808	223	12	km	km	NOUN
ajst-21808	223	13	）	）	NOUN
ajst-21808	223	14	ranging	ranging	NOUN
ajst-21808	223	15	results	result	NOUN
ajst-21808	223	16	（	（	PUNCT
ajst-21808	223	17	km	km	PROPN
ajst-21808	223	18	）	）	PUNCT
ajst-21808	223	19	average	average	ADJ
ajst-21808	223	20	error（%	error（%	ADJ
ajst-21808	223	21	）	）	NOUN
ajst-21808	223	22	maximum	maximum	ADJ
ajst-21808	223	23	error（%	error（%	ADJ
ajst-21808	223	24	）	）	NOUN
ajst-21808	223	25	50	50	NUM
ajst-21808	223	26	50.465	50.465	NUM
ajst-21808	223	27	0.093	0.093	NUM
ajst-21808	223	28	0.127	0.127	NUM
ajst-21808	223	29	69	69	NUM
ajst-21808	223	30	68.17	68.17	NUM
ajst-21808	223	31	0.166	0.166	NUM
ajst-21808	223	32	0.182	0.182	NUM
ajst-21808	223	33	118	118	NUM
ajst-21808	223	34	117.455	117.455	NUM
ajst-21808	223	35	0.109	0.109	NUM
ajst-21808	223	36	0.161	0.161	NUM
ajst-21808	223	37	200	200	NUM
ajst-21808	223	38	200.57	200.57	NUM
ajst-21808	223	39	0.114	0.114	NUM
ajst-21808	223	40	0.127	0.127	NUM
ajst-21808	223	41	7	7	NUM
ajst-21808	223	42	.	.	PUNCT
ajst-21808	223	43	conclusions	conclusion	NOUN
ajst-21808	223	44	for	for	ADP
ajst-21808	223	45	the	the	DET
ajst-21808	223	46	fault	fault	NOUN
ajst-21808	223	47	ranging	range	VERB
ajst-21808	223	48	of	of	ADP
ajst-21808	223	49	transmission	transmission	NOUN
ajst-21808	223	50	lines	line	NOUN
ajst-21808	223	51	in	in	ADP
ajst-21808	223	52	flexible	flexible	ADJ
ajst-21808	223	53	dc	dc	PROPN
ajst-21808	223	54	grid	grid	PROPN
ajst-21808	223	55	,	,	PUNCT
ajst-21808	223	56	a	a	DET
ajst-21808	223	57	cnn	cnn	PROPN
ajst-21808	223	58	-	-	PUNCT
ajst-21808	223	59	gru	gru	PROPN
ajst-21808	223	60	hybrid	hybrid	ADJ
ajst-21808	223	61	neural	neural	ADJ
ajst-21808	223	62	network	network	NOUN
ajst-21808	223	63	single	single	ADV
ajst-21808	223	64	-	-	PUNCT
ajst-21808	223	65	ended	end	VERB
ajst-21808	223	66	intelligent	intelligent	ADJ
ajst-21808	223	67	fault	fault	NOUN
ajst-21808	223	68	ranging	range	VERB
ajst-21808	223	69	method	method	NOUN
ajst-21808	223	70	based	base	VERB
ajst-21808	223	71	on	on	ADP
ajst-21808	223	72	wavelet	wavelet	NOUN
ajst-21808	223	73	energy	energy	NOUN
ajst-21808	223	74	spectrum	spectrum	NOUN
ajst-21808	223	75	is	be	AUX
ajst-21808	223	76	proposed	propose	VERB
ajst-21808	223	77	.	.	PUNCT
ajst-21808	224	1	the	the	DET
ajst-21808	224	2	wavelet	wavelet	NOUN
ajst-21808	224	3	energy	energy	NOUN
ajst-21808	224	4	spectrum	spectrum	NOUN
ajst-21808	224	5	of	of	ADP
ajst-21808	224	6	the	the	DET
ajst-21808	224	7	line	line	NOUN
ajst-21808	224	8	mode	mode	NOUN
ajst-21808	224	9	voltage	voltage	NOUN
ajst-21808	224	10	is	be	AUX
ajst-21808	224	11	used	use	VERB
ajst-21808	224	12	as	as	ADP
ajst-21808	224	13	the	the	DET
ajst-21808	224	14	fault	fault	NOUN
ajst-21808	224	15	feature	feature	NOUN
ajst-21808	224	16	vector	vector	NOUN
ajst-21808	224	17	,	,	PUNCT
ajst-21808	224	18	the	the	DET
ajst-21808	224	19	attention	attention	NOUN
ajst-21808	224	20	weight	weight	NOUN
ajst-21808	224	21	is	be	AUX
ajst-21808	224	22	obtained	obtain	VERB
ajst-21808	224	23	by	by	ADP
ajst-21808	224	24	optimizing	optimize	VERB
ajst-21808	224	25	the	the	DET
ajst-21808	224	26	multi	multi	ADJ
ajst-21808	224	27	-	-	ADJ
ajst-21808	224	28	attention	attention	ADJ
ajst-21808	224	29	mechanism	mechanism	NOUN
ajst-21808	224	30	using	use	VERB
ajst-21808	224	31	the	the	DET
ajst-21808	224	32	beluga	beluga	PROPN
ajst-21808	224	33	algorithm	algorithm	NOUN
ajst-21808	224	34	,	,	PUNCT
ajst-21808	224	35	the	the	DET
ajst-21808	224	36	attention	attention	NOUN
ajst-21808	224	37	weight	weight	NOUN
ajst-21808	224	38	is	be	AUX
ajst-21808	224	39	multiplied	multiply	VERB
ajst-21808	224	40	with	with	ADP
ajst-21808	224	41	the	the	DET
ajst-21808	224	42	fault	fault	NOUN
ajst-21808	224	43	feature	feature	NOUN
ajst-21808	224	44	vector	vector	NOUN
ajst-21808	224	45	to	to	PART
ajst-21808	224	46	obtain	obtain	VERB
ajst-21808	224	47	the	the	DET
ajst-21808	224	48	weighted	weight	VERB
ajst-21808	224	49	data	datum	NOUN
ajst-21808	224	50	and	and	CCONJ
ajst-21808	224	51	input	input	NOUN
ajst-21808	224	52	into	into	ADP
ajst-21808	224	53	the	the	DET
ajst-21808	224	54	convolutional	convolutional	ADJ
ajst-21808	224	55	general	general	ADJ
ajst-21808	224	56	network	network	NOUN
ajst-21808	224	57	to	to	PART
ajst-21808	224	58	extract	extract	VERB
ajst-21808	224	59	the	the	DET
ajst-21808	224	60	features	feature	NOUN
ajst-21808	224	61	,	,	PUNCT
ajst-21808	224	62	and	and	CCONJ
ajst-21808	224	63	finally	finally	ADV
ajst-21808	224	64	input	input	VERB
ajst-21808	224	65	into	into	ADP
ajst-21808	224	66	the	the	DET
ajst-21808	224	67	gated	gate	VERB
ajst-21808	224	68	recurrent	recurrent	ADJ
ajst-21808	224	69	unit	unit	NOUN
ajst-21808	224	70	to	to	PART
ajst-21808	224	71	extract	extract	VERB
ajst-21808	224	72	the	the	DET
ajst-21808	224	73	timing	timing	NOUN
ajst-21808	224	74	features	feature	NOUN
ajst-21808	224	75	,	,	PUNCT
ajst-21808	224	76	and	and	CCONJ
ajst-21808	224	77	the	the	DET
ajst-21808	224	78	output	output	NOUN
ajst-21808	224	79	prediction	prediction	NOUN
ajst-21808	224	80	results	result	NOUN
ajst-21808	224	81	are	be	AUX
ajst-21808	224	82	used	use	VERB
ajst-21808	224	83	as	as	ADP
ajst-21808	224	84	the	the	DET
ajst-21808	224	85	ranging	ranging	NOUN
ajst-21808	224	86	results	result	NOUN
ajst-21808	224	87	.	.	PUNCT
ajst-21808	225	1	using	use	VERB
ajst-21808	225	2	the	the	DET
ajst-21808	225	3	strong	strong	ADJ
ajst-21808	225	4	nonlinear	nonlinear	ADJ
ajst-21808	225	5	fitting	fitting	ADJ
ajst-21808	225	6	ability	ability	NOUN
ajst-21808	225	7	of	of	ADP
ajst-21808	225	8	the	the	DET
ajst-21808	225	9	gated	gate	VERB
ajst-21808	225	10	loop	loop	NOUN
ajst-21808	225	11	unit	unit	NOUN
ajst-21808	225	12	,	,	PUNCT
ajst-21808	225	13	we	we	PRON
ajst-21808	225	14	are	be	AUX
ajst-21808	225	15	able	able	ADJ
ajst-21808	225	16	to	to	PART
ajst-21808	225	17	quickly	quickly	ADV
ajst-21808	225	18	extract	extract	VERB
ajst-21808	225	19	effective	effective	ADJ
ajst-21808	225	20	information	information	NOUN
ajst-21808	225	21	and	and	CCONJ
ajst-21808	225	22	store	store	VERB
ajst-21808	225	23	key	key	ADJ
ajst-21808	225	24	information	information	NOUN
ajst-21808	225	25	,	,	PUNCT
ajst-21808	225	26	which	which	PRON
ajst-21808	225	27	is	be	AUX
ajst-21808	225	28	excellent	excellent	ADJ
ajst-21808	225	29	in	in	ADP
ajst-21808	225	30	the	the	DET
ajst-21808	225	31	flexible	flexible	ADJ
ajst-21808	225	32	dc	dc	PROPN
ajst-21808	225	33	transmission	transmission	NOUN
ajst-21808	225	34	line	line	NOUN
ajst-21808	225	35	ranging	range	VERB
ajst-21808	225	36	algorithm	algorithm	NOUN
ajst-21808	225	37	,	,	PUNCT
ajst-21808	225	38	and	and	CCONJ
ajst-21808	225	39	at	at	ADP
ajst-21808	225	40	the	the	DET
ajst-21808	225	41	same	same	ADJ
ajst-21808	225	42	time	time	NOUN
ajst-21808	225	43	,	,	PUNCT
ajst-21808	225	44	the	the	DET
ajst-21808	225	45	use	use	NOUN
ajst-21808	225	46	of	of	ADP
ajst-21808	225	47	the	the	DET
ajst-21808	225	48	wavelet	wavelet	NOUN
ajst-21808	225	49	energy	energy	NOUN
ajst-21808	225	50	spectrum	spectrum	NOUN
ajst-21808	225	51	as	as	SCONJ
ajst-21808	225	52	the	the	DET
ajst-21808	225	53	feature	feature	NOUN
ajst-21808	225	54	vector	vector	NOUN
ajst-21808	225	55	is	be	AUX
ajst-21808	225	56	not	not	PART
ajst-21808	225	57	subject	subject	ADJ
ajst-21808	225	58	to	to	ADP
ajst-21808	225	59	the	the	DET
ajst-21808	225	60	limitations	limitation	NOUN
ajst-21808	225	61	of	of	ADP
ajst-21808	225	62	the	the	DET
ajst-21808	225	63	system	system	NOUN
ajst-21808	225	64	boundaries	boundary	NOUN
ajst-21808	225	65	,	,	PUNCT
ajst-21808	225	66	which	which	PRON
ajst-21808	225	67	is	be	AUX
ajst-21808	225	68	able	able	ADJ
ajst-21808	225	69	to	to	PART
ajst-21808	225	70	solve	solve	VERB
ajst-21808	225	71	the	the	DET
ajst-21808	225	72	problems	problem	NOUN
ajst-21808	225	73	of	of	ADP
ajst-21808	225	74	unreliable	unreliable	ADJ
ajst-21808	225	75	identification	identification	NOUN
ajst-21808	225	76	of	of	ADP
ajst-21808	225	77	the	the	DET
ajst-21808	225	78	traveling	travel	VERB
ajst-21808	225	79	waveheads	wavehead	NOUN
ajst-21808	225	80	and	and	CCONJ
ajst-21808	225	81	inaccurate	inaccurate	ADJ
ajst-21808	225	82	arrival	arrival	NOUN
ajst-21808	225	83	time	time	NOUN
ajst-21808	225	84	of	of	ADP
ajst-21808	225	85	the	the	DET
ajst-21808	225	86	traveling	travel	VERB
ajst-21808	225	87	waves	wave	NOUN
ajst-21808	225	88	.	.	PUNCT
ajst-21808	226	1	comprehensive	comprehensive	ADJ
ajst-21808	226	2	experimental	experimental	ADJ
ajst-21808	226	3	results	result	NOUN
ajst-21808	226	4	show	show	VERB
ajst-21808	226	5	that	that	SCONJ
ajst-21808	226	6	the	the	DET
ajst-21808	226	7	cnngru	cnngru	PROPN
ajst-21808	226	8	hybrid	hybrid	ADJ
ajst-21808	226	9	neural	neural	ADJ
ajst-21808	226	10	network	network	NOUN
ajst-21808	226	11	model	model	NOUN
ajst-21808	226	12	proposed	propose	VERB
ajst-21808	226	13	in	in	ADP
ajst-21808	226	14	this	this	DET
ajst-21808	226	15	paper	paper	NOUN
ajst-21808	226	16	has	have	VERB
ajst-21808	226	17	better	well	ADJ
ajst-21808	226	18	robustness	robustness	NOUN
ajst-21808	226	19	compared	compare	VERB
ajst-21808	226	20	with	with	ADP
ajst-21808	226	21	the	the	DET
ajst-21808	226	22	shallow	shallow	ADJ
ajst-21808	226	23	neural	neural	ADJ
ajst-21808	226	24	network	network	NOUN
ajst-21808	226	25	used	use	VERB
ajst-21808	226	26	in	in	ADP
ajst-21808	226	27	traditional	traditional	ADJ
ajst-21808	226	28	intelligent	intelligent	ADJ
ajst-21808	226	29	fault	fault	NOUN
ajst-21808	226	30	ranging	range	VERB
ajst-21808	226	31	methods	method	NOUN
ajst-21808	226	32	.	.	PUNCT
ajst-21808	227	1	the	the	DET
ajst-21808	227	2	ranging	range	VERB
ajst-21808	227	3	model	model	NOUN
ajst-21808	227	4	has	have	VERB
ajst-21808	227	5	less	less	ADJ
ajst-21808	227	6	influence	influence	NOUN
ajst-21808	227	7	on	on	ADP
ajst-21808	227	8	the	the	DET
ajst-21808	227	9	fault	fault	NOUN
ajst-21808	227	10	type	type	NOUN
ajst-21808	227	11	,	,	PUNCT
ajst-21808	227	12	has	have	VERB
ajst-21808	227	13	stronger	strong	ADJ
ajst-21808	227	14	resistance	resistance	NOUN
ajst-21808	227	15	to	to	ADP
ajst-21808	227	16	noise	noise	NOUN
ajst-21808	227	17	interference	interference	NOUN
ajst-21808	227	18	and	and	CCONJ
ajst-21808	227	19	transition	transition	NOUN
ajst-21808	227	20	resistance	resistance	NOUN
ajst-21808	227	21	,	,	PUNCT
ajst-21808	227	22	and	and	CCONJ
ajst-21808	227	23	can	can	AUX
ajst-21808	227	24	still	still	ADV
ajst-21808	227	25	accurately	accurately	ADV
ajst-21808	227	26	realize	realize	VERB
ajst-21808	227	27	fault	fault	NOUN
ajst-21808	227	28	ranging	range	VERB
ajst-21808	227	29	in	in	ADP
ajst-21808	227	30	the	the	DET
ajst-21808	227	31	face	face	NOUN
ajst-21808	227	32	of	of	ADP
ajst-21808	227	33	high	high	ADJ
ajst-21808	227	34	resistance	resistance	NOUN
ajst-21808	227	35	faults	fault	NOUN
ajst-21808	227	36	of	of	ADP
ajst-21808	227	37	600ω	600ω	PROPN
ajst-21808	227	38	.	.	PUNCT
ajst-21808	228	1	acknowledgment	acknowledgment	PROPN
ajst-21808	228	2	sichuan	sichuan	PROPN
ajst-21808	228	3	university	university	PROPN
ajst-21808	228	4	of	of	ADP
ajst-21808	228	5	science	science	NOUN
ajst-21808	228	6	and	and	CCONJ
ajst-21808	228	7	engineering	engineering	NOUN
ajst-21808	228	8	graduate	graduate	NOUN
ajst-21808	228	9	student	student	NOUN
ajst-21808	228	10	innovation	innovation	NOUN
ajst-21808	228	11	fund(y2022114	fund(y2022114	X
ajst-21808	228	12	)	)	PUNCT
ajst-21808	228	13	256	256	NUM
ajst-21808	228	14	references	reference	NOUN
ajst-21808	228	15	[	[	X
ajst-21808	228	16	1	1	NUM
ajst-21808	228	17	]	]	X
ajst-21808	228	18	w	w	PROPN
ajst-21808	228	19	y	y	PROPN
ajst-21808	228	20	fang	fang	X
ajst-21808	228	21	.research	.research	PROPN
ajst-21808	228	22	on	on	ADP
ajst-21808	228	23	power	power	NOUN
ajst-21808	228	24	transformer	transformer	NOUN
ajst-21808	228	25	fault	fault	NOUN
ajst-21808	228	26	diagnosis	diagnosis	NOUN
ajst-21808	228	27	based	base	VERB
ajst-21808	228	28	on	on	ADP
ajst-21808	228	29	hybrid	hybrid	ADJ
ajst-21808	228	30	intelligent	intelligent	ADJ
ajst-21808	228	31	algorithm	algorithm	NOUN
ajst-21808	228	32	.	.	PUNCT
ajst-21808	229	1	northesat	northesat	PROPN
ajst-21808	229	2	electric	electric	ADJ
ajst-21808	229	3	power	power	NOUN
ajst-21808	229	4	technology	technology	NOUN
ajst-21808	229	5	,	,	PUNCT
ajst-21808	229	6	2020	2020	NUM
ajst-21808	229	7	,	,	PUNCT
ajst-21808	229	8	41(01	41(01	NUM
ajst-21808	229	9	):	):	PUNCT
ajst-21808	229	10	12	12	NUM
ajst-21808	229	11	-	-	SYM
ajst-21808	229	12	15	15	NUM
ajst-21808	229	13	.	.	PUNCT
ajst-21808	230	1	[	[	X
ajst-21808	230	2	2	2	X
ajst-21808	230	3	]	]	PUNCT
ajst-21808	230	4	x	x	X
ajst-21808	230	5	chen	chen	PROPN
ajst-21808	230	6	,	,	PUNCT
ajst-21808	230	7	l	l	PROPN
ajst-21808	230	8	h	h	PROPN
ajst-21808	230	9	zhang	zhang	PROPN
ajst-21808	230	10	,	,	PUNCT
ajst-21808	230	11	x	x	PROPN
ajst-21808	230	12	r	r	PROPN
ajst-21808	230	13	zhang	zhang	PROPN
ajst-21808	230	14	,	,	PUNCT
ajst-21808	230	15	et	et	PROPN
ajst-21808	230	16	al	al	PROPN
ajst-21808	230	17	.	.	PUNCT
ajst-21808	231	1	an	an	DET
ajst-21808	231	2	asynchronous	asynchronous	ADJ
ajst-21808	231	3	fault	fault	NOUN
ajst-21808	231	4	ranging	range	VERB
ajst-21808	231	5	algorithm	algorithm	NOUN
ajst-21808	231	6	for	for	ADP
ajst-21808	231	7	t	t	NOUN
ajst-21808	231	8	-	-	PUNCT
ajst-21808	231	9	type	type	NOUN
ajst-21808	231	10	transmission	transmission	NOUN
ajst-21808	231	11	lines	line	NOUN
ajst-21808	231	12	considering	consider	VERB
ajst-21808	231	13	the	the	DET
ajst-21808	231	14	characteristics	characteristic	NOUN
ajst-21808	231	15	of	of	ADP
ajst-21808	231	16	ranging	range	VERB
ajst-21808	231	17	results[j	results[j	PROPN
ajst-21808	231	18	]	]	PUNCT
ajst-21808	231	19	.	.	PUNCT
ajst-21808	232	1	automation	automation	NOUN
ajst-21808	232	2	of	of	ADP
ajst-21808	232	3	electric	electric	ADJ
ajst-21808	232	4	power	power	NOUN
ajst-21808	232	5	systems	system	NOUN
ajst-21808	232	6	,	,	PUNCT
ajst-21808	232	7	2020	2020	NUM
ajst-21808	232	8	,	,	PUNCT
ajst-21808	232	9	44(21	44(21	NUM
ajst-21808	232	10	):	):	PUNCT
ajst-21808	232	11	132	132	NUM
ajst-21808	232	12	-	-	SYM
ajst-21808	232	13	138	138	NUM
ajst-21808	232	14	.	.	PUNCT
ajst-21808	233	1	[	[	X
ajst-21808	233	2	3	3	X
ajst-21808	233	3	]	]	X
ajst-21808	233	4	f	f	PROPN
ajst-21808	233	5	xiao	xiao	PROPN
ajst-21808	233	6	,	,	PUNCT
ajst-21808	233	7	b	b	PROPN
ajst-21808	233	8	d	d	X
ajst-21808	233	9	zhang	zhang	PROPN
ajst-21808	233	10	,	,	PUNCT
ajst-21808	233	11	w	w	PROPN
ajst-21808	233	12	c	c	PROPN
ajst-21808	233	13	sun	sun	PROPN
ajst-21808	233	14	,	,	PUNCT
ajst-21808	233	15	et	et	PROPN
ajst-21808	233	16	al	al	PROPN
ajst-21808	233	17	.	.	PUNCT
ajst-21808	234	1	a	a	DET
ajst-21808	234	2	power	power	NOUN
ajst-21808	234	3	gird	gird	ADJ
ajst-21808	234	4	fault	fault	VERB
ajst-21808	234	5	diagnosis	diagnosis	NOUN
ajst-21808	234	6	method	method	NOUN
ajst-21808	234	7	based	base	VERB
ajst-21808	234	8	on	on	ADP
ajst-21808	234	9	petri	petri	ADJ
ajst-21808	234	10	net	net	NOUN
ajst-21808	234	11	combining	combine	VERB
ajst-21808	234	12	the	the	DET
ajst-21808	234	13	analogue	analogue	NOUN
ajst-21808	234	14	and	and	CCONJ
ajst-21808	234	15	digital	digital	ADJ
ajst-21808	234	16	information[j	information[j	PROPN
ajst-21808	234	17	]	]	PUNCT
ajst-21808	234	18	.	.	PUNCT
ajst-21808	235	1	journal	journal	PROPN
ajst-21808	235	2	of	of	ADP
ajst-21808	235	3	electric	electric	ADJ
ajst-21808	235	4	power	power	NOUN
ajst-21808	235	5	science	science	NOUN
ajst-21808	235	6	and	and	CCONJ
ajst-21808	235	7	technology	technology	NOUN
ajst-21808	235	8	,	,	PUNCT
ajst-21808	235	9	2022	2022	NUM
ajst-21808	235	10	,	,	PUNCT
ajst-21808	235	11	37(1	37(1	NUM
ajst-21808	235	12	):	):	PUNCT
ajst-21808	235	13	113	113	NUM
ajst-21808	235	14	-	-	SYM
ajst-21808	235	15	121	121	NUM
ajst-21808	235	16	.	.	PUNCT
ajst-21808	236	1	[	[	X
ajst-21808	236	2	4	4	X
ajst-21808	236	3	]	]	SYM
ajst-21808	236	4	h	h	NOUN
ajst-21808	236	5	l	l	PROPN
ajst-21808	236	6	zhang	zhang	PROPN
ajst-21808	236	7	,	,	PUNCT
ajst-21808	236	8	w	w	PROPN
ajst-21808	236	9	liu	liu	PROPN
ajst-21808	236	10	,	,	PUNCT
ajst-21808	236	11	d	d	PROPN
ajst-21808	236	12	w	w	PROPN
ajst-21808	236	13	kong	kong	PROPN
ajst-21808	236	14	,	,	PUNCT
ajst-21808	236	15	et	et	PROPN
ajst-21808	236	16	al	al	PROPN
ajst-21808	236	17	.	.	PUNCT
ajst-21808	236	18	troubleshooting	troubleshooting	NOUN
ajst-21808	236	19	and	and	CCONJ
ajst-21808	236	20	treatment	treatment	NOUN
ajst-21808	236	21	of	of	ADP
ajst-21808	236	22	ff	ff	NOUN
ajst-21808	236	23	and	and	CCONJ
ajst-21808	236	24	profibus	profibus	ADJ
ajst-21808	236	25	fieldbus	fieldbus	NOUN
ajst-21808	236	26	in	in	ADP
ajst-21808	236	27	thermal	thermal	ADJ
ajst-21808	236	28	power	power	NOUN
ajst-21808	236	29	plant	plant	NOUN
ajst-21808	236	30	applications[j	applications[j	NOUN
ajst-21808	236	31	]	]	PUNCT
ajst-21808	236	32	.	.	PUNCT
ajst-21808	236	33	process	process	NOUN
ajst-21808	236	34	automation	automation	NOUN
ajst-21808	236	35	instrumentation	instrumentation	NOUN
ajst-21808	236	36	,	,	PUNCT
ajst-21808	236	37	2020	2020	NUM
ajst-21808	236	38	,	,	PUNCT
ajst-21808	236	39	41(07	41(07	NUM
ajst-21808	236	40	):	):	PUNCT
ajst-21808	236	41	102	102	NUM
ajst-21808	236	42	-	-	SYM
ajst-21808	236	43	106	106	NUM
ajst-21808	236	44	.	.	PUNCT
ajst-21808	237	1	[	[	X
ajst-21808	237	2	5	5	X
ajst-21808	237	3	]	]	PUNCT
ajst-21808	237	4	g	g	PROPN
ajst-21808	237	5	y	y	PROPN
ajst-21808	237	6	zhang	zhang	PROPN
ajst-21808	237	7	,	,	PUNCT
ajst-21808	237	8	p	p	PROPN
ajst-21808	237	9	y	y	PROPN
ajst-21808	237	10	zhang	zhang	PROPN
ajst-21808	237	11	,	,	PUNCT
ajst-21808	237	12	x	x	X
ajst-21808	237	13	fang	fang	X
ajst-21808	237	14	.	.	PUNCT
ajst-21808	238	1	an	an	DET
ajst-21808	238	2	overview	overview	NOUN
ajst-21808	238	3	of	of	ADP
ajst-21808	238	4	fault	fault	NOUN
ajst-21808	238	5	localization	localization	NOUN
ajst-21808	238	6	in	in	ADP
ajst-21808	238	7	high	high	ADJ
ajst-21808	238	8	-	-	PUNCT
ajst-21808	238	9	voltage	voltage	NOUN
ajst-21808	238	10	transmission	transmission	NOUN
ajst-21808	238	11	lines[j	lines[j	PROPN
ajst-21808	238	12	]	]	PUNCT
ajst-21808	238	13	.	.	PUNCT
ajst-21808	239	1	technology	technology	NOUN
ajst-21808	239	2	wind	wind	NOUN
ajst-21808	239	3	,	,	PUNCT
ajst-21808	239	4	2023(03	2023(03	NUM
ajst-21808	239	5	):	):	PUNCT
ajst-21808	239	6	86	86	NUM
ajst-21808	239	7	-	-	SYM
ajst-21808	239	8	89	89	NUM
ajst-21808	239	9	+	+	NOUN
ajst-21808	239	10	99	99	NUM
ajst-21808	239	11	.	.	PUNCT
ajst-21808	240	1	[	[	X
ajst-21808	240	2	6	6	NUM
ajst-21808	240	3	]	]	PUNCT
ajst-21808	240	4	g	g	PROPN
ajst-21808	240	5	k	k	PROPN
ajst-21808	240	6	zhao	zhao	PROPN
ajst-21808	240	7	,	,	PUNCT
ajst-21808	240	8	k	k	PROPN
ajst-21808	240	9	jia	jia	PROPN
ajst-21808	240	10	,	,	PUNCT
ajst-21808	240	11	j	j	PROPN
ajst-21808	240	12	f	f	PROPN
ajst-21808	240	13	chen	chen	PROPN
ajst-21808	240	14	,	,	PUNCT
ajst-21808	240	15	et	et	PROPN
ajst-21808	240	16	al	al	PROPN
ajst-21808	240	17	.	.	PUNCT
ajst-21808	241	1	a	a	DET
ajst-21808	241	2	single	single	ADJ
ajst-21808	241	3	terminal	terminal	ADJ
ajst-21808	241	4	fault	fault	NOUN
ajst-21808	241	5	location	location	NOUN
ajst-21808	241	6	method	method	NOUN
ajst-21808	241	7	for	for	ADP
ajst-21808	241	8	a	a	DET
ajst-21808	241	9	dc	dc	PROPN
ajst-21808	241	10	transmission	transmission	NOUN
ajst-21808	241	11	line	line	NOUN
ajst-21808	241	12	based	base	VERB
ajst-21808	241	13	on	on	ADP
ajst-21808	241	14	circuit	circuit	NOUN
ajst-21808	241	15	breaker	breaker	NOUN
ajst-21808	241	16	reclosing[j	reclosing[j	PROPN
ajst-21808	241	17	]	]	PUNCT
ajst-21808	241	18	.	.	PUNCT
ajst-21808	242	1	power	power	NOUN
ajst-21808	242	2	system	system	NOUN
ajst-21808	242	3	protection	protection	NOUN
ajst-21808	242	4	and	and	CCONJ
ajst-21808	242	5	control	control	NOUN
ajst-21808	242	6	,	,	PUNCT
ajst-21808	242	7	2021	2021	NUM
ajst-21808	242	8	,	,	PUNCT
ajst-21808	242	9	49(7	49(7	NUM
ajst-21808	242	10	):	):	PUNCT
ajst-21808	242	11	48	48	NUM
ajst-21808	242	12	-	-	SYM
ajst-21808	242	13	56	56	NUM
ajst-21808	242	14	.	.	PUNCT
ajst-21808	243	1	[	[	X
ajst-21808	243	2	7	7	X
ajst-21808	243	3	]	]	X
ajst-21808	243	4	k	k	PROPN
ajst-21808	243	5	duan	duan	PROPN
ajst-21808	243	6	,	,	PUNCT
ajst-21808	243	7	y	y	PROPN
ajst-21808	243	8	f	f	PROPN
ajst-21808	243	9	fan	fan	PROPN
ajst-21808	243	10	,	,	PUNCT
ajst-21808	243	11	y	y	PROPN
ajst-21808	243	12	g	g	PROPN
ajst-21808	243	13	wang	wang	PROPN
ajst-21808	243	14	,	,	PUNCT
ajst-21808	243	15	et	et	PROPN
ajst-21808	243	16	al	al	PROPN
ajst-21808	243	17	.	.	PUNCT
ajst-21808	244	1	a	a	DET
ajst-21808	244	2	traveling	travel	VERB
ajst-21808	244	3	wave	wave	NOUN
ajst-21808	244	4	ranging	range	VERB
ajst-21808	244	5	method	method	NOUN
ajst-21808	244	6	for	for	ADP
ajst-21808	244	7	a	a	DET
ajst-21808	244	8	dc	dc	PROPN
ajst-21808	244	9	line	line	NOUN
ajst-21808	244	10	based	base	VERB
ajst-21808	244	11	on	on	ADP
ajst-21808	244	12	wave	wave	NOUN
ajst-21808	244	13	velocity	velocity	NOUN
ajst-21808	244	14	compensation	compensation	NOUN
ajst-21808	244	15	and	and	CCONJ
ajst-21808	244	16	fault	fault	VERB
ajst-21808	244	17	distance	distance	NOUN
ajst-21808	244	18	approaching	approach	VERB
ajst-21808	244	19	its	its	PRON
ajst-21808	244	20	real	real	ADJ
ajst-21808	244	21	value	value	NOUN
ajst-21808	244	22	gradually[j	gradually[j	NOUN
ajst-21808	244	23	]	]	PUNCT
ajst-21808	244	24	.	.	PUNCT
ajst-21808	245	1	power	power	NOUN
ajst-21808	245	2	system	system	NOUN
ajst-21808	245	3	protection	protection	NOUN
ajst-21808	245	4	and	and	CCONJ
ajst-21808	245	5	control	control	NOUN
ajst-21808	245	6	,	,	PUNCT
ajst-21808	245	7	2021	2021	NUM
ajst-21808	245	8	,	,	PUNCT
ajst-21808	245	9	49(11	49(11	NUM
ajst-21808	245	10	):	):	PUNCT
ajst-21808	245	11	70	70	NUM
ajst-21808	245	12	-	-	SYM
ajst-21808	245	13	78	78	NUM
ajst-21808	245	14	.	.	PUNCT
ajst-21808	246	1	[	[	X
ajst-21808	246	2	8	8	NUM
ajst-21808	246	3	]	]	X
ajst-21808	246	4	k	k	PROPN
ajst-21808	246	5	liao	liao	PROPN
ajst-21808	246	6	,	,	PUNCT
ajst-21808	246	7	z	z	PROPN
ajst-21808	246	8	y	y	PROPN
ajst-21808	246	9	he	he	PRON
ajst-21808	246	10	,	,	PUNCT
ajst-21808	246	11	x	x	PROPN
ajst-21808	246	12	p	p	X
ajst-21808	246	13	li	li	PROPN
ajst-21808	246	14	.	.	PUNCT
ajst-21808	247	1	fault	fault	VERB
ajst-21808	247	2	location	location	NOUN
ajst-21808	247	3	of	of	ADP
ajst-21808	247	4	hvdc	hvdc	PROPN
ajst-21808	247	5	transmission	transmission	NOUN
ajst-21808	247	6	line	line	NOUN
ajst-21808	247	7	based	base	VERB
ajst-21808	247	8	on	on	ADP
ajst-21808	247	9	the	the	DET
ajst-21808	247	10	natural	natural	ADJ
ajst-21808	247	11	frequency	frequency	NOUN
ajst-21808	247	12	of	of	ADP
ajst-21808	247	13	traveling	travel	VERB
ajst-21808	247	14	wave[j	wave[j	NOUN
ajst-21808	247	15	]	]	PUNCT
ajst-21808	247	16	.	.	PUNCT
ajst-21808	248	1	automation	automation	NOUN
ajst-21808	248	2	of	of	ADP
ajst-21808	248	3	electric	electric	ADJ
ajst-21808	248	4	power	power	NOUN
ajst-21808	248	5	systems	system	NOUN
ajst-21808	248	6	,	,	PUNCT
ajst-21808	248	7	2013	2013	NUM
ajst-21808	248	8	,	,	PUNCT
ajst-21808	248	9	37(3	37(3	NUM
ajst-21808	248	10	):	):	PUNCT
ajst-21808	248	11	104	104	NUM
ajst-21808	248	12	-	-	SYM
ajst-21808	248	13	109	109	NUM
ajst-21808	248	14	.	.	PUNCT
ajst-21808	249	1	[	[	X
ajst-21808	249	2	9	9	NUM
ajst-21808	249	3	]	]	X
ajst-21808	249	4	desai	desai	PROPN
ajst-21808	249	5	j	j	PROPN
ajst-21808	250	1	p	p	PROPN
ajst-21808	250	2	,	,	PUNCT
ajst-21808	250	3	makwana	makwana	PROPN
ajst-21808	250	4	v	v	ADP
ajst-21808	250	5	h.	h.	PROPN
ajst-21808	250	6	a	a	DET
ajst-21808	250	7	novel	novel	NOUN
ajst-21808	250	8	out	out	ADP
ajst-21808	250	9	of	of	ADP
ajst-21808	250	10	step	step	NOUN
ajst-21808	250	11	relaying	relay	VERB
ajst-21808	250	12	algorithm	algorithm	NOUN
ajst-21808	250	13	based	base	VERB
ajst-21808	250	14	on	on	ADP
ajst-21808	250	15	wavelet	wavelet	NOUN
ajst-21808	250	16	transform	transform	NOUN
ajst-21808	250	17	and	and	CCONJ
ajst-21808	250	18	a	a	DET
ajst-21808	250	19	deep	deep	ADJ
ajst-21808	250	20	learning	learning	NOUN
ajst-21808	250	21	machine	machine	NOUN
ajst-21808	250	22	model[j	model[j	PROPN
ajst-21808	250	23	]	]	X
ajst-21808	250	24	.	.	PUNCT
ajst-21808	251	1	protection	protection	NOUN
ajst-21808	251	2	and	and	CCONJ
ajst-21808	251	3	control	control	NOUN
ajst-21808	251	4	of	of	ADP
ajst-21808	251	5	modern	modern	ADJ
ajst-21808	251	6	power	power	NOUN
ajst-21808	251	7	systems	system	NOUN
ajst-21808	251	8	,	,	PUNCT
ajst-21808	251	9	2021	2021	NUM
ajst-21808	251	10	,	,	PUNCT
ajst-21808	251	11	6(4	6(4	NUM
ajst-21808	251	12	):	):	PUNCT
ajst-21808	251	13	500	500	NUM
ajst-21808	251	14	-	-	SYM
ajst-21808	251	15	511	511	NUM
ajst-21808	251	16	.	.	PUNCT
ajst-21808	252	1	[	[	X
ajst-21808	252	2	10	10	NUM
ajst-21808	252	3	]	]	SYM
ajst-21808	252	4	ghorbani	ghorbani	X
ajst-21808	252	5	a	a	X
ajst-21808	252	6	,	,	PUNCT
ajst-21808	252	7	mehrjerd	mehrjerd	PROPN
ajst-21808	252	8	h.	h.	PROPN
ajst-21808	252	9	negative	negative	ADJ
ajst-21808	252	10	-	-	PUNCT
ajst-21808	252	11	sequence	sequence	NOUN
ajst-21808	252	12	network	network	NOUN
ajst-21808	252	13	based	base	VERB
ajst-21808	252	14	fault	fault	NOUN
ajst-21808	252	15	location	location	NOUN
ajst-21808	252	16	scheme	scheme	NOUN
ajst-21808	252	17	for	for	ADP
ajst-21808	252	18	double	double	ADJ
ajst-21808	252	19	-	-	PUNCT
ajst-21808	252	20	circuit	circuit	NOUN
ajst-21808	252	21	multi	multi	ADJ
ajst-21808	252	22	-	-	ADJ
ajst-21808	252	23	terminal	terminal	ADJ
ajst-21808	252	24	transmission	transmission	NOUN
ajst-21808	252	25	lines[j	lines[j	PROPN
ajst-21808	252	26	]	]	PUNCT
ajst-21808	252	27	.	.	PUNCT
ajst-21808	253	1	ieee	ieee	NOUN
ajst-21808	253	2	transactions	transaction	NOUN
ajst-21808	253	3	on	on	ADP
ajst-21808	253	4	power	power	NOUN
ajst-21808	253	5	delivery	delivery	NOUN
ajst-21808	253	6	,	,	PUNCT
ajst-21808	253	7	2019	2019	NUM
ajst-21808	253	8	,	,	PUNCT
ajst-21808	253	9	34(3	34(3	NUM
ajst-21808	253	10	):	):	PUNCT
ajst-21808	253	11	1109	1109	NUM
ajst-21808	253	12	-	-	SYM
ajst-21808	253	13	1117	1117	NUM
ajst-21808	253	14	.	.	PUNCT
ajst-21808	254	1	[	[	X
ajst-21808	254	2	11	11	NUM
ajst-21808	254	3	]	]	SYM
ajst-21808	254	4	b	b	PROPN
ajst-21808	254	5	h	h	PROPN
ajst-21808	254	6	zhu	zhu	PROPN
ajst-21808	254	7	,	,	PUNCT
ajst-21808	254	8	y	y	PROPN
ajst-21808	254	9	chen	chen	PROPN
ajst-21808	254	10	,	,	PUNCT
ajst-21808	254	11	j	j	PROPN
ajst-21808	254	12	j	j	PROPN
ajst-21808	254	13	ma	ma	PROPN
ajst-21808	254	14	.	.	PROPN
ajst-21808	254	15	wave	wave	PROPN
ajst-21808	254	16	front	front	PROPN
ajst-21808	254	17	steepness	steepness	NOUN
ajst-21808	254	18	based	base	VERB
ajst-21808	254	19	singleended	singleended	ADJ
ajst-21808	254	20	traveling	travel	VERB
ajst-21808	254	21	wave	wave	NOUN
ajst-21808	254	22	fault	fault	NOUN
ajst-21808	254	23	location	location	NOUN
ajst-21808	254	24	for	for	ADP
ajst-21808	254	25	transmission	transmission	NOUN
ajst-21808	254	26	lines[j	lines[j	PROPN
ajst-21808	254	27	]	]	PUNCT
ajst-21808	254	28	.	.	PUNCT
ajst-21808	255	1	automation	automation	NOUN
ajst-21808	255	2	of	of	ADP
ajst-21808	255	3	electric	electric	ADJ
ajst-21808	255	4	power	power	NOUN
ajst-21808	255	5	systems	system	NOUN
ajst-21808	255	6	,	,	PUNCT
ajst-21808	255	7	2021	2021	NUM
ajst-21808	255	8	,	,	PUNCT
ajst-21808	255	9	45(9	45(9	NUM
ajst-21808	255	10	):	):	PUNCT
ajst-21808	255	11	130	130	NUM
ajst-21808	255	12	-	-	SYM
ajst-21808	255	13	135	135	NUM
ajst-21808	255	14	..	..	PUNCT
ajst-21808	256	1	[	[	X
ajst-21808	256	2	12	12	NUM
ajst-21808	256	3	]	]	X
ajst-21808	256	4	s	s	X
ajst-21808	256	5	lin	lin	PROPN
ajst-21808	256	6	,	,	PUNCT
ajst-21808	256	7	z	z	PROPN
ajst-21808	256	8	y	y	PROPN
ajst-21808	256	9	he	he	PRON
ajst-21808	256	10	,	,	PUNCT
ajst-21808	256	11	x	x	PROPN
ajst-21808	256	12	p	p	X
ajst-21808	256	13	li	li	PROPN
ajst-21808	256	14	,	,	PUNCT
ajst-21808	256	15	et	et	PROPN
ajst-21808	256	16	al	al	PROPN
ajst-21808	256	17	.	.	PUNCT
ajst-21808	257	1	single	single	ADJ
ajst-21808	257	2	terminal	terminal	ADJ
ajst-21808	257	3	fault	fault	NOUN
ajst-21808	257	4	location	location	NOUN
ajst-21808	257	5	by	by	ADP
ajst-21808	257	6	natural	natural	ADJ
ajst-21808	257	7	frequencies	frequency	NOUN
ajst-21808	257	8	of	of	ADP
ajst-21808	257	9	travelling	travel	VERB
ajst-21808	257	10	wave	wave	NOUN
ajst-21808	257	11	considering	consider	VERB
ajst-21808	257	12	its	its	PRON
ajst-21808	257	13	timedomain	timedomain	NOUN
ajst-21808	257	14	characteristics[j	characteristics[j	PROPN
ajst-21808	257	15	]	]	PUNCT
ajst-21808	257	16	.	.	PUNCT
ajst-21808	258	1	power	power	NOUN
ajst-21808	258	2	system	system	NOUN
ajst-21808	258	3	technology	technology	NOUN
ajst-21808	258	4	,	,	PUNCT
ajst-21808	258	5	2012	2012	NUM
ajst-21808	258	6	,	,	PUNCT
ajst-21808	258	7	36(7	36(7	NUM
ajst-21808	258	8	):	):	PUNCT
ajst-21808	258	9	243	243	NUM
ajst-21808	258	10	-	-	SYM
ajst-21808	258	11	248	248	NUM
ajst-21808	258	12	.	.	PUNCT
ajst-21808	259	1	[	[	X
ajst-21808	259	2	13	13	NUM
ajst-21808	259	3	]	]	X
ajst-21808	259	4	k	k	PROPN
ajst-21808	259	5	z	z	PROPN
ajst-21808	259	6	liu	liu	PROPN
ajst-21808	259	7	,	,	PUNCT
ajst-21808	259	8	h	h	PROPN
ajst-21808	259	9	c	c	PROPN
ajst-21808	259	10	shu	shu	PROPN
ajst-21808	259	11	,	,	PUNCT
ajst-21808	259	12	j	j	PROPN
ajst-21808	259	13	l	l	PROPN
ajst-21808	259	14	yu	yu	PROPN
ajst-21808	259	15	,	,	PUNCT
ajst-21808	259	16	et	et	PROPN
ajst-21808	259	17	al	al	PROPN
ajst-21808	259	18	.	.	PUNCT
ajst-21808	259	19	fault	fault	PROPN
ajst-21808	259	20	location	location	NOUN
ajst-21808	259	21	based	base	VERB
ajst-21808	259	22	on	on	ADP
ajst-21808	259	23	wavelet	wavelet	NOUN
ajst-21808	259	24	energy	energy	NOUN
ajst-21808	259	25	spectrum	spectrum	NOUN
ajst-21808	259	26	and	and	CCONJ
ajst-21808	259	27	neural	neural	ADJ
ajst-21808	259	28	network	network	NOUN
ajst-21808	259	29	for	for	ADP
ajst-21808	259	30	±800	±800	PROPN
ajst-21808	259	31	kv	kv	PROPN
ajst-21808	259	32	hvdc	hvdc	PROPN
ajst-21808	259	33	transmission	transmission	NOUN
ajst-21808	259	34	line[j	line[j	PROPN
ajst-21808	259	35	]	]	PUNCT
ajst-21808	259	36	.	.	PUNCT
ajst-21808	260	1	electric	electric	PROPN
ajst-21808	260	2	power	power	PROPN
ajst-21808	260	3	automation	automation	NOUN
ajst-21808	260	4	equipment	equipment	NOUN
ajst-21808	260	5	,	,	PUNCT
ajst-21808	260	6	2014	2014	NUM
ajst-21808	260	7	,	,	PUNCT
ajst-21808	260	8	34(4	34(4	NUM
ajst-21808	260	9	):	):	PUNCT
ajst-21808	260	10	141	141	NUM
ajst-21808	260	11	-	-	SYM
ajst-21808	260	12	147	147	NUM
ajst-21808	260	13	.	.	PUNCT
ajst-21808	261	1	[	[	X
ajst-21808	261	2	14	14	NUM
ajst-21808	261	3	]	]	X
ajst-21808	261	4	x	x	X
ajst-21808	261	5	g	g	PROPN
ajst-21808	261	6	zeng	zeng	PROPN
ajst-21808	261	7	,	,	PUNCT
ajst-21808	261	8	x	x	PROPN
ajst-21808	261	9	l	l	PROPN
ajst-21808	261	10	zhang	zhang	PROPN
ajst-21808	261	11	,	,	PUNCT
ajst-21808	261	12	h	h	PROPN
ajst-21808	261	13	j	j	PROPN
ajst-21808	261	14	ma	ma	PROPN
ajst-21808	261	15	,	,	PUNCT
ajst-21808	261	16	et	et	PROPN
ajst-21808	261	17	al	al	PROPN
ajst-21808	261	18	.	.	PUNCT
ajst-21808	261	19	traveling	travel	VERB
ajst-21808	261	20	wave	wave	NOUN
ajst-21808	261	21	fault	fault	NOUN
ajst-21808	261	22	location	location	NOUN
ajst-21808	261	23	method	method	NOUN
ajst-21808	261	24	for	for	ADP
ajst-21808	261	25	power	power	NOUN
ajst-21808	261	26	grids	grid	NOUN
ajst-21808	261	27	based	base	VERB
ajst-21808	261	28	on	on	ADP
ajst-21808	261	29	wavelet	wavelet	NOUN
ajst-21808	261	30	packet	packet	NOUN
ajst-21808	261	31	energy	energy	NOUN
ajst-21808	261	32	spectra[j	spectra[j	NOUN
ajst-21808	261	33	]	]	PUNCT
ajst-21808	261	34	.	.	PUNCT
ajst-21808	262	1	high	high	ADJ
ajst-21808	262	2	voltage	voltage	NOUN
ajst-21808	262	3	engineering	engineering	NOUN
ajst-21808	262	4	,	,	PUNCT
ajst-21808	262	5	2008	2008	NUM
ajst-21808	262	6	,	,	PUNCT
ajst-21808	262	7	34(11	34(11	NUM
ajst-21808	262	8	):	):	PUNCT
ajst-21808	262	9	2311	2311	NUM
ajst-21808	262	10	-	-	SYM
ajst-21808	262	11	2316	2316	NUM
ajst-21808	262	12	.	.	PUNCT
ajst-21808	263	1	[	[	X
ajst-21808	263	2	15	15	NUM
ajst-21808	263	3	]	]	X
ajst-21808	263	4	j	j	PROPN
ajst-21808	263	5	h	h	NOUN
ajst-21808	263	6	he	he	PRON
ajst-21808	263	7	,	,	PUNCT
ajst-21808	263	8	g	g	PROPN
ajst-21808	263	9	m	m	PROPN
ajst-21808	263	10	luo	luo	PROPN
ajst-21808	263	11	,	,	PUNCT
ajst-21808	263	12	m	m	VERB
ajst-21808	263	13	x	x	SYM
ajst-21808	263	14	chen	chen	PROPN
ajst-21808	263	15	,	,	PUNCT
ajst-21808	263	16	et	et	PROPN
ajst-21808	263	17	al	al	PROPN
ajst-21808	263	18	.	.	PUNCT
ajst-21808	264	1	a	a	DET
ajst-21808	264	2	research	research	NOUN
ajst-21808	264	3	review	review	NOUN
ajst-21808	264	4	on	on	ADP
ajst-21808	264	5	application	application	NOUN
ajst-21808	264	6	of	of	ADP
ajst-21808	264	7	artificial	artificial	ADJ
ajst-21808	264	8	intelligence	intelligence	NOUN
ajst-21808	264	9	in	in	ADP
ajst-21808	264	10	power	power	NOUN
ajst-21808	264	11	system	system	NOUN
ajst-21808	264	12	fault	fault	VERB
ajst-21808	264	13	analysis	analysis	NOUN
ajst-21808	264	14	and	and	CCONJ
ajst-21808	264	15	location[j	location[j	PROPN
ajst-21808	264	16	]	]	PUNCT
ajst-21808	264	17	.	.	PUNCT
ajst-21808	265	1	proceedings	proceeding	NOUN
ajst-21808	265	2	of	of	ADP
ajst-21808	265	3	the	the	DET
ajst-21808	265	4	csee	csee	NOUN
ajst-21808	265	5	,	,	PUNCT
ajst-21808	265	6	2020	2020	NUM
ajst-21808	265	7	,	,	PUNCT
ajst-21808	265	8	40(17	40(17	NUM
ajst-21808	265	9	):	):	PUNCT
ajst-21808	265	10	5506	5506	NUM
ajst-21808	265	11	-	-	SYM
ajst-21808	265	12	5516	5516	NUM
ajst-21808	265	13	.	.	PUNCT
ajst-21808	266	1	[	[	X
ajst-21808	266	2	16	16	NUM
ajst-21808	266	3	]	]	SYM
ajst-21808	266	4	b	b	PROPN
ajst-21808	266	5	t	t	X
ajst-21808	266	6	gao	gao	PROPN
ajst-21808	266	7	,	,	PUNCT
ajst-21808	266	8	c	c	PROPN
ajst-21808	266	9	x	x	SYM
ajst-21808	266	10	zheng	zheng	PROPN
ajst-21808	266	11	,	,	PUNCT
ajst-21808	266	12	h	h	PROPN
ajst-21808	266	13	li	li	PROPN
ajst-21808	266	14	,	,	PUNCT
ajst-21808	266	15	et	et	PROPN
ajst-21808	266	16	al	al	PROPN
ajst-21808	266	17	.	.	PROPN
ajst-21808	266	18	research	research	NOUN
ajst-21808	266	19	on	on	ADP
ajst-21808	266	20	fault	fault	NOUN
ajst-21808	266	21	ranging	range	VERB
ajst-21808	266	22	model	model	NOUN
ajst-21808	266	23	of	of	ADP
ajst-21808	266	24	transmission	transmission	NOUN
ajst-21808	266	25	line	line	NOUN
ajst-21808	266	26	based	base	VERB
ajst-21808	266	27	on	on	ADP
ajst-21808	266	28	improved	improve	VERB
ajst-21808	266	29	ant	ant	ADJ
ajst-21808	266	30	colony	colony	NOUN
ajst-21808	266	31	algorithm[j	algorithm[j	PROPN
ajst-21808	266	32	]	]	PUNCT
ajst-21808	266	33	.	.	PUNCT
ajst-21808	267	1	automation	automation	NOUN
ajst-21808	267	2	of	of	ADP
ajst-21808	267	3	electric	electric	ADJ
ajst-21808	267	4	power	power	NOUN
ajst-21808	267	5	systems	system	NOUN
ajst-21808	267	6	,	,	PUNCT
ajst-21808	267	7	2022	2022	NUM
ajst-21808	267	8	,	,	PUNCT
ajst-21808	267	9	43(02	43(02	NUM
ajst-21808	267	10	):	):	PUNCT
ajst-21808	267	11	61	61	NUM
ajst-21808	267	12	-	-	SYM
ajst-21808	267	13	64	64	NUM
ajst-21808	267	14	.	.	PUNCT
ajst-21808	268	1	[	[	X
ajst-21808	268	2	17	17	NUM
ajst-21808	268	3	]	]	X
ajst-21808	268	4	rohani	rohani	PROPN
ajst-21808	268	5	r	r	NOUN
ajst-21808	268	6	,	,	PUNCT
ajst-21808	268	7	koochaki	koochaki	NOUN
ajst-21808	268	8	a.	a.	NOUN
ajst-21808	268	9	a	a	DET
ajst-21808	268	10	hybrid	hybrid	NOUN
ajst-21808	268	11	method	method	NOUN
ajst-21808	268	12	based	base	VERB
ajst-21808	268	13	on	on	ADP
ajst-21808	268	14	optimized	optimize	VERB
ajst-21808	268	15	neuro	neuro	NOUN
ajst-21808	268	16	-	-	PUNCT
ajst-21808	268	17	fuzz	fuzz	NOUN
ajst-21808	268	18	system	system	NOUN
ajst-21808	268	19	and	and	CCONJ
ajst-21808	268	20	effective	effective	ADJ
ajst-21808	268	21	features	feature	NOUN
ajst-21808	268	22	for	for	ADP
ajst-21808	268	23	fault	fault	NOUN
ajst-21808	268	24	location	location	NOUN
ajst-21808	268	25	in	in	ADP
ajst-21808	268	26	vsc	vsc	PROPN
ajst-21808	268	27	-	-	PROPN
ajst-21808	268	28	hvdc	hvdc	PROPN
ajst-21808	268	29	systems[j	systems[j	PROPN
ajst-21808	268	30	]	]	PUNCT
ajst-21808	268	31	.	.	PUNCT
ajst-21808	269	1	ieee	ieee	NOUN
ajst-21808	269	2	access	access	NOUN
ajst-21808	269	3	2020(8	2020(8	NUM
ajst-21808	269	4	):	):	PUNCT
ajst-21808	269	5	7086170869	7086170869	NUM
ajst-21808	269	6	.	.	PUNCT
ajst-21808	270	1	[	[	X
ajst-21808	270	2	18	18	NUM
ajst-21808	270	3	]	]	X
ajst-21808	270	4	z	z	PROPN
ajst-21808	270	5	b	b	X
ajst-21808	270	6	chi	chi	NOUN
ajst-21808	270	7	,	,	PUNCT
ajst-21808	270	8	c	c	PROPN
ajst-21808	270	9	j	j	PROPN
ajst-21808	270	10	xia	xia	PROPN
ajst-21808	270	11	,	,	PUNCT
ajst-21808	270	12	m	m	PROPN
ajst-21808	270	13	j	j	PROPN
ajst-21808	270	14	yang	yang	PROPN
ajst-21808	270	15	.	.	PUNCT
ajst-21808	271	1	single	single	ADJ
ajst-21808	271	2	-	-	PUNCT
ajst-21808	271	3	end	end	NOUN
ajst-21808	271	4	fault	fault	NOUN
ajst-21808	271	5	ranging	range	VERB
ajst-21808	271	6	method	method	NOUN
ajst-21808	271	7	for	for	ADP
ajst-21808	271	8	flexible	flexible	ADJ
ajst-21808	271	9	straight	straight	ADJ
ajst-21808	271	10	line	line	NOUN
ajst-21808	271	11	based	base	VERB
ajst-21808	271	12	on	on	ADP
ajst-21808	271	13	parameter	parameter	NOUN
ajst-21808	271	14	optimized	optimize	VERB
ajst-21808	271	15	vmd	vmd	PROPN
ajst-21808	271	16	and	and	CCONJ
ajst-21808	271	17	tet[j	tet[j	PROPN
ajst-21808	271	18	]	]	PUNCT
ajst-21808	271	19	.	.	PUNCT
ajst-21808	272	1	power	power	NOUN
ajst-21808	272	2	system	system	NOUN
ajst-21808	272	3	protection	protection	NOUN
ajst-21808	272	4	and	and	CCONJ
ajst-21808	272	5	control	control	NOUN
ajst-21808	272	6	,	,	PUNCT
ajst-21808	272	7	2024	2024	NUM
ajst-21808	272	8	,	,	PUNCT
ajst-21808	272	9	52(04	52(04	NOUN
ajst-21808	272	10	):	):	PUNCT
ajst-21808	272	11	1	1	NUM
ajst-21808	272	12	-	-	SYM
ajst-21808	272	13	11	11	NUM
ajst-21808	272	14	.	.	PUNCT
ajst-21808	273	1	[	[	X
ajst-21808	273	2	19	19	NUM
ajst-21808	273	3	]	]	X
ajst-21808	273	4	y	y	PROPN
ajst-21808	273	5	q	q	PROPN
ajst-21808	273	6	wang	wang	PROPN
ajst-21808	273	7	,	,	PUNCT
ajst-21808	273	8	s	s	PART
ajst-21808	273	9	l	l	NOUN
ajst-21808	273	10	chen	chen	PROPN
ajst-21808	273	11	,	,	PUNCT
ajst-21808	273	12	r	r	PROPN
ajst-21808	273	13	z	z	PROPN
ajst-21808	273	14	wei	wei	PROPN
ajst-21808	273	15	,	,	PUNCT
ajst-21808	273	16	et	et	PROPN
ajst-21808	273	17	al	al	PROPN
ajst-21808	273	18	.	.	PUNCT
ajst-21808	273	19	elman	elman	PROPN
ajst-21808	273	20	-	-	PUNCT
ajst-21808	273	21	adaboost	adaboost	ADV
ajst-21808	273	22	integrated	integrate	VERB
ajst-21808	273	23	artificial	artificial	ADJ
ajst-21808	273	24	neural	neural	ADJ
ajst-21808	273	25	network	network	NOUN
ajst-21808	273	26	for	for	ADP
ajst-21808	273	27	high	high	ADJ
ajst-21808	273	28	voltage	voltage	NOUN
ajst-21808	273	29	ac	ac	PROPN
ajst-21808	273	30	transmission	transmission	NOUN
ajst-21808	273	31	line	line	NOUN
ajst-21808	273	32	single	single	ADJ
ajst-21808	273	33	-	-	PUNCT
ajst-21808	273	34	phase	phase	NOUN
ajst-21808	273	35	ground	ground	NOUN
ajst-21808	273	36	initial	initial	ADJ
ajst-21808	273	37	voltage	voltage	NOUN
ajst-21808	273	38	traveling	travel	VERB
ajst-21808	273	39	wave	wave	NOUN
ajst-21808	273	40	modulus	modulus	ADJ
ajst-21808	273	41	amplitude	amplitude	NOUN
ajst-21808	273	42	ratio	ratio	NOUN
ajst-21808	273	43	for	for	ADP
ajst-21808	273	44	single	single	ADJ
ajst-21808	273	45	-	-	PUNCT
ajst-21808	273	46	ended	end	VERB
ajst-21808	273	47	fault	fault	NOUN
ajst-21808	273	48	ranging[j	ranging[j	VERB
ajst-21808	273	49	]	]	PUNCT
ajst-21808	273	50	.	.	PUNCT
ajst-21808	274	1	electric	electric	PROPN
ajst-21808	274	2	power	power	PROPN
ajst-21808	274	3	science	science	NOUN
ajst-21808	274	4	and	and	CCONJ
ajst-21808	274	5	engineering	engineering	NOUN
ajst-21808	274	6	,	,	PUNCT
ajst-21808	274	7	2023,39(09	2023,39(09	NUM
ajst-21808	274	8	):	):	PUNCT
ajst-21808	274	9	10	10	NUM
ajst-21808	274	10	-	-	SYM
ajst-21808	274	11	19	19	NUM
ajst-21808	274	12	.	.	PUNCT
ajst-21808	275	1	[	[	X
ajst-21808	275	2	20	20	NUM
ajst-21808	275	3	]	]	PUNCT
ajst-21808	275	4	t	t	PROPN
ajst-21808	275	5	li	li	PROPN
ajst-21808	275	6	,	,	PUNCT
ajst-21808	275	7	p	p	PROPN
ajst-21808	275	8	f	f	PROPN
ajst-21808	275	9	tian	tian	PROPN
ajst-21808	275	10	,	,	PUNCT
ajst-21808	275	11	z	z	PROPN
ajst-21808	275	12	t	t	PROPN
ajst-21808	275	13	sun	sun	NOUN
ajst-21808	275	14	,	,	PUNCT
ajst-21808	275	15	et	et	PROPN
ajst-21808	275	16	al	al	PROPN
ajst-21808	275	17	.	.	PROPN
ajst-21808	275	18	double	double	ADJ
ajst-21808	275	19	-	-	PUNCT
ajst-21808	275	20	ended	end	VERB
ajst-21808	275	21	fault	fault	NOUN
ajst-21808	275	22	ranging	range	VERB
ajst-21808	275	23	method	method	NOUN
ajst-21808	275	24	for	for	ADP
ajst-21808	275	25	transmission	transmission	NOUN
ajst-21808	275	26	lines	line	NOUN
ajst-21808	275	27	based	base	VERB
ajst-21808	275	28	on	on	ADP
ajst-21808	275	29	relative	relative	ADJ
ajst-21808	275	30	fault	fault	NOUN
ajst-21808	275	31	volume	volume	NOUN
ajst-21808	275	32	offset	offset	NOUN
ajst-21808	275	33	and	and	CCONJ
ajst-21808	275	34	improved	improve	VERB
ajst-21808	275	35	gwo	gwo	PROPN
ajst-21808	275	36	-	-	NOUN
ajst-21808	275	37	svr[j	svr[j	NOUN
ajst-21808	275	38	]	]	PUNCT
ajst-21808	275	39	.	.	PUNCT
ajst-21808	276	1	engineering	engineering	NOUN
ajst-21808	276	2	journal	journal	PROPN
ajst-21808	276	3	of	of	ADP
ajst-21808	276	4	wuhan	wuhan	PROPN
ajst-21808	276	5	university	university	PROPN
ajst-21808	276	6	,	,	PUNCT
ajst-21808	276	7	2024	2024	NUM
ajst-21808	276	8	,	,	PUNCT
ajst-21808	276	9	57(01	57(01	NUM
ajst-21808	276	10	):	):	PUNCT
ajst-21808	276	11	89	89	NUM
ajst-21808	276	12	-	-	SYM
ajst-21808	276	13	95	95	NUM
ajst-21808	276	14	.	.	PUNCT