id	sid	tid	token	lemma	pos
fcis-8583	1	1	frontiers	frontier	NOUN
fcis-8583	1	2	in	in	ADP
fcis-8583	1	3	computing	computing	NOUN
fcis-8583	1	4	and	and	CCONJ
fcis-8583	1	5	intelligent	intelligent	ADJ
fcis-8583	1	6	systems	system	NOUN
fcis-8583	1	7	issn	issn	VERB
fcis-8583	1	8	:	:	PUNCT
fcis-8583	1	9	2832	2832	NUM
fcis-8583	1	10	-	-	SYM
fcis-8583	1	11	6024	6024	NUM
fcis-8583	1	12	|	|	NOUN
fcis-8583	1	13	vol	vol	NOUN
fcis-8583	1	14	.	.	PROPN
fcis-8583	2	1	3	3	NUM
fcis-8583	2	2	,	,	PUNCT
fcis-8583	2	3	no	no	INTJ
fcis-8583	2	4	.	.	NOUN
fcis-8583	2	5	3	3	NUM
fcis-8583	2	6	,	,	PUNCT
fcis-8583	2	7	2023	2023	NUM
fcis-8583	2	8	122	122	NUM
fcis-8583	2	9	feature	feature	NOUN
fcis-8583	2	10	extraction	extraction	NOUN
fcis-8583	2	11	algorithm	algorithm	NOUN
fcis-8583	2	12	of	of	ADP
fcis-8583	2	13	cutter	cutter	NOUN
fcis-8583	2	14	head	head	NOUN
fcis-8583	2	15	pressure	pressure	NOUN
fcis-8583	2	16	signal	signal	NOUN
fcis-8583	2	17	based	base	VERB
fcis-8583	2	18	on	on	ADP
fcis-8583	2	19	stack	stack	NOUN
fcis-8583	2	20	auto‐encoder	auto‐encoder	NOUN
fcis-8583	2	21	jiacan	jiacan	NOUN
fcis-8583	2	22	xu	xu	PROPN
fcis-8583	2	23	1	1	NUM
fcis-8583	2	24	,	,	PUNCT
fcis-8583	2	25	binbin	binbin	NOUN
fcis-8583	2	26	hu	hu	PROPN
fcis-8583	2	27	1	1	NUM
fcis-8583	2	28	,	,	PUNCT
fcis-8583	2	29	*	*	PUNCT
fcis-8583	2	30	,	,	PUNCT
fcis-8583	2	31	mingye	mingye	PROPN
fcis-8583	2	32	yang	yang	PROPN
fcis-8583	2	33	1	1	NUM
fcis-8583	2	34	,	,	PUNCT
fcis-8583	2	35	shiyu	shiyu	NOUN
fcis-8583	2	36	xing	xing	PROPN
fcis-8583	2	37	1	1	NUM
fcis-8583	2	38	,	,	PUNCT
fcis-8583	2	39	2	2	NUM
fcis-8583	2	40	and	and	CCONJ
fcis-8583	2	41	peng	peng	PROPN
fcis-8583	2	42	zhou	zhou	PROPN
fcis-8583	2	43	1	1	NUM
fcis-8583	2	44	1	1	NUM
fcis-8583	2	45	college	college	NOUN
fcis-8583	2	46	of	of	ADP
fcis-8583	2	47	engineering	engineering	NOUN
fcis-8583	2	48	training	training	NOUN
fcis-8583	2	49	and	and	CCONJ
fcis-8583	2	50	innovation	innovation	NOUN
fcis-8583	2	51	,	,	PUNCT
fcis-8583	2	52	shenyang	shenyang	PROPN
fcis-8583	2	53	jianzhu	jianzhu	PROPN
fcis-8583	2	54	university	university	PROPN
fcis-8583	2	55	,	,	PUNCT
fcis-8583	2	56	shenyang	shenyang	PROPN
fcis-8583	2	57	,	,	PUNCT
fcis-8583	2	58	china	china	PROPN
fcis-8583	2	59	2	2	NUM
fcis-8583	2	60	shenyang	shenyang	PROPN
fcis-8583	2	61	piotec	piotec	PROPN
fcis-8583	2	62	technology	technology	PROPN
fcis-8583	2	63	co.	co.	PROPN
fcis-8583	2	64	ltd	ltd	PROPN
fcis-8583	2	65	,	,	PUNCT
fcis-8583	2	66	shenyang	shenyang	PROPN
fcis-8583	2	67	,	,	PUNCT
fcis-8583	2	68	china	china	PROPN
fcis-8583	2	69	*	*	PUNCT
fcis-8583	2	70	corresponding	correspond	VERB
fcis-8583	2	71	author	author	NOUN
fcis-8583	2	72	:	:	PUNCT
fcis-8583	2	73	binbin	binbin	PROPN
fcis-8583	2	74	hu	hu	PROPN
fcis-8583	3	1	(	(	PUNCT
fcis-8583	3	2	email	email	NOUN
fcis-8583	3	3	:	:	PUNCT
fcis-8583	3	4	hubinbin@sjzu.edu.cn	hubinbin@sjzu.edu.cn	ADJ
fcis-8583	3	5	)	)	PUNCT
fcis-8583	3	6	abstract	abstract	NOUN
fcis-8583	3	7	:	:	PUNCT
fcis-8583	3	8	tool	tool	NOUN
fcis-8583	3	9	system	system	NOUN
fcis-8583	3	10	wear	wear	VERB
fcis-8583	3	11	is	be	AUX
fcis-8583	3	12	one	one	NUM
fcis-8583	3	13	of	of	ADP
fcis-8583	3	14	the	the	DET
fcis-8583	3	15	common	common	ADJ
fcis-8583	3	16	faults	fault	NOUN
fcis-8583	3	17	affecting	affect	VERB
fcis-8583	3	18	tbm	tbm	NOUN
fcis-8583	3	19	system	system	NOUN
fcis-8583	3	20	tunneling	tunneling	NOUN
fcis-8583	3	21	.	.	PUNCT
fcis-8583	4	1	in	in	ADP
fcis-8583	4	2	order	order	NOUN
fcis-8583	4	3	to	to	PART
fcis-8583	4	4	simulate	simulate	VERB
fcis-8583	4	5	the	the	DET
fcis-8583	4	6	operation	operation	NOUN
fcis-8583	4	7	of	of	ADP
fcis-8583	4	8	the	the	DET
fcis-8583	4	9	tbm	tbm	PROPN
fcis-8583	4	10	tool	tool	NOUN
fcis-8583	4	11	system	system	NOUN
fcis-8583	4	12	,	,	PUNCT
fcis-8583	4	13	judge	judge	VERB
fcis-8583	4	14	its	its	PRON
fcis-8583	4	15	failure	failure	NOUN
fcis-8583	4	16	state	state	NOUN
fcis-8583	4	17	,	,	PUNCT
fcis-8583	4	18	and	and	CCONJ
fcis-8583	4	19	locate	locate	VERB
fcis-8583	4	20	the	the	DET
fcis-8583	4	21	failure	failure	NOUN
fcis-8583	4	22	area	area	NOUN
fcis-8583	4	23	of	of	ADP
fcis-8583	4	24	the	the	DET
fcis-8583	4	25	hob	hob	NOUN
fcis-8583	4	26	,	,	PUNCT
fcis-8583	4	27	this	this	DET
fcis-8583	4	28	paper	paper	NOUN
fcis-8583	4	29	designed	design	VERB
fcis-8583	4	30	the	the	DET
fcis-8583	4	31	simulation	simulation	NOUN
fcis-8583	4	32	experiment	experiment	NOUN
fcis-8583	4	33	platform	platform	NOUN
fcis-8583	4	34	of	of	ADP
fcis-8583	4	35	the	the	DET
fcis-8583	4	36	tbm	tbm	PROPN
fcis-8583	4	37	tool	tool	NOUN
fcis-8583	4	38	system	system	NOUN
fcis-8583	4	39	,	,	PUNCT
fcis-8583	4	40	and	and	CCONJ
fcis-8583	4	41	obtained	obtain	VERB
fcis-8583	4	42	the	the	DET
fcis-8583	4	43	pressure	pressure	NOUN
fcis-8583	4	44	signal	signal	NOUN
fcis-8583	4	45	of	of	ADP
fcis-8583	4	46	the	the	DET
fcis-8583	4	47	tool	tool	NOUN
fcis-8583	4	48	plate	plate	NOUN
fcis-8583	4	49	when	when	SCONJ
fcis-8583	4	50	the	the	DET
fcis-8583	4	51	tool	tool	NOUN
fcis-8583	4	52	plate	plate	NOUN
fcis-8583	4	53	is	be	AUX
fcis-8583	4	54	running	run	VERB
fcis-8583	4	55	through	through	ADP
fcis-8583	4	56	the	the	DET
fcis-8583	4	57	experiment	experiment	NOUN
fcis-8583	4	58	platform	platform	NOUN
fcis-8583	4	59	,	,	PUNCT
fcis-8583	4	60	and	and	CCONJ
fcis-8583	4	61	proposed	propose	VERB
fcis-8583	4	62	the	the	DET
fcis-8583	4	63	pressure	pressure	NOUN
fcis-8583	4	64	feature	feature	NOUN
fcis-8583	4	65	extraction	extraction	NOUN
fcis-8583	4	66	algorithm	algorithm	NOUN
fcis-8583	4	67	for	for	ADP
fcis-8583	4	68	the	the	DET
fcis-8583	4	69	cutter	cutter	NOUN
fcis-8583	4	70	head	head	NOUN
fcis-8583	4	71	of	of	ADP
fcis-8583	4	72	the	the	DET
fcis-8583	4	73	tbm	tbm	PROPN
fcis-8583	4	74	tool	tool	NOUN
fcis-8583	4	75	system	system	NOUN
fcis-8583	4	76	,	,	PUNCT
fcis-8583	4	77	so	so	SCONJ
fcis-8583	4	78	as	as	SCONJ
fcis-8583	4	79	to	to	PART
fcis-8583	4	80	judge	judge	VERB
fcis-8583	4	81	the	the	DET
fcis-8583	4	82	failure	failure	NOUN
fcis-8583	4	83	state	state	NOUN
fcis-8583	4	84	of	of	ADP
fcis-8583	4	85	the	the	DET
fcis-8583	4	86	cutter	cutter	NOUN
fcis-8583	4	87	head	head	NOUN
fcis-8583	4	88	system	system	NOUN
fcis-8583	4	89	and	and	CCONJ
fcis-8583	4	90	locate	locate	VERB
fcis-8583	4	91	the	the	DET
fcis-8583	4	92	failure	failure	NOUN
fcis-8583	4	93	area	area	NOUN
fcis-8583	4	94	.	.	PUNCT
fcis-8583	5	1	experimental	experimental	ADJ
fcis-8583	5	2	results	result	NOUN
fcis-8583	5	3	show	show	VERB
fcis-8583	5	4	that	that	SCONJ
fcis-8583	5	5	the	the	DET
fcis-8583	5	6	cutter	cutter	NOUN
fcis-8583	5	7	head	head	NOUN
fcis-8583	5	8	pressure	pressure	NOUN
fcis-8583	5	9	feature	feature	NOUN
fcis-8583	5	10	extraction	extraction	NOUN
fcis-8583	5	11	and	and	CCONJ
fcis-8583	5	12	failure	failure	NOUN
fcis-8583	5	13	location	location	NOUN
fcis-8583	5	14	algorithm	algorithm	NOUN
fcis-8583	5	15	proposed	propose	VERB
fcis-8583	5	16	in	in	ADP
fcis-8583	5	17	this	this	DET
fcis-8583	5	18	paper	paper	NOUN
fcis-8583	5	19	can	can	AUX
fcis-8583	5	20	effectively	effectively	ADV
fcis-8583	5	21	identify	identify	VERB
fcis-8583	5	22	the	the	DET
fcis-8583	5	23	cutter	cutter	NOUN
fcis-8583	5	24	head	head	NOUN
fcis-8583	5	25	region	region	NOUN
fcis-8583	5	26	where	where	SCONJ
fcis-8583	5	27	the	the	DET
fcis-8583	5	28	failure	failure	NOUN
fcis-8583	5	29	hob	hob	NOUN
fcis-8583	5	30	is	be	AUX
fcis-8583	5	31	located	locate	VERB
fcis-8583	5	32	,	,	PUNCT
fcis-8583	5	33	and	and	CCONJ
fcis-8583	5	34	improve	improve	VERB
fcis-8583	5	35	the	the	DET
fcis-8583	5	36	efficiency	efficiency	NOUN
fcis-8583	5	37	of	of	ADP
fcis-8583	5	38	cutter	cutter	NOUN
fcis-8583	5	39	head	head	NOUN
fcis-8583	5	40	maintenance	maintenance	NOUN
fcis-8583	5	41	in	in	ADP
fcis-8583	5	42	the	the	DET
fcis-8583	5	43	process	process	NOUN
fcis-8583	5	44	of	of	ADP
fcis-8583	5	45	tbm	tbm	NOUN
fcis-8583	5	46	tunneling	tunneling	NOUN
fcis-8583	5	47	.	.	PUNCT
fcis-8583	6	1	keywords	keyword	NOUN
fcis-8583	6	2	:	:	PUNCT
fcis-8583	6	3	tunnel	tunnel	VERB
fcis-8583	6	4	boring	boring	ADJ
fcis-8583	6	5	machine	machine	NOUN
fcis-8583	6	6	(	(	PUNCT
fcis-8583	6	7	tbm	tbm	NOUN
fcis-8583	6	8	)	)	PUNCT
fcis-8583	6	9	;	;	PUNCT
fcis-8583	6	10	cutting	cut	VERB
fcis-8583	6	11	tool	tool	NOUN
fcis-8583	6	12	system	system	NOUN
fcis-8583	6	13	;	;	PUNCT
fcis-8583	6	14	failure	failure	NOUN
fcis-8583	6	15	determination	determination	NOUN
fcis-8583	6	16	.	.	PUNCT
fcis-8583	7	1	1	1	X
fcis-8583	7	2	.	.	X
fcis-8583	7	3	introduction	introduction	NOUN
fcis-8583	7	4	full	full	ADJ
fcis-8583	7	5	-	-	PUNCT
fcis-8583	7	6	section	section	NOUN
fcis-8583	7	7	rock	rock	NOUN
fcis-8583	7	8	tunnel	tunnel	NOUN
fcis-8583	7	9	boring	boring	ADJ
fcis-8583	7	10	machine	machine	NOUN
fcis-8583	7	11	(	(	PUNCT
fcis-8583	7	12	tbm	tbm	NOUN
fcis-8583	7	13	)	)	PUNCT
fcis-8583	7	14	is	be	AUX
fcis-8583	7	15	a	a	DET
fcis-8583	7	16	major	major	ADJ
fcis-8583	7	17	technical	technical	ADJ
fcis-8583	7	18	equipment	equipment	NOUN
fcis-8583	7	19	in	in	ADP
fcis-8583	7	20	urgent	urgent	ADJ
fcis-8583	7	21	need	need	NOUN
fcis-8583	7	22	of	of	ADP
fcis-8583	7	23	key	key	ADJ
fcis-8583	7	24	breakthrough	breakthrough	NOUN
fcis-8583	7	25	in	in	ADP
fcis-8583	7	26	our	our	PRON
fcis-8583	7	27	country	country	NOUN
fcis-8583	7	28	,	,	PUNCT
fcis-8583	7	29	as	as	SCONJ
fcis-8583	7	30	shown	show	VERB
fcis-8583	7	31	in	in	ADP
fcis-8583	7	32	figure	figure	NOUN
fcis-8583	7	33	1.1	1.1	NUM
fcis-8583	7	34	.	.	PUNCT
fcis-8583	8	1	in	in	ADP
fcis-8583	8	2	tunnel	tunnel	NOUN
fcis-8583	8	3	excavation	excavation	NOUN
fcis-8583	8	4	,	,	PUNCT
fcis-8583	8	5	due	due	ADP
fcis-8583	8	6	to	to	ADP
fcis-8583	8	7	its	its	PRON
fcis-8583	8	8	high	high	ADJ
fcis-8583	8	9	tunneling	tunneling	NOUN
fcis-8583	8	10	speed	speed	NOUN
fcis-8583	8	11	and	and	CCONJ
fcis-8583	8	12	degree	degree	NOUN
fcis-8583	8	13	of	of	ADP
fcis-8583	8	14	automation	automation	NOUN
fcis-8583	8	15	,	,	PUNCT
fcis-8583	8	16	less	less	ADJ
fcis-8583	8	17	damage	damage	NOUN
fcis-8583	8	18	to	to	ADP
fcis-8583	8	19	the	the	DET
fcis-8583	8	20	surrounding	surround	VERB
fcis-8583	8	21	environment	environment	NOUN
fcis-8583	8	22	,	,	PUNCT
fcis-8583	8	23	high	high	ADJ
fcis-8583	8	24	comprehensive	comprehensive	ADJ
fcis-8583	8	25	benefits	benefit	NOUN
fcis-8583	8	26	,	,	PUNCT
fcis-8583	8	27	and	and	CCONJ
fcis-8583	8	28	more	more	ADJ
fcis-8583	8	29	safety	safety	NOUN
fcis-8583	8	30	and	and	CCONJ
fcis-8583	8	31	reliability	reliability	NOUN
fcis-8583	8	32	than	than	ADP
fcis-8583	8	33	traditional	traditional	ADJ
fcis-8583	8	34	drilling	drilling	NOUN
fcis-8583	8	35	and	and	CCONJ
fcis-8583	8	36	blasting	blasting	NOUN
fcis-8583	8	37	method	method	NOUN
fcis-8583	8	38	,	,	PUNCT
fcis-8583	8	39	it	it	PRON
fcis-8583	8	40	is	be	AUX
fcis-8583	8	41	widely	widely	ADV
fcis-8583	8	42	used	use	VERB
fcis-8583	8	43	.	.	PUNCT
fcis-8583	9	1	tbm	tbm	PROPN
fcis-8583	9	2	mainly	mainly	ADV
fcis-8583	9	3	includes	include	VERB
fcis-8583	9	4	tool	tool	NOUN
fcis-8583	9	5	system	system	NOUN
fcis-8583	9	6	,	,	PUNCT
fcis-8583	9	7	cutter	cutter	NOUN
fcis-8583	9	8	head	head	NOUN
fcis-8583	9	9	system	system	NOUN
fcis-8583	9	10	,	,	PUNCT
fcis-8583	9	11	hydraulic	hydraulic	ADJ
fcis-8583	9	12	propulsion	propulsion	NOUN
fcis-8583	9	13	system	system	NOUN
fcis-8583	9	14	,	,	PUNCT
fcis-8583	9	15	etc	etc	X
fcis-8583	9	16	.	.	X
fcis-8583	9	17	,	,	PUNCT
fcis-8583	9	18	and	and	CCONJ
fcis-8583	9	19	the	the	DET
fcis-8583	9	20	tool	tool	NOUN
fcis-8583	9	21	system	system	NOUN
fcis-8583	9	22	as	as	ADP
fcis-8583	9	23	the	the	DET
fcis-8583	9	24	core	core	NOUN
fcis-8583	9	25	component	component	NOUN
fcis-8583	9	26	of	of	ADP
fcis-8583	9	27	the	the	DET
fcis-8583	9	28	full	full	ADJ
fcis-8583	9	29	section	section	NOUN
fcis-8583	9	30	rock	rock	NOUN
fcis-8583	9	31	tunnel	tunnel	NOUN
fcis-8583	9	32	boring	bore	VERB
fcis-8583	9	33	machine	machine	NOUN
fcis-8583	9	34	,	,	PUNCT
fcis-8583	9	35	its	its	PRON
fcis-8583	9	36	performance	performance	NOUN
fcis-8583	9	37	and	and	CCONJ
fcis-8583	9	38	reliability	reliability	NOUN
fcis-8583	9	39	directly	directly	ADV
fcis-8583	9	40	affect	affect	VERB
fcis-8583	9	41	the	the	DET
fcis-8583	9	42	engineering	engineering	NOUN
fcis-8583	9	43	efficiency	efficiency	NOUN
fcis-8583	9	44	and	and	CCONJ
fcis-8583	9	45	construction	construction	NOUN
fcis-8583	9	46	cost	cost	NOUN
fcis-8583	9	47	.	.	PUNCT
fcis-8583	10	1	in	in	ADP
fcis-8583	10	2	the	the	DET
fcis-8583	10	3	process	process	NOUN
fcis-8583	10	4	of	of	ADP
fcis-8583	10	5	tbm	tbm	ADJ
fcis-8583	10	6	construction	construction	NOUN
fcis-8583	10	7	,	,	PUNCT
fcis-8583	10	8	the	the	DET
fcis-8583	10	9	tool	tool	NOUN
fcis-8583	10	10	system	system	NOUN
fcis-8583	10	11	is	be	AUX
fcis-8583	10	12	installed	instal	VERB
fcis-8583	10	13	on	on	ADP
fcis-8583	10	14	the	the	DET
fcis-8583	10	15	cutter	cutter	NOUN
fcis-8583	10	16	head	head	NOUN
fcis-8583	10	17	in	in	ADP
fcis-8583	10	18	the	the	DET
fcis-8583	10	19	tbm	tbm	ADJ
fcis-8583	10	20	hydraulic	hydraulic	ADJ
fcis-8583	10	21	propulsion	propulsion	NOUN
fcis-8583	10	22	system	system	NOUN
fcis-8583	10	23	thrust	thrust	VERB
fcis-8583	10	24	and	and	CCONJ
fcis-8583	10	25	hydraulic	hydraulic	ADJ
fcis-8583	10	26	motor	motor	NOUN
fcis-8583	10	27	torque	torque	NOUN
fcis-8583	10	28	under	under	ADP
fcis-8583	10	29	the	the	DET
fcis-8583	10	30	action	action	NOUN
fcis-8583	10	31	of	of	ADP
fcis-8583	10	32	rock	rock	NOUN
fcis-8583	10	33	breaking	breaking	NOUN
fcis-8583	10	34	,	,	PUNCT
fcis-8583	10	35	through	through	ADP
fcis-8583	10	36	the	the	DET
fcis-8583	10	37	rock	rock	NOUN
fcis-8583	10	38	to	to	PART
fcis-8583	10	39	produce	produce	VERB
fcis-8583	10	40	a	a	DET
fcis-8583	10	41	certain	certain	ADJ
fcis-8583	10	42	shear	shear	NOUN
fcis-8583	10	43	and	and	CCONJ
fcis-8583	10	44	extrusion	extrusion	NOUN
fcis-8583	10	45	to	to	PART
fcis-8583	10	46	destroy	destroy	VERB
fcis-8583	10	47	the	the	DET
fcis-8583	10	48	rock	rock	NOUN
fcis-8583	10	49	.	.	PUNCT
fcis-8583	11	1	the	the	DET
fcis-8583	11	2	hob	hob	NOUN
fcis-8583	11	3	directly	directly	ADV
fcis-8583	11	4	participates	participate	VERB
fcis-8583	11	5	in	in	ADP
fcis-8583	11	6	the	the	DET
fcis-8583	11	7	crushing	crushing	NOUN
fcis-8583	11	8	of	of	ADP
fcis-8583	11	9	the	the	DET
fcis-8583	11	10	rock	rock	NOUN
fcis-8583	11	11	.	.	PUNCT
fcis-8583	12	1	the	the	DET
fcis-8583	12	2	working	work	VERB
fcis-8583	12	3	condition	condition	NOUN
fcis-8583	12	4	of	of	ADP
fcis-8583	12	5	the	the	DET
fcis-8583	12	6	hob	hob	NOUN
fcis-8583	12	7	in	in	ADP
fcis-8583	12	8	the	the	DET
fcis-8583	12	9	rock	rock	NOUN
fcis-8583	12	10	breaking	breaking	NOUN
fcis-8583	12	11	is	be	AUX
fcis-8583	12	12	very	very	ADV
fcis-8583	12	13	complex	complex	ADJ
fcis-8583	12	14	,	,	PUNCT
fcis-8583	12	15	which	which	PRON
fcis-8583	12	16	is	be	AUX
fcis-8583	12	17	prone	prone	ADJ
fcis-8583	12	18	to	to	ADP
fcis-8583	12	19	severe	severe	ADJ
fcis-8583	12	20	wear	wear	NOUN
fcis-8583	12	21	and	and	CCONJ
fcis-8583	12	22	lead	lead	VERB
fcis-8583	12	23	to	to	ADP
fcis-8583	12	24	failure	failure	NOUN
fcis-8583	12	25	,	,	PUNCT
fcis-8583	12	26	which	which	PRON
fcis-8583	12	27	seriously	seriously	ADV
fcis-8583	12	28	affects	affect	VERB
fcis-8583	12	29	the	the	DET
fcis-8583	12	30	efficiency	efficiency	NOUN
fcis-8583	12	31	of	of	ADP
fcis-8583	12	32	rock	rock	NOUN
fcis-8583	12	33	breaking	breaking	NOUN
fcis-8583	12	34	.	.	PUNCT
fcis-8583	13	1	therefore	therefore	ADV
fcis-8583	13	2	,	,	PUNCT
fcis-8583	13	3	it	it	PRON
fcis-8583	13	4	is	be	AUX
fcis-8583	13	5	necessary	necessary	ADJ
fcis-8583	13	6	to	to	PART
fcis-8583	13	7	carry	carry	VERB
fcis-8583	13	8	out	out	ADP
fcis-8583	13	9	regular	regular	ADJ
fcis-8583	13	10	stop	stop	NOUN
fcis-8583	13	11	inspection	inspection	NOUN
fcis-8583	13	12	to	to	PART
fcis-8583	13	13	check	check	VERB
fcis-8583	13	14	whether	whether	SCONJ
fcis-8583	13	15	the	the	DET
fcis-8583	13	16	hob	hob	NOUN
fcis-8583	13	17	in	in	ADP
fcis-8583	13	18	the	the	DET
fcis-8583	13	19	tool	tool	NOUN
fcis-8583	13	20	system	system	NOUN
fcis-8583	13	21	fails	fail	VERB
fcis-8583	13	22	.	.	PUNCT
fcis-8583	14	1	however	however	ADV
fcis-8583	14	2	,	,	PUNCT
fcis-8583	14	3	manual	manual	ADJ
fcis-8583	14	4	inspection	inspection	NOUN
fcis-8583	14	5	of	of	ADP
fcis-8583	14	6	the	the	DET
fcis-8583	14	7	failure	failure	NOUN
fcis-8583	14	8	hob	hob	NOUN
fcis-8583	14	9	takes	take	VERB
fcis-8583	14	10	too	too	ADV
fcis-8583	14	11	long	long	ADV
fcis-8583	14	12	,	,	PUNCT
fcis-8583	14	13	prolongs	prolong	VERB
fcis-8583	14	14	the	the	DET
fcis-8583	14	15	construction	construction	NOUN
fcis-8583	14	16	time	time	NOUN
fcis-8583	14	17	and	and	CCONJ
fcis-8583	14	18	seriously	seriously	ADV
fcis-8583	14	19	affects	affect	VERB
fcis-8583	14	20	the	the	DET
fcis-8583	14	21	construction	construction	NOUN
fcis-8583	14	22	efficiency[1	efficiency[1	NOUN
fcis-8583	14	23	]	]	PUNCT
fcis-8583	14	24	.	.	PUNCT
fcis-8583	15	1	it	it	PRON
fcis-8583	15	2	is	be	AUX
fcis-8583	15	3	a	a	DET
fcis-8583	15	4	commonly	commonly	ADV
fcis-8583	15	5	used	use	VERB
fcis-8583	15	6	research	research	NOUN
fcis-8583	15	7	method	method	NOUN
fcis-8583	15	8	to	to	PART
fcis-8583	15	9	determine	determine	VERB
fcis-8583	15	10	whether	whether	SCONJ
fcis-8583	15	11	the	the	DET
fcis-8583	15	12	hob	hob	NOUN
fcis-8583	15	13	fails	fail	VERB
fcis-8583	15	14	according	accord	VERB
fcis-8583	15	15	to	to	ADP
fcis-8583	15	16	the	the	DET
fcis-8583	15	17	pressure	pressure	NOUN
fcis-8583	15	18	signal	signal	NOUN
fcis-8583	15	19	of	of	ADP
fcis-8583	15	20	the	the	DET
fcis-8583	15	21	cutter	cutter	NOUN
fcis-8583	15	22	head	head	NOUN
fcis-8583	15	23	.	.	PUNCT
fcis-8583	16	1	researchers	researcher	NOUN
fcis-8583	16	2	used	use	VERB
fcis-8583	16	3	wavelet	wavelet	NOUN
fcis-8583	16	4	transforms[3	transforms[3	PROPN
fcis-8583	16	5	]	]	PUNCT
fcis-8583	16	6	and	and	CCONJ
fcis-8583	16	7	neural	neural	ADJ
fcis-8583	16	8	networks	network	NOUN
fcis-8583	16	9	[	[	X
fcis-8583	16	10	2	2	X
fcis-8583	16	11	]	]	PUNCT
fcis-8583	16	12	to	to	PART
fcis-8583	16	13	analyze	analyze	VERB
fcis-8583	16	14	tool	tool	NOUN
fcis-8583	16	15	fault	fault	NOUN
fcis-8583	16	16	prediction	prediction	NOUN
fcis-8583	16	17	methods	method	NOUN
fcis-8583	16	18	.	.	PUNCT
fcis-8583	17	1	qin	qin	PROPN
fcis-8583	17	2	et	et	PROPN
fcis-8583	17	3	al	al	PROPN
fcis-8583	17	4	.	.	PUNCT
fcis-8583	18	1	[	[	X
fcis-8583	18	2	4	4	X
fcis-8583	18	3	]	]	PUNCT
fcis-8583	18	4	proposed	propose	VERB
fcis-8583	18	5	a	a	DET
fcis-8583	18	6	hybrid	hybrid	ADJ
fcis-8583	18	7	depth	depth	NOUN
fcis-8583	18	8	neural	neural	ADJ
fcis-8583	18	9	network	network	NOUN
fcis-8583	18	10	(	(	PUNCT
fcis-8583	18	11	hdnn	hdnn	NOUN
fcis-8583	18	12	)	)	PUNCT
fcis-8583	18	13	based	base	VERB
fcis-8583	18	14	on	on	ADP
fcis-8583	18	15	equipment	equipment	NOUN
fcis-8583	18	16	operating	operating	NOUN
fcis-8583	18	17	parameters	parameter	NOUN
fcis-8583	18	18	and	and	CCONJ
fcis-8583	18	19	state	state	NOUN
fcis-8583	18	20	parameters	parameter	NOUN
fcis-8583	18	21	for	for	ADP
fcis-8583	18	22	accurate	accurate	ADJ
fcis-8583	18	23	prediction	prediction	NOUN
fcis-8583	18	24	of	of	ADP
fcis-8583	18	25	cutter	cutter	NOUN
fcis-8583	18	26	head	head	NOUN
fcis-8583	18	27	torque	torque	NOUN
fcis-8583	18	28	of	of	ADP
fcis-8583	18	29	shield	shield	NOUN
fcis-8583	18	30	boring	boring	ADJ
fcis-8583	18	31	machine	machine	NOUN
fcis-8583	18	32	.	.	PUNCT
fcis-8583	19	1	zhou	zhou	PROPN
fcis-8583	20	1	[	[	X
fcis-8583	20	2	5	5	NUM
fcis-8583	20	3	]	]	PUNCT
fcis-8583	20	4	et	et	PROPN
fcis-8583	20	5	al	al	PROPN
fcis-8583	20	6	.	.	PROPN
fcis-8583	20	7	used	use	VERB
fcis-8583	20	8	artificial	artificial	ADJ
fcis-8583	20	9	neural	neural	ADJ
fcis-8583	20	10	network	network	NOUN
fcis-8583	20	11	,	,	PUNCT
fcis-8583	20	12	random	random	ADJ
fcis-8583	20	13	forest	forest	NOUN
fcis-8583	20	14	regression	regression	NOUN
fcis-8583	20	15	and	and	CCONJ
fcis-8583	20	16	support	support	VERB
fcis-8583	20	17	vector	vector	NOUN
fcis-8583	20	18	regression	regression	NOUN
fcis-8583	20	19	to	to	PART
fcis-8583	20	20	establish	establish	VERB
fcis-8583	20	21	tbm	tbm	PROPN
fcis-8583	20	22	pr	pr	NOUN
fcis-8583	20	23	model	model	NOUN
fcis-8583	20	24	.	.	PUNCT
fcis-8583	21	1	in	in	ADP
fcis-8583	21	2	addition	addition	NOUN
fcis-8583	21	3	,	,	PUNCT
fcis-8583	21	4	jin	jin	PROPN
fcis-8583	21	5	et	et	PROPN
fcis-8583	21	6	al.[6	al.[6	PROPN
fcis-8583	21	7	]	]	PUNCT
fcis-8583	21	8	investigated	investigate	VERB
fcis-8583	21	9	the	the	DET
fcis-8583	21	10	influence	influence	NOUN
fcis-8583	21	11	of	of	ADP
fcis-8583	21	12	rock	rock	NOUN
fcis-8583	21	13	properties	property	NOUN
fcis-8583	21	14	and	and	CCONJ
fcis-8583	21	15	changes	change	NOUN
fcis-8583	21	16	in	in	ADP
fcis-8583	21	17	tbm	tbm	ADJ
fcis-8583	21	18	parameters	parameter	NOUN
fcis-8583	21	19	on	on	ADP
fcis-8583	21	20	hob	hob	NOUN
fcis-8583	21	21	failure	failure	NOUN
fcis-8583	21	22	.	.	PUNCT
fcis-8583	22	1	a	a	DET
fcis-8583	22	2	new	new	ADJ
fcis-8583	22	3	hob	hob	NOUN
fcis-8583	22	4	wear	wear	NOUN
fcis-8583	22	5	model	model	NOUN
fcis-8583	22	6	was	be	AUX
fcis-8583	22	7	developed	develop	VERB
fcis-8583	22	8	by	by	ADP
fcis-8583	22	9	combining	combine	VERB
fcis-8583	22	10	the	the	DET
fcis-8583	22	11	archard	archard	NOUN
fcis-8583	22	12	model	model	NOUN
fcis-8583	22	13	with	with	ADP
fcis-8583	22	14	the	the	DET
fcis-8583	22	15	tbm	tbm	PROPN
fcis-8583	22	16	cutter	cutter	NOUN
fcis-8583	22	17	head	head	NOUN
fcis-8583	22	18	kinematics	kinematic	NOUN
fcis-8583	22	19	.	.	PUNCT
fcis-8583	23	1	rostami	rostami	NOUN
fcis-8583	23	2	et	et	NOUN
fcis-8583	23	3	al.[7	al.[7	PROPN
fcis-8583	23	4	]	]	PUNCT
fcis-8583	23	5	modeled	model	VERB
fcis-8583	23	6	the	the	DET
fcis-8583	23	7	cutter	cutter	NOUN
fcis-8583	23	8	head	head	NOUN
fcis-8583	23	9	system	system	NOUN
fcis-8583	23	10	and	and	CCONJ
fcis-8583	23	11	analyzed	analyze	VERB
fcis-8583	23	12	the	the	DET
fcis-8583	23	13	force	force	NOUN
fcis-8583	23	14	on	on	ADP
fcis-8583	23	15	the	the	DET
fcis-8583	23	16	rock	rock	NOUN
fcis-8583	23	17	broken	break	VERB
fcis-8583	23	18	by	by	ADP
fcis-8583	23	19	the	the	DET
fcis-8583	23	20	hob	hob	NOUN
fcis-8583	23	21	and	and	CCONJ
fcis-8583	23	22	optimized	optimize	VERB
fcis-8583	23	23	the	the	DET
fcis-8583	23	24	parameters	parameter	NOUN
fcis-8583	23	25	of	of	ADP
fcis-8583	23	26	the	the	DET
fcis-8583	23	27	cutter	cutter	NOUN
fcis-8583	23	28	head	head	NOUN
fcis-8583	23	29	system	system	NOUN
fcis-8583	23	30	by	by	ADP
fcis-8583	23	31	consider	consider	VERB
fcis-8583	23	32	different	different	ADJ
fcis-8583	23	33	rock	rock	NOUN
fcis-8583	23	34	characteristics	characteristic	NOUN
fcis-8583	23	35	.	.	PUNCT
fcis-8583	24	1	these	these	DET
fcis-8583	24	2	methods	method	NOUN
fcis-8583	24	3	studied	study	VERB
fcis-8583	24	4	the	the	DET
fcis-8583	24	5	wear	wear	NOUN
fcis-8583	24	6	mechanism	mechanism	NOUN
fcis-8583	24	7	of	of	ADP
fcis-8583	24	8	the	the	DET
fcis-8583	24	9	tbm	tbm	PROPN
fcis-8583	24	10	tool	tool	NOUN
fcis-8583	24	11	system	system	NOUN
fcis-8583	24	12	,	,	PUNCT
fcis-8583	24	13	the	the	DET
fcis-8583	24	14	force	force	NOUN
fcis-8583	24	15	analysis	analysis	NOUN
fcis-8583	24	16	of	of	ADP
fcis-8583	24	17	the	the	DET
fcis-8583	24	18	hob	hob	NOUN
fcis-8583	24	19	rock	rock	NOUN
fcis-8583	24	20	breaking	breaking	NOUN
fcis-8583	24	21	,	,	PUNCT
fcis-8583	24	22	etc	etc	X
fcis-8583	24	23	.	.	X
fcis-8583	24	24	,	,	PUNCT
fcis-8583	24	25	but	but	CCONJ
fcis-8583	24	26	there	there	PRON
fcis-8583	24	27	were	be	VERB
fcis-8583	24	28	few	few	ADJ
fcis-8583	24	29	studies	study	NOUN
fcis-8583	24	30	on	on	ADP
fcis-8583	24	31	the	the	DET
fcis-8583	24	32	tool	tool	NOUN
fcis-8583	24	33	system	system	NOUN
fcis-8583	24	34	failure	failure	NOUN
fcis-8583	24	35	diagnosis	diagnosis	NOUN
fcis-8583	24	36	and	and	CCONJ
fcis-8583	24	37	failure	failure	NOUN
fcis-8583	24	38	region	region	NOUN
fcis-8583	24	39	location	location	NOUN
fcis-8583	24	40	.	.	PUNCT
fcis-8583	25	1	in	in	ADP
fcis-8583	25	2	this	this	DET
fcis-8583	25	3	paper	paper	NOUN
fcis-8583	25	4	,	,	PUNCT
fcis-8583	25	5	aiming	aim	VERB
fcis-8583	25	6	at	at	ADP
fcis-8583	25	7	the	the	DET
fcis-8583	25	8	common	common	ADJ
fcis-8583	25	9	problem	problem	NOUN
fcis-8583	25	10	of	of	ADP
fcis-8583	25	11	hob	hob	NOUN
fcis-8583	25	12	failure	failure	NOUN
fcis-8583	25	13	in	in	ADP
fcis-8583	25	14	tbm	tbm	ADJ
fcis-8583	25	15	construction	construction	NOUN
fcis-8583	25	16	,	,	PUNCT
fcis-8583	25	17	the	the	DET
fcis-8583	25	18	depth	depth	NOUN
fcis-8583	25	19	characteristics	characteristic	NOUN
fcis-8583	25	20	of	of	ADP
fcis-8583	25	21	cutter	cutter	NOUN
fcis-8583	25	22	head	head	NOUN
fcis-8583	25	23	force	force	NOUN
fcis-8583	25	24	signal	signal	NOUN
fcis-8583	25	25	in	in	ADP
fcis-8583	25	26	tbm	tbm	PROPN
fcis-8583	25	27	excavation	excavation	NOUN
fcis-8583	25	28	were	be	AUX
fcis-8583	25	29	extracted	extract	VERB
fcis-8583	25	30	by	by	ADP
fcis-8583	25	31	sae	sae	PROPN
fcis-8583	25	32	stack	stack	NOUN
fcis-8583	25	33	encoder	encoder	NOUN
fcis-8583	25	34	(	(	PUNCT
fcis-8583	25	35	sae	sae	PROPN
fcis-8583	25	36	)	)	PUNCT
fcis-8583	25	37	,	,	PUNCT
fcis-8583	25	38	and	and	CCONJ
fcis-8583	25	39	support	support	NOUN
fcis-8583	25	40	vector	vector	NOUN
fcis-8583	25	41	machine	machine	NOUN
fcis-8583	25	42	was	be	AUX
fcis-8583	25	43	used	use	VERB
fcis-8583	25	44	to	to	PART
fcis-8583	25	45	determine	determine	VERB
fcis-8583	25	46	the	the	DET
fcis-8583	25	47	location	location	NOUN
fcis-8583	25	48	of	of	ADP
fcis-8583	25	49	the	the	DET
fcis-8583	25	50	failure	failure	NOUN
fcis-8583	25	51	hob	hob	NOUN
fcis-8583	25	52	,	,	PUNCT
fcis-8583	25	53	so	so	SCONJ
fcis-8583	25	54	as	as	SCONJ
fcis-8583	25	55	to	to	PART
fcis-8583	25	56	improve	improve	VERB
fcis-8583	25	57	the	the	DET
fcis-8583	25	58	efficiency	efficiency	NOUN
fcis-8583	25	59	of	of	ADP
fcis-8583	25	60	cutter	cutter	NOUN
fcis-8583	25	61	head	head	NOUN
fcis-8583	25	62	fault	fault	NOUN
fcis-8583	25	63	maintenance	maintenance	NOUN
fcis-8583	25	64	in	in	ADP
fcis-8583	25	65	excavation	excavation	NOUN
fcis-8583	25	66	process	process	NOUN
fcis-8583	25	67	.	.	PUNCT
fcis-8583	26	1	fig	fig	NOUN
fcis-8583	26	2	1	1	NUM
fcis-8583	26	3	.	.	PUNCT
fcis-8583	26	4	full	full	ADJ
fcis-8583	26	5	-	-	PUNCT
fcis-8583	26	6	section	section	NOUN
fcis-8583	26	7	tunnel	tunnel	NOUN
fcis-8583	26	8	boring	boring	ADJ
fcis-8583	26	9	machine	machine	NOUN
fcis-8583	26	10	123	123	NUM
fcis-8583	26	11	2	2	NUM
fcis-8583	26	12	.	.	PUNCT
fcis-8583	26	13	feature	feature	NOUN
fcis-8583	26	14	extraction	extraction	NOUN
fcis-8583	26	15	algorithm	algorithm	NOUN
fcis-8583	26	16	of	of	ADP
fcis-8583	26	17	cutter	cutter	NOUN
fcis-8583	26	18	head	head	NOUN
fcis-8583	26	19	vibration	vibration	NOUN
fcis-8583	26	20	signal	signal	NOUN
fcis-8583	26	21	stacked	stack	VERB
fcis-8583	26	22	autoencoder	autoencoder	NOUN
fcis-8583	26	23	(	(	PUNCT
fcis-8583	26	24	sae	sae	PROPN
fcis-8583	26	25	)	)	PUNCT
fcis-8583	26	26	is	be	AUX
fcis-8583	26	27	a	a	DET
fcis-8583	26	28	deep	deep	ADJ
fcis-8583	26	29	learning	learning	NOUN
fcis-8583	26	30	method	method	NOUN
fcis-8583	26	31	,	,	PUNCT
fcis-8583	26	32	whose	whose	DET
fcis-8583	26	33	basic	basic	ADJ
fcis-8583	26	34	idea	idea	NOUN
fcis-8583	26	35	is	be	AUX
fcis-8583	26	36	to	to	PART
fcis-8583	26	37	extract	extract	VERB
fcis-8583	26	38	higher	high	ADJ
fcis-8583	26	39	-	-	PUNCT
fcis-8583	26	40	order	order	NOUN
fcis-8583	26	41	features	feature	NOUN
fcis-8583	26	42	of	of	ADP
fcis-8583	26	43	data	datum	NOUN
fcis-8583	26	44	layer	layer	NOUN
fcis-8583	26	45	by	by	ADP
fcis-8583	26	46	layer	layer	NOUN
fcis-8583	26	47	through	through	ADP
fcis-8583	26	48	multiple	multiple	ADJ
fcis-8583	26	49	autoencoders	autoencoder	NOUN
fcis-8583	26	50	.	.	PUNCT
fcis-8583	27	1	the	the	DET
fcis-8583	27	2	network	network	NOUN
fcis-8583	27	3	architecture	architecture	NOUN
fcis-8583	27	4	proposed	propose	VERB
fcis-8583	27	5	in	in	ADP
fcis-8583	27	6	this	this	DET
fcis-8583	27	7	paper	paper	NOUN
fcis-8583	27	8	is	be	AUX
fcis-8583	27	9	shown	show	VERB
fcis-8583	27	10	in	in	ADP
fcis-8583	27	11	the	the	DET
fcis-8583	27	12	figure	figure	NOUN
fcis-8583	27	13	.	.	PUNCT
fcis-8583	28	1	wherein	wherein	PROPN
fcis-8583	28	2	,	,	PUNCT
fcis-8583	28	3	the	the	DET
fcis-8583	28	4	input	input	NOUN
fcis-8583	28	5	signal	signal	NOUN
fcis-8583	28	6	matrix	matrix	NOUN
fcis-8583	28	7	of	of	ADP
fcis-8583	28	8	the	the	DET
fcis-8583	28	9	network	network	NOUN
fcis-8583	28	10	is	be	AUX
fcis-8583	28	11	,	,	PUNCT
fcis-8583	28	12	∈	∈	PROPN
fcis-8583	28	13	.	.	PUNCT
fcis-8583	29	1	similarly	similarly	ADV
fcis-8583	29	2	,	,	PUNCT
fcis-8583	29	3	the	the	DET
fcis-8583	29	4	class	class	NOUN
fcis-8583	29	5	tag	tag	NOUN
fcis-8583	29	6	vector	vector	NOUN
fcis-8583	29	7	of	of	ADP
fcis-8583	29	8	the	the	DET
fcis-8583	29	9	hybrid	hybrid	ADJ
fcis-8583	29	10	network	network	NOUN
fcis-8583	29	11	is	be	AUX
fcis-8583	29	12	∈	∈	PROPN
fcis-8583	29	13	.	.	PUNCT
fcis-8583	30	1	the	the	DET
fcis-8583	30	2	encoder	encoder	NOUN
fcis-8583	30	3	of	of	ADP
fcis-8583	30	4	sae	sae	PROPN
fcis-8583	30	5	can	can	AUX
fcis-8583	30	6	be	be	AUX
fcis-8583	30	7	expressed	express	VERB
fcis-8583	30	8	as	as	ADP
fcis-8583	30	9	:	:	PUNCT
fcis-8583	30	10	where	where	SCONJ
fcis-8583	30	11	,	,	PUNCT
fcis-8583	30	12	is	be	AUX
fcis-8583	30	13	the	the	DET
fcis-8583	30	14	input	input	NOUN
fcis-8583	30	15	sample	sample	NOUN
fcis-8583	30	16	,	,	PUNCT
fcis-8583	30	17	is	be	AUX
fcis-8583	30	18	the	the	DET
fcis-8583	30	19	weight	weight	NOUN
fcis-8583	30	20	matrix	matrix	NOUN
fcis-8583	30	21	,	,	PUNCT
fcis-8583	30	22	is	be	AUX
fcis-8583	30	23	the	the	DET
fcis-8583	30	24	bias	bias	NOUN
fcis-8583	30	25	vector	vector	NOUN
fcis-8583	30	26	,	,	PUNCT
fcis-8583	30	27	is	be	AUX
fcis-8583	30	28	the	the	DET
fcis-8583	30	29	activation	activation	NOUN
fcis-8583	30	30	function	function	NOUN
fcis-8583	30	31	,	,	PUNCT
fcis-8583	30	32	and	and	CCONJ
fcis-8583	30	33	is	be	AUX
fcis-8583	30	34	the	the	DET
fcis-8583	30	35	hidden	hide	VERB
fcis-8583	30	36	layer	layer	NOUN
fcis-8583	30	37	output	output	NOUN
fcis-8583	30	38	.	.	PUNCT
fcis-8583	31	1	the	the	DET
fcis-8583	31	2	decoder	decoder	NOUN
fcis-8583	31	3	can	can	AUX
fcis-8583	31	4	be	be	AUX
fcis-8583	31	5	expressed	express	VERB
fcis-8583	31	6	as	as	ADP
fcis-8583	31	7	:	:	PUNCT
fcis-8583	31	8	where	where	SCONJ
fcis-8583	31	9	is	be	AUX
fcis-8583	31	10	the	the	DET
fcis-8583	31	11	hidden	hide	VERB
fcis-8583	31	12	layer	layer	NOUN
fcis-8583	31	13	output	output	NOUN
fcis-8583	31	14	,	,	PUNCT
fcis-8583	31	15	is	be	AUX
fcis-8583	31	16	the	the	DET
fcis-8583	31	17	weight	weight	NOUN
fcis-8583	31	18	matrix	matrix	NOUN
fcis-8583	31	19	,	,	PUNCT
fcis-8583	31	20	is	be	AUX
fcis-8583	31	21	the	the	DET
fcis-8583	31	22	bias	bias	NOUN
fcis-8583	31	23	vector	vector	NOUN
fcis-8583	31	24	,	,	PUNCT
fcis-8583	31	25	is	be	AUX
fcis-8583	31	26	the	the	DET
fcis-8583	31	27	activation	activation	NOUN
fcis-8583	31	28	function	function	NOUN
fcis-8583	31	29	,	,	PUNCT
fcis-8583	31	30	and	and	CCONJ
fcis-8583	31	31	is	be	AUX
fcis-8583	31	32	the	the	DET
fcis-8583	31	33	reconstruction	reconstruction	NOUN
fcis-8583	31	34	layer	layer	NOUN
fcis-8583	31	35	output	output	NOUN
fcis-8583	31	36	.	.	PUNCT
fcis-8583	32	1	for	for	ADP
fcis-8583	32	2	self	self	NOUN
fcis-8583	32	3	-	-	PUNCT
fcis-8583	32	4	coding	code	VERB
fcis-8583	32	5	networks	network	NOUN
fcis-8583	32	6	,	,	PUNCT
fcis-8583	32	7	in	in	ADP
fcis-8583	32	8	order	order	NOUN
fcis-8583	32	9	to	to	PART
fcis-8583	32	10	find	find	VERB
fcis-8583	32	11	the	the	DET
fcis-8583	32	12	optimal	optimal	ADJ
fcis-8583	32	13	one	one	NUM
fcis-8583	32	14	of	of	ADP
fcis-8583	32	15	,	,	PUNCT
fcis-8583	32	16	,	,	PUNCT
fcis-8583	32	17	,	,	PUNCT
fcis-8583	32	18	,	,	PUNCT
fcis-8583	32	19	the	the	DET
fcis-8583	32	20	following	follow	VERB
fcis-8583	32	21	formula	formula	NOUN
fcis-8583	32	22	can	can	AUX
fcis-8583	32	23	be	be	AUX
fcis-8583	32	24	minimized	minimize	VERB
fcis-8583	32	25	to	to	PART
fcis-8583	32	26	evaluate	evaluate	VERB
fcis-8583	32	27	the	the	DET
fcis-8583	32	28	weight	weight	NOUN
fcis-8583	32	29	matrix	matrix	NOUN
fcis-8583	32	30	and	and	CCONJ
fcis-8583	32	31	bias	bias	NOUN
fcis-8583	32	32	of	of	ADP
fcis-8583	32	33	the	the	DET
fcis-8583	32	34	hidden	hide	VERB
fcis-8583	32	35	layer	layer	NOUN
fcis-8583	32	36	:	:	PUNCT
fcis-8583	32	37	,	,	PUNCT
fcis-8583	32	38	∥	∥	X
fcis-8583	32	39	∥	∥	X
fcis-8583	32	40	2	2	NUM
fcis-8583	32	41	∥	∥	NOUN
fcis-8583	32	42	∥	∥	PUNCT
fcis-8583	32	43	where	where	SCONJ
fcis-8583	32	44	,	,	PUNCT
fcis-8583	32	45	kl	kl	PROPN
fcis-8583	32	46	is	be	AUX
fcis-8583	32	47	the	the	DET
fcis-8583	32	48	kullback	kullback	NOUN
fcis-8583	32	49	-	-	PUNCT
fcis-8583	32	50	leibler	leibler	NOUN
fcis-8583	32	51	(	(	PUNCT
fcis-8583	32	52	kl	kl	NOUN
fcis-8583	32	53	)	)	PUNCT
fcis-8583	32	54	divergence	divergence	NOUN
fcis-8583	32	55	between	between	ADP
fcis-8583	32	56	,	,	PUNCT
fcis-8583	32	57	the	the	DET
fcis-8583	32	58	average	average	ADJ
fcis-8583	32	59	activation	activation	NOUN
fcis-8583	32	60	(	(	PUNCT
fcis-8583	32	61	averaged	average	VERB
fcis-8583	32	62	over	over	ADP
fcis-8583	32	63	the	the	DET
fcis-8583	32	64	training	training	NOUN
fcis-8583	32	65	set	set	NOUN
fcis-8583	32	66	)	)	PUNCT
fcis-8583	32	67	of	of	ADP
fcis-8583	32	68	hidden	hide	VERB
fcis-8583	32	69	unit	unit	NOUN
fcis-8583	32	70	,	,	PUNCT
fcis-8583	32	71	and	and	CCONJ
fcis-8583	32	72	desired	desire	VERB
fcis-8583	32	73	activations	activation	NOUN
fcis-8583	32	74	,	,	PUNCT
fcis-8583	32	75	is	be	AUX
fcis-8583	32	76	the	the	DET
fcis-8583	32	77	regularization	regularization	NOUN
fcis-8583	32	78	term	term	NOUN
fcis-8583	32	79	.	.	PUNCT
fcis-8583	33	1	in	in	ADP
fcis-8583	33	2	the	the	DET
fcis-8583	33	3	actual	actual	ADJ
fcis-8583	33	4	network	network	NOUN
fcis-8583	33	5	,	,	PUNCT
fcis-8583	33	6	the	the	DET
fcis-8583	33	7	cross	cross	ADJ
fcis-8583	33	8	-	-	ADJ
fcis-8583	33	9	entropy	entropy	ADJ
fcis-8583	33	10	loss	loss	NOUN
fcis-8583	33	11	function	function	NOUN
fcis-8583	33	12	is	be	AUX
fcis-8583	33	13	used	use	VERB
fcis-8583	33	14	to	to	PART
fcis-8583	33	15	optimize	optimize	VERB
fcis-8583	33	16	the	the	DET
fcis-8583	33	17	reconstruction	reconstruction	NOUN
fcis-8583	33	18	error	error	NOUN
fcis-8583	33	19	of	of	ADP
fcis-8583	33	20	sae	sae	PROPN
fcis-8583	33	21	.	.	PUNCT
fcis-8583	34	1	the	the	DET
fcis-8583	34	2	formula	formula	NOUN
fcis-8583	34	3	is	be	AUX
fcis-8583	34	4	as	as	SCONJ
fcis-8583	34	5	follows	follow	VERB
fcis-8583	34	6	:	:	PUNCT
fcis-8583	34	7	log	log	NOUN
fcis-8583	34	8	1	1	NUM
fcis-8583	34	9	log	log	NOUN
fcis-8583	34	10	1	1	NUM
fcis-8583	34	11	consider	consider	VERB
fcis-8583	34	12	using	use	VERB
fcis-8583	34	13	radial	radial	ADJ
fcis-8583	34	14	basis	basis	NOUN
fcis-8583	34	15	function	function	NOUN
fcis-8583	34	16	(	(	PUNCT
fcis-8583	34	17	rbf	rbf	PROPN
fcis-8583	34	18	)	)	PUNCT
fcis-8583	34	19	svm	svm	PROPN
fcis-8583	34	20	classifier	classifier	NOUN
fcis-8583	34	21	to	to	PART
fcis-8583	34	22	classify	classify	VERB
fcis-8583	34	23	feature	feature	NOUN
fcis-8583	34	24	vectors	vector	NOUN
fcis-8583	34	25	.	.	PUNCT
fcis-8583	35	1	the	the	DET
fcis-8583	35	2	classifier	classifier	NOUN
fcis-8583	35	3	can	can	AUX
fcis-8583	35	4	be	be	AUX
fcis-8583	35	5	represented	represent	VERB
fcis-8583	35	6	by	by	ADP
fcis-8583	35	7	the	the	DET
fcis-8583	35	8	following	follow	VERB
fcis-8583	35	9	classification	classification	NOUN
fcis-8583	35	10	function	function	NOUN
fcis-8583	35	11	:	:	PUNCT
fcis-8583	35	12	where	where	SCONJ
fcis-8583	35	13	,	,	PUNCT
fcis-8583	35	14	is	be	AUX
fcis-8583	35	15	the	the	DET
fcis-8583	35	16	weight	weight	NOUN
fcis-8583	35	17	vector	vector	NOUN
fcis-8583	35	18	of	of	ADP
fcis-8583	35	19	the	the	DET
fcis-8583	35	20	classification	classification	NOUN
fcis-8583	35	21	plane	plane	NOUN
fcis-8583	35	22	,	,	PUNCT
fcis-8583	35	23	is	be	AUX
fcis-8583	35	24	the	the	DET
fcis-8583	35	25	bias	bias	NOUN
fcis-8583	35	26	vector	vector	NOUN
fcis-8583	35	27	of	of	ADP
fcis-8583	35	28	the	the	DET
fcis-8583	35	29	classification	classification	NOUN
fcis-8583	35	30	plane	plane	NOUN
fcis-8583	35	31	,	,	PUNCT
fcis-8583	35	32	gaussian	gaussian	ADJ
fcis-8583	35	33	radial	radial	ADJ
fcis-8583	35	34	basis	basis	NOUN
fcis-8583	35	35	kernel	kernel	NOUN
fcis-8583	35	36	function	function	NOUN
fcis-8583	35	37	,	,	PUNCT
fcis-8583	35	38	is	be	AUX
fcis-8583	35	39	introduced	introduce	VERB
fcis-8583	35	40	,	,	PUNCT
fcis-8583	35	41	and	and	CCONJ
fcis-8583	35	42	the	the	DET
fcis-8583	35	43	final	final	ADJ
fcis-8583	35	44	classification	classification	NOUN
fcis-8583	35	45	function	function	NOUN
fcis-8583	35	46	is	be	AUX
fcis-8583	35	47	expressed	express	VERB
fcis-8583	35	48	as	as	ADP
fcis-8583	35	49	:	:	PUNCT
fcis-8583	35	50	,	,	PUNCT
fcis-8583	35	51	3	3	X
fcis-8583	35	52	.	.	X
fcis-8583	35	53	experimental	experimental	ADJ
fcis-8583	35	54	and	and	CCONJ
fcis-8583	35	55	results	result	VERB
fcis-8583	35	56	3.1	3.1	NUM
fcis-8583	35	57	.	.	PUNCT
fcis-8583	36	1	experimental	experimental	ADJ
fcis-8583	36	2	and	and	CCONJ
fcis-8583	36	3	datasets	dataset	VERB
fcis-8583	36	4	the	the	DET
fcis-8583	36	5	tool	tool	NOUN
fcis-8583	36	6	system	system	NOUN
fcis-8583	36	7	failure	failure	NOUN
fcis-8583	36	8	diagnosis	diagnosis	NOUN
fcis-8583	36	9	and	and	CCONJ
fcis-8583	36	10	failure	failure	NOUN
fcis-8583	36	11	area	area	NOUN
fcis-8583	36	12	location	location	NOUN
fcis-8583	36	13	are	be	AUX
fcis-8583	36	14	performed	perform	VERB
fcis-8583	36	15	using	use	VERB
fcis-8583	36	16	the	the	DET
fcis-8583	36	17	experimental	experimental	ADJ
fcis-8583	36	18	data	datum	NOUN
fcis-8583	36	19	of	of	ADP
fcis-8583	36	20	the	the	DET
fcis-8583	36	21	hob	hob	NOUN
fcis-8583	36	22	simulation	simulation	NOUN
fcis-8583	36	23	test	test	NOUN
fcis-8583	36	24	platform	platform	NOUN
fcis-8583	36	25	,	,	PUNCT
fcis-8583	36	26	as	as	SCONJ
fcis-8583	36	27	shown	show	VERB
fcis-8583	36	28	in	in	ADP
fcis-8583	36	29	figure	figure	NOUN
fcis-8583	36	30	2	2	NUM
fcis-8583	36	31	.	.	PUNCT
fcis-8583	37	1	the	the	DET
fcis-8583	37	2	experimental	experimental	ADJ
fcis-8583	37	3	platform	platform	NOUN
fcis-8583	37	4	mainly	mainly	ADV
fcis-8583	37	5	includes	include	VERB
fcis-8583	37	6	the	the	DET
fcis-8583	37	7	experimental	experimental	ADJ
fcis-8583	37	8	table	table	NOUN
fcis-8583	37	9	,	,	PUNCT
fcis-8583	37	10	the	the	DET
fcis-8583	37	11	propulsion	propulsion	NOUN
fcis-8583	37	12	mechanism	mechanism	NOUN
fcis-8583	37	13	,	,	PUNCT
fcis-8583	37	14	the	the	DET
fcis-8583	37	15	load	load	NOUN
fcis-8583	37	16	simulation	simulation	NOUN
fcis-8583	37	17	system	system	NOUN
fcis-8583	37	18	and	and	CCONJ
fcis-8583	37	19	the	the	DET
fcis-8583	37	20	rotating	rotate	VERB
fcis-8583	37	21	application	application	NOUN
fcis-8583	37	22	module	module	NOUN
fcis-8583	37	23	.	.	PUNCT
fcis-8583	38	1	the	the	DET
fcis-8583	38	2	experimental	experimental	ADJ
fcis-8583	38	3	table	table	NOUN
fcis-8583	38	4	is	be	AUX
fcis-8583	38	5	welded	weld	VERB
fcis-8583	38	6	by	by	ADP
fcis-8583	38	7	10a	10a	NOUN
fcis-8583	38	8	and	and	CCONJ
fcis-8583	38	9	12a	12a	NUM
fcis-8583	38	10	channel	channel	NOUN
fcis-8583	38	11	steel	steel	NOUN
fcis-8583	38	12	,	,	PUNCT
fcis-8583	38	13	and	and	CCONJ
fcis-8583	38	14	horizontal	horizontal	ADJ
fcis-8583	38	15	steel	steel	NOUN
fcis-8583	38	16	plates	plate	NOUN
fcis-8583	38	17	are	be	AUX
fcis-8583	38	18	welded	weld	VERB
fcis-8583	38	19	on	on	ADP
fcis-8583	38	20	the	the	DET
fcis-8583	38	21	channel	channel	NOUN
fcis-8583	38	22	steel	steel	NOUN
fcis-8583	38	23	frame	frame	NOUN
fcis-8583	38	24	.	.	PUNCT
fcis-8583	39	1	the	the	DET
fcis-8583	39	2	propulsion	propulsion	NOUN
fcis-8583	39	3	mechanism	mechanism	NOUN
fcis-8583	39	4	consists	consist	VERB
fcis-8583	39	5	of	of	ADP
fcis-8583	39	6	six	six	NUM
fcis-8583	39	7	propulsion	propulsion	NOUN
fcis-8583	39	8	hydraulic	hydraulic	ADJ
fcis-8583	39	9	cylinders	cylinder	NOUN
fcis-8583	39	10	,	,	PUNCT
fcis-8583	39	11	and	and	CCONJ
fcis-8583	39	12	the	the	DET
fcis-8583	39	13	rodless	rodless	NOUN
fcis-8583	39	14	cavity	cavity	NOUN
fcis-8583	39	15	of	of	ADP
fcis-8583	39	16	each	each	DET
fcis-8583	39	17	cylinder	cylinder	NOUN
fcis-8583	39	18	is	be	AUX
fcis-8583	39	19	respectively	respectively	ADV
fcis-8583	39	20	provided	provide	VERB
fcis-8583	39	21	with	with	ADP
fcis-8583	39	22	a	a	DET
fcis-8583	39	23	pressure	pressure	NOUN
fcis-8583	39	24	sensor	sensor	NOUN
fcis-8583	39	25	,	,	PUNCT
fcis-8583	39	26	which	which	PRON
fcis-8583	39	27	can	can	AUX
fcis-8583	39	28	adjust	adjust	VERB
fcis-8583	39	29	the	the	DET
fcis-8583	39	30	thrust	thrust	ADJ
fcis-8583	39	31	size	size	NOUN
fcis-8583	39	32	of	of	ADP
fcis-8583	39	33	the	the	DET
fcis-8583	39	34	propulsion	propulsion	NOUN
fcis-8583	39	35	cylinder	cylinder	NOUN
fcis-8583	39	36	by	by	ADP
fcis-8583	39	37	adjusting	adjust	VERB
fcis-8583	39	38	the	the	DET
fcis-8583	39	39	relief	relief	NOUN
fcis-8583	39	40	valve	valve	NOUN
fcis-8583	39	41	.	.	PUNCT
fcis-8583	40	1	the	the	DET
fcis-8583	40	2	propulsive	propulsive	ADJ
fcis-8583	40	3	mechanism	mechanism	NOUN
fcis-8583	40	4	comprises	comprise	VERB
fcis-8583	40	5	a	a	DET
fcis-8583	40	6	propulsive	propulsive	ADJ
fcis-8583	40	7	support	support	NOUN
fcis-8583	40	8	plate	plate	NOUN
fcis-8583	40	9	and	and	CCONJ
fcis-8583	40	10	6	6	NUM
fcis-8583	40	11	articulated	articulated	ADJ
fcis-8583	40	12	structures	structure	NOUN
fcis-8583	40	13	.	.	PUNCT
fcis-8583	41	1	the	the	DET
fcis-8583	41	2	load	load	NOUN
fcis-8583	41	3	simulation	simulation	NOUN
fcis-8583	41	4	device	device	NOUN
fcis-8583	41	5	is	be	AUX
fcis-8583	41	6	connected	connect	VERB
fcis-8583	41	7	with	with	ADP
fcis-8583	41	8	the	the	DET
fcis-8583	41	9	propulsive	propulsive	ADJ
fcis-8583	41	10	mechanism	mechanism	NOUN
fcis-8583	41	11	through	through	ADP
fcis-8583	41	12	a	a	DET
fcis-8583	41	13	walking	walk	VERB
fcis-8583	41	14	support	support	NOUN
fcis-8583	41	15	plate	plate	NOUN
fcis-8583	41	16	.	.	PUNCT
fcis-8583	42	1	the	the	DET
fcis-8583	42	2	load	load	NOUN
fcis-8583	42	3	simulation	simulation	NOUN
fcis-8583	42	4	device	device	NOUN
fcis-8583	42	5	includes	include	VERB
fcis-8583	42	6	8	8	NUM
fcis-8583	42	7	adjustable	adjustable	ADJ
fcis-8583	42	8	spring	spring	NOUN
fcis-8583	42	9	dampers	damper	NOUN
fcis-8583	42	10	,	,	PUNCT
fcis-8583	42	11	articulated	articulated	ADJ
fcis-8583	42	12	mechanism	mechanism	NOUN
fcis-8583	42	13	,	,	PUNCT
fcis-8583	42	14	support	support	NOUN
fcis-8583	42	15	mechanism	mechanism	NOUN
fcis-8583	42	16	,	,	PUNCT
fcis-8583	42	17	flat	flat	ADJ
fcis-8583	42	18	plain	plain	ADJ
fcis-8583	42	19	bearing	bearing	NOUN
fcis-8583	42	20	and	and	CCONJ
fcis-8583	42	21	rotating	rotate	VERB
fcis-8583	42	22	disc	disc	NOUN
fcis-8583	42	23	.	.	PUNCT
fcis-8583	43	1	experiment	experiment	NOUN
fcis-8583	43	2	by	by	ADP
fcis-8583	43	3	stratified	stratified	ADJ
fcis-8583	43	4	sampling	sample	VERB
fcis-8583	43	5	selected	select	VERB
fcis-8583	43	6	tool	tool	NOUN
fcis-8583	43	7	system	system	NOUN
fcis-8583	43	8	failure	failure	NOUN
fcis-8583	43	9	and	and	CCONJ
fcis-8583	43	10	tool	tool	NOUN
fcis-8583	43	11	system	system	NOUN
fcis-8583	43	12	four	four	NUM
fcis-8583	43	13	zones	zone	NOUN
fcis-8583	43	14	failure	failure	NOUN
fcis-8583	43	15	of	of	ADP
fcis-8583	43	16	5	5	NUM
fcis-8583	43	17	types	type	NOUN
fcis-8583	43	18	of	of	ADP
fcis-8583	43	19	data	datum	NOUN
fcis-8583	43	20	,	,	PUNCT
fcis-8583	43	21	each	each	DET
fcis-8583	43	22	type	type	NOUN
fcis-8583	43	23	of	of	ADP
fcis-8583	43	24	data	datum	NOUN
fcis-8583	43	25	were	be	AUX
fcis-8583	43	26	intercepted	intercept	VERB
fcis-8583	43	27	600	600	NUM
fcis-8583	43	28	trials	trial	NOUN
fcis-8583	43	29	,	,	PUNCT
fcis-8583	43	30	a	a	DET
fcis-8583	43	31	total	total	NOUN
fcis-8583	43	32	of	of	ADP
fcis-8583	43	33	3000	3000	NUM
fcis-8583	43	34	trials	trial	NOUN
fcis-8583	43	35	,	,	PUNCT
fcis-8583	43	36	as	as	ADP
fcis-8583	43	37	the	the	DET
fcis-8583	43	38	data	datum	NOUN
fcis-8583	43	39	set	set	VERB
fcis-8583	43	40	of	of	ADP
fcis-8583	43	41	this	this	DET
fcis-8583	43	42	experiment	experiment	NOUN
fcis-8583	43	43	.	.	PUNCT
fcis-8583	44	1	fig	fig	NOUN
fcis-8583	44	2	2	2	NUM
fcis-8583	44	3	.	.	PUNCT
fcis-8583	44	4	actual	actual	ADJ
fcis-8583	44	5	lab	lab	NOUN
fcis-8583	44	6	bench	bench	NOUN
fcis-8583	44	7	construction	construction	NOUN
fcis-8583	44	8	3.2	3.2	NUM
fcis-8583	44	9	.	.	PUNCT
fcis-8583	45	1	results	result	NOUN
fcis-8583	45	2	in	in	ADP
fcis-8583	45	3	order	order	NOUN
fcis-8583	45	4	to	to	PART
fcis-8583	45	5	accurately	accurately	ADV
fcis-8583	45	6	identify	identify	VERB
fcis-8583	45	7	the	the	DET
fcis-8583	45	8	cutter	cutter	NOUN
fcis-8583	45	9	head	head	NOUN
fcis-8583	45	10	region	region	NOUN
fcis-8583	45	11	where	where	SCONJ
fcis-8583	45	12	the	the	DET
fcis-8583	45	13	failure	failure	NOUN
fcis-8583	45	14	hob	hob	NOUN
fcis-8583	45	15	is	be	AUX
fcis-8583	45	16	located	locate	VERB
fcis-8583	45	17	,	,	PUNCT
fcis-8583	45	18	the	the	DET
fcis-8583	45	19	stack	stack	NOUN
fcis-8583	45	20	auto	auto	NOUN
fcis-8583	45	21	-	-	PUNCT
fcis-8583	45	22	encoder	encoder	NOUN
fcis-8583	45	23	(	(	PUNCT
fcis-8583	45	24	sae	sae	PROPN
fcis-8583	45	25	)	)	PUNCT
fcis-8583	45	26	is	be	AUX
fcis-8583	45	27	used	use	VERB
fcis-8583	45	28	to	to	PART
fcis-8583	45	29	extract	extract	VERB
fcis-8583	45	30	the	the	DET
fcis-8583	45	31	pressure	pressure	NOUN
fcis-8583	45	32	signals	signal	NOUN
fcis-8583	45	33	in	in	ADP
fcis-8583	45	34	different	different	ADJ
fcis-8583	45	35	regions	region	NOUN
fcis-8583	45	36	of	of	ADP
fcis-8583	45	37	the	the	DET
fcis-8583	45	38	cutter	cutter	NOUN
fcis-8583	45	39	head	head	NOUN
fcis-8583	45	40	,	,	PUNCT
fcis-8583	45	41	and	and	CCONJ
fcis-8583	45	42	the	the	DET
fcis-8583	45	43	depth	depth	NOUN
fcis-8583	45	44	characteristics	characteristic	NOUN
fcis-8583	45	45	of	of	ADP
fcis-8583	45	46	the	the	DET
fcis-8583	45	47	multi	multi	ADJ
fcis-8583	45	48	-	-	ADJ
fcis-8583	45	49	channel	channel	ADJ
fcis-8583	45	50	pressure	pressure	NOUN
fcis-8583	45	51	signals	signal	NOUN
fcis-8583	45	52	are	be	AUX
fcis-8583	45	53	extracted	extract	VERB
fcis-8583	45	54	.	.	PUNCT
fcis-8583	46	1	then	then	ADV
fcis-8583	46	2	,	,	PUNCT
fcis-8583	46	3	according	accord	VERB
fcis-8583	46	4	to	to	ADP
fcis-8583	46	5	the	the	DET
fcis-8583	46	6	stress	stress	NOUN
fcis-8583	46	7	characteristics	characteristic	NOUN
fcis-8583	46	8	of	of	ADP
fcis-8583	46	9	the	the	DET
fcis-8583	46	10	cutter	cutter	NOUN
fcis-8583	46	11	head	head	NOUN
fcis-8583	46	12	,	,	PUNCT
fcis-8583	46	13	support	support	NOUN
fcis-8583	46	14	vector	vector	NOUN
fcis-8583	46	15	machine	machine	NOUN
fcis-8583	46	16	(	(	PUNCT
fcis-8583	46	17	svm	svm	PROPN
fcis-8583	46	18	)	)	PUNCT
fcis-8583	46	19	was	be	AUX
fcis-8583	46	20	used	use	VERB
fcis-8583	46	21	to	to	PART
fcis-8583	46	22	identify	identify	VERB
fcis-8583	46	23	the	the	DET
fcis-8583	46	24	cutter	cutter	NOUN
fcis-8583	46	25	head	head	NOUN
fcis-8583	46	26	region	region	NOUN
fcis-8583	46	27	where	where	SCONJ
fcis-8583	46	28	the	the	DET
fcis-8583	46	29	failure	failure	NOUN
fcis-8583	46	30	hob	hob	NOUN
fcis-8583	46	31	was	be	AUX
fcis-8583	46	32	located	locate	VERB
fcis-8583	46	33	.	.	PUNCT
fcis-8583	47	1	according	accord	VERB
fcis-8583	47	2	to	to	ADP
fcis-8583	47	3	the	the	DET
fcis-8583	47	4	experimental	experimental	ADJ
fcis-8583	47	5	data	datum	NOUN
fcis-8583	47	6	collected	collect	VERB
fcis-8583	47	7	by	by	ADP
fcis-8583	47	8	the	the	DET
fcis-8583	47	9	hob	hob	NOUN
fcis-8583	47	10	simulation	simulation	NOUN
fcis-8583	47	11	test	test	NOUN
fcis-8583	47	12	platform	platform	NOUN
fcis-8583	47	13	,	,	PUNCT
fcis-8583	47	14	we	we	PRON
fcis-8583	47	15	identified	identify	VERB
fcis-8583	47	16	five	five	NUM
fcis-8583	47	17	types	type	NOUN
fcis-8583	47	18	of	of	ADP
fcis-8583	47	19	pressure	pressure	NOUN
fcis-8583	47	20	signals	signal	NOUN
fcis-8583	47	21	:	:	PUNCT
fcis-8583	47	22	no	no	DET
fcis-8583	47	23	hob	hob	NOUN
fcis-8583	47	24	failure	failure	NOUN
fcis-8583	47	25	,	,	PUNCT
fcis-8583	47	26	upper	upper	ADJ
fcis-8583	47	27	partition	partition	NOUN
fcis-8583	47	28	failure	failure	NOUN
fcis-8583	47	29	,	,	PUNCT
fcis-8583	47	30	lower	low	ADJ
fcis-8583	47	31	partition	partition	NOUN
fcis-8583	47	32	failure	failure	NOUN
fcis-8583	47	33	,	,	PUNCT
fcis-8583	47	34	left	leave	VERB
fcis-8583	47	35	partition	partition	NOUN
fcis-8583	47	36	failure	failure	NOUN
fcis-8583	47	37	and	and	CCONJ
fcis-8583	47	38	right	right	ADJ
fcis-8583	47	39	partition	partition	NOUN
fcis-8583	47	40	failure	failure	NOUN
fcis-8583	47	41	.	.	PUNCT
fcis-8583	48	1	the	the	DET
fcis-8583	48	2	experimental	experimental	ADJ
fcis-8583	48	3	results	result	NOUN
fcis-8583	48	4	are	be	AUX
fcis-8583	48	5	shown	show	VERB
fcis-8583	48	6	in	in	ADP
fcis-8583	48	7	table	table	NOUN
fcis-8583	48	8	1	1	NUM
fcis-8583	48	9	.	.	PUNCT
fcis-8583	49	1	as	as	SCONJ
fcis-8583	49	2	can	can	AUX
fcis-8583	49	3	be	be	AUX
fcis-8583	49	4	seen	see	VERB
fcis-8583	49	5	from	from	ADP
fcis-8583	49	6	the	the	DET
fcis-8583	49	7	table	table	NOUN
fcis-8583	49	8	,	,	PUNCT
fcis-8583	49	9	the	the	DET
fcis-8583	49	10	recognition	recognition	NOUN
fcis-8583	49	11	accuracy	accuracy	NOUN
fcis-8583	49	12	rate	rate	NOUN
fcis-8583	49	13	of	of	ADP
fcis-8583	49	14	hob	hob	NOUN
fcis-8583	49	15	without	without	ADP
fcis-8583	49	16	failure	failure	NOUN
fcis-8583	49	17	is	be	AUX
fcis-8583	49	18	higher	high	ADJ
fcis-8583	49	19	than	than	ADP
fcis-8583	49	20	that	that	PRON
fcis-8583	49	21	of	of	ADP
fcis-8583	49	22	failure	failure	NOUN
fcis-8583	49	23	.	.	PUNCT
fcis-8583	50	1	this	this	PRON
fcis-8583	50	2	is	be	AUX
fcis-8583	50	3	because	because	SCONJ
fcis-8583	50	4	when	when	SCONJ
fcis-8583	50	5	hob	hob	NOUN
fcis-8583	50	6	is	be	AUX
fcis-8583	50	7	running	run	VERB
fcis-8583	50	8	normally	normally	ADV
fcis-8583	50	9	,	,	PUNCT
fcis-8583	50	10	the	the	DET
fcis-8583	50	11	pressure	pressure	NOUN
fcis-8583	50	12	signal	signal	NOUN
fcis-8583	50	13	received	receive	VERB
fcis-8583	50	14	by	by	ADP
fcis-8583	50	15	each	each	DET
fcis-8583	50	16	area	area	NOUN
fcis-8583	50	17	of	of	ADP
fcis-8583	50	18	cutter	cutter	NOUN
fcis-8583	50	19	head	head	NOUN
fcis-8583	50	20	is	be	AUX
fcis-8583	50	21	uniform	uniform	ADJ
fcis-8583	50	22	,	,	PUNCT
fcis-8583	50	23	which	which	PRON
fcis-8583	50	24	is	be	AUX
fcis-8583	50	25	quite	quite	ADV
fcis-8583	50	26	different	different	ADJ
fcis-8583	50	27	from	from	ADP
fcis-8583	50	28	that	that	PRON
fcis-8583	50	29	when	when	SCONJ
fcis-8583	50	30	hob	hob	NOUN
fcis-8583	50	31	failure	failure	NOUN
fcis-8583	50	32	occurs	occur	VERB
fcis-8583	50	33	.	.	PUNCT
fcis-8583	51	1	in	in	ADP
fcis-8583	51	2	addition	addition	NOUN
fcis-8583	51	3	,	,	PUNCT
fcis-8583	51	4	the	the	DET
fcis-8583	51	5	recognition	recognition	NOUN
fcis-8583	51	6	accuracy	accuracy	NOUN
fcis-8583	51	7	of	of	ADP
fcis-8583	51	8	upper	upper	ADJ
fcis-8583	51	9	and	and	CCONJ
fcis-8583	51	10	lower	low	ADJ
fcis-8583	51	11	partition	partition	NOUN
fcis-8583	51	12	failure	failure	NOUN
fcis-8583	51	13	is	be	AUX
fcis-8583	51	14	higher	high	ADJ
fcis-8583	51	15	than	than	ADP
fcis-8583	51	16	that	that	PRON
fcis-8583	51	17	of	of	ADP
fcis-8583	51	18	left	left	ADJ
fcis-8583	51	19	and	and	CCONJ
fcis-8583	51	20	right	right	ADJ
fcis-8583	51	21	partition	partition	NOUN
fcis-8583	51	22	.	.	PUNCT
fcis-8583	52	1	among	among	ADP
fcis-8583	52	2	them	they	PRON
fcis-8583	52	3	,	,	PUNCT
fcis-8583	52	4	the	the	DET
fcis-8583	52	5	lower	low	ADJ
fcis-8583	52	6	partition	partition	NOUN
fcis-8583	52	7	hob	hob	NOUN
fcis-8583	52	8	failure	failure	NOUN
fcis-8583	52	9	identification	identification	NOUN
fcis-8583	52	10	efficiency	efficiency	NOUN
fcis-8583	52	11	is	be	AUX
fcis-8583	52	12	the	the	DET
fcis-8583	52	13	best	good	ADJ
fcis-8583	52	14	.	.	PUNCT
fcis-8583	53	1	table	table	NOUN
fcis-8583	53	2	1	1	NUM
fcis-8583	53	3	.	.	PUNCT
fcis-8583	53	4	comparison	comparison	NOUN
fcis-8583	53	5	of	of	ADP
fcis-8583	53	6	model	model	NOUN
fcis-8583	53	7	results	result	NOUN
fcis-8583	53	8	tool	tool	NOUN
fcis-8583	53	9	system	system	NOUN
fcis-8583	53	10	failure	failure	NOUN
fcis-8583	53	11	area	area	NOUN
fcis-8583	53	12	accuracy	accuracy	NOUN
fcis-8583	53	13	of	of	ADP
fcis-8583	53	14	sae	sae	PROPN
fcis-8583	53	15	-	-	ADJ
fcis-8583	53	16	svm	svm	ADJ
fcis-8583	53	17	model	model	NOUN
fcis-8583	53	18	no	no	DET
fcis-8583	53	19	failure	failure	NOUN
fcis-8583	53	20	occurred	occur	VERB
fcis-8583	53	21	100	100	NUM
fcis-8583	53	22	%	%	NOUN
fcis-8583	53	23	upper	upper	ADJ
fcis-8583	53	24	partition	partition	NOUN
fcis-8583	53	25	failure	failure	NOUN
fcis-8583	53	26	83.3	83.3	NUM
fcis-8583	53	27	%	%	NOUN
fcis-8583	53	28	lower	low	ADJ
fcis-8583	53	29	partition	partition	NOUN
fcis-8583	53	30	failure	failure	NOUN
fcis-8583	53	31	93.3	93.3	NUM
fcis-8583	53	32	%	%	NOUN
fcis-8583	53	33	left	leave	VERB
fcis-8583	53	34	partition	partition	NOUN
fcis-8583	53	35	failure	failure	NOUN
fcis-8583	53	36	76.7	76.7	NUM
fcis-8583	53	37	%	%	NOUN
fcis-8583	53	38	right	right	ADJ
fcis-8583	53	39	partition	partition	NOUN
fcis-8583	53	40	failure	failure	NOUN
fcis-8583	53	41	75	75	NUM
fcis-8583	53	42	%	%	NOUN
fcis-8583	53	43	124	124	NUM
fcis-8583	53	44	4	4	NUM
fcis-8583	53	45	.	.	PUNCT
fcis-8583	54	1	summary	summary	NOUN
fcis-8583	54	2	in	in	ADP
fcis-8583	54	3	this	this	DET
fcis-8583	54	4	paper	paper	NOUN
fcis-8583	54	5	,	,	PUNCT
fcis-8583	54	6	the	the	DET
fcis-8583	54	7	tool	tool	NOUN
fcis-8583	54	8	system	system	NOUN
fcis-8583	54	9	of	of	ADP
fcis-8583	54	10	tbm	tbm	NOUN
fcis-8583	54	11	is	be	AUX
fcis-8583	54	12	taken	take	VERB
fcis-8583	54	13	as	as	ADP
fcis-8583	54	14	the	the	DET
fcis-8583	54	15	research	research	NOUN
fcis-8583	54	16	object	object	NOUN
fcis-8583	54	17	.	.	PUNCT
fcis-8583	55	1	in	in	ADP
fcis-8583	55	2	order	order	NOUN
fcis-8583	55	3	to	to	PART
fcis-8583	55	4	improve	improve	VERB
fcis-8583	55	5	the	the	DET
fcis-8583	55	6	maintenance	maintenance	NOUN
fcis-8583	55	7	efficiency	efficiency	NOUN
fcis-8583	55	8	of	of	ADP
fcis-8583	55	9	the	the	DET
fcis-8583	55	10	tool	tool	NOUN
fcis-8583	55	11	system	system	NOUN
fcis-8583	55	12	,	,	PUNCT
fcis-8583	55	13	the	the	DET
fcis-8583	55	14	algorithm	algorithm	NOUN
fcis-8583	55	15	of	of	ADP
fcis-8583	55	16	cutter	cutter	NOUN
fcis-8583	55	17	head	head	NOUN
fcis-8583	55	18	pressure	pressure	NOUN
fcis-8583	55	19	feature	feature	NOUN
fcis-8583	55	20	extraction	extraction	NOUN
fcis-8583	55	21	and	and	CCONJ
fcis-8583	55	22	failure	failure	NOUN
fcis-8583	55	23	region	region	NOUN
fcis-8583	55	24	location	location	NOUN
fcis-8583	55	25	is	be	AUX
fcis-8583	55	26	proposed	propose	VERB
fcis-8583	55	27	.	.	PUNCT
fcis-8583	56	1	using	use	VERB
fcis-8583	56	2	sae	sae	PROPN
fcis-8583	56	3	algorithm	algorithm	PROPN
fcis-8583	56	4	to	to	PART
fcis-8583	56	5	extract	extract	VERB
fcis-8583	56	6	the	the	DET
fcis-8583	56	7	depth	depth	NOUN
fcis-8583	56	8	characteristics	characteristic	NOUN
fcis-8583	56	9	of	of	ADP
fcis-8583	56	10	cutter	cutter	NOUN
fcis-8583	56	11	head	head	NOUN
fcis-8583	56	12	pressure	pressure	NOUN
fcis-8583	56	13	signal	signal	NOUN
fcis-8583	56	14	,	,	PUNCT
fcis-8583	56	15	and	and	CCONJ
fcis-8583	56	16	using	use	VERB
fcis-8583	56	17	svm	svm	PROPN
fcis-8583	56	18	to	to	PART
fcis-8583	56	19	judge	judge	VERB
fcis-8583	56	20	whether	whether	SCONJ
fcis-8583	56	21	the	the	DET
fcis-8583	56	22	tool	tool	NOUN
fcis-8583	56	23	system	system	NOUN
fcis-8583	56	24	failure	failure	NOUN
fcis-8583	56	25	occurred	occur	VERB
fcis-8583	56	26	under	under	ADP
fcis-8583	56	27	the	the	DET
fcis-8583	56	28	characteristics	characteristic	NOUN
fcis-8583	56	29	,	,	PUNCT
fcis-8583	56	30	and	and	CCONJ
fcis-8583	56	31	locate	locate	VERB
fcis-8583	56	32	the	the	DET
fcis-8583	56	33	failure	failure	NOUN
fcis-8583	56	34	problem	problem	NOUN
fcis-8583	56	35	cutter	cutter	NOUN
fcis-8583	56	36	head	head	NOUN
fcis-8583	56	37	region	region	NOUN
fcis-8583	56	38	,	,	PUNCT
fcis-8583	56	39	has	have	VERB
fcis-8583	56	40	important	important	ADJ
fcis-8583	56	41	guiding	guiding	NOUN
fcis-8583	56	42	significance	significance	NOUN
fcis-8583	56	43	for	for	ADP
fcis-8583	56	44	the	the	DET
fcis-8583	56	45	operation	operation	NOUN
fcis-8583	56	46	and	and	CCONJ
fcis-8583	56	47	maintenance	maintenance	NOUN
fcis-8583	56	48	of	of	ADP
fcis-8583	56	49	tool	tool	NOUN
fcis-8583	56	50	system	system	NOUN
fcis-8583	56	51	.	.	PUNCT
fcis-8583	57	1	acknowledgments	acknowledgment	NOUN
fcis-8583	57	2	the	the	DET
fcis-8583	57	3	authors	author	NOUN
fcis-8583	57	4	gratefully	gratefully	ADV
fcis-8583	57	5	acknowledge	acknowledge	VERB
fcis-8583	57	6	the	the	DET
fcis-8583	57	7	financial	financial	ADJ
fcis-8583	57	8	support	support	NOUN
fcis-8583	57	9	from	from	ADP
fcis-8583	57	10	the	the	DET
fcis-8583	57	11	national	national	ADJ
fcis-8583	57	12	natural	natural	PROPN
fcis-8583	57	13	science	science	PROPN
fcis-8583	57	14	foundation	foundation	PROPN
fcis-8583	57	15	of	of	ADP
fcis-8583	57	16	china	china	PROPN
fcis-8583	57	17	[	[	X
fcis-8583	57	18	grant	grant	NOUN
fcis-8583	57	19	number	number	NOUN
fcis-8583	57	20	:	:	PUNCT
fcis-8583	57	21	62173238	62173238	NUM
fcis-8583	57	22	]	]	PUNCT
fcis-8583	57	23	,	,	PUNCT
fcis-8583	57	24	the	the	DET
fcis-8583	57	25	doctor	doctor	NOUN
fcis-8583	57	26	research	research	NOUN
fcis-8583	57	27	project	project	NOUN
fcis-8583	57	28	of	of	ADP
fcis-8583	57	29	liaoning	liaoning	PROPN
fcis-8583	57	30	provincial	provincial	ADJ
fcis-8583	57	31	science	science	NOUN
fcis-8583	57	32	and	and	CCONJ
fcis-8583	57	33	technology	technology	NOUN
fcis-8583	57	34	department	department	NOUN
fcis-8583	57	35	(	(	PUNCT
fcis-8583	57	36	grant	grant	PROPN
fcis-8583	57	37	number	number	NOUN
fcis-8583	57	38	:	:	PUNCT
fcis-8583	57	39	2022	2022	NUM
fcis-8583	57	40	-	-	PUNCT
fcis-8583	57	41	bs-193	bs-193	NOUN
fcis-8583	57	42	)	)	PUNCT
fcis-8583	57	43	.	.	PUNCT
fcis-8583	58	1	references	reference	NOUN
fcis-8583	58	2	[	[	X
fcis-8583	58	3	1	1	NUM
fcis-8583	58	4	]	]	PUNCT
fcis-8583	58	5	xu	xu	PROPN
fcis-8583	59	1	h	h	PROPN
fcis-8583	60	1	y	y	PROPN
fcis-8583	60	2	,	,	PUNCT
fcis-8583	60	3	shen	shen	PROPN
fcis-8583	60	4	q	q	PROPN
fcis-8583	60	5	b	b	PROPN
fcis-8583	60	6	,	,	PUNCT
fcis-8583	60	7	jin	jin	PROPN
fcis-8583	60	8	w	w	PROPN
fcis-8583	60	9	f	f	PROPN
fcis-8583	60	10	,	,	PUNCT
fcis-8583	60	11	et	et	PROPN
fcis-8583	60	12	al	al	PROPN
fcis-8583	60	13	.	.	PROPN
fcis-8583	60	14	radial	radial	ADJ
fcis-8583	60	15	hilbert	hilbert	PROPN
fcis-8583	60	16	transform	transform	NOUN
fcis-8583	60	17	for	for	ADP
fcis-8583	60	18	phase	phase	NOUN
fcis-8583	60	19	retrieval	retrieval	NOUN
fcis-8583	60	20	using	use	VERB
fcis-8583	60	21	two	two	NUM
fcis-8583	60	22	-	-	PUNCT
fcis-8583	60	23	wavelength	wavelength	NOUN
fcis-8583	60	24	three	three	NUM
fcis-8583	60	25	-	-	PUNCT
fcis-8583	60	26	frame	frame	NOUN
fcis-8583	60	27	phaseshifting	phaseshifte	VERB
fcis-8583	60	28	interferometry[j	interferometry[j	NOUN
fcis-8583	60	29	]	]	PUNCT
fcis-8583	60	30	.	.	PUNCT
fcis-8583	61	1	optics	optic	NOUN
fcis-8583	61	2	and	and	CCONJ
fcis-8583	61	3	lasers	laser	NOUN
fcis-8583	61	4	in	in	ADP
fcis-8583	61	5	engineering	engineering	NOUN
fcis-8583	61	6	,	,	PUNCT
fcis-8583	61	7	2020	2020	NUM
fcis-8583	61	8	,	,	PUNCT
fcis-8583	61	9	124	124	NUM
fcis-8583	61	10	:	:	PUNCT
fcis-8583	61	11	649	649	NUM
fcis-8583	61	12	-	-	SYM
fcis-8583	61	13	660	660	NUM
fcis-8583	61	14	.	.	PUNCT
fcis-8583	62	1	[	[	X
fcis-8583	62	2	2	2	NUM
fcis-8583	62	3	]	]	X
fcis-8583	62	4	radway	radway	NOUN
fcis-8583	62	5	r	r	PROPN
fcis-8583	62	6	m	m	PROPN
fcis-8583	62	7	,	,	PUNCT
fcis-8583	62	8	bartolo	bartolo	PROPN
fcis-8583	62	9	a	a	NOUN
fcis-8583	62	10	,	,	PUNCT
fcis-8583	62	11	jolly	jolly	ADV
fcis-8583	62	12	p	p	ADJ
fcis-8583	62	13	c	c	NOUN
fcis-8583	62	14	,	,	PUNCT
fcis-8583	62	15	et	et	PROPN
fcis-8583	62	16	al	al	PROPN
fcis-8583	62	17	.	.	PROPN
fcis-8583	62	18	illusion	illusion	NOUN
fcis-8583	62	19	of	of	ADP
fcis-8583	62	20	large	large	ADJ
fcis-8583	62	21	onchip	onchip	NOUN
fcis-8583	62	22	memory	memory	NOUN
fcis-8583	62	23	by	by	ADP
fcis-8583	62	24	networked	networked	ADJ
fcis-8583	62	25	computing	computing	NOUN
fcis-8583	62	26	chips	chip	NOUN
fcis-8583	62	27	for	for	ADP
fcis-8583	62	28	neural	neural	ADJ
fcis-8583	62	29	network	network	NOUN
fcis-8583	62	30	inference[j	inference[j	NOUN
fcis-8583	62	31	]	]	PUNCT
fcis-8583	62	32	.	.	PUNCT
fcis-8583	63	1	nature	nature	NOUN
fcis-8583	63	2	electronics	electronic	NOUN
fcis-8583	63	3	,	,	PUNCT
fcis-8583	63	4	2021	2021	NUM
fcis-8583	63	5	,	,	PUNCT
fcis-8583	63	6	4(1	4(1	NOUN
fcis-8583	63	7	):	):	PUNCT
fcis-8583	63	8	71	71	NUM
fcis-8583	63	9	-	-	SYM
fcis-8583	63	10	80	80	NUM
fcis-8583	63	11	.	.	PUNCT
fcis-8583	64	1	[	[	X
fcis-8583	64	2	3	3	X
fcis-8583	64	3	]	]	X
fcis-8583	64	4	spielberg	spielberg	PROPN
fcis-8583	64	5	n	n	PROPN
fcis-8583	64	6	a	a	PROPN
fcis-8583	64	7	,	,	PUNCT
fcis-8583	64	8	brown	brown	PROPN
fcis-8583	64	9	m	m	PROPN
fcis-8583	64	10	,	,	PUNCT
fcis-8583	64	11	kapania	kapania	PROPN
fcis-8583	64	12	n	n	PROPN
fcis-8583	64	13	r	r	NOUN
fcis-8583	64	14	,	,	PUNCT
fcis-8583	64	15	et	et	PROPN
fcis-8583	64	16	al	al	PROPN
fcis-8583	64	17	.	.	PROPN
fcis-8583	64	18	neural	neural	ADJ
fcis-8583	64	19	network	network	NOUN
fcis-8583	64	20	vehicle	vehicle	NOUN
fcis-8583	64	21	models	model	NOUN
fcis-8583	64	22	for	for	ADP
fcis-8583	64	23	high	high	ADJ
fcis-8583	64	24	-	-	PUNCT
fcis-8583	64	25	performance	performance	NOUN
fcis-8583	64	26	automated	automate	VERB
fcis-8583	64	27	driving[j	driving[j	NOUN
fcis-8583	64	28	]	]	PUNCT
fcis-8583	64	29	.	.	PUNCT
fcis-8583	65	1	science	science	PROPN
fcis-8583	65	2	robotics,2019,4(28	robotics,2019,4(28	NUM
fcis-8583	65	3	)	)	PUNCT
fcis-8583	65	4	.	.	PUNCT
fcis-8583	66	1	[	[	X
fcis-8583	66	2	4	4	X
fcis-8583	66	3	]	]	X
fcis-8583	66	4	qin	qin	PROPN
fcis-8583	66	5	c	c	PROPN
fcis-8583	66	6	j	j	PROPN
fcis-8583	66	7	,	,	PUNCT
fcis-8583	66	8	shi	shi	PROPN
fcis-8583	66	9	g	g	PROPN
fcis-8583	66	10	,	,	PUNCT
fcis-8583	66	11	tao	tao	PROPN
fcis-8583	66	12	j	j	PROPN
fcis-8583	67	1	f	f	X
fcis-8583	67	2	,	,	PUNCT
fcis-8583	67	3	et	et	PROPN
fcis-8583	67	4	al	al	PROPN
fcis-8583	67	5	.	.	PROPN
fcis-8583	67	6	precise	precise	ADJ
fcis-8583	67	7	cutterhead	cutterhead	ADJ
fcis-8583	67	8	torque	torque	NOUN
fcis-8583	67	9	prediction	prediction	NOUN
fcis-8583	67	10	for	for	ADP
fcis-8583	67	11	shield	shield	NOUN
fcis-8583	67	12	tunneling	tunneling	NOUN
fcis-8583	67	13	machines	machine	NOUN
fcis-8583	67	14	using	use	VERB
fcis-8583	67	15	a	a	DET
fcis-8583	67	16	novel	novel	ADJ
fcis-8583	67	17	hybrid	hybrid	ADJ
fcis-8583	67	18	deep	deep	ADJ
fcis-8583	67	19	neural	neural	ADJ
fcis-8583	67	20	network[j	network[j	PROPN
fcis-8583	67	21	]	]	PUNCT
fcis-8583	67	22	.	.	PUNCT
fcis-8583	68	1	mechanical	mechanical	ADJ
fcis-8583	68	2	systems	system	NOUN
fcis-8583	68	3	and	and	CCONJ
fcis-8583	68	4	signal	signal	NOUN
fcis-8583	68	5	processing	processing	NOUN
fcis-8583	68	6	,	,	PUNCT
fcis-8583	68	7	2021	2021	NUM
fcis-8583	68	8	,	,	PUNCT
fcis-8583	68	9	151	151	NUM
fcis-8583	68	10	-	-	SYM
fcis-8583	68	11	177	177	NUM
fcis-8583	68	12	.	.	PUNCT
fcis-8583	69	1	[	[	X
fcis-8583	69	2	5	5	NUM
fcis-8583	69	3	]	]	X
fcis-8583	69	4	zhou	zhou	PROPN
fcis-8583	69	5	j	j	PROPN
fcis-8583	69	6	,	,	PUNCT
fcis-8583	69	7	qiu	qiu	PROPN
fcis-8583	69	8	y	y	PROPN
fcis-8583	69	9	,	,	PUNCT
fcis-8583	69	10	armaghani	armaghani	PROPN
fcis-8583	69	11	d	d	PROPN
fcis-8583	69	12	j	j	PROPN
fcis-8583	69	13	,	,	PUNCT
fcis-8583	69	14	et	et	PROPN
fcis-8583	69	15	al	al	PROPN
fcis-8583	69	16	.	.	PROPN
fcis-8583	69	17	predicting	predict	VERB
fcis-8583	69	18	tbm	tbm	NOUN
fcis-8583	69	19	penetration	penetration	NOUN
fcis-8583	69	20	rate	rate	NOUN
fcis-8583	69	21	in	in	ADP
fcis-8583	69	22	hard	hard	ADJ
fcis-8583	69	23	rock	rock	NOUN
fcis-8583	69	24	condition	condition	NOUN
fcis-8583	69	25	:	:	PUNCT
fcis-8583	69	26	a	a	DET
fcis-8583	69	27	comparative	comparative	ADJ
fcis-8583	69	28	study	study	NOUN
fcis-8583	69	29	among	among	ADP
fcis-8583	69	30	six	six	NUM
fcis-8583	69	31	xgb	xgb	ADV
fcis-8583	69	32	-	-	PUNCT
fcis-8583	69	33	based	base	VERB
fcis-8583	69	34	metaheuristic	metaheuristic	ADJ
fcis-8583	69	35	techniques[j	techniques[j	NOUN
fcis-8583	69	36	]	]	PUNCT
fcis-8583	69	37	.	.	PUNCT
fcis-8583	70	1	geoscience	geoscience	NOUN
fcis-8583	70	2	frontiers	frontier	NOUN
fcis-8583	70	3	,	,	PUNCT
fcis-8583	70	4	2021	2021	NUM
fcis-8583	70	5	,	,	PUNCT
fcis-8583	70	6	12(3	12(3	NUM
fcis-8583	70	7	):	):	PUNCT
fcis-8583	70	8	101091	101091	NUM
fcis-8583	70	9	.	.	PUNCT
fcis-8583	71	1	[	[	X
fcis-8583	71	2	6	6	NUM
fcis-8583	71	3	]	]	PUNCT
fcis-8583	71	4	jin	jin	PROPN
fcis-8583	71	5	dalong	dalong	PROPN
fcis-8583	71	6	,	,	PUNCT
fcis-8583	71	7	shen	shen	PROPN
fcis-8583	71	8	zhichao	zhichao	PROPN
fcis-8583	71	9	,	,	PUNCT
fcis-8583	71	10	yuan	yuan	NOUN
fcis-8583	71	11	dajun	dajun	NOUN
fcis-8583	71	12	.	.	PUNCT
fcis-8583	72	1	effect	effect	NOUN
fcis-8583	72	2	of	of	ADP
fcis-8583	72	3	spatial	spatial	ADJ
fcis-8583	72	4	variability	variability	NOUN
fcis-8583	72	5	on	on	ADP
fcis-8583	72	6	disc	disc	NOUN
fcis-8583	72	7	cutters	cutter	NOUN
fcis-8583	72	8	failure	failure	NOUN
fcis-8583	72	9	during	during	ADP
fcis-8583	72	10	tbm	tbm	ADJ
fcis-8583	72	11	tunneling	tunneling	NOUN
fcis-8583	72	12	in	in	ADP
fcis-8583	72	13	hard	hard	ADJ
fcis-8583	72	14	rock	rock	NOUN
fcis-8583	72	15	mechanics	mechanic	NOUN
fcis-8583	72	16	and	and	CCONJ
fcis-8583	72	17	rock	rock	NOUN
fcis-8583	72	18	engineering,20,53(10	engineering,20,53(10	PROPN
fcis-8583	72	19	)	)	PUNCT
fcis-8583	72	20	.	.	PUNCT
fcis-8583	73	1	[	[	X
fcis-8583	73	2	7	7	X
fcis-8583	73	3	]	]	X
fcis-8583	73	4	rostami	rostami	NOUN
fcis-8583	73	5	j.	j.	PROPN
fcis-8583	73	6	hard	hard	PROPN
fcis-8583	73	7	rock	rock	NOUN
fcis-8583	73	8	tbm	tbm	PROPN
fcis-8583	73	9	cutterhead	cutterhead	PROPN
fcis-8583	73	10	modeling	modeling	NOUN
fcis-8583	73	11	for	for	ADP
fcis-8583	73	12	design	design	NOUN
fcis-8583	73	13	and	and	CCONJ
fcis-8583	73	14	performance	performance	NOUN
fcis-8583	73	15	prediction[j	prediction[j	ADV
fcis-8583	73	16	]	]	PUNCT
fcis-8583	73	17	.	.	PUNCT
fcis-8583	74	1	geomechanik	geomechanik	PROPN
fcis-8583	74	2	und	und	VERB
fcis-8583	74	3	tunnelbau	tunnelbau	NOUN
fcis-8583	74	4	,	,	PUNCT
fcis-8583	74	5	2008	2008	NUM
fcis-8583	74	6	,	,	PUNCT
fcis-8583	74	7	1(1	1(1	NUM
fcis-8583	74	8	):	):	PUNCT
fcis-8583	74	9	18	18	NUM
fcis-8583	74	10	-	-	SYM
fcis-8583	74	11	28	28	NUM
fcis-8583	74	12	.	.	PUNCT
fcis-8583	75	1	[	[	X
fcis-8583	75	2	8	8	NUM
fcis-8583	75	3	]	]	X
fcis-8583	75	4	sun	sun	PROPN
fcis-8583	75	5	w	w	PROPN
fcis-8583	75	6	,	,	PUNCT
fcis-8583	75	7	ling	ling	PROPN
fcis-8583	75	8	j	j	PROPN
fcis-8583	75	9	,	,	PUNCT
fcis-8583	75	10	huo	huo	PROPN
fcis-8583	75	11	j	j	PROPN
fcis-8583	75	12	,	,	PUNCT
fcis-8583	75	13	et	et	PROPN
fcis-8583	75	14	al	al	PROPN
fcis-8583	75	15	.	.	PUNCT
fcis-8583	75	16	dynamic	dynamic	ADJ
fcis-8583	75	17	characteristics	characteristic	NOUN
fcis-8583	75	18	study	study	NOUN
fcis-8583	75	19	with	with	ADP
fcis-8583	75	20	multidegree	multidegree	NOUN
fcis-8583	75	21	-	-	PUNCT
fcis-8583	75	22	of	of	ADP
fcis-8583	75	23	-	-	PUNCT
fcis-8583	75	24	freedom	freedom	NOUN
fcis-8583	75	25	cou	cou	NOUN
fcis-8583	75	26	pling	pling	NOUN
fcis-8583	75	27	in	in	ADP
fcis-8583	75	28	tbm	tbm	PROPN
fcis-8583	75	29	cutterhead	cutterhead	NOUN
fcis-8583	75	30	system	system	NOUN
fcis-8583	75	31	based	base	VERB
fcis-8583	75	32	on	on	ADP
fcis-8583	75	33	complex	complex	ADJ
fcis-8583	75	34	factors[j	factors[j	PROPN
fcis-8583	75	35	]	]	PUNCT
fcis-8583	75	36	.	.	PUNCT
fcis-8583	76	1	mathematical	mathematical	ADJ
fcis-8583	76	2	problems	problem	NOUN
fcis-8583	76	3	in	in	ADP
fcis-8583	76	4	engineering	engineering	NOUN
fcis-8583	76	5	,	,	PUNCT
fcis-8583	76	6	2013	2013	NUM
fcis-8583	76	7	.	.	PUNCT
fcis-8583	77	1	[	[	X
fcis-8583	77	2	9	9	NUM
fcis-8583	77	3	]	]	X
fcis-8583	77	4	wang	wang	PROPN
fcis-8583	77	5	l	l	PROPN
fcis-8583	77	6	,	,	PUNCT
fcis-8583	77	7	kang	kang	PROPN
fcis-8583	77	8	y	y	PROPN
fcis-8583	77	9	,	,	PUNCT
fcis-8583	77	10	zhao	zhao	PROPN
fcis-8583	77	11	x	x	PROPN
fcis-8583	77	12	,	,	PUNCT
fcis-8583	77	13	et	et	PROPN
fcis-8583	77	14	al	al	PROPN
fcis-8583	77	15	.	.	PROPN
fcis-8583	77	16	disc	disc	NOUN
fcis-8583	77	17	cutter	cutter	NOUN
fcis-8583	77	18	wear	wear	NOUN
fcis-8583	77	19	prediction	prediction	NOUN
fcis-8583	77	20	for	for	ADP
fcis-8583	77	21	a	a	DET
fcis-8583	77	22	hard	hard	ADJ
fcis-8583	77	23	rock	rock	NOUN
fcis-8583	77	24	tbm	tbm	NOUN
fcis-8583	77	25	cutterhead	cutterhead	NOUN
fcis-8583	77	26	based	base	VERB
fcis-8583	77	27	on	on	ADP
fcis-8583	77	28	energy	energy	NOUN
fcis-8583	77	29	analysis[j	analysis[j	PROPN
fcis-8583	77	30	]	]	PUNCT
fcis-8583	77	31	.	.	PUNCT
fcis-8583	78	1	tunnelling	tunnelling	NOUN
fcis-8583	78	2	and	and	CCONJ
fcis-8583	78	3	underground	underground	ADJ
fcis-8583	78	4	space	space	NOUN
fcis-8583	78	5	technology,2015,50:55	technology,2015,50:55	PROPN
fcis-8583	78	6	.	.	PUNCT
fcis-8583	79	1	[	[	X
fcis-8583	79	2	10	10	NUM
fcis-8583	79	3	]	]	X
fcis-8583	79	4	geng	geng	PROPN
fcis-8583	80	1	q	q	PROPN
fcis-8583	80	2	,	,	PUNCT
fcis-8583	80	3	he	he	PRON
fcis-8583	80	4	f	f	AUX
fcis-8583	80	5	,	,	PUNCT
fcis-8583	80	6	lu	lu	PROPN
fcis-8583	80	7	z	z	PROPN
fcis-8583	80	8	,	,	PUNCT
fcis-8583	80	9	et	et	PROPN
fcis-8583	80	10	al	al	PROPN
fcis-8583	80	11	.	.	PROPN
fcis-8583	80	12	geometry	geometry	NOUN
fcis-8583	80	13	evolution	evolution	NOUN
fcis-8583	80	14	of	of	ADP
fcis-8583	80	15	mesoscopic	mesoscopic	NOUN
fcis-8583	80	16	mechanical	mechanical	ADJ
fcis-8583	80	17	structures	structure	NOUN
fcis-8583	80	18	during	during	ADP
fcis-8583	80	19	the	the	DET
fcis-8583	80	20	rock	rock	NOUN
fcis-8583	80	21	fragmentation	fragmentation	NOUN
fcis-8583	80	22	process	process	NOUN
fcis-8583	80	23	induced	induce	VERB
fcis-8583	80	24	by	by	ADP
fcis-8583	80	25	tunnel	tunnel	NOUN
fcis-8583	80	26	boring	boring	ADJ
fcis-8583	80	27	machine	machine	NOUN
fcis-8583	80	28	(	(	PUNCT
fcis-8583	80	29	tbm	tbm	NOUN
fcis-8583	80	30	)	)	PUNCT
fcis-8583	80	31	cutters[j	cutters[j	NOUN
fcis-8583	80	32	]	]	PUNCT
fcis-8583	80	33	.	.	PUNCT
fcis-8583	81	1	royal	royal	ADJ
fcis-8583	81	2	society	society	PROPN
fcis-8583	81	3	open	open	ADJ
fcis-8583	81	4	science	science	NOUN
fcis-8583	81	5	,	,	PUNCT
fcis-8583	81	6	2022	2022	NUM
fcis-8583	81	7	,	,	PUNCT
fcis-8583	81	8	9(1	9(1	NUM
fcis-8583	81	9	):	):	PUNCT
fcis-8583	81	10	211630	211630	NUM
fcis-8583	81	11	.	.	PUNCT
fcis-8583	82	1	[	[	X
fcis-8583	82	2	11	11	NUM
fcis-8583	82	3	]	]	X
fcis-8583	82	4	hu	hu	PROPN
fcis-8583	82	5	m	m	PROPN
fcis-8583	82	6	,	,	PUNCT
fcis-8583	82	7	zhang	zhang	PROPN
fcis-8583	82	8	b	b	PROPN
fcis-8583	82	9	,	,	PUNCT
fcis-8583	82	10	li	li	PROPN
fcis-8583	82	11	b	b	PROPN
fcis-8583	82	12	,	,	PUNCT
fcis-8583	82	13	et	et	PROPN
fcis-8583	82	14	al	al	PROPN
fcis-8583	82	15	.	.	PUNCT
fcis-8583	83	1	tbm	tbm	ADJ
fcis-8583	83	2	-	-	PUNCT
fcis-8583	83	3	cutter	cutter	NOUN
fcis-8583	83	4	rock	rock	NOUN
fcis-8583	83	5	-	-	PUNCT
fcis-8583	83	6	breaking	break	VERB
fcis-8583	83	7	effect	effect	NOUN
fcis-8583	83	8	and	and	CCONJ
fcis-8583	83	9	mechanism	mechanism	NOUN
fcis-8583	83	10	considering	consider	VERB
fcis-8583	83	11	different	different	ADJ
fcis-8583	83	12	cutting	cutting	NOUN
fcis-8583	83	13	sequences[j	sequences[j	NOUN
fcis-8583	83	14	]	]	PUNCT
fcis-8583	83	15	.	.	PUNCT
fcis-8583	84	1	bulletin	bulletin	NOUN
fcis-8583	84	2	of	of	ADP
fcis-8583	84	3	engineering	engineering	NOUN
fcis-8583	84	4	geology	geology	NOUN
fcis-8583	84	5	and	and	CCONJ
fcis-8583	84	6	the	the	DET
fcis-8583	84	7	environment	environment	NOUN
fcis-8583	84	8	,	,	PUNCT
fcis-8583	84	9	2022	2022	NUM
fcis-8583	84	10	,	,	PUNCT
fcis-8583	84	11	81	81	NUM
fcis-8583	84	12	:	:	SYM
fcis-8583	84	13	102	102	NUM
fcis-8583	84	14	.	.	PUNCT
fcis-8583	85	1	[	[	X
fcis-8583	85	2	12	12	NUM
fcis-8583	85	3	]	]	X
fcis-8583	85	4	tao	tao	PROPN
fcis-8583	85	5	j	j	PROPN
fcis-8583	85	6	,	,	PUNCT
fcis-8583	85	7	yu	yu	PROPN
fcis-8583	85	8	h	h	NOUN
fcis-8583	85	9	,	,	PUNCT
fcis-8583	85	10	qin	qin	PROPN
fcis-8583	85	11	c	c	X
fcis-8583	85	12	,	,	PUNCT
fcis-8583	85	13	et	et	PROPN
fcis-8583	85	14	al	al	PROPN
fcis-8583	85	15	.	.	PUNCT
fcis-8583	86	1	a	a	DET
fcis-8583	86	2	gene	gene	NOUN
fcis-8583	86	3	expression	expression	NOUN
fcis-8583	86	4	programmingbased	programmingbase	VERB
fcis-8583	86	5	method	method	NOUN
fcis-8583	86	6	for	for	ADP
fcis-8583	86	7	real	real	ADJ
fcis-8583	86	8	-	-	PUNCT
fcis-8583	86	9	time	time	NOUN
fcis-8583	86	10	wear	wear	NOUN
fcis-8583	86	11	estimation	estimation	NOUN
fcis-8583	86	12	of	of	ADP
fcis-8583	86	13	disc	disc	NOUN
fcis-8583	86	14	cutter	cutter	NOUN
fcis-8583	86	15	on	on	ADP
fcis-8583	86	16	tbm	tbm	PROPN
fcis-8583	86	17	cutterhead[j	cutterhead[j	PROPN
fcis-8583	86	18	]	]	PUNCT
fcis-8583	86	19	.	.	PUNCT
fcis-8583	87	1	neural	neural	ADJ
fcis-8583	87	2	computing	computing	NOUN
fcis-8583	87	3	and	and	CCONJ
fcis-8583	87	4	applications	application	NOUN
fcis-8583	87	5	,	,	PUNCT
fcis-8583	87	6	2022	2022	NUM
fcis-8583	87	7	,	,	PUNCT
fcis-8583	87	8	3	3	NUM
fcis-8583	87	9	4(22	4(22	NUM
fcis-8583	87	10	):	):	PUNCT
fcis-8583	87	11	20231	20231	NUM
fcis-8583	87	12	-	-	SYM
fcis-8583	87	13	20247	20247	NUM
fcis-8583	87	14	.	.	PUNCT
fcis-8583	88	1	[	[	X
fcis-8583	88	2	13	13	NUM
fcis-8583	88	3	]	]	SYM
fcis-8583	88	4	fu	fu	PROPN
fcis-8583	88	5	j	j	PROPN
fcis-8583	88	6	,	,	PUNCT
fcis-8583	88	7	xia	xia	PROPN
fcis-8583	88	8	y	y	PROPN
fcis-8583	88	9	,	,	PUNCT
fcis-8583	88	10	lan	lan	PROPN
fcis-8583	88	11	h	h	PROPN
fcis-8583	88	12	,	,	PUNCT
fcis-8583	88	13	et	et	PROPN
fcis-8583	88	14	al	al	PROPN
fcis-8583	88	15	.	.	PUNCT
fcis-8583	89	1	a	a	DET
fcis-8583	89	2	case	case	NOUN
fcis-8583	89	3	study	study	NOUN
fcis-8583	89	4	on	on	ADP
fcis-8583	89	5	tbm	tbm	ADJ
fcis-8583	89	6	cutterhead	cutterhead	ADJ
fcis-8583	89	7	temperature	temperature	NOUN
fcis-8583	89	8	monitoring	monitoring	NOUN
fcis-8583	89	9	and	and	CCONJ
fcis-8583	89	10	mud	mud	NOUN
fcis-8583	89	11	cake	cake	NOUN
fcis-8583	89	12	formation	formation	NOUN
fcis-8583	89	13	discrimination	discrimination	NOUN
fcis-8583	89	14	method[j	method[j	NOUN
fcis-8583	89	15	]	]	PUNCT
fcis-8583	89	16	.	.	PUNCT
fcis-8583	90	1	scientific	scientific	ADJ
fcis-8583	90	2	reports	report	NOUN
fcis-8583	90	3	,	,	PUNCT
fcis-8583	90	4	2021	2021	NUM
fcis-8583	90	5	,	,	PUNCT
fcis-8583	90	6	11	11	NUM
fcis-8583	90	7	:	:	SYM
fcis-8583	90	8	1	1	NUM
fcis-8583	90	9	-	-	SYM
fcis-8583	90	10	12	12	NUM
fcis-8583	90	11	.	.	PUNCT
fcis-8583	91	1	[	[	X
fcis-8583	91	2	14	14	NUM
fcis-8583	91	3	]	]	X
fcis-8583	91	4	kesar	kesar	PROPN
fcis-8583	91	5	s	s	PROPN
fcis-8583	91	6	,	,	PUNCT
fcis-8583	91	7	minge	minge	ADJ
fcis-8583	91	8	x	x	NOUN
fcis-8583	91	9	,	,	PUNCT
fcis-8583	91	10	william	william	PROPN
fcis-8583	91	11	e	e	PROPN
fcis-8583	91	12	s.	s.	PROPN
fcis-8583	91	13	confidence	confidence	NOUN
fcis-8583	91	14	distribution	distribution	NOUN
fcis-8583	91	15	(	(	PUNCT
fcis-8583	91	16	cd	cd	NOUN
fcis-8583	91	17	):	):	PUNCT
fcis-8583	91	18	distribution	distribution	NOUN
fcis-8583	91	19	estimator	estimator	NOUN
fcis-8583	91	20	of	of	ADP
fcis-8583	91	21	a	a	DET
fcis-8583	91	22	parameter[j	parameter[j	NOUN
fcis-8583	91	23	]	]	PUNCT
fcis-8583	91	24	.	.	PUNCT
fcis-8583	92	1	lecture	lecture	VERB
fcis-8583	92	2	notesmonograph	notesmonograph	NOUN
fcis-8583	92	3	series	series	NOUN
fcis-8583	92	4	,	,	PUNCT
fcis-8583	92	5	2007	2007	NUM
fcis-8583	92	6	,	,	PUNCT
fcis-8583	92	7	54	54	NUM
fcis-8583	92	8	:	:	SYM
fcis-8583	92	9	132	132	NUM
fcis-8583	92	10	-	-	SYM
fcis-8583	92	11	150	150	NUM
fcis-8583	92	12	.	.	PUNCT