id	sid	tid	token	lemma	pos
ajst-29851	1	1	academic	academic	ADJ
ajst-29851	1	2	journal	journal	NOUN
ajst-29851	1	3	of	of	ADP
ajst-29851	1	4	science	science	NOUN
ajst-29851	1	5	and	and	CCONJ
ajst-29851	1	6	technology	technology	NOUN
ajst-29851	1	7	issn	issn	NOUN
ajst-29851	1	8	:	:	PUNCT
ajst-29851	1	9	2771	2771	NUM
ajst-29851	1	10	-	-	SYM
ajst-29851	1	11	3032	3032	NUM
ajst-29851	1	12	|	|	NOUN
ajst-29851	1	13	vol	vol	NOUN
ajst-29851	1	14	.	.	PUNCT
ajst-29851	2	1	14	14	NUM
ajst-29851	2	2	,	,	PUNCT
ajst-29851	2	3	no	no	INTJ
ajst-29851	2	4	.	.	NOUN
ajst-29851	2	5	2	2	NUM
ajst-29851	2	6	,	,	PUNCT
ajst-29851	2	7	2025	2025	NUM
ajst-29851	2	8	17	17	NUM
ajst-29851	2	9	prediction	prediction	NOUN
ajst-29851	2	10	of	of	ADP
ajst-29851	2	11	gear	gear	NOUN
ajst-29851	2	12	deviations	deviation	NOUN
ajst-29851	2	13	in	in	ADP
ajst-29851	2	14	dry	dry	ADJ
ajst-29851	2	15	hobbing	hobbing	NOUN
ajst-29851	2	16	process	process	NOUN
ajst-29851	2	17	based	base	VERB
ajst-29851	2	18	on	on	ADP
ajst-29851	2	19	cnn‐bilstm	cnn‐bilstm	PROPN
ajst-29851	2	20	huangshuai	huangshuai	PROPN
ajst-29851	2	21	li	li	PROPN
ajst-29851	2	22	,	,	PUNCT
ajst-29851	2	23	benjie	benjie	PROPN
ajst-29851	2	24	li	li	PROPN
ajst-29851	2	25	school	school	PROPN
ajst-29851	2	26	of	of	ADP
ajst-29851	2	27	mechatronic	mechatronic	ADJ
ajst-29851	2	28	engineering	engineering	NOUN
ajst-29851	2	29	,	,	PUNCT
ajst-29851	2	30	southwest	southwest	ADJ
ajst-29851	2	31	petroleum	petroleum	PROPN
ajst-29851	2	32	university	university	PROPN
ajst-29851	2	33	,	,	PUNCT
ajst-29851	2	34	chengdu	chengdu	PROPN
ajst-29851	2	35	,	,	PUNCT
ajst-29851	2	36	610500	610500	NUM
ajst-29851	2	37	,	,	PUNCT
ajst-29851	2	38	china	china	PROPN
ajst-29851	2	39	abstract	abstract	NOUN
ajst-29851	2	40	:	:	PUNCT
ajst-29851	2	41	dry	dry	PROPN
ajst-29851	2	42	hobbing	hobbing	NOUN
ajst-29851	2	43	is	be	AUX
ajst-29851	2	44	an	an	DET
ajst-29851	2	45	advanced	advanced	ADJ
ajst-29851	2	46	gear	gear	NOUN
ajst-29851	2	47	machining	machining	NOUN
ajst-29851	2	48	technology	technology	NOUN
ajst-29851	2	49	widely	widely	ADV
ajst-29851	2	50	used	use	VERB
ajst-29851	2	51	in	in	ADP
ajst-29851	2	52	automotive	automotive	ADJ
ajst-29851	2	53	manufacturing	manufacturing	NOUN
ajst-29851	2	54	due	due	ADP
ajst-29851	2	55	to	to	ADP
ajst-29851	2	56	its	its	PRON
ajst-29851	2	57	high	high	ADJ
ajst-29851	2	58	efficiency	efficiency	NOUN
ajst-29851	2	59	,	,	PUNCT
ajst-29851	2	60	cost	cost	NOUN
ajst-29851	2	61	-	-	PUNCT
ajst-29851	2	62	effectiveness	effectiveness	NOUN
ajst-29851	2	63	,	,	PUNCT
ajst-29851	2	64	and	and	CCONJ
ajst-29851	2	65	environmental	environmental	ADJ
ajst-29851	2	66	benefits	benefit	NOUN
ajst-29851	2	67	.	.	PUNCT
ajst-29851	3	1	as	as	SCONJ
ajst-29851	3	2	the	the	DET
ajst-29851	3	3	demand	demand	NOUN
ajst-29851	3	4	for	for	ADP
ajst-29851	3	5	high	high	ADJ
ajst-29851	3	6	-	-	PUNCT
ajst-29851	3	7	precision	precision	NOUN
ajst-29851	3	8	gear	gear	NOUN
ajst-29851	3	9	production	production	NOUN
ajst-29851	3	10	continues	continue	VERB
ajst-29851	3	11	to	to	PART
ajst-29851	3	12	rise	rise	VERB
ajst-29851	3	13	,	,	PUNCT
ajst-29851	3	14	achieving	achieve	VERB
ajst-29851	3	15	consistent	consistent	ADJ
ajst-29851	3	16	machining	machining	NOUN
ajst-29851	3	17	accuracy	accuracy	NOUN
ajst-29851	3	18	remains	remain	VERB
ajst-29851	3	19	a	a	DET
ajst-29851	3	20	critical	critical	ADJ
ajst-29851	3	21	challenge	challenge	NOUN
ajst-29851	3	22	.	.	PUNCT
ajst-29851	4	1	to	to	PART
ajst-29851	4	2	address	address	VERB
ajst-29851	4	3	this	this	DET
ajst-29851	4	4	issue	issue	NOUN
ajst-29851	4	5	,	,	PUNCT
ajst-29851	4	6	this	this	DET
ajst-29851	4	7	paper	paper	NOUN
ajst-29851	4	8	proposes	propose	VERB
ajst-29851	4	9	an	an	DET
ajst-29851	4	10	in	in	ADP
ajst-29851	4	11	-	-	PUNCT
ajst-29851	4	12	situ	situ	NOUN
ajst-29851	4	13	deviation	deviation	NOUN
ajst-29851	4	14	prediction	prediction	NOUN
ajst-29851	4	15	model	model	NOUN
ajst-29851	4	16	for	for	ADP
ajst-29851	4	17	dry	dry	ADJ
ajst-29851	4	18	hobbing	hobbing	NOUN
ajst-29851	4	19	,	,	PUNCT
ajst-29851	4	20	integrating	integrate	VERB
ajst-29851	4	21	machining	machining	NOUN
ajst-29851	4	22	parameters	parameter	NOUN
ajst-29851	4	23	and	and	CCONJ
ajst-29851	4	24	vibration	vibration	NOUN
ajst-29851	4	25	data	datum	NOUN
ajst-29851	4	26	.	.	PUNCT
ajst-29851	5	1	first	first	ADV
ajst-29851	5	2	,	,	PUNCT
ajst-29851	5	3	time	time	NOUN
ajst-29851	5	4	-	-	PUNCT
ajst-29851	5	5	frequency	frequency	NOUN
ajst-29851	5	6	domain	domain	NOUN
ajst-29851	5	7	dynamic	dynamic	ADJ
ajst-29851	5	8	features	feature	NOUN
ajst-29851	5	9	of	of	ADP
ajst-29851	5	10	spindle	spindle	NOUN
ajst-29851	5	11	vibrations	vibration	NOUN
ajst-29851	5	12	during	during	ADP
ajst-29851	5	13	dry	dry	ADJ
ajst-29851	5	14	hobbing	hobbing	NOUN
ajst-29851	5	15	are	be	AUX
ajst-29851	5	16	extracted	extract	VERB
ajst-29851	5	17	,	,	PUNCT
ajst-29851	5	18	while	while	SCONJ
ajst-29851	5	19	machining	machine	VERB
ajst-29851	5	20	parameters	parameter	NOUN
ajst-29851	5	21	such	such	ADJ
ajst-29851	5	22	as	as	ADP
ajst-29851	5	23	hob	hob	NOUN
ajst-29851	5	24	rotational	rotational	ADJ
ajst-29851	5	25	speed	speed	NOUN
ajst-29851	5	26	and	and	CCONJ
ajst-29851	5	27	axial	axial	ADJ
ajst-29851	5	28	feed	feed	NOUN
ajst-29851	5	29	rate	rate	NOUN
ajst-29851	5	30	are	be	AUX
ajst-29851	5	31	incorporated	incorporate	VERB
ajst-29851	5	32	as	as	ADP
ajst-29851	5	33	static	static	ADJ
ajst-29851	5	34	features	feature	NOUN
ajst-29851	5	35	.	.	PUNCT
ajst-29851	6	1	these	these	DET
ajst-29851	6	2	fused	fuse	VERB
ajst-29851	6	3	features	feature	NOUN
ajst-29851	6	4	are	be	AUX
ajst-29851	6	5	then	then	ADV
ajst-29851	6	6	used	use	VERB
ajst-29851	6	7	to	to	PART
ajst-29851	6	8	train	train	VERB
ajst-29851	6	9	an	an	DET
ajst-29851	6	10	in	in	ADP
ajst-29851	6	11	-	-	PUNCT
ajst-29851	6	12	situ	situ	NOUN
ajst-29851	6	13	prediction	prediction	NOUN
ajst-29851	6	14	model	model	NOUN
ajst-29851	6	15	based	base	VERB
ajst-29851	6	16	on	on	ADP
ajst-29851	6	17	a	a	DET
ajst-29851	6	18	cnn	cnn	NOUN
ajst-29851	6	19	-	-	PUNCT
ajst-29851	6	20	bilstm	bilstm	NOUN
ajst-29851	6	21	architecture	architecture	NOUN
ajst-29851	6	22	.	.	PUNCT
ajst-29851	7	1	furthermore	furthermore	ADV
ajst-29851	7	2	,	,	PUNCT
ajst-29851	7	3	bayesian	bayesian	NOUN
ajst-29851	7	4	optimization	optimization	NOUN
ajst-29851	7	5	is	be	AUX
ajst-29851	7	6	employed	employ	VERB
ajst-29851	7	7	to	to	ADP
ajst-29851	7	8	fine	fine	ADJ
ajst-29851	7	9	-	-	PUNCT
ajst-29851	7	10	tune	tune	NOUN
ajst-29851	7	11	the	the	DET
ajst-29851	7	12	hyperparameters	hyperparameter	NOUN
ajst-29851	7	13	of	of	ADP
ajst-29851	7	14	the	the	DET
ajst-29851	7	15	model	model	NOUN
ajst-29851	7	16	.	.	PUNCT
ajst-29851	8	1	the	the	DET
ajst-29851	8	2	proposed	propose	VERB
ajst-29851	8	3	approach	approach	NOUN
ajst-29851	8	4	is	be	AUX
ajst-29851	8	5	validated	validate	VERB
ajst-29851	8	6	using	use	VERB
ajst-29851	8	7	test	test	NOUN
ajst-29851	8	8	and	and	CCONJ
ajst-29851	8	9	verification	verification	NOUN
ajst-29851	8	10	datasets	dataset	NOUN
ajst-29851	8	11	,	,	PUNCT
ajst-29851	8	12	with	with	ADP
ajst-29851	8	13	results	result	NOUN
ajst-29851	8	14	demonstrating	demonstrate	VERB
ajst-29851	8	15	that	that	SCONJ
ajst-29851	8	16	the	the	DET
ajst-29851	8	17	fusion	fusion	NOUN
ajst-29851	8	18	of	of	ADP
ajst-29851	8	19	static	static	ADJ
ajst-29851	8	20	and	and	CCONJ
ajst-29851	8	21	dynamic	dynamic	ADJ
ajst-29851	8	22	features	feature	NOUN
ajst-29851	8	23	significantly	significantly	ADV
ajst-29851	8	24	enhances	enhance	VERB
ajst-29851	8	25	prediction	prediction	NOUN
ajst-29851	8	26	accuracy	accuracy	NOUN
ajst-29851	8	27	.	.	PUNCT
ajst-29851	9	1	this	this	DET
ajst-29851	9	2	in	in	ADP
ajst-29851	9	3	-	-	PUNCT
ajst-29851	9	4	situ	situ	NOUN
ajst-29851	9	5	prediction	prediction	NOUN
ajst-29851	9	6	model	model	NOUN
ajst-29851	9	7	provides	provide	VERB
ajst-29851	9	8	manufacturers	manufacturer	NOUN
ajst-29851	9	9	with	with	ADP
ajst-29851	9	10	a	a	DET
ajst-29851	9	11	valuable	valuable	ADJ
ajst-29851	9	12	tool	tool	NOUN
ajst-29851	9	13	for	for	ADP
ajst-29851	9	14	real	real	ADJ
ajst-29851	9	15	-	-	PUNCT
ajst-29851	9	16	time	time	NOUN
ajst-29851	9	17	monitoring	monitoring	NOUN
ajst-29851	9	18	and	and	CCONJ
ajst-29851	9	19	control	control	NOUN
ajst-29851	9	20	of	of	ADP
ajst-29851	9	21	gear	gear	NOUN
ajst-29851	9	22	deviations	deviation	NOUN
ajst-29851	9	23	in	in	ADP
ajst-29851	9	24	industrial	industrial	ADJ
ajst-29851	9	25	production	production	NOUN
ajst-29851	9	26	.	.	PUNCT
ajst-29851	10	1	keywords	keyword	NOUN
ajst-29851	10	2	:	:	PUNCT
ajst-29851	10	3	dry	dry	ADJ
ajst-29851	10	4	hobbing	hobbing	NOUN
ajst-29851	10	5	;	;	PUNCT
ajst-29851	10	6	gear	gear	NOUN
ajst-29851	10	7	deviations	deviation	NOUN
ajst-29851	10	8	;	;	PUNCT
ajst-29851	10	9	feature	feature	NOUN
ajst-29851	10	10	fusion	fusion	NOUN
ajst-29851	10	11	;	;	PUNCT
ajst-29851	10	12	long	long	ADJ
ajst-29851	10	13	short	short	ADJ
ajst-29851	10	14	-	-	PUNCT
ajst-29851	10	15	term	term	NOUN
ajst-29851	10	16	memory	memory	NOUN
ajst-29851	10	17	.	.	PUNCT
ajst-29851	11	1	1	1	X
ajst-29851	11	2	.	.	X
ajst-29851	11	3	introduction	introduction	NOUN
ajst-29851	11	4	gears	gear	NOUN
ajst-29851	11	5	are	be	AUX
ajst-29851	11	6	fundamental	fundamental	ADJ
ajst-29851	11	7	mechanical	mechanical	ADJ
ajst-29851	11	8	components	component	NOUN
ajst-29851	11	9	essential	essential	ADJ
ajst-29851	11	10	for	for	ADP
ajst-29851	11	11	power	power	NOUN
ajst-29851	11	12	and	and	CCONJ
ajst-29851	11	13	motion	motion	NOUN
ajst-29851	11	14	transmission	transmission	NOUN
ajst-29851	11	15	.	.	PUNCT
ajst-29851	12	1	they	they	PRON
ajst-29851	12	2	play	play	VERB
ajst-29851	12	3	a	a	DET
ajst-29851	12	4	critical	critical	ADJ
ajst-29851	12	5	role	role	NOUN
ajst-29851	12	6	in	in	ADP
ajst-29851	12	7	various	various	ADJ
ajst-29851	12	8	industries	industry	NOUN
ajst-29851	12	9	,	,	PUNCT
ajst-29851	12	10	including	include	VERB
ajst-29851	12	11	instrumentation	instrumentation	NOUN
ajst-29851	12	12	,	,	PUNCT
ajst-29851	12	13	automotive	automotive	ADJ
ajst-29851	12	14	manufacturing	manufacturing	NOUN
ajst-29851	12	15	,	,	PUNCT
ajst-29851	12	16	shipbuilding	shipbuilding	NOUN
ajst-29851	12	17	,	,	PUNCT
ajst-29851	12	18	and	and	CCONJ
ajst-29851	12	19	railway	railway	NOUN
ajst-29851	12	20	transportation	transportation	NOUN
ajst-29851	12	21	.	.	PUNCT
ajst-29851	13	1	as	as	SCONJ
ajst-29851	13	2	the	the	DET
ajst-29851	13	3	demand	demand	NOUN
ajst-29851	13	4	for	for	ADP
ajst-29851	13	5	high	high	ADJ
ajst-29851	13	6	-	-	PUNCT
ajst-29851	13	7	precision	precision	NOUN
ajst-29851	13	8	gears	gear	NOUN
ajst-29851	13	9	continues	continue	VERB
ajst-29851	13	10	to	to	PART
ajst-29851	13	11	grow	grow	VERB
ajst-29851	13	12	[	[	X
ajst-29851	13	13	1	1	NUM
ajst-29851	13	14	]	]	PUNCT
ajst-29851	13	15	,	,	PUNCT
ajst-29851	13	16	ensuring	ensure	VERB
ajst-29851	13	17	machining	machining	NOUN
ajst-29851	13	18	accuracy	accuracy	NOUN
ajst-29851	13	19	has	have	AUX
ajst-29851	13	20	become	become	VERB
ajst-29851	13	21	increasingly	increasingly	ADV
ajst-29851	13	22	important.in	important.in	ADJ
ajst-29851	13	23	high	high	ADJ
ajst-29851	13	24	-	-	PUNCT
ajst-29851	13	25	speed	speed	NOUN
ajst-29851	13	26	dry	dry	ADJ
ajst-29851	13	27	hobbing	hobbing	NOUN
ajst-29851	13	28	,	,	PUNCT
ajst-29851	13	29	the	the	DET
ajst-29851	13	30	combination	combination	NOUN
ajst-29851	13	31	of	of	ADP
ajst-29851	13	32	large	large	ADJ
ajst-29851	13	33	machining	machining	NOUN
ajst-29851	13	34	parameters	parameter	NOUN
ajst-29851	13	35	and	and	CCONJ
ajst-29851	13	36	the	the	DET
ajst-29851	13	37	absence	absence	NOUN
ajst-29851	13	38	of	of	ADP
ajst-29851	13	39	metal	metal	NOUN
ajst-29851	13	40	cutting	cutting	NOUN
ajst-29851	13	41	fluids	fluid	NOUN
ajst-29851	13	42	leads	lead	VERB
ajst-29851	13	43	to	to	ADP
ajst-29851	13	44	elevated	elevated	ADJ
ajst-29851	13	45	workpiece	workpiece	NOUN
ajst-29851	13	46	temperatures	temperature	NOUN
ajst-29851	13	47	,	,	PUNCT
ajst-29851	13	48	resulting	result	VERB
ajst-29851	13	49	in	in	ADP
ajst-29851	13	50	significant	significant	ADJ
ajst-29851	13	51	dimensional	dimensional	ADJ
ajst-29851	13	52	errors	error	NOUN
ajst-29851	13	53	,	,	PUNCT
ajst-29851	13	54	particularly	particularly	ADV
ajst-29851	13	55	in	in	ADP
ajst-29851	13	56	tooth	tooth	NOUN
ajst-29851	13	57	thickness	thickness	NOUN
ajst-29851	14	1	[	[	X
ajst-29851	14	2	2	2	NUM
ajst-29851	14	3	]	]	PUNCT
ajst-29851	14	4	.	.	PUNCT
ajst-29851	15	1	traditional	traditional	ADJ
ajst-29851	15	2	gear	gear	NOUN
ajst-29851	15	3	accuracy	accuracy	NOUN
ajst-29851	15	4	inspection	inspection	NOUN
ajst-29851	15	5	relies	rely	VERB
ajst-29851	15	6	on	on	ADP
ajst-29851	15	7	offline	offline	ADJ
ajst-29851	15	8	measurements	measurement	NOUN
ajst-29851	15	9	conducted	conduct	VERB
ajst-29851	15	10	at	at	ADP
ajst-29851	15	11	dedicated	dedicated	ADJ
ajst-29851	15	12	metrology	metrology	NOUN
ajst-29851	15	13	centers	center	NOUN
ajst-29851	15	14	,	,	PUNCT
ajst-29851	15	15	which	which	PRON
ajst-29851	15	16	are	be	AUX
ajst-29851	15	17	time	time	NOUN
ajst-29851	15	18	-	-	PUNCT
ajst-29851	15	19	consuming	consume	VERB
ajst-29851	15	20	,	,	PUNCT
ajst-29851	15	21	costly	costly	ADJ
ajst-29851	15	22	,	,	PUNCT
ajst-29851	15	23	and	and	CCONJ
ajst-29851	15	24	unsuitable	unsuitable	ADJ
ajst-29851	15	25	for	for	ADP
ajst-29851	15	26	realtime	realtime	ADJ
ajst-29851	15	27	monitoring	monitoring	NOUN
ajst-29851	15	28	.	.	PUNCT
ajst-29851	16	1	however	however	ADV
ajst-29851	16	2	,	,	PUNCT
ajst-29851	16	3	advancements	advancement	NOUN
ajst-29851	16	4	in	in	ADP
ajst-29851	16	5	intelligent	intelligent	ADJ
ajst-29851	16	6	manufacturing	manufacturing	NOUN
ajst-29851	16	7	,	,	PUNCT
ajst-29851	16	8	in	in	ADP
ajst-29851	16	9	-	-	PUNCT
ajst-29851	16	10	situ	situ	NOUN
ajst-29851	16	11	measurement	measurement	NOUN
ajst-29851	16	12	,	,	PUNCT
ajst-29851	16	13	and	and	CCONJ
ajst-29851	16	14	machine	machine	NOUN
ajst-29851	16	15	learning	learning	NOUN
ajst-29851	16	16	have	have	VERB
ajst-29851	16	17	significantly	significantly	ADV
ajst-29851	16	18	improved	improve	VERB
ajst-29851	16	19	inspection	inspection	NOUN
ajst-29851	16	20	accuracy	accuracy	NOUN
ajst-29851	16	21	,	,	PUNCT
ajst-29851	16	22	efficiency	efficiency	NOUN
ajst-29851	16	23	,	,	PUNCT
ajst-29851	16	24	and	and	CCONJ
ajst-29851	16	25	automation	automation	NOUN
ajst-29851	16	26	.	.	PUNCT
ajst-29851	17	1	these	these	DET
ajst-29851	17	2	developments	development	NOUN
ajst-29851	17	3	make	make	VERB
ajst-29851	17	4	in	in	ADP
ajst-29851	17	5	-	-	PUNCT
ajst-29851	17	6	situ	situ	NOUN
ajst-29851	17	7	measurement	measurement	NOUN
ajst-29851	17	8	a	a	DET
ajst-29851	17	9	promising	promising	ADJ
ajst-29851	17	10	alternative	alternative	NOUN
ajst-29851	17	11	to	to	ADP
ajst-29851	17	12	conventional	conventional	ADJ
ajst-29851	17	13	inspection	inspection	NOUN
ajst-29851	17	14	methods	method	NOUN
ajst-29851	17	15	.	.	PUNCT
ajst-29851	18	1	therefore	therefore	ADV
ajst-29851	18	2	,	,	PUNCT
ajst-29851	18	3	developing	develop	VERB
ajst-29851	18	4	rapid	rapid	ADJ
ajst-29851	18	5	and	and	CCONJ
ajst-29851	18	6	precise	precise	ADJ
ajst-29851	18	7	gear	gear	NOUN
ajst-29851	18	8	accuracy	accuracy	NOUN
ajst-29851	18	9	inspection	inspection	NOUN
ajst-29851	18	10	techniques	technique	NOUN
ajst-29851	18	11	is	be	AUX
ajst-29851	18	12	essential	essential	ADJ
ajst-29851	18	13	for	for	ADP
ajst-29851	18	14	achieving	achieve	VERB
ajst-29851	18	15	high	high	ADJ
ajst-29851	18	16	-	-	PUNCT
ajst-29851	18	17	efficiency	efficiency	NOUN
ajst-29851	18	18	,	,	PUNCT
ajst-29851	18	19	high	high	ADJ
ajst-29851	18	20	-	-	PUNCT
ajst-29851	18	21	precision	precision	NOUN
ajst-29851	18	22	dry	dry	ADJ
ajst-29851	18	23	hobbing	hobbing	NOUN
ajst-29851	18	24	.	.	PUNCT
ajst-29851	19	1	gear	gear	NOUN
ajst-29851	19	2	accuracy	accuracy	NOUN
ajst-29851	19	3	is	be	AUX
ajst-29851	19	4	a	a	DET
ajst-29851	19	5	critical	critical	ADJ
ajst-29851	19	6	indicator	indicator	NOUN
ajst-29851	19	7	of	of	ADP
ajst-29851	19	8	machining	machine	VERB
ajst-29851	19	9	quality	quality	NOUN
ajst-29851	19	10	and	and	CCONJ
ajst-29851	19	11	transmission	transmission	NOUN
ajst-29851	19	12	performance	performance	NOUN
ajst-29851	19	13	,	,	PUNCT
ajst-29851	19	14	encompassing	encompass	VERB
ajst-29851	19	15	geometric	geometric	ADJ
ajst-29851	19	16	accuracy	accuracy	NOUN
ajst-29851	19	17	,	,	PUNCT
ajst-29851	19	18	meshing	meshing	NOUN
ajst-29851	19	19	accuracy	accuracy	NOUN
ajst-29851	19	20	,	,	PUNCT
ajst-29851	19	21	and	and	CCONJ
ajst-29851	19	22	surface	surface	NOUN
ajst-29851	19	23	quality	quality	NOUN
ajst-29851	19	24	.	.	PUNCT
ajst-29851	20	1	compared	compare	VERB
ajst-29851	20	2	to	to	ADP
ajst-29851	20	3	offline	offline	ADJ
ajst-29851	20	4	measurement	measurement	NOUN
ajst-29851	20	5	,	,	PUNCT
ajst-29851	20	6	on	on	ADP
ajst-29851	20	7	-	-	PUNCT
ajst-29851	20	8	machine	machine	NOUN
ajst-29851	20	9	measurement	measurement	NOUN
ajst-29851	20	10	eliminates	eliminate	VERB
ajst-29851	20	11	clamping	clamp	VERB
ajst-29851	20	12	errors	error	NOUN
ajst-29851	20	13	,	,	PUNCT
ajst-29851	20	14	enhancing	enhance	VERB
ajst-29851	20	15	assessment	assessment	NOUN
ajst-29851	20	16	reliability	reliability	NOUN
ajst-29851	20	17	.	.	PUNCT
ajst-29851	21	1	kong	kong	PROPN
ajst-29851	21	2	et	et	PROPN
ajst-29851	21	3	al	al	PROPN
ajst-29851	21	4	.	.	PUNCT
ajst-29851	22	1	[	[	X
ajst-29851	22	2	3	3	X
ajst-29851	22	3	]	]	PUNCT
ajst-29851	22	4	improved	improve	VERB
ajst-29851	22	5	the	the	DET
ajst-29851	22	6	accuracy	accuracy	NOUN
ajst-29851	22	7	of	of	ADP
ajst-29851	22	8	flank	flank	NOUN
ajst-29851	22	9	deviation	deviation	NOUN
ajst-29851	22	10	measurement	measurement	NOUN
ajst-29851	22	11	for	for	ADP
ajst-29851	22	12	face	face	NOUN
ajst-29851	22	13	gears	gear	NOUN
ajst-29851	22	14	by	by	ADP
ajst-29851	22	15	compensating	compensate	VERB
ajst-29851	22	16	for	for	ADP
ajst-29851	22	17	probe	probe	NOUN
ajst-29851	22	18	motion	motion	NOUN
ajst-29851	22	19	direction	direction	NOUN
ajst-29851	22	20	errors	error	NOUN
ajst-29851	22	21	(	(	PUNCT
ajst-29851	22	22	pmde).mathematical	pmde).mathematical	ADJ
ajst-29851	22	23	analytical	analytical	ADJ
ajst-29851	22	24	modeling	modeling	NOUN
ajst-29851	22	25	and	and	CCONJ
ajst-29851	22	26	data	data	NOUN
ajst-29851	22	27	-	-	PUNCT
ajst-29851	22	28	driven	drive	VERB
ajst-29851	22	29	approaches	approach	NOUN
ajst-29851	22	30	are	be	AUX
ajst-29851	22	31	the	the	DET
ajst-29851	22	32	two	two	NUM
ajst-29851	22	33	primary	primary	ADJ
ajst-29851	22	34	methodologies	methodology	NOUN
ajst-29851	22	35	for	for	ADP
ajst-29851	22	36	in	in	ADP
ajst-29851	22	37	-	-	PUNCT
ajst-29851	22	38	situ	situ	ADJ
ajst-29851	22	39	gear	gear	NOUN
ajst-29851	22	40	quality	quality	NOUN
ajst-29851	22	41	assessment	assessment	NOUN
ajst-29851	22	42	[	[	X
ajst-29851	22	43	4	4	NUM
ajst-29851	22	44	]	]	PUNCT
ajst-29851	22	45	.	.	PUNCT
ajst-29851	23	1	in	in	ADP
ajst-29851	23	2	the	the	DET
ajst-29851	23	3	domain	domain	NOUN
ajst-29851	23	4	of	of	ADP
ajst-29851	23	5	analytical	analytical	ADJ
ajst-29851	23	6	modeling	modeling	NOUN
ajst-29851	23	7	,	,	PUNCT
ajst-29851	23	8	luo	luo	PROPN
ajst-29851	23	9	et	et	PROPN
ajst-29851	23	10	al	al	PROPN
ajst-29851	23	11	.	.	PUNCT
ajst-29851	24	1	[	[	X
ajst-29851	24	2	5	5	NUM
ajst-29851	24	3	]	]	PUNCT
ajst-29851	24	4	investigated	investigate	VERB
ajst-29851	24	5	the	the	DET
ajst-29851	24	6	effects	effect	NOUN
ajst-29851	24	7	of	of	ADP
ajst-29851	24	8	different	different	ADJ
ajst-29851	24	9	pitch	pitch	NOUN
ajst-29851	24	10	deviations	deviation	NOUN
ajst-29851	24	11	and	and	CCONJ
ajst-29851	24	12	random	random	ADJ
ajst-29851	24	13	pitch	pitch	NOUN
ajst-29851	24	14	deviations	deviation	NOUN
ajst-29851	24	15	on	on	ADP
ajst-29851	24	16	the	the	DET
ajst-29851	24	17	vibration	vibration	NOUN
ajst-29851	24	18	acceleration	acceleration	NOUN
ajst-29851	24	19	and	and	CCONJ
ajst-29851	24	20	dynamic	dynamic	ADJ
ajst-29851	24	21	transmission	transmission	NOUN
ajst-29851	24	22	error	error	NOUN
ajst-29851	24	23	(	(	PUNCT
ajst-29851	24	24	dte	dte	PROPN
ajst-29851	24	25	)	)	PUNCT
ajst-29851	24	26	of	of	ADP
ajst-29851	24	27	gear	gear	NOUN
ajst-29851	24	28	pairs	pair	NOUN
ajst-29851	24	29	.	.	PUNCT
ajst-29851	25	1	wang	wang	PROPN
ajst-29851	25	2	et	et	PROPN
ajst-29851	25	3	al	al	PROPN
ajst-29851	25	4	.	.	PUNCT
ajst-29851	26	1	[	[	X
ajst-29851	26	2	6	6	NUM
ajst-29851	26	3	]	]	PUNCT
ajst-29851	26	4	applied	apply	VERB
ajst-29851	26	5	reverse	reverse	ADJ
ajst-29851	26	6	engineering	engineering	NOUN
ajst-29851	26	7	techniques	technique	NOUN
ajst-29851	26	8	to	to	PART
ajst-29851	26	9	reconstruct	reconstruct	VERB
ajst-29851	26	10	gear	gear	NOUN
ajst-29851	26	11	models	model	NOUN
ajst-29851	26	12	and	and	CCONJ
ajst-29851	26	13	simulated	simulate	VERB
ajst-29851	26	14	the	the	DET
ajst-29851	26	15	variation	variation	NOUN
ajst-29851	26	16	curve	curve	NOUN
ajst-29851	26	17	of	of	ADP
ajst-29851	26	18	the	the	DET
ajst-29851	26	19	gear	gear	NOUN
ajst-29851	26	20	center	center	NOUN
ajst-29851	26	21	distance	distance	NOUN
ajst-29851	26	22	to	to	PART
ajst-29851	26	23	calculate	calculate	VERB
ajst-29851	26	24	total	total	ADJ
ajst-29851	26	25	radial	radial	ADJ
ajst-29851	26	26	composite	composite	ADJ
ajst-29851	26	27	deviation	deviation	NOUN
ajst-29851	26	28	and	and	CCONJ
ajst-29851	26	29	inter	inter	ADJ
ajst-29851	26	30	-	-	ADJ
ajst-29851	26	31	tooth	tooth	ADJ
ajst-29851	26	32	radial	radial	ADJ
ajst-29851	26	33	composite	composite	ADJ
ajst-29851	26	34	deviation	deviation	NOUN
ajst-29851	26	35	.	.	PUNCT
ajst-29851	27	1	chen	chen	PROPN
ajst-29851	27	2	et	et	PROPN
ajst-29851	27	3	al	al	PROPN
ajst-29851	27	4	.	.	PUNCT
ajst-29851	28	1	[	[	X
ajst-29851	28	2	7	7	NUM
ajst-29851	28	3	]	]	PUNCT
ajst-29851	28	4	developed	develop	VERB
ajst-29851	28	5	a	a	DET
ajst-29851	28	6	mathematical	mathematical	ADJ
ajst-29851	28	7	model	model	NOUN
ajst-29851	28	8	to	to	PART
ajst-29851	28	9	simulate	simulate	VERB
ajst-29851	28	10	tooth	tooth	NOUN
ajst-29851	28	11	flank	flank	NOUN
ajst-29851	28	12	topography	topography	NOUN
ajst-29851	28	13	in	in	ADP
ajst-29851	28	14	high	high	ADJ
ajst-29851	28	15	-	-	PUNCT
ajst-29851	28	16	speed	speed	NOUN
ajst-29851	28	17	dry	dry	ADJ
ajst-29851	28	18	hobbing	hobbing	NOUN
ajst-29851	28	19	and	and	CCONJ
ajst-29851	28	20	analyzed	analyze	VERB
ajst-29851	28	21	its	its	PRON
ajst-29851	28	22	sensitivity	sensitivity	NOUN
ajst-29851	28	23	to	to	PART
ajst-29851	28	24	process	process	VERB
ajst-29851	28	25	parameters	parameter	NOUN
ajst-29851	28	26	and	and	CCONJ
ajst-29851	28	27	hob	hob	VERB
ajst-29851	28	28	geometry	geometry	NOUN
ajst-29851	28	29	.	.	PUNCT
ajst-29851	29	1	in	in	ADP
ajst-29851	29	2	addition	addition	NOUN
ajst-29851	29	3	to	to	ADP
ajst-29851	29	4	mathematical	mathematical	ADJ
ajst-29851	29	5	modeling	modeling	NOUN
ajst-29851	29	6	,	,	PUNCT
ajst-29851	29	7	klocke	klocke	PROPN
ajst-29851	29	8	et	et	PROPN
ajst-29851	29	9	al	al	PROPN
ajst-29851	29	10	.	.	PUNCT
ajst-29851	30	1	[	[	X
ajst-29851	30	2	8	8	NUM
ajst-29851	30	3	]	]	PUNCT
ajst-29851	30	4	introduced	introduce	VERB
ajst-29851	30	5	the	the	DET
ajst-29851	30	6	spartapro	spartapro	ADJ
ajst-29851	30	7	®	®	NOUN
ajst-29851	30	8	software	software	NOUN
ajst-29851	30	9	,	,	PUNCT
ajst-29851	30	10	which	which	PRON
ajst-29851	30	11	predicts	predict	VERB
ajst-29851	30	12	gear	gear	NOUN
ajst-29851	30	13	deviations	deviation	NOUN
ajst-29851	30	14	by	by	ADP
ajst-29851	30	15	simulating	simulate	VERB
ajst-29851	30	16	the	the	DET
ajst-29851	30	17	dry	dry	ADJ
ajst-29851	30	18	hobbing	hobbing	NOUN
ajst-29851	30	19	process	process	NOUN
ajst-29851	30	20	based	base	VERB
ajst-29851	30	21	on	on	ADP
ajst-29851	30	22	geometric	geometric	ADJ
ajst-29851	30	23	penetration	penetration	NOUN
ajst-29851	30	24	calculations	calculation	NOUN
ajst-29851	30	25	.	.	PUNCT
ajst-29851	31	1	ding	de	VERB
ajst-29851	31	2	et	et	PROPN
ajst-29851	31	3	al	al	PROPN
ajst-29851	31	4	.	.	PUNCT
ajst-29851	32	1	[	[	X
ajst-29851	32	2	9	9	NUM
ajst-29851	32	3	]	]	PUNCT
ajst-29851	32	4	analyzed	analyze	VERB
ajst-29851	32	5	the	the	DET
ajst-29851	32	6	impact	impact	NOUN
ajst-29851	32	7	of	of	ADP
ajst-29851	32	8	machine	machine	NOUN
ajst-29851	32	9	tool	tool	NOUN
ajst-29851	32	10	geometric	geometric	ADJ
ajst-29851	32	11	errors	error	NOUN
ajst-29851	32	12	on	on	ADP
ajst-29851	32	13	gear	gear	NOUN
ajst-29851	32	14	accuracy	accuracy	NOUN
ajst-29851	32	15	,	,	PUNCT
ajst-29851	32	16	establishing	establish	VERB
ajst-29851	32	17	an	an	DET
ajst-29851	32	18	analytical	analytical	ADJ
ajst-29851	32	19	mapping	mapping	NOUN
ajst-29851	32	20	between	between	ADP
ajst-29851	32	21	gear	gear	NOUN
ajst-29851	32	22	deviations	deviation	NOUN
ajst-29851	32	23	and	and	CCONJ
ajst-29851	32	24	machine	machine	NOUN
ajst-29851	32	25	tool	tool	NOUN
ajst-29851	32	26	geometric	geometric	ADJ
ajst-29851	32	27	errors	error	NOUN
ajst-29851	32	28	.	.	PUNCT
ajst-29851	33	1	deng	deng	PROPN
ajst-29851	33	2	et	et	PROPN
ajst-29851	33	3	al	al	PROPN
ajst-29851	33	4	.	.	PUNCT
ajst-29851	34	1	[	[	X
ajst-29851	34	2	10	10	NUM
ajst-29851	34	3	]	]	PUNCT
ajst-29851	34	4	explored	explore	VERB
ajst-29851	34	5	the	the	DET
ajst-29851	34	6	correlation	correlation	NOUN
ajst-29851	34	7	between	between	ADP
ajst-29851	34	8	force	force	NOUN
ajst-29851	34	9	-	-	PUNCT
ajst-29851	34	10	induced	induce	VERB
ajst-29851	34	11	errors	error	NOUN
ajst-29851	34	12	and	and	CCONJ
ajst-29851	34	13	tooth	tooth	NOUN
ajst-29851	34	14	profile	profile	NOUN
ajst-29851	34	15	deviations	deviation	NOUN
ajst-29851	34	16	in	in	ADP
ajst-29851	34	17	dry	dry	ADJ
ajst-29851	34	18	hobbing	hobbing	NOUN
ajst-29851	34	19	using	use	VERB
ajst-29851	34	20	numerical	numerical	ADJ
ajst-29851	34	21	simulation	simulation	NOUN
ajst-29851	34	22	methods	method	NOUN
ajst-29851	34	23	.	.	PUNCT
ajst-29851	35	1	although	although	SCONJ
ajst-29851	35	2	physics	physics	NOUN
ajst-29851	35	3	-	-	PUNCT
ajst-29851	35	4	based	base	VERB
ajst-29851	35	5	modeling	modeling	NOUN
ajst-29851	35	6	and	and	CCONJ
ajst-29851	35	7	simulation	simulation	NOUN
ajst-29851	35	8	-	-	PUNCT
ajst-29851	35	9	driven	drive	VERB
ajst-29851	35	10	approaches	approach	NOUN
ajst-29851	35	11	offer	offer	VERB
ajst-29851	35	12	improved	improved	ADJ
ajst-29851	35	13	interpretability	interpretability	NOUN
ajst-29851	35	14	in	in	ADP
ajst-29851	35	15	gear	gear	NOUN
ajst-29851	35	16	deviation	deviation	NOUN
ajst-29851	35	17	prediction	prediction	NOUN
ajst-29851	35	18	,	,	PUNCT
ajst-29851	35	19	accurately	accurately	ADV
ajst-29851	35	20	modeling	model	VERB
ajst-29851	35	21	gear	gear	NOUN
ajst-29851	35	22	deviations	deviation	NOUN
ajst-29851	35	23	remains	remain	VERB
ajst-29851	35	24	challenging	challenge	VERB
ajst-29851	35	25	due	due	ADP
ajst-29851	35	26	to	to	ADP
ajst-29851	35	27	the	the	DET
ajst-29851	35	28	complexity	complexity	NOUN
ajst-29851	35	29	of	of	ADP
ajst-29851	35	30	evaluation	evaluation	NOUN
ajst-29851	35	31	metrics	metric	NOUN
ajst-29851	35	32	and	and	CCONJ
ajst-29851	35	33	the	the	DET
ajst-29851	35	34	uncertainty	uncertainty	NOUN
ajst-29851	35	35	of	of	ADP
ajst-29851	35	36	model	model	NOUN
ajst-29851	35	37	inputs	input	NOUN
ajst-29851	35	38	[	[	X
ajst-29851	35	39	11	11	NUM
ajst-29851	35	40	]	]	PUNCT
ajst-29851	35	41	.	.	PUNCT
ajst-29851	36	1	consequently	consequently	ADV
ajst-29851	36	2	,	,	PUNCT
ajst-29851	36	3	mathematical	mathematical	ADJ
ajst-29851	36	4	analytical	analytical	ADJ
ajst-29851	36	5	modeling	modeling	NOUN
ajst-29851	36	6	alone	alone	ADV
ajst-29851	36	7	is	be	AUX
ajst-29851	36	8	often	often	ADV
ajst-29851	36	9	insufficient	insufficient	ADJ
ajst-29851	36	10	for	for	ADP
ajst-29851	36	11	assessing	assess	VERB
ajst-29851	36	12	gear	gear	NOUN
ajst-29851	36	13	geometric	geometric	ADJ
ajst-29851	36	14	deviations	deviation	NOUN
ajst-29851	36	15	in	in	ADP
ajst-29851	36	16	real	real	ADJ
ajst-29851	36	17	-	-	PUNCT
ajst-29851	36	18	world	world	NOUN
ajst-29851	36	19	production	production	NOUN
ajst-29851	36	20	environments.data	environments.data	NOUN
ajst-29851	36	21	-	-	PUNCT
ajst-29851	36	22	driven	drive	VERB
ajst-29851	36	23	approaches	approach	NOUN
ajst-29851	36	24	leverage	leverage	VERB
ajst-29851	36	25	large	large	ADJ
ajst-29851	36	26	-	-	PUNCT
ajst-29851	36	27	scale	scale	NOUN
ajst-29851	36	28	monitoring	monitoring	NOUN
ajst-29851	36	29	data	datum	NOUN
ajst-29851	36	30	to	to	PART
ajst-29851	36	31	capture	capture	VERB
ajst-29851	36	32	the	the	DET
ajst-29851	36	33	complex	complex	ADJ
ajst-29851	36	34	relationships	relationship	NOUN
ajst-29851	36	35	between	between	ADP
ajst-29851	36	36	machining	machine	VERB
ajst-29851	36	37	parameters	parameter	NOUN
ajst-29851	36	38	and	and	CCONJ
ajst-29851	36	39	gear	gear	NOUN
ajst-29851	36	40	deviations	deviation	NOUN
ajst-29851	36	41	.	.	PUNCT
ajst-29851	37	1	vibration	vibration	NOUN
ajst-29851	37	2	monitoring	monitoring	NOUN
ajst-29851	37	3	has	have	AUX
ajst-29851	37	4	proven	prove	VERB
ajst-29851	37	5	to	to	PART
ajst-29851	37	6	be	be	AUX
ajst-29851	37	7	an	an	DET
ajst-29851	37	8	effective	effective	ADJ
ajst-29851	37	9	technique	technique	NOUN
ajst-29851	37	10	for	for	ADP
ajst-29851	37	11	evaluating	evaluate	VERB
ajst-29851	37	12	machining	machining	NOUN
ajst-29851	37	13	quality	quality	NOUN
ajst-29851	37	14	,	,	PUNCT
ajst-29851	37	15	as	as	SCONJ
ajst-29851	37	16	gear	gear	NOUN
ajst-29851	37	17	deviations	deviation	NOUN
ajst-29851	37	18	are	be	AUX
ajst-29851	37	19	closely	closely	ADV
ajst-29851	37	20	linked	link	VERB
ajst-29851	37	21	to	to	ADP
ajst-29851	37	22	the	the	DET
ajst-29851	37	23	dynamic	dynamic	ADJ
ajst-29851	37	24	behavior	behavior	NOUN
ajst-29851	37	25	of	of	ADP
ajst-29851	37	26	the	the	DET
ajst-29851	37	27	machining	machining	NOUN
ajst-29851	37	28	process	process	NOUN
ajst-29851	37	29	.	.	PUNCT
ajst-29851	38	1	jia	jia	PROPN
ajst-29851	38	2	et	et	PROPN
ajst-29851	38	3	al	al	PROPN
ajst-29851	38	4	.	.	PUNCT
ajst-29851	39	1	[	[	X
ajst-29851	39	2	12	12	NUM
ajst-29851	39	3	]	]	PUNCT
ajst-29851	39	4	employed	employ	VERB
ajst-29851	39	5	vibration	vibration	NOUN
ajst-29851	39	6	signals	signal	NOUN
ajst-29851	39	7	as	as	ADP
ajst-29851	39	8	input	input	NOUN
ajst-29851	39	9	to	to	PART
ajst-29851	39	10	develop	develop	VERB
ajst-29851	39	11	a	a	DET
ajst-29851	39	12	capsule	capsule	ADJ
ajst-29851	39	13	neural	neural	ADJ
ajst-29851	39	14	network	network	NOUN
ajst-29851	39	15	-	-	PUNCT
ajst-29851	39	16	based	base	VERB
ajst-29851	39	17	classification	classification	NOUN
ajst-29851	39	18	model	model	NOUN
ajst-29851	39	19	for	for	ADP
ajst-29851	39	20	hobbing	hobbing	PROPN
ajst-29851	39	21	accuracy	accuracy	NOUN
ajst-29851	39	22	prediction	prediction	NOUN
ajst-29851	39	23	,	,	PUNCT
ajst-29851	39	24	enabling	enable	VERB
ajst-29851	39	25	real	real	ADJ
ajst-29851	39	26	-	-	PUNCT
ajst-29851	39	27	time	time	NOUN
ajst-29851	39	28	evaluation	evaluation	NOUN
ajst-29851	39	29	of	of	ADP
ajst-29851	39	30	hobbing	hobbing	PROPN
ajst-29851	39	31	precision	precision	NOUN
ajst-29851	39	32	.	.	PUNCT
ajst-29851	40	1	lin	lin	PROPN
ajst-29851	40	2	et	et	PROPN
ajst-29851	40	3	al	al	PROPN
ajst-29851	40	4	.	.	PUNCT
ajst-29851	41	1	[	[	X
ajst-29851	41	2	13	13	NUM
ajst-29851	41	3	]	]	PUNCT
ajst-29851	41	4	proposed	propose	VERB
ajst-29851	41	5	an	an	DET
ajst-29851	41	6	improved	improved	ADJ
ajst-29851	41	7	pso	pso	NOUN
ajst-29851	41	8	-	-	PUNCT
ajst-29851	41	9	bp	bp	PROPN
ajst-29851	41	10	-	-	PUNCT
ajst-29851	41	11	pso	pso	NOUN
ajst-29851	41	12	algorithm	algorithm	NOUN
ajst-29851	41	13	based	base	VERB
ajst-29851	41	14	on	on	ADP
ajst-29851	41	15	measured	measure	VERB
ajst-29851	41	16	geometric	geometric	ADJ
ajst-29851	41	17	deviations	deviation	NOUN
ajst-29851	41	18	to	to	PART
ajst-29851	41	19	establish	establish	VERB
ajst-29851	41	20	a	a	DET
ajst-29851	41	21	predictive	predictive	ADJ
ajst-29851	41	22	model	model	NOUN
ajst-29851	41	23	linking	link	VERB
ajst-29851	41	24	honing	hone	VERB
ajst-29851	41	25	parameters	parameter	NOUN
ajst-29851	41	26	to	to	PART
ajst-29851	41	27	gear	gear	VERB
ajst-29851	41	28	geometric	geometric	ADJ
ajst-29851	41	29	deviations	deviation	NOUN
ajst-29851	41	30	.	.	PUNCT
ajst-29851	42	1	wang	wang	PROPN
ajst-29851	42	2	et	et	PROPN
ajst-29851	42	3	al	al	PROPN
ajst-29851	42	4	.	.	PUNCT
ajst-29851	43	1	[	[	X
ajst-29851	43	2	14	14	NUM
ajst-29851	43	3	]	]	X
ajst-29851	43	4	integrated	integrate	VERB
ajst-29851	43	5	mechanistic	mechanistic	ADJ
ajst-29851	43	6	and	and	CCONJ
ajst-29851	43	7	data	data	NOUN
ajst-29851	43	8	-	-	PUNCT
ajst-29851	43	9	driven	drive	VERB
ajst-29851	43	10	models	model	NOUN
ajst-29851	43	11	in	in	ADP
ajst-29851	43	12	a	a	DET
ajst-29851	43	13	parallel	parallel	ADJ
ajst-29851	43	14	structure	structure	NOUN
ajst-29851	43	15	using	use	VERB
ajst-29851	43	16	digital	digital	ADJ
ajst-29851	43	17	twin	twin	NOUN
ajst-29851	43	18	(	(	PUNCT
ajst-29851	43	19	dt	dt	NOUN
ajst-29851	43	20	)	)	PUNCT
ajst-29851	43	21	technology	technology	NOUN
ajst-29851	43	22	to	to	PART
ajst-29851	43	23	construct	construct	VERB
ajst-29851	43	24	a	a	DET
ajst-29851	43	25	dtm	dtm	PROPN
ajst-29851	43	26	model	model	NOUN
ajst-29851	43	27	.	.	PUNCT
ajst-29851	44	1	by	by	ADP
ajst-29851	44	2	comparing	compare	VERB
ajst-29851	44	3	dtm	dtm	PROPN
ajst-29851	44	4	model	model	NOUN
ajst-29851	44	5	predictions	prediction	NOUN
ajst-29851	44	6	with	with	ADP
ajst-29851	44	7	measurement	measurement	NOUN
ajst-29851	44	8	results	result	NOUN
ajst-29851	44	9	,	,	PUNCT
ajst-29851	44	10	their	their	PRON
ajst-29851	44	11	work	work	NOUN
ajst-29851	44	12	provided	provide	VERB
ajst-29851	44	13	a	a	DET
ajst-29851	44	14	reference	reference	NOUN
ajst-29851	44	15	for	for	ADP
ajst-29851	44	16	non	non	ADJ
ajst-29851	44	17	-	-	ADJ
ajst-29851	44	18	contact	contact	ADJ
ajst-29851	44	19	dynamic	dynamic	ADJ
ajst-29851	44	20	gear	gear	NOUN
ajst-29851	44	21	measurement	measurement	NOUN
ajst-29851	44	22	18	18	NUM
ajst-29851	44	23	methods	method	NOUN
ajst-29851	44	24	.	.	PUNCT
ajst-29851	45	1	in	in	ADP
ajst-29851	45	2	milling	mill	VERB
ajst-29851	45	3	,	,	PUNCT
ajst-29851	45	4	lu	lu	PROPN
ajst-29851	45	5	et	et	PROPN
ajst-29851	45	6	al	al	PROPN
ajst-29851	45	7	.	.	PUNCT
ajst-29851	46	1	[	[	X
ajst-29851	46	2	10	10	NUM
ajst-29851	46	3	]	]	X
ajst-29851	46	4	utilized	utilize	VERB
ajst-29851	46	5	gaussian	gaussian	NOUN
ajst-29851	46	6	process	process	NOUN
ajst-29851	46	7	regression	regression	NOUN
ajst-29851	46	8	to	to	PART
ajst-29851	46	9	develop	develop	VERB
ajst-29851	46	10	a	a	DET
ajst-29851	46	11	predictive	predictive	ADJ
ajst-29851	46	12	model	model	NOUN
ajst-29851	46	13	for	for	ADP
ajst-29851	46	14	workpiece	workpiece	NOUN
ajst-29851	46	15	surface	surface	NOUN
ajst-29851	46	16	accuracy	accuracy	NOUN
ajst-29851	46	17	and	and	CCONJ
ajst-29851	46	18	analyzed	analyze	VERB
ajst-29851	46	19	correlations	correlation	NOUN
ajst-29851	46	20	between	between	ADP
ajst-29851	46	21	cutting	cut	VERB
ajst-29851	46	22	speed	speed	NOUN
ajst-29851	46	23	,	,	PUNCT
ajst-29851	46	24	feed	feed	NOUN
ajst-29851	46	25	rate	rate	NOUN
ajst-29851	46	26	,	,	PUNCT
ajst-29851	46	27	cutting	cut	VERB
ajst-29851	46	28	depth	depth	NOUN
ajst-29851	46	29	,	,	PUNCT
ajst-29851	46	30	and	and	CCONJ
ajst-29851	46	31	surface	surface	NOUN
ajst-29851	46	32	accuracy	accuracy	NOUN
ajst-29851	46	33	.	.	PUNCT
ajst-29851	47	1	wu	wu	PROPN
ajst-29851	47	2	et	et	PROPN
ajst-29851	47	3	al	al	PROPN
ajst-29851	47	4	.	.	PUNCT
ajst-29851	48	1	[	[	X
ajst-29851	48	2	15	15	NUM
ajst-29851	48	3	]	]	PUNCT
ajst-29851	48	4	constructed	construct	VERB
ajst-29851	48	5	an	an	DET
ajst-29851	48	6	improved	improved	ADJ
ajst-29851	48	7	correlation	correlation	NOUN
ajst-29851	48	8	analysis	analysis	NOUN
ajst-29851	48	9	random	random	ADJ
ajst-29851	48	10	forest	forest	NOUN
ajst-29851	48	11	model	model	NOUN
ajst-29851	48	12	based	base	VERB
ajst-29851	48	13	on	on	ADP
ajst-29851	48	14	experimental	experimental	ADJ
ajst-29851	48	15	data	datum	NOUN
ajst-29851	48	16	,	,	PUNCT
ajst-29851	48	17	using	use	VERB
ajst-29851	48	18	inherent	inherent	ADJ
ajst-29851	48	19	parameters	parameter	NOUN
ajst-29851	48	20	(	(	PUNCT
ajst-29851	48	21	e.g.	e.g.	ADV
ajst-29851	48	22	,	,	PUNCT
ajst-29851	48	23	gear	gear	NOUN
ajst-29851	48	24	diameter	diameter	NOUN
ajst-29851	48	25	,	,	PUNCT
ajst-29851	48	26	module	module	NOUN
ajst-29851	48	27	)	)	PUNCT
ajst-29851	48	28	and	and	CCONJ
ajst-29851	48	29	hobbing	hobbing	NOUN
ajst-29851	48	30	process	process	NOUN
ajst-29851	48	31	parameters	parameter	NOUN
ajst-29851	48	32	as	as	ADP
ajst-29851	48	33	inputs	input	NOUN
ajst-29851	48	34	to	to	PART
ajst-29851	48	35	predict	predict	VERB
ajst-29851	48	36	hobbing	hob	VERB
ajst-29851	48	37	accuracy.radial	accuracy.radial	ADJ
ajst-29851	48	38	composite	composite	ADJ
ajst-29851	48	39	deviation	deviation	NOUN
ajst-29851	48	40	is	be	AUX
ajst-29851	48	41	a	a	DET
ajst-29851	48	42	key	key	ADJ
ajst-29851	48	43	indicator	indicator	NOUN
ajst-29851	48	44	for	for	ADP
ajst-29851	48	45	evaluating	evaluate	VERB
ajst-29851	48	46	gear	gear	NOUN
ajst-29851	48	47	transmission	transmission	NOUN
ajst-29851	48	48	accuracy	accuracy	NOUN
ajst-29851	48	49	.	.	PUNCT
ajst-29851	49	1	however	however	ADV
ajst-29851	49	2	,	,	PUNCT
ajst-29851	49	3	existing	exist	VERB
ajst-29851	49	4	studies	study	NOUN
ajst-29851	49	5	struggle	struggle	VERB
ajst-29851	49	6	to	to	PART
ajst-29851	49	7	adapt	adapt	VERB
ajst-29851	49	8	to	to	ADP
ajst-29851	49	9	variations	variation	NOUN
ajst-29851	49	10	in	in	ADP
ajst-29851	49	11	actual	actual	ADJ
ajst-29851	49	12	machining	machining	NOUN
ajst-29851	49	13	conditions	condition	NOUN
ajst-29851	49	14	,	,	PUNCT
ajst-29851	49	15	posing	pose	VERB
ajst-29851	49	16	challenges	challenge	NOUN
ajst-29851	49	17	for	for	ADP
ajst-29851	49	18	real	real	ADJ
ajst-29851	49	19	-	-	PUNCT
ajst-29851	49	20	time	time	NOUN
ajst-29851	49	21	assessment	assessment	NOUN
ajst-29851	49	22	of	of	ADP
ajst-29851	49	23	machining	machining	NOUN
ajst-29851	49	24	accuracy	accuracy	NOUN
ajst-29851	49	25	.	.	PUNCT
ajst-29851	50	1	this	this	DET
ajst-29851	50	2	paper	paper	NOUN
ajst-29851	50	3	is	be	AUX
ajst-29851	50	4	the	the	DET
ajst-29851	50	5	first	first	ADJ
ajst-29851	50	6	time	time	NOUN
ajst-29851	50	7	to	to	PART
ajst-29851	50	8	predict	predict	VERB
ajst-29851	50	9	gear	gear	NOUN
ajst-29851	50	10	deviations	deviation	NOUN
ajst-29851	50	11	by	by	ADP
ajst-29851	50	12	fusing	fuse	VERB
ajst-29851	50	13	the	the	DET
ajst-29851	50	14	dynamic	dynamic	ADJ
ajst-29851	50	15	features	feature	NOUN
ajst-29851	50	16	from	from	ADP
ajst-29851	50	17	in	in	ADP
ajst-29851	50	18	-	-	PUNCT
ajst-29851	50	19	process	process	NOUN
ajst-29851	50	20	vibration	vibration	NOUN
ajst-29851	50	21	signals	signal	NOUN
ajst-29851	50	22	and	and	CCONJ
ajst-29851	50	23	the	the	DET
ajst-29851	50	24	static	static	ADJ
ajst-29851	50	25	features	feature	NOUN
ajst-29851	50	26	of	of	ADP
ajst-29851	50	27	hobbing	hobbing	NOUN
ajst-29851	50	28	process	process	NOUN
ajst-29851	50	29	parameters	parameter	NOUN
ajst-29851	50	30	,	,	PUNCT
ajst-29851	50	31	achieving	achieve	VERB
ajst-29851	50	32	better	well	ADJ
ajst-29851	50	33	prediction	prediction	NOUN
ajst-29851	50	34	accuracy	accuracy	NOUN
ajst-29851	50	35	compared	compare	VERB
ajst-29851	50	36	to	to	ADP
ajst-29851	50	37	the	the	DET
ajst-29851	50	38	models	model	NOUN
ajst-29851	50	39	merely	merely	ADV
ajst-29851	50	40	with	with	ADP
ajst-29851	50	41	process	process	NOUN
ajst-29851	50	42	parameters	parameter	NOUN
ajst-29851	50	43	or	or	CCONJ
ajst-29851	50	44	monitored	monitor	VERB
ajst-29851	50	45	vibration	vibration	NOUN
ajst-29851	50	46	data.then	data.then	NOUN
ajst-29851	50	47	,	,	PUNCT
ajst-29851	50	48	a	a	DET
ajst-29851	50	49	novel	novel	NOUN
ajst-29851	50	50	in	in	ADP
ajst-29851	50	51	-	-	PUNCT
ajst-29851	50	52	situ	situ	ADJ
ajst-29851	50	53	gear	gear	NOUN
ajst-29851	50	54	deviations	deviation	NOUN
ajst-29851	50	55	prediction	prediction	NOUN
ajst-29851	50	56	model	model	NOUN
ajst-29851	50	57	based	base	VERB
ajst-29851	50	58	on	on	ADP
ajst-29851	50	59	cnn	cnn	PROPN
ajst-29851	50	60	-	-	PUNCT
ajst-29851	50	61	bilstm	bilstm	NOUN
ajst-29851	50	62	is	be	AUX
ajst-29851	50	63	proposed	propose	VERB
ajst-29851	50	64	based	base	VERB
ajst-29851	50	65	on	on	ADP
ajst-29851	50	66	the	the	DET
ajst-29851	50	67	fused	fuse	VERB
ajst-29851	50	68	dynamic	dynamic	ADJ
ajst-29851	50	69	and	and	CCONJ
ajst-29851	50	70	static	static	ADJ
ajst-29851	50	71	features.finally	features.finally	ADV
ajst-29851	50	72	,	,	PUNCT
ajst-29851	50	73	experiments	experiment	NOUN
ajst-29851	50	74	on	on	ADP
ajst-29851	50	75	dry	dry	ADJ
ajst-29851	50	76	hobbing	hobbing	NOUN
ajst-29851	50	77	verify	verify	NOUN
ajst-29851	50	78	that	that	SCONJ
ajst-29851	50	79	the	the	DET
ajst-29851	50	80	developed	develop	VERB
ajst-29851	50	81	model	model	NOUN
ajst-29851	50	82	is	be	AUX
ajst-29851	50	83	significantly	significantly	ADV
ajst-29851	50	84	better	well	ADJ
ajst-29851	50	85	than	than	ADP
ajst-29851	50	86	traditional	traditional	ADJ
ajst-29851	50	87	data	data	NOUN
ajst-29851	50	88	-	-	PUNCT
ajst-29851	50	89	driven	drive	VERB
ajst-29851	50	90	models	model	NOUN
ajst-29851	50	91	.	.	PUNCT
ajst-29851	51	1	it	it	PRON
ajst-29851	51	2	provides	provide	VERB
ajst-29851	51	3	a	a	DET
ajst-29851	51	4	promising	promising	ADJ
ajst-29851	51	5	solution	solution	NOUN
ajst-29851	51	6	for	for	ADP
ajst-29851	51	7	substituting	substitute	VERB
ajst-29851	51	8	the	the	DET
ajst-29851	51	9	“	"	PUNCT
ajst-29851	51	10	post	post	ADJ
ajst-29851	51	11	-	-	ADJ
ajst-29851	51	12	process	process	NOUN
ajst-29851	51	13	”	"	PUNCT
ajst-29851	51	14	inspection	inspection	NOUN
ajst-29851	51	15	step	step	NOUN
ajst-29851	51	16	with	with	ADP
ajst-29851	51	17	the	the	DET
ajst-29851	51	18	in	in	ADP
ajst-29851	51	19	-	-	PUNCT
ajst-29851	51	20	situ	situ	NOUN
ajst-29851	51	21	inspection	inspection	NOUN
ajst-29851	51	22	of	of	ADP
ajst-29851	51	23	gear	gear	NOUN
ajst-29851	51	24	deviations	deviation	NOUN
ajst-29851	51	25	.	.	PUNCT
ajst-29851	52	1	after	after	ADP
ajst-29851	52	2	that	that	PRON
ajst-29851	52	3	,	,	PUNCT
ajst-29851	52	4	section	section	NOUN
ajst-29851	52	5	2	2	NUM
ajst-29851	52	6	provides	provide	VERB
ajst-29851	52	7	a	a	DET
ajst-29851	52	8	brief	brief	ADJ
ajst-29851	52	9	introduction	introduction	NOUN
ajst-29851	52	10	to	to	ADP
ajst-29851	52	11	the	the	DET
ajst-29851	52	12	dry	dry	ADJ
ajst-29851	52	13	hobbing	hobbing	NOUN
ajst-29851	52	14	process	process	NOUN
ajst-29851	52	15	,	,	PUNCT
ajst-29851	52	16	feature	feature	NOUN
ajst-29851	52	17	extraction	extraction	NOUN
ajst-29851	52	18	and	and	CCONJ
ajst-29851	52	19	fusion	fusion	NOUN
ajst-29851	52	20	methods	method	NOUN
ajst-29851	52	21	,	,	PUNCT
ajst-29851	52	22	and	and	CCONJ
ajst-29851	52	23	the	the	DET
ajst-29851	52	24	development	development	NOUN
ajst-29851	52	25	of	of	ADP
ajst-29851	52	26	the	the	DET
ajst-29851	52	27	cnn	cnn	PROPN
ajst-29851	52	28	-	-	PUNCT
ajst-29851	52	29	bilstm	bilstm	NOUN
ajst-29851	52	30	-	-	PUNCT
ajst-29851	52	31	based	base	VERB
ajst-29851	52	32	gear	gear	NOUN
ajst-29851	52	33	deviation	deviation	NOUN
ajst-29851	52	34	prediction	prediction	NOUN
ajst-29851	52	35	model	model	NOUN
ajst-29851	52	36	.	.	PUNCT
ajst-29851	53	1	section	section	NOUN
ajst-29851	53	2	3	3	NUM
ajst-29851	53	3	presents	present	VERB
ajst-29851	53	4	a	a	DET
ajst-29851	53	5	detailed	detailed	ADJ
ajst-29851	53	6	description	description	NOUN
ajst-29851	53	7	of	of	ADP
ajst-29851	53	8	the	the	DET
ajst-29851	53	9	hobbing	hobbing	NOUN
ajst-29851	53	10	experiment	experiment	NOUN
ajst-29851	53	11	.	.	PUNCT
ajst-29851	54	1	section	section	NOUN
ajst-29851	54	2	4	4	NUM
ajst-29851	54	3	reports	report	VERB
ajst-29851	54	4	the	the	DET
ajst-29851	54	5	prediction	prediction	NOUN
ajst-29851	54	6	results	result	VERB
ajst-29851	54	7	and	and	CCONJ
ajst-29851	54	8	compares	compare	VERB
ajst-29851	54	9	them	they	PRON
ajst-29851	54	10	with	with	ADP
ajst-29851	54	11	other	other	ADJ
ajst-29851	54	12	commonly	commonly	ADV
ajst-29851	54	13	used	use	VERB
ajst-29851	54	14	datadriven	datadriven	ADJ
ajst-29851	54	15	methods	method	NOUN
ajst-29851	54	16	.	.	PUNCT
ajst-29851	55	1	section	section	NOUN
ajst-29851	55	2	5	5	NUM
ajst-29851	55	3	concludes	conclude	VERB
ajst-29851	55	4	our	our	PRON
ajst-29851	55	5	study	study	NOUN
ajst-29851	55	6	and	and	CCONJ
ajst-29851	55	7	discusses	discuss	VERB
ajst-29851	55	8	potential	potential	ADJ
ajst-29851	55	9	future	future	ADJ
ajst-29851	55	10	research	research	NOUN
ajst-29851	55	11	directions	direction	NOUN
ajst-29851	55	12	.	.	PUNCT
ajst-29851	56	1	2	2	X
ajst-29851	56	2	.	.	X
ajst-29851	56	3	research	research	NOUN
ajst-29851	56	4	methods	method	NOUN
ajst-29851	56	5	dry	dry	ADJ
ajst-29851	56	6	hobbing	hobbing	NOUN
ajst-29851	56	7	is	be	AUX
ajst-29851	56	8	widely	widely	ADV
ajst-29851	56	9	employed	employ	VERB
ajst-29851	56	10	for	for	ADP
ajst-29851	56	11	the	the	DET
ajst-29851	56	12	tooth	tooth	NOUN
ajst-29851	56	13	shaping	shaping	NOUN
ajst-29851	56	14	of	of	ADP
ajst-29851	56	15	external	external	ADJ
ajst-29851	56	16	cylindrical	cylindrical	ADJ
ajst-29851	56	17	gears	gear	NOUN
ajst-29851	56	18	with	with	ADP
ajst-29851	56	19	high	high	ADJ
ajst-29851	56	20	efficiency	efficiency	NOUN
ajst-29851	56	21	,	,	PUNCT
ajst-29851	56	22	low	low	ADJ
ajst-29851	56	23	machining	machining	NOUN
ajst-29851	56	24	cost	cost	NOUN
ajst-29851	56	25	,	,	PUNCT
ajst-29851	56	26	and	and	CCONJ
ajst-29851	56	27	environmentally	environmentally	ADV
ajst-29851	56	28	friendliness	friendliness	ADJ
ajst-29851	56	29	.	.	PUNCT
ajst-29851	57	1	in	in	ADP
ajst-29851	57	2	the	the	DET
ajst-29851	57	3	dry	dry	ADJ
ajst-29851	57	4	hobbing	hobbing	NOUN
ajst-29851	57	5	process	process	NOUN
ajst-29851	57	6	,	,	PUNCT
ajst-29851	57	7	the	the	DET
ajst-29851	57	8	hob	hob	NOUN
ajst-29851	57	9	is	be	AUX
ajst-29851	57	10	meshed	mesh	VERB
ajst-29851	57	11	with	with	ADP
ajst-29851	57	12	the	the	DET
ajst-29851	57	13	gear	gear	NOUN
ajst-29851	57	14	workpiece	workpiece	NOUN
ajst-29851	57	15	in	in	ADP
ajst-29851	57	16	crossed	cross	VERB
ajst-29851	57	17	axis	axis	NOUN
ajst-29851	57	18	in	in	ADP
ajst-29851	57	19	a	a	DET
ajst-29851	57	20	way	way	NOUN
ajst-29851	57	21	similar	similar	ADJ
ajst-29851	57	22	to	to	ADP
ajst-29851	57	23	a	a	DET
ajst-29851	57	24	pair	pair	NOUN
ajst-29851	57	25	of	of	ADP
ajst-29851	57	26	worm	worm	NOUN
ajst-29851	57	27	and	and	CCONJ
ajst-29851	57	28	gear	gear	NOUN
ajst-29851	57	29	set	set	NOUN
ajst-29851	57	30	,	,	PUNCT
ajst-29851	57	31	as	as	SCONJ
ajst-29851	57	32	shown	show	VERB
ajst-29851	57	33	in	in	ADP
ajst-29851	57	34	figure	figure	NOUN
ajst-29851	57	35	.	.	PUNCT
ajst-29851	58	1	the	the	DET
ajst-29851	58	2	gear	gear	NOUN
ajst-29851	58	3	workpiece	workpiece	NOUN
ajst-29851	58	4	rotates	rotate	VERB
ajst-29851	58	5	synchronously	synchronously	ADV
ajst-29851	58	6	with	with	ADP
ajst-29851	58	7	the	the	DET
ajst-29851	58	8	hob	hob	NOUN
ajst-29851	58	9	rotation	rotation	NOUN
ajst-29851	58	10	in	in	ADP
ajst-29851	58	11	accordance	accordance	NOUN
ajst-29851	58	12	with	with	ADP
ajst-29851	58	13	the	the	DET
ajst-29851	58	14	strict	strict	ADJ
ajst-29851	58	15	transmission	transmission	NOUN
ajst-29851	58	16	ratio	ratio	NOUN
ajst-29851	58	17	to	to	PART
ajst-29851	58	18	form	form	VERB
ajst-29851	58	19	the	the	DET
ajst-29851	58	20	involute	involute	ADJ
ajst-29851	58	21	tooth	tooth	NOUN
ajst-29851	58	22	profile	profile	NOUN
ajst-29851	58	23	.	.	PUNCT
ajst-29851	59	1	simultaneously	simultaneously	ADV
ajst-29851	59	2	,	,	PUNCT
ajst-29851	59	3	the	the	DET
ajst-29851	59	4	hob	hob	NOUN
ajst-29851	59	5	feeds	feed	VERB
ajst-29851	59	6	in	in	ADP
ajst-29851	59	7	the	the	DET
ajst-29851	59	8	workpiece	workpiece	NOUN
ajst-29851	59	9	axial	axial	ADJ
ajst-29851	59	10	direction	direction	NOUN
ajst-29851	59	11	to	to	PART
ajst-29851	59	12	generate	generate	VERB
ajst-29851	59	13	the	the	DET
ajst-29851	59	14	entire	entire	ADJ
ajst-29851	59	15	tooth	tooth	NOUN
ajst-29851	59	16	profile	profile	NOUN
ajst-29851	59	17	with	with	ADP
ajst-29851	59	18	the	the	DET
ajst-29851	59	19	workpiece	workpiece	NOUN
ajst-29851	59	20	width	width	NOUN
ajst-29851	59	21	.	.	PUNCT
ajst-29851	60	1	hob	hob	NOUN
ajst-29851	60	2	workpiece	workpiece	NOUN
ajst-29851	60	3	hob	hob	NOUN
ajst-29851	60	4	feed	feed	NOUN
ajst-29851	60	5	(	(	PUNCT
ajst-29851	60	6	fa	fa	NOUN
ajst-29851	60	7	)	)	PUNCT
ajst-29851	60	8	nw	nw	PROPN
ajst-29851	60	9	nh	nh	PROPN
ajst-29851	60	10	figure	figure	NOUN
ajst-29851	60	11	1	1	NUM
ajst-29851	60	12	.	.	PUNCT
ajst-29851	60	13	kinematic	kinematic	ADJ
ajst-29851	60	14	relationship	relationship	NOUN
ajst-29851	60	15	of	of	ADP
ajst-29851	60	16	hobbing	hobbing	PROPN
ajst-29851	60	17	theoretically	theoretically	ADV
ajst-29851	60	18	,	,	PUNCT
ajst-29851	60	19	due	due	ADP
ajst-29851	60	20	to	to	ADP
ajst-29851	60	21	the	the	DET
ajst-29851	60	22	kinematic	kinematic	ADJ
ajst-29851	60	23	coupling	coupling	NOUN
ajst-29851	60	24	of	of	ADP
ajst-29851	60	25	the	the	DET
ajst-29851	60	26	hob	hob	NOUN
ajst-29851	60	27	and	and	CCONJ
ajst-29851	60	28	workpiece	workpiece	NOUN
ajst-29851	60	29	,	,	PUNCT
ajst-29851	60	30	feed	feed	NOUN
ajst-29851	60	31	marks	mark	NOUN
ajst-29851	60	32	and	and	CCONJ
ajst-29851	60	33	generated	generate	VERB
ajst-29851	60	34	cuts	cut	NOUN
ajst-29851	60	35	,	,	PUNCT
ajst-29851	60	36	collectively	collectively	ADV
ajst-29851	60	37	known	know	VERB
ajst-29851	60	38	as	as	ADP
ajst-29851	60	39	envelope	envelope	NOUN
ajst-29851	60	40	error	error	NOUN
ajst-29851	60	41	at	at	ADP
ajst-29851	60	42	the	the	DET
ajst-29851	60	43	tooth	tooth	NOUN
ajst-29851	60	44	flank	flank	NOUN
ajst-29851	60	45	,	,	PUNCT
ajst-29851	60	46	are	be	AUX
ajst-29851	60	47	inevitably	inevitably	ADV
ajst-29851	60	48	resulted	result	VERB
ajst-29851	60	49	,	,	PUNCT
ajst-29851	60	50	the	the	DET
ajst-29851	60	51	envelope	envelope	NOUN
ajst-29851	60	52	error	error	NOUN
ajst-29851	60	53	mostly	mostly	ADV
ajst-29851	60	54	depend	depend	VERB
ajst-29851	60	55	on	on	ADP
ajst-29851	60	56	the	the	DET
ajst-29851	60	57	hob	hob	NOUN
ajst-29851	60	58	feed	feed	NOUN
ajst-29851	60	59	rate	rate	NOUN
ajst-29851	60	60	,	,	PUNCT
ajst-29851	60	61	hob	hob	NOUN
ajst-29851	60	62	diameter	diameter	NOUN
ajst-29851	60	63	,	,	PUNCT
ajst-29851	60	64	and	and	CCONJ
ajst-29851	60	65	the	the	DET
ajst-29851	60	66	number	number	NOUN
ajst-29851	60	67	of	of	ADP
ajst-29851	60	68	hob	hob	NOUN
ajst-29851	60	69	flutes	flute	NOUN
ajst-29851	60	70	and	and	CCONJ
ajst-29851	60	71	threads	thread	NOUN
ajst-29851	60	72	[	[	X
ajst-29851	60	73	13	13	NUM
ajst-29851	60	74	]	]	PUNCT
ajst-29851	60	75	,	,	PUNCT
ajst-29851	60	76	which	which	PRON
ajst-29851	60	77	do	do	AUX
ajst-29851	60	78	not	not	PART
ajst-29851	60	79	need	need	VERB
ajst-29851	60	80	to	to	PART
ajst-29851	60	81	be	be	AUX
ajst-29851	60	82	considered	consider	VERB
ajst-29851	60	83	in	in	ADP
ajst-29851	60	84	the	the	DET
ajst-29851	60	85	standard	standard	ADJ
ajst-29851	60	86	gear	gear	NOUN
ajst-29851	60	87	inspection	inspection	NOUN
ajst-29851	60	88	procedure	procedure	NOUN
ajst-29851	60	89	.	.	PUNCT
ajst-29851	61	1	cumulative	cumulative	ADJ
ajst-29851	61	2	pitch	pitch	NOUN
ajst-29851	61	3	deviation	deviation	NOUN
ajst-29851	61	4	(	(	PUNCT
ajst-29851	61	5	fp	fp	NOUN
ajst-29851	61	6	)	)	PUNCT
ajst-29851	61	7	,	,	PUNCT
ajst-29851	61	8	and	and	CCONJ
ajst-29851	61	9	radial	radial	ADJ
ajst-29851	61	10	runout	runout	NOUN
ajst-29851	61	11	(	(	PUNCT
ajst-29851	61	12	fr	fr	PROPN
ajst-29851	61	13	)	)	PUNCT
ajst-29851	61	14	,	,	PUNCT
ajst-29851	61	15	are	be	AUX
ajst-29851	61	16	adopted	adopt	VERB
ajst-29851	61	17	as	as	ADP
ajst-29851	61	18	the	the	DET
ajst-29851	61	19	key	key	ADJ
ajst-29851	61	20	deviation	deviation	NOUN
ajst-29851	61	21	indicators	indicator	NOUN
ajst-29851	61	22	to	to	PART
ajst-29851	61	23	assess	assess	VERB
ajst-29851	61	24	the	the	DET
ajst-29851	61	25	geometrical	geometrical	ADJ
ajst-29851	61	26	accuracy	accuracy	NOUN
ajst-29851	61	27	of	of	ADP
ajst-29851	61	28	the	the	DET
ajst-29851	61	29	hobbed	hob	VERB
ajst-29851	61	30	gear	gear	NOUN
ajst-29851	61	31	.	.	PUNCT
ajst-29851	62	1	according	accord	VERB
ajst-29851	62	2	to	to	ADP
ajst-29851	62	3	the	the	DET
ajst-29851	62	4	short	short	ADJ
ajst-29851	62	5	-	-	PUNCT
ajst-29851	62	6	period	period	NOUN
ajst-29851	62	7	and	and	CCONJ
ajst-29851	62	8	long	long	ADJ
ajst-29851	62	9	-	-	PUNCT
ajst-29851	62	10	period	period	NOUN
ajst-29851	62	11	properties	property	NOUN
ajst-29851	62	12	of	of	ADP
ajst-29851	62	13	gear	gear	NOUN
ajst-29851	62	14	deviation	deviation	NOUN
ajst-29851	62	15	items	item	NOUN
ajst-29851	62	16	,	,	PUNCT
ajst-29851	62	17	analyzing	analyze	VERB
ajst-29851	62	18	time	time	NOUN
ajst-29851	62	19	-	-	PUNCT
ajst-29851	62	20	series	series	NOUN
ajst-29851	62	21	vibrations	vibration	NOUN
ajst-29851	62	22	is	be	AUX
ajst-29851	62	23	more	more	ADV
ajst-29851	62	24	effective	effective	ADJ
ajst-29851	62	25	for	for	ADP
ajst-29851	62	26	the	the	DET
ajst-29851	62	27	gear	gear	NOUN
ajst-29851	62	28	deviation	deviation	NOUN
ajst-29851	62	29	prediction	prediction	NOUN
ajst-29851	62	30	.	.	PUNCT
ajst-29851	63	1	the	the	DET
ajst-29851	63	2	variations	variation	NOUN
ajst-29851	63	3	in	in	ADP
ajst-29851	63	4	the	the	DET
ajst-29851	63	5	hobbing	hobbing	NOUN
ajst-29851	63	6	parameters	parameter	NOUN
ajst-29851	63	7	,	,	PUNCT
ajst-29851	63	8	such	such	ADJ
ajst-29851	63	9	as	as	ADP
ajst-29851	63	10	the	the	DET
ajst-29851	63	11	hob	hob	NOUN
ajst-29851	63	12	rotation	rotation	NOUN
ajst-29851	63	13	speed	speed	NOUN
ajst-29851	63	14	and	and	CCONJ
ajst-29851	63	15	feed	feed	NOUN
ajst-29851	63	16	rate	rate	NOUN
ajst-29851	63	17	,	,	PUNCT
ajst-29851	63	18	will	will	AUX
ajst-29851	63	19	change	change	VERB
ajst-29851	63	20	the	the	DET
ajst-29851	63	21	cutting	cut	VERB
ajst-29851	63	22	forces	force	NOUN
ajst-29851	63	23	,	,	PUNCT
ajst-29851	63	24	and	and	CCONJ
ajst-29851	63	25	these	these	PRON
ajst-29851	63	26	have	have	VERB
ajst-29851	63	27	a	a	DET
ajst-29851	63	28	direct	direct	ADJ
ajst-29851	63	29	impact	impact	NOUN
ajst-29851	63	30	on	on	ADP
ajst-29851	63	31	gear	gear	NOUN
ajst-29851	63	32	deviations	deviation	NOUN
ajst-29851	63	33	.	.	PUNCT
ajst-29851	64	1	thus	thus	ADV
ajst-29851	64	2	,	,	PUNCT
ajst-29851	64	3	real	real	ADJ
ajst-29851	64	4	-	-	PUNCT
ajst-29851	64	5	time	time	NOUN
ajst-29851	64	6	monitored	monitor	VERB
ajst-29851	64	7	vibration	vibration	NOUN
ajst-29851	64	8	data	datum	NOUN
ajst-29851	64	9	and	and	CCONJ
ajst-29851	64	10	hobbing	hobbing	NOUN
ajst-29851	64	11	process	process	NOUN
ajst-29851	64	12	parameters	parameter	NOUN
ajst-29851	64	13	should	should	AUX
ajst-29851	64	14	be	be	AUX
ajst-29851	64	15	simultaneously	simultaneously	ADV
ajst-29851	64	16	adopted	adopt	VERB
ajst-29851	64	17	to	to	PART
ajst-29851	64	18	effectively	effectively	ADV
ajst-29851	64	19	estimate	estimate	VERB
ajst-29851	64	20	gear	gear	NOUN
ajst-29851	64	21	deviations	deviation	NOUN
ajst-29851	64	22	in	in	ADP
ajst-29851	64	23	the	the	DET
ajst-29851	64	24	dry	dry	ADJ
ajst-29851	64	25	hobbing	hobbing	NOUN
ajst-29851	64	26	process	process	NOUN
ajst-29851	64	27	.	.	PUNCT
ajst-29851	65	1	the	the	DET
ajst-29851	65	2	prior	prior	ADJ
ajst-29851	65	3	knowledge	knowledge	NOUN
ajst-29851	65	4	of	of	ADP
ajst-29851	65	5	machining	machine	VERB
ajst-29851	65	6	information	information	NOUN
ajst-29851	65	7	of	of	ADP
ajst-29851	65	8	hobbing	hobbing	NOUN
ajst-29851	65	9	parameters	parameter	NOUN
ajst-29851	65	10	can	can	AUX
ajst-29851	65	11	help	help	VERB
ajst-29851	65	12	to	to	PART
ajst-29851	65	13	improve	improve	VERB
ajst-29851	65	14	the	the	DET
ajst-29851	65	15	prediction	prediction	NOUN
ajst-29851	65	16	accuracy	accuracy	NOUN
ajst-29851	65	17	and	and	CCONJ
ajst-29851	65	18	generalization	generalization	NOUN
ajst-29851	65	19	ability	ability	NOUN
ajst-29851	65	20	of	of	ADP
ajst-29851	65	21	the	the	DET
ajst-29851	65	22	data	data	NOUN
ajst-29851	65	23	-	-	PUNCT
ajst-29851	65	24	driven	drive	VERB
ajst-29851	65	25	models	model	NOUN
ajst-29851	65	26	.	.	PUNCT
ajst-29851	66	1	after	after	ADP
ajst-29851	66	2	determining	determine	VERB
ajst-29851	66	3	the	the	DET
ajst-29851	66	4	design	design	NOUN
ajst-29851	66	5	parameters	parameter	NOUN
ajst-29851	66	6	of	of	ADP
ajst-29851	66	7	hob	hob	NOUN
ajst-29851	66	8	and	and	CCONJ
ajst-29851	66	9	gear	gear	NOUN
ajst-29851	66	10	processing	processing	NOUN
ajst-29851	66	11	,	,	PUNCT
ajst-29851	66	12	the	the	DET
ajst-29851	66	13	static	static	ADJ
ajst-29851	66	14	processing	processing	NOUN
ajst-29851	66	15	parameters	parameter	NOUN
ajst-29851	66	16	to	to	PART
ajst-29851	66	17	be	be	AUX
ajst-29851	66	18	adjusted	adjust	VERB
ajst-29851	66	19	by	by	ADP
ajst-29851	66	20	gear	gear	NOUN
ajst-29851	66	21	hobbing	hobbing	NOUN
ajst-29851	66	22	machine	machine	NOUN
ajst-29851	66	23	include	include	VERB
ajst-29851	66	24	:	:	PUNCT
ajst-29851	66	25	fa	fa	INTJ
ajst-29851	66	26	(	(	PUNCT
ajst-29851	66	27	feed	feed	NOUN
ajst-29851	66	28	rate	rate	NOUN
ajst-29851	66	29	)	)	PUNCT
ajst-29851	66	30	and	and	CCONJ
ajst-29851	66	31	s	s	PROPN
ajst-29851	66	32	(	(	PUNCT
ajst-29851	66	33	speed	speed	NOUN
ajst-29851	66	34	)	)	PUNCT
ajst-29851	66	35	.	.	PUNCT
ajst-29851	67	1	the	the	DET
ajst-29851	67	2	monitored	monitor	VERB
ajst-29851	67	3	cutting	cutting	NOUN
ajst-29851	67	4	vibrations	vibration	NOUN
ajst-29851	67	5	,	,	PUNCT
ajst-29851	67	6	resulting	result	VERB
ajst-29851	67	7	from	from	ADP
ajst-29851	67	8	nonlinear	nonlinear	ADJ
ajst-29851	67	9	cutting	cut	VERB
ajst-29851	67	10	forces	force	NOUN
ajst-29851	67	11	and	and	CCONJ
ajst-29851	67	12	machine	machine	NOUN
ajst-29851	67	13	tool	tool	NOUN
ajst-29851	67	14	dynamics	dynamic	NOUN
ajst-29851	67	15	,	,	PUNCT
ajst-29851	67	16	are	be	AUX
ajst-29851	67	17	closely	closely	ADV
ajst-29851	67	18	related	relate	VERB
ajst-29851	67	19	to	to	PART
ajst-29851	67	20	gear	gear	VERB
ajst-29851	67	21	geometrical	geometrical	ADJ
ajst-29851	67	22	deviations	deviation	NOUN
ajst-29851	67	23	.	.	PUNCT
ajst-29851	68	1	however	however	ADV
ajst-29851	68	2	,	,	PUNCT
ajst-29851	68	3	vibration	vibration	NOUN
ajst-29851	68	4	signals	signal	NOUN
ajst-29851	68	5	are	be	AUX
ajst-29851	68	6	often	often	ADV
ajst-29851	68	7	contaminated	contaminate	VERB
ajst-29851	68	8	by	by	ADP
ajst-29851	68	9	industrial	industrial	ADJ
ajst-29851	68	10	noise	noise	NOUN
ajst-29851	68	11	and	and	CCONJ
ajst-29851	68	12	exhibit	exhibit	VERB
ajst-29851	68	13	varying	vary	VERB
ajst-29851	68	14	data	datum	NOUN
ajst-29851	68	15	lengths	length	NOUN
ajst-29851	68	16	under	under	ADP
ajst-29851	68	17	different	different	ADJ
ajst-29851	68	18	hobbing	hobbing	NOUN
ajst-29851	68	19	parameters	parameter	NOUN
ajst-29851	68	20	.	.	PUNCT
ajst-29851	69	1	thus	thus	ADV
ajst-29851	69	2	,	,	PUNCT
ajst-29851	69	3	denoising	denoising	NOUN
ajst-29851	69	4	and	and	CCONJ
ajst-29851	69	5	temporal	temporal	ADJ
ajst-29851	69	6	alignment	alignment	NOUN
ajst-29851	69	7	of	of	ADP
ajst-29851	69	8	vibration	vibration	NOUN
ajst-29851	69	9	signals	signal	NOUN
ajst-29851	69	10	are	be	AUX
ajst-29851	69	11	crucial	crucial	ADJ
ajst-29851	69	12	for	for	ADP
ajst-29851	69	13	accurate	accurate	ADJ
ajst-29851	69	14	dynamic	dynamic	ADJ
ajst-29851	69	15	feature	feature	NOUN
ajst-29851	69	16	extraction	extraction	NOUN
ajst-29851	69	17	,	,	PUNCT
ajst-29851	69	18	as	as	SCONJ
ajst-29851	69	19	shown	show	VERB
ajst-29851	69	20	in	in	ADP
ajst-29851	69	21	figure	figure	NOUN
ajst-29851	69	22	.	.	PUNCT
ajst-29851	70	1	0	0	NUM
ajst-29851	71	1	5	5	NUM
ajst-29851	71	2	10	10	NUM
ajst-29851	71	3	15	15	NUM
ajst-29851	71	4	20	20	NUM
ajst-29851	71	5	25	25	NUM
ajst-29851	71	6	30	30	NUM
ajst-29851	71	7	35	35	NUM
ajst-29851	71	8	40	40	NUM
ajst-29851	71	9	-1.0	-1.0	PROPN
ajst-29851	71	10	-0.5	-0.5	PROPN
ajst-29851	71	11	0.0	0.0	NUM
ajst-29851	71	12	0.5	0.5	NUM
ajst-29851	71	13	1.0	1.0	NUM
ajst-29851	71	14	x	x	SYM
ajst-29851	71	15	y	y	PROPN
ajst-29851	71	16	z	z	PROPN
ajst-29851	71	17	a	a	DET
ajst-29851	71	18	m	m	VERB
ajst-29851	71	19	pl	pl	PROPN
ajst-29851	71	20	itu	itu	PROPN
ajst-29851	71	21	de	de	PROPN
ajst-29851	71	22	chan	chan	PROPN
ajst-29851	71	23	nel	nel	PROPN
ajst-29851	71	24	time	time	NOUN
ajst-29851	71	25	figure	figure	NOUN
ajst-29851	71	26	2	2	NUM
ajst-29851	71	27	.	.	PUNCT
ajst-29851	72	1	the	the	DET
ajst-29851	72	2	vibration	vibration	NOUN
ajst-29851	72	3	signal	signal	NOUN
ajst-29851	72	4	.	.	PUNCT
ajst-29851	73	1	19	19	NUM
ajst-29851	73	2	compared	compare	VERB
ajst-29851	73	3	to	to	PART
ajst-29851	73	4	directly	directly	ADV
ajst-29851	73	5	acquired	acquire	VERB
ajst-29851	73	6	raw	raw	ADJ
ajst-29851	73	7	vibration	vibration	NOUN
ajst-29851	73	8	signals	signal	NOUN
ajst-29851	73	9	,	,	PUNCT
ajst-29851	73	10	extracted	extract	VERB
ajst-29851	73	11	dynamic	dynamic	ADJ
ajst-29851	73	12	features	feature	NOUN
ajst-29851	73	13	reveal	reveal	VERB
ajst-29851	73	14	intrinsic	intrinsic	ADJ
ajst-29851	73	15	patterns	pattern	NOUN
ajst-29851	73	16	and	and	CCONJ
ajst-29851	73	17	characteristics	characteristic	NOUN
ajst-29851	73	18	from	from	ADP
ajst-29851	73	19	multiple	multiple	ADJ
ajst-29851	73	20	dimensions	dimension	NOUN
ajst-29851	73	21	.	.	PUNCT
ajst-29851	74	1	integrating	integrate	VERB
ajst-29851	74	2	this	this	DET
ajst-29851	74	3	information	information	NOUN
ajst-29851	74	4	significantly	significantly	ADV
ajst-29851	74	5	enhances	enhance	VERB
ajst-29851	74	6	the	the	DET
ajst-29851	74	7	model	model	NOUN
ajst-29851	74	8	’s	’s	PART
ajst-29851	74	9	ability	ability	NOUN
ajst-29851	74	10	to	to	PART
ajst-29851	74	11	recognize	recognize	VERB
ajst-29851	74	12	complex	complex	ADJ
ajst-29851	74	13	patterns	pattern	NOUN
ajst-29851	74	14	,	,	PUNCT
ajst-29851	74	15	thereby	thereby	ADV
ajst-29851	74	16	accurately	accurately	ADV
ajst-29851	74	17	mapping	mapping	NOUN
ajst-29851	74	18	gear	gear	NOUN
ajst-29851	74	19	deviations	deviation	NOUN
ajst-29851	74	20	to	to	ADP
ajst-29851	74	21	vibration	vibration	NOUN
ajst-29851	74	22	signals	signal	NOUN
ajst-29851	74	23	in	in	ADP
ajst-29851	74	24	a	a	DET
ajst-29851	74	25	high	high	ADJ
ajst-29851	74	26	-	-	PUNCT
ajst-29851	74	27	dimensional	dimensional	ADJ
ajst-29851	74	28	space	space	NOUN
ajst-29851	74	29	.	.	PUNCT
ajst-29851	75	1	specifically	specifically	ADV
ajst-29851	75	2	,	,	PUNCT
ajst-29851	75	3	time	time	NOUN
ajst-29851	75	4	-	-	PUNCT
ajst-29851	75	5	domain	domain	NOUN
ajst-29851	75	6	features	feature	NOUN
ajst-29851	75	7	intuitively	intuitively	ADV
ajst-29851	75	8	reflect	reflect	VERB
ajst-29851	75	9	the	the	DET
ajst-29851	75	10	temporal	temporal	ADJ
ajst-29851	75	11	evolution	evolution	NOUN
ajst-29851	75	12	of	of	ADP
ajst-29851	75	13	vibration	vibration	NOUN
ajst-29851	75	14	signals	signal	NOUN
ajst-29851	75	15	,	,	PUNCT
ajst-29851	75	16	while	while	SCONJ
ajst-29851	75	17	frequencydomain	frequencydomain	ADJ
ajst-29851	75	18	features	feature	NOUN
ajst-29851	75	19	reveal	reveal	VERB
ajst-29851	75	20	the	the	DET
ajst-29851	75	21	distribution	distribution	NOUN
ajst-29851	75	22	of	of	ADP
ajst-29851	75	23	different	different	ADJ
ajst-29851	75	24	frequency	frequency	NOUN
ajst-29851	75	25	components	component	NOUN
ajst-29851	75	26	.	.	PUNCT
ajst-29851	76	1	the	the	DET
ajst-29851	76	2	selected	select	VERB
ajst-29851	76	3	features	feature	NOUN
ajst-29851	76	4	are	be	AUX
ajst-29851	76	5	shown	show	VERB
ajst-29851	76	6	in	in	ADP
ajst-29851	76	7	table.to	table.to	PRON
ajst-29851	76	8	effectively	effectively	ADV
ajst-29851	76	9	reduce	reduce	VERB
ajst-29851	76	10	noise	noise	NOUN
ajst-29851	76	11	interference	interference	NOUN
ajst-29851	76	12	,	,	PUNCT
ajst-29851	76	13	this	this	DET
ajst-29851	76	14	study	study	NOUN
ajst-29851	76	15	employs	employ	VERB
ajst-29851	76	16	a	a	DET
ajst-29851	76	17	denoising	denoising	NOUN
ajst-29851	76	18	method	method	NOUN
ajst-29851	76	19	combining	combine	VERB
ajst-29851	76	20	improved	improve	VERB
ajst-29851	76	21	complete	complete	ADJ
ajst-29851	76	22	ensemble	ensemble	ADJ
ajst-29851	76	23	empirical	empirical	ADJ
ajst-29851	76	24	mode	mode	NOUN
ajst-29851	76	25	decomposition	decomposition	NOUN
ajst-29851	76	26	with	with	ADP
ajst-29851	76	27	adaptive	adaptive	ADJ
ajst-29851	76	28	noise	noise	NOUN
ajst-29851	76	29	(	(	PUNCT
ajst-29851	76	30	iceemdan	iceemdan	PROPN
ajst-29851	76	31	)	)	PUNCT
ajst-29851	76	32	and	and	CCONJ
ajst-29851	76	33	power	power	NOUN
ajst-29851	76	34	spectrum	spectrum	NOUN
ajst-29851	76	35	analysis	analysis	NOUN
ajst-29851	76	36	,	,	PUNCT
ajst-29851	76	37	ensuring	ensure	VERB
ajst-29851	76	38	signal	signal	ADJ
ajst-29851	76	39	purity	purity	NOUN
ajst-29851	76	40	and	and	CCONJ
ajst-29851	76	41	the	the	DET
ajst-29851	76	42	reliability	reliability	NOUN
ajst-29851	76	43	of	of	ADP
ajst-29851	76	44	analytical	analytical	ADJ
ajst-29851	76	45	results	result	NOUN
ajst-29851	76	46	.	.	PUNCT
ajst-29851	77	1	additionally	additionally	ADV
ajst-29851	77	2	,	,	PUNCT
ajst-29851	77	3	to	to	PART
ajst-29851	77	4	prevent	prevent	VERB
ajst-29851	77	5	feature	feature	NOUN
ajst-29851	77	6	degradation	degradation	NOUN
ajst-29851	77	7	due	due	ADP
ajst-29851	77	8	to	to	ADP
ajst-29851	77	9	long	long	ADJ
ajst-29851	77	10	-	-	PUNCT
ajst-29851	77	11	term	term	NOUN
ajst-29851	77	12	signal	signal	NOUN
ajst-29851	77	13	variations	variation	NOUN
ajst-29851	77	14	,	,	PUNCT
ajst-29851	77	15	the	the	DET
ajst-29851	77	16	signal	signal	NOUN
ajst-29851	77	17	is	be	AUX
ajst-29851	77	18	segmented	segment	VERB
ajst-29851	77	19	into	into	ADP
ajst-29851	77	20	fixed	fix	VERB
ajst-29851	77	21	-	-	PUNCT
ajst-29851	77	22	length	length	NOUN
ajst-29851	77	23	segments	segment	NOUN
ajst-29851	77	24	(	(	PUNCT
ajst-29851	77	25	1024	1024	NUM
ajst-29851	77	26	points	point	NOUN
ajst-29851	77	27	)	)	PUNCT
ajst-29851	77	28	to	to	PART
ajst-29851	77	29	capture	capture	VERB
ajst-29851	77	30	local	local	ADJ
ajst-29851	77	31	variation	variation	NOUN
ajst-29851	77	32	patterns	pattern	NOUN
ajst-29851	77	33	.	.	PUNCT
ajst-29851	78	1	ultimately	ultimately	ADV
ajst-29851	78	2	,	,	PUNCT
ajst-29851	78	3	the	the	DET
ajst-29851	78	4	extracted	extract	VERB
ajst-29851	78	5	machining	machining	NOUN
ajst-29851	78	6	features	feature	NOUN
ajst-29851	78	7	consist	consist	VERB
ajst-29851	78	8	of	of	ADP
ajst-29851	78	9	static	static	ADJ
ajst-29851	78	10	features	feature	NOUN
ajst-29851	78	11	representing	represent	VERB
ajst-29851	78	12	machining	machining	NOUN
ajst-29851	78	13	parameters	parameter	NOUN
ajst-29851	78	14	and	and	CCONJ
ajst-29851	78	15	dynamic	dynamic	ADJ
ajst-29851	78	16	features	feature	NOUN
ajst-29851	78	17	characterizing	characterize	VERB
ajst-29851	78	18	cutting	cutting	NOUN
ajst-29851	78	19	vibrations	vibration	NOUN
ajst-29851	78	20	.	.	PUNCT
ajst-29851	79	1	to	to	PART
ajst-29851	79	2	structurally	structurally	ADV
ajst-29851	79	3	represent	represent	VERB
ajst-29851	79	4	hobbing	hobbing	NOUN
ajst-29851	79	5	features	feature	NOUN
ajst-29851	79	6	,	,	PUNCT
ajst-29851	79	7	the	the	DET
ajst-29851	79	8	extracted	extract	VERB
ajst-29851	79	9	features	feature	NOUN
ajst-29851	79	10	are	be	AUX
ajst-29851	79	11	arranged	arrange	VERB
ajst-29851	79	12	in	in	ADP
ajst-29851	79	13	vector	vector	NOUN
ajst-29851	79	14	form	form	NOUN
ajst-29851	79	15	,	,	PUNCT
ajst-29851	79	16	as	as	SCONJ
ajst-29851	79	17	shown	show	VERB
ajst-29851	79	18	in	in	ADP
ajst-29851	79	19	formula	formula	NOUN
ajst-29851	79	20	(	(	PUNCT
ajst-29851	79	21	1	1	NUM
ajst-29851	79	22	):	):	SYM
ajst-29851	79	23	1	1	NUM
ajst-29851	79	24	,	,	PUNCT
ajst-29851	79	25	(	(	PUNCT
ajst-29851	79	26	,	,	PUNCT
ajst-29851	79	27	)	)	PUNCT
ajst-29851	79	28	,	,	PUNCT
ajst-29851	79	29	(	(	PUNCT
ajst-29851	79	30	,	,	PUNCT
ajst-29851	79	31	fa	fa	PROPN
ajst-29851	79	32	s	s	PROPN
ajst-29851	79	33	t	t	PROPN
ajst-29851	79	34	f	f	PROPN
ajst-29851	79	35	st	st	PROPN
ajst-29851	79	36	st	st	PROPN
ajst-29851	80	1	dy	dy	PROPN
ajst-29851	80	2	dy	dy	NOUN
ajst-29851	80	3	i	i	PRON
ajst-29851	80	4	j	j	PROPN
ajst-29851	81	1	fa	fa	INTJ
ajst-29851	81	2	s	s	PROPN
ajst-29851	81	3	t	t	PROPN
ajst-29851	81	4	f	f	PROPN
ajst-29851	81	5	n	n	PROPN
ajst-29851	81	6	st	st	PROPN
ajst-29851	81	7	st	st	PROPN
ajst-29851	81	8	dy	dy	PROPN
ajst-29851	81	9	dy	dy	NOUN
ajst-29851	81	10			PROPN
ajst-29851	81	11			PROPN
ajst-29851	81	12			ADJ
ajst-29851	81	13			ADJ
ajst-29851	81	14			NOUN
ajst-29851	81	15			ADJ
ajst-29851	81	16			ADJ
ajst-29851	81	17			PROPN
ajst-29851	81	18			PROPN
ajst-29851	81	19			PROPN
ajst-29851	81	20			ADJ
ajst-29851	81	21			NOUN
ajst-29851	82	1			X
ajst-29851	82	2			NOUN
ajst-29851	82	3			PROPN
ajst-29851	82	4			NOUN
ajst-29851	82	5			PROPN
ajst-29851	82	6			PROPN
ajst-29851	82	7			PRON
ajst-29851	82	8			NOUN
ajst-29851	82	9			VERB
ajst-29851	82	10			ADJ
ajst-29851	82	11			NOUN
ajst-29851	82	12			NOUN
ajst-29851	82	13	，	，	NOUN
ajst-29851	82	14	，	，	PUNCT
ajst-29851	82	15	，	，	PUNCT
ajst-29851	82	16	，	，	PUNCT
ajst-29851	82	17	(	(	PUNCT
ajst-29851	82	18	1	1	X
ajst-29851	82	19	)	)	PUNCT
ajst-29851	82	20	here	here	ADV
ajst-29851	82	21	,	,	PUNCT
ajst-29851	82	22	i	i	PRON
ajst-29851	82	23	represents	represent	VERB
ajst-29851	82	24	the	the	DET
ajst-29851	82	25	gear	gear	NOUN
ajst-29851	82	26	sample	sample	NOUN
ajst-29851	82	27	,	,	PUNCT
ajst-29851	82	28	j	j	PROPN
ajst-29851	82	29	denotes	denote	VERB
ajst-29851	82	30	the	the	DET
ajst-29851	82	31	number	number	NOUN
ajst-29851	82	32	of	of	ADP
ajst-29851	82	33	sample	sample	NOUN
ajst-29851	82	34	segments	segment	NOUN
ajst-29851	82	35	,	,	PUNCT
ajst-29851	82	36	st	st	PROPN
ajst-29851	82	37	and	and	CCONJ
ajst-29851	82	38	dy	dy	NOUN
ajst-29851	82	39	correspond	correspond	NOUN
ajst-29851	82	40	to	to	ADP
ajst-29851	82	41	static	static	ADJ
ajst-29851	82	42	and	and	CCONJ
ajst-29851	82	43	dynamic	dynamic	ADJ
ajst-29851	82	44	features	feature	NOUN
ajst-29851	82	45	,	,	PUNCT
ajst-29851	82	46	respectively	respectively	ADV
ajst-29851	82	47	.	.	PUNCT
ajst-29851	83	1	fa	fa	INTJ
ajst-29851	83	2	and	and	CCONJ
ajst-29851	83	3	s	s	VERB
ajst-29851	83	4	indicate	indicate	VERB
ajst-29851	83	5	feed	feed	NOUN
ajst-29851	83	6	rate	rate	NOUN
ajst-29851	83	7	and	and	CCONJ
ajst-29851	83	8	spindle	spindle	NOUN
ajst-29851	83	9	speed	speed	NOUN
ajst-29851	83	10	,	,	PUNCT
ajst-29851	83	11	while	while	SCONJ
ajst-29851	83	12	t	t	PROPN
ajst-29851	83	13	and	and	CCONJ
ajst-29851	83	14	f	f	PROPN
ajst-29851	83	15	represent	represent	VERB
ajst-29851	83	16	time	time	NOUN
ajst-29851	83	17	-	-	PUNCT
ajst-29851	83	18	domain	domain	NOUN
ajst-29851	83	19	and	and	CCONJ
ajst-29851	83	20	frequencydomain	frequencydomain	ADJ
ajst-29851	83	21	features	feature	NOUN
ajst-29851	83	22	.	.	PUNCT
ajst-29851	84	1	n	n	PRON
ajst-29851	84	2	denotes	denote	VERB
ajst-29851	84	3	the	the	DET
ajst-29851	84	4	number	number	NOUN
ajst-29851	84	5	of	of	ADP
ajst-29851	84	6	data	datum	NOUN
ajst-29851	84	7	segments	segment	NOUN
ajst-29851	84	8	.	.	PUNCT
ajst-29851	85	1	table	table	NOUN
ajst-29851	85	2	1	1	NUM
ajst-29851	85	3	.	.	PUNCT
ajst-29851	86	1	the	the	DET
ajst-29851	86	2	selected	select	VERB
ajst-29851	86	3	features	feature	VERB
ajst-29851	86	4	static	static	ADJ
ajst-29851	86	5	fearture	fearture	NOUN
ajst-29851	86	6	dynamics	dynamic	NOUN
ajst-29851	86	7	fearture	fearture	NOUN
ajst-29851	86	8	fa	fa	PROPN
ajst-29851	86	9	mean	mean	NOUN
ajst-29851	86	10	shape	shape	NOUN
ajst-29851	86	11	factor	factor	NOUN
ajst-29851	86	12	s	s	PART
ajst-29851	86	13	std	std	NOUN
ajst-29851	86	14	crest	crest	NOUN
ajst-29851	86	15	factor	factor	NOUN
ajst-29851	86	16	var	var	PROPN
ajst-29851	86	17	skewness	skewness	PROPN
ajst-29851	86	18	peak	peak	NOUN
ajst-29851	86	19	kurtosis	kurtosis	VERB
ajst-29851	86	20	peak2peak	peak2peak	NOUN
ajst-29851	86	21	energy	energy	NOUN
ajst-29851	86	22	convolution	convolution	NOUN
ajst-29851	86	23	(	(	PUNCT
ajst-29851	86	24	conv	conv	ADJ
ajst-29851	86	25	)	)	PUNCT
ajst-29851	86	26	serves	serve	VERB
ajst-29851	86	27	as	as	ADP
ajst-29851	86	28	the	the	DET
ajst-29851	86	29	foundation	foundation	NOUN
ajst-29851	86	30	of	of	ADP
ajst-29851	86	31	the	the	DET
ajst-29851	86	32	cnn	cnn	PROPN
ajst-29851	86	33	architecture[16	architecture[16	PROPN
ajst-29851	86	34	]	]	PUNCT
ajst-29851	86	35	.	.	PUNCT
ajst-29851	87	1	during	during	ADP
ajst-29851	87	2	forward	forward	ADJ
ajst-29851	87	3	propagation	propagation	NOUN
ajst-29851	87	4	,	,	PUNCT
ajst-29851	87	5	it	it	PRON
ajst-29851	87	6	utilizes	utilize	VERB
ajst-29851	87	7	convolution	convolution	NOUN
ajst-29851	87	8	kernels	kernel	NOUN
ajst-29851	87	9	of	of	ADP
ajst-29851	87	10	various	various	ADJ
ajst-29851	87	11	sizes	size	NOUN
ajst-29851	87	12	and	and	CCONJ
ajst-29851	87	13	stride	stride	ADJ
ajst-29851	87	14	movements	movement	NOUN
ajst-29851	87	15	to	to	PART
ajst-29851	87	16	learn	learn	VERB
ajst-29851	87	17	multi	multi	ADJ
ajst-29851	87	18	-	-	ADJ
ajst-29851	87	19	level	level	ADJ
ajst-29851	87	20	feature	feature	NOUN
ajst-29851	87	21	representations	representation	NOUN
ajst-29851	87	22	from	from	ADP
ajst-29851	87	23	raw	raw	ADJ
ajst-29851	87	24	features	feature	NOUN
ajst-29851	87	25	,	,	PUNCT
ajst-29851	87	26	establish	establish	VERB
ajst-29851	87	27	connections	connection	NOUN
ajst-29851	87	28	,	,	PUNCT
ajst-29851	87	29	share	share	VERB
ajst-29851	87	30	weights	weight	NOUN
ajst-29851	87	31	across	across	ADP
ajst-29851	87	32	channels	channel	NOUN
ajst-29851	87	33	,	,	PUNCT
ajst-29851	87	34	and	and	CCONJ
ajst-29851	87	35	pass	pass	VERB
ajst-29851	87	36	them	they	PRON
ajst-29851	87	37	to	to	ADP
ajst-29851	87	38	the	the	DET
ajst-29851	87	39	next	next	ADJ
ajst-29851	87	40	layer	layer	NOUN
ajst-29851	87	41	of	of	ADP
ajst-29851	87	42	the	the	DET
ajst-29851	87	43	network	network	NOUN
ajst-29851	87	44	.	.	PUNCT
ajst-29851	88	1	its	its	PRON
ajst-29851	88	2	classic	classic	ADJ
ajst-29851	88	3	architecture	architecture	NOUN
ajst-29851	88	4	is	be	AUX
ajst-29851	88	5	illustrated	illustrate	VERB
ajst-29851	88	6	in	in	ADP
ajst-29851	88	7	figurethe	figurethe	ADJ
ajst-29851	88	8	convolution	convolution	NOUN
ajst-29851	88	9	operation	operation	NOUN
ajst-29851	88	10	is	be	AUX
ajst-29851	88	11	defined	define	VERB
ajst-29851	88	12	as	as	SCONJ
ajst-29851	88	13	follows	follow	VERB
ajst-29851	88	14	in	in	ADP
ajst-29851	88	15	formula	formula	NOUN
ajst-29851	88	16	(	(	PUNCT
ajst-29851	88	17	2	2	NUM
ajst-29851	88	18	):	):	PUNCT
ajst-29851	88	19	𝑍	𝑍	VERB
ajst-29851	88	20	𝑓	𝑓	PRON
ajst-29851	88	21	𝑤	𝑤	NOUN
ajst-29851	88	22	∗	∗	NOUN
ajst-29851	88	23	𝑥	𝑥	X
ajst-29851	88	24	𝐵	𝐵	NOUN
ajst-29851	88	25	(	(	PUNCT
ajst-29851	88	26	2	2	NUM
ajst-29851	88	27	)	)	PUNCT
ajst-29851	88	28	where	where	SCONJ
ajst-29851	88	29	𝑍	𝑍	NOUN
ajst-29851	88	30	represents	represent	VERB
ajst-29851	88	31	the	the	DET
ajst-29851	88	32	convolution	convolution	NOUN
ajst-29851	88	33	output	output	NOUN
ajst-29851	88	34	,	,	PUNCT
ajst-29851	88	35	f	f	PROPN
ajst-29851	88	36	is	be	AUX
ajst-29851	88	37	the	the	DET
ajst-29851	88	38	rectified	rectified	ADJ
ajst-29851	88	39	linear	linear	NOUN
ajst-29851	88	40	unit	unit	NOUN
ajst-29851	88	41	(	(	PUNCT
ajst-29851	88	42	relu	relu	NOUN
ajst-29851	88	43	)	)	PUNCT
ajst-29851	88	44	activation	activation	NOUN
ajst-29851	88	45	function	function	NOUN
ajst-29851	88	46	,	,	PUNCT
ajst-29851	88	47	𝑤	𝑤	X
ajst-29851	88	48	is	be	AUX
ajst-29851	88	49	the	the	DET
ajst-29851	88	50	ith	ith	PROPN
ajst-29851	88	51	convolution	convolution	NOUN
ajst-29851	88	52	kernel	kernel	PROPN
ajst-29851	88	53	in	in	ADP
ajst-29851	88	54	the	the	DET
ajst-29851	88	55	lth	lth	NOUN
ajst-29851	88	56	layer	layer	NOUN
ajst-29851	88	57	,	,	PUNCT
ajst-29851	88	58	denotes	denote	VERB
ajst-29851	88	59	the	the	DET
ajst-29851	88	60	convolution	convolution	NOUN
ajst-29851	88	61	operation	operation	NOUN
ajst-29851	88	62	,	,	PUNCT
ajst-29851	88	63	x	x	X
ajst-29851	88	64	is	be	AUX
ajst-29851	88	65	the	the	DET
ajst-29851	88	66	output	output	NOUN
ajst-29851	88	67	from	from	ADP
ajst-29851	88	68	the	the	DET
ajst-29851	88	69	l-1th	l-1th	VERB
ajst-29851	88	70	layer	layer	NOUN
ajst-29851	88	71	,	,	PUNCT
ajst-29851	88	72	and	and	CCONJ
ajst-29851	88	73	bil	bil	NUM
ajst-29851	88	74	is	be	AUX
ajst-29851	88	75	the	the	DET
ajst-29851	88	76	corresponding	correspond	VERB
ajst-29851	88	77	bias	bias	NOUN
ajst-29851	88	78	term	term	NOUN
ajst-29851	88	79	.	.	PUNCT
ajst-29851	89	1	…	…	PUNCT
ajst-29851	89	2	…	…	PUNCT
ajst-29851	89	3	…	…	SYM
ajst-29851	89	4	po	po	X
ajst-29851	89	5	ol	ol	PROPN
ajst-29851	89	6	re	re	ADJ
ajst-29851	89	7	lu	lu	PROPN
ajst-29851	89	8	…	…	PUNCT
ajst-29851	89	9	…	…	PUNCT
ajst-29851	89	10	…	…	PUNCT
ajst-29851	89	11	conv	conv	ADJ
ajst-29851	89	12	conv	conv	ADJ
ajst-29851	89	13	input	input	PROPN
ajst-29851	89	14	output	output	NOUN
ajst-29851	89	15	figure	figure	NOUN
ajst-29851	89	16	3	3	NUM
ajst-29851	89	17	.	.	PUNCT
ajst-29851	90	1	the	the	DET
ajst-29851	90	2	cnn	cnn	PROPN
ajst-29851	90	3	architecture	architecture	VERB
ajst-29851	90	4	the	the	DET
ajst-29851	90	5	selection	selection	NOUN
ajst-29851	90	6	of	of	ADP
ajst-29851	90	7	convolution	convolution	NOUN
ajst-29851	90	8	kernel	kernel	PROPN
ajst-29851	90	9	size	size	NOUN
ajst-29851	90	10	is	be	AUX
ajst-29851	90	11	crucial	crucial	ADJ
ajst-29851	90	12	in	in	ADP
ajst-29851	90	13	convolutional	convolutional	ADJ
ajst-29851	90	14	neural	neural	ADJ
ajst-29851	90	15	networks	network	NOUN
ajst-29851	90	16	.	.	PUNCT
ajst-29851	91	1	in	in	ADP
ajst-29851	91	2	the	the	DET
ajst-29851	91	3	gear	gear	NOUN
ajst-29851	91	4	hobbing	hobbing	NOUN
ajst-29851	91	5	process	process	NOUN
ajst-29851	91	6	,	,	PUNCT
ajst-29851	91	7	convolution	convolution	NOUN
ajst-29851	91	8	kernels	kernel	NOUN
ajst-29851	91	9	of	of	ADP
ajst-29851	91	10	different	different	ADJ
ajst-29851	91	11	sizes	size	NOUN
ajst-29851	91	12	can	can	AUX
ajst-29851	91	13	capture	capture	VERB
ajst-29851	91	14	information	information	NOUN
ajst-29851	91	15	at	at	ADP
ajst-29851	91	16	different	different	ADJ
ajst-29851	91	17	scales	scale	NOUN
ajst-29851	91	18	,	,	PUNCT
ajst-29851	91	19	enabling	enable	VERB
ajst-29851	91	20	the	the	DET
ajst-29851	91	21	identification	identification	NOUN
ajst-29851	91	22	of	of	ADP
ajst-29851	91	23	subtle	subtle	ADJ
ajst-29851	91	24	precision	precision	NOUN
ajst-29851	91	25	variations	variation	NOUN
ajst-29851	91	26	caused	cause	VERB
ajst-29851	91	27	by	by	ADP
ajst-29851	91	28	changes	change	NOUN
ajst-29851	91	29	in	in	ADP
ajst-29851	91	30	machining	machine	VERB
ajst-29851	91	31	parameters	parameter	NOUN
ajst-29851	91	32	and	and	CCONJ
ajst-29851	91	33	vibration	vibration	NOUN
ajst-29851	91	34	characteristics	characteristic	NOUN
ajst-29851	91	35	.	.	PUNCT
ajst-29851	92	1	if	if	SCONJ
ajst-29851	92	2	only	only	ADV
ajst-29851	92	3	a	a	DET
ajst-29851	92	4	single	single	ADJ
ajst-29851	92	5	convolution	convolution	NOUN
ajst-29851	92	6	kernel	kernel	NOUN
ajst-29851	92	7	size	size	NOUN
ajst-29851	92	8	is	be	AUX
ajst-29851	92	9	used	use	VERB
ajst-29851	92	10	in	in	ADP
ajst-29851	92	11	the	the	DET
ajst-29851	92	12	network	network	NOUN
ajst-29851	92	13	,	,	PUNCT
ajst-29851	92	14	some	some	DET
ajst-29851	92	15	information	information	NOUN
ajst-29851	92	16	may	may	AUX
ajst-29851	92	17	inevitably	inevitably	ADV
ajst-29851	92	18	be	be	AUX
ajst-29851	92	19	lost	lose	VERB
ajst-29851	92	20	during	during	ADP
ajst-29851	92	21	representation	representation	NOUN
ajst-29851	92	22	learning	learning	NOUN
ajst-29851	92	23	,	,	PUNCT
ajst-29851	92	24	thereby	thereby	ADV
ajst-29851	92	25	affecting	affect	VERB
ajst-29851	92	26	prediction	prediction	NOUN
ajst-29851	92	27	accuracy	accuracy	NOUN
ajst-29851	92	28	.	.	PUNCT
ajst-29851	93	1	to	to	PART
ajst-29851	93	2	enhance	enhance	VERB
ajst-29851	93	3	cnn	cnn	PROPN
ajst-29851	93	4	’s	’s	PART
ajst-29851	93	5	ability	ability	NOUN
ajst-29851	93	6	to	to	PART
ajst-29851	93	7	capture	capture	VERB
ajst-29851	93	8	global	global	ADJ
ajst-29851	93	9	information	information	NOUN
ajst-29851	93	10	,	,	PUNCT
ajst-29851	93	11	multiple	multiple	ADJ
ajst-29851	93	12	convolution	convolution	NOUN
ajst-29851	93	13	kernels	kernel	NOUN
ajst-29851	93	14	of	of	ADP
ajst-29851	93	15	different	different	ADJ
ajst-29851	93	16	sizes	size	NOUN
ajst-29851	93	17	are	be	AUX
ajst-29851	93	18	employed	employ	VERB
ajst-29851	93	19	to	to	PART
ajst-29851	93	20	process	process	VERB
ajst-29851	93	21	feature	feature	NOUN
ajst-29851	93	22	maps	map	NOUN
ajst-29851	93	23	,	,	PUNCT
ajst-29851	93	24	along	along	ADP
ajst-29851	93	25	with	with	ADP
ajst-29851	93	26	nonlinear	nonlinear	ADJ
ajst-29851	93	27	activation	activation	NOUN
ajst-29851	93	28	functions	function	NOUN
ajst-29851	93	29	for	for	ADP
ajst-29851	93	30	feature	feature	NOUN
ajst-29851	93	31	transformation	transformation	NOUN
ajst-29851	93	32	.	.	PUNCT
ajst-29851	94	1	subsequently	subsequently	ADV
ajst-29851	94	2	,	,	PUNCT
ajst-29851	94	3	a	a	DET
ajst-29851	94	4	dropout	dropout	NOUN
ajst-29851	94	5	layer	layer	NOUN
ajst-29851	94	6	is	be	AUX
ajst-29851	94	7	applied	apply	VERB
ajst-29851	94	8	for	for	ADP
ajst-29851	94	9	random	random	ADJ
ajst-29851	94	10	feature	feature	NOUN
ajst-29851	94	11	dropping	drop	VERB
ajst-29851	94	12	to	to	PART
ajst-29851	94	13	enhance	enhance	VERB
ajst-29851	94	14	the	the	DET
ajst-29851	94	15	model	model	NOUN
ajst-29851	94	16	’s	’s	PART
ajst-29851	94	17	generalization	generalization	NOUN
ajst-29851	94	18	capability	capability	NOUN
ajst-29851	94	19	.	.	PUNCT
ajst-29851	95	1	since	since	SCONJ
ajst-29851	95	2	the	the	DET
ajst-29851	95	3	generated	generate	VERB
ajst-29851	95	4	tooth	tooth	NOUN
ajst-29851	95	5	surface	surface	NOUN
ajst-29851	95	6	along	along	ADP
ajst-29851	95	7	the	the	DET
ajst-29851	95	8	machining	machining	NOUN
ajst-29851	95	9	path	path	NOUN
ajst-29851	95	10	exhibits	exhibit	VERB
ajst-29851	95	11	strong	strong	ADJ
ajst-29851	95	12	temporal	temporal	ADJ
ajst-29851	95	13	dependence	dependence	NOUN
ajst-29851	95	14	,	,	PUNCT
ajst-29851	95	15	omitting	omit	VERB
ajst-29851	95	16	the	the	DET
ajst-29851	95	17	pooling	pooling	NOUN
ajst-29851	95	18	operation	operation	NOUN
ajst-29851	95	19	is	be	AUX
ajst-29851	95	20	a	a	DET
ajst-29851	95	21	reasonable	reasonable	ADJ
ajst-29851	95	22	choice	choice	NOUN
ajst-29851	95	23	to	to	PART
ajst-29851	95	24	preserve	preserve	VERB
ajst-29851	95	25	the	the	DET
ajst-29851	95	26	time	time	NOUN
ajst-29851	95	27	dimension	dimension	NOUN
ajst-29851	95	28	of	of	ADP
ajst-29851	95	29	hobbing	hobbing	NOUN
ajst-29851	95	30	process	process	NOUN
ajst-29851	95	31	features	feature	NOUN
ajst-29851	95	32	.	.	PUNCT
ajst-29851	96	1	as	as	ADP
ajst-29851	96	2	a	a	DET
ajst-29851	96	3	complement	complement	NOUN
ajst-29851	96	4	,	,	PUNCT
ajst-29851	96	5	bilstm	bilstm	NOUN
ajst-29851	96	6	leverages	leverage	VERB
ajst-29851	96	7	its	its	PRON
ajst-29851	96	8	memory	memory	NOUN
ajst-29851	96	9	mechanism	mechanism	NOUN
ajst-29851	96	10	to	to	PART
ajst-29851	96	11	capture	capture	VERB
ajst-29851	96	12	dynamic	dynamic	ADJ
ajst-29851	96	13	changes	change	NOUN
ajst-29851	96	14	in	in	ADP
ajst-29851	96	15	the	the	DET
ajst-29851	96	16	time	time	NOUN
ajst-29851	96	17	dimension	dimension	NOUN
ajst-29851	96	18	along	along	ADP
ajst-29851	96	19	the	the	DET
ajst-29851	96	20	machining	machining	NOUN
ajst-29851	96	21	path	path	NOUN
ajst-29851	96	22	.	.	PUNCT
ajst-29851	97	1	the	the	DET
ajst-29851	97	2	sequential	sequential	ADJ
ajst-29851	97	3	feature	feature	NOUN
ajst-29851	97	4	maps	map	NOUN
ajst-29851	97	5	extracted	extract	VERB
ajst-29851	97	6	by	by	ADP
ajst-29851	97	7	the	the	DET
ajst-29851	97	8	cnn	cnn	PROPN
ajst-29851	97	9	are	be	AUX
ajst-29851	97	10	fed	feed	VERB
ajst-29851	97	11	into	into	ADP
ajst-29851	97	12	the	the	DET
ajst-29851	97	13	bilstm	bilstm	NOUN
ajst-29851	97	14	network	network	NOUN
ajst-29851	97	15	layer	layer	NOUN
ajst-29851	97	16	to	to	PART
ajst-29851	97	17	capture	capture	VERB
ajst-29851	97	18	their	their	PRON
ajst-29851	97	19	dynamic	dynamic	ADJ
ajst-29851	97	20	characteristics	characteristic	NOUN
ajst-29851	97	21	,	,	PUNCT
ajst-29851	97	22	significantly	significantly	ADV
ajst-29851	97	23	improving	improve	VERB
ajst-29851	97	24	prediction	prediction	NOUN
ajst-29851	97	25	accuracy	accuracy	NOUN
ajst-29851	97	26	.	.	PUNCT
ajst-29851	98	1	this	this	PRON
ajst-29851	98	2	provides	provide	VERB
ajst-29851	98	3	strong	strong	ADJ
ajst-29851	98	4	support	support	NOUN
ajst-29851	98	5	for	for	ADP
ajst-29851	98	6	achieving	achieve	VERB
ajst-29851	98	7	high	high	ADJ
ajst-29851	98	8	precision	precision	NOUN
ajst-29851	98	9	and	and	CCONJ
ajst-29851	98	10	stability	stability	NOUN
ajst-29851	98	11	in	in	ADP
ajst-29851	98	12	the	the	DET
ajst-29851	98	13	hobbing	hobbing	ADJ
ajst-29851	98	14	20	20	NUM
ajst-29851	98	15	process	process	NOUN
ajst-29851	98	16	.	.	PUNCT
ajst-29851	99	1	figure	figure	NOUN
ajst-29851	99	2	illustrates	illustrate	VERB
ajst-29851	99	3	the	the	DET
ajst-29851	99	4	lstm	lstm	PROPN
ajst-29851	99	5	unit	unit	NOUN
ajst-29851	99	6	model	model	NOUN
ajst-29851	99	7	.	.	PUNCT
ajst-29851	100	1	long	long	ADJ
ajst-29851	100	2	shortterm	shortterm	PROPN
ajst-29851	100	3	memory	memory	NOUN
ajst-29851	100	4	(	(	PUNCT
ajst-29851	100	5	lstm	lstm	NOUN
ajst-29851	100	6	)	)	PUNCT
ajst-29851	100	7	introduces	introduce	VERB
ajst-29851	100	8	a	a	DET
ajst-29851	100	9	gating	gate	VERB
ajst-29851	100	10	mechanism	mechanism	NOUN
ajst-29851	100	11	that	that	PRON
ajst-29851	100	12	enables	enable	VERB
ajst-29851	100	13	handling	handle	VERB
ajst-29851	100	14	long	long	ADJ
ajst-29851	100	15	-	-	PUNCT
ajst-29851	100	16	sequence	sequence	NOUN
ajst-29851	100	17	dependencies	dependency	NOUN
ajst-29851	100	18	.	.	PUNCT
ajst-29851	101	1	however	however	ADV
ajst-29851	101	2	,	,	PUNCT
ajst-29851	101	3	lstm	lstm	NOUN
ajst-29851	101	4	processes	process	VERB
ajst-29851	101	5	data	data	NOUN
ajst-29851	101	6	dependencies	dependency	NOUN
ajst-29851	101	7	only	only	ADV
ajst-29851	101	8	in	in	ADP
ajst-29851	101	9	a	a	DET
ajst-29851	101	10	single	single	ADJ
ajst-29851	101	11	direction	direction	NOUN
ajst-29851	101	12	—	—	PUNCT
ajst-29851	101	13	i.e.	i.e.	X
ajst-29851	101	14	,	,	PUNCT
ajst-29851	101	15	from	from	ADP
ajst-29851	101	16	past	past	ADJ
ajst-29851	101	17	data	datum	NOUN
ajst-29851	101	18	.	.	PUNCT
ajst-29851	102	1	bidirectional	bidirectional	ADJ
ajst-29851	102	2	lstm	lstm	NOUN
ajst-29851	102	3	(	(	PUNCT
ajst-29851	102	4	bilstm	bilstm	NOUN
ajst-29851	102	5	)	)	PUNCT
ajst-29851	102	6	extends	extend	VERB
ajst-29851	102	7	lstm	lstm	NOUN
ajst-29851	102	8	by	by	ADP
ajst-29851	102	9	adding	add	VERB
ajst-29851	102	10	a	a	DET
ajst-29851	102	11	backward	backward	ADJ
ajst-29851	102	12	propagation	propagation	NOUN
ajst-29851	102	13	path	path	NOUN
ajst-29851	102	14	,	,	PUNCT
ajst-29851	102	15	allowing	allow	VERB
ajst-29851	102	16	sequential	sequential	ADJ
ajst-29851	102	17	features	feature	NOUN
ajst-29851	102	18	to	to	PART
ajst-29851	102	19	be	be	AUX
ajst-29851	102	20	processed	process	VERB
ajst-29851	102	21	in	in	ADP
ajst-29851	102	22	both	both	CCONJ
ajst-29851	102	23	forward	forward	ADJ
ajst-29851	102	24	and	and	CCONJ
ajst-29851	102	25	backward	backward	ADJ
ajst-29851	102	26	directions	direction	NOUN
ajst-29851	102	27	.	.	PUNCT
ajst-29851	103	1	this	this	DET
ajst-29851	103	2	bidirectional	bidirectional	ADJ
ajst-29851	103	3	mechanism	mechanism	NOUN
ajst-29851	103	4	enables	enable	VERB
ajst-29851	103	5	the	the	DET
ajst-29851	103	6	network	network	NOUN
ajst-29851	103	7	to	to	PART
ajst-29851	103	8	comprehensively	comprehensively	ADV
ajst-29851	103	9	capture	capture	VERB
ajst-29851	103	10	dependencies	dependency	NOUN
ajst-29851	103	11	between	between	ADP
ajst-29851	103	12	time	time	NOUN
ajst-29851	103	13	steps	step	NOUN
ajst-29851	103	14	,	,	PUNCT
ajst-29851	103	15	thereby	thereby	ADV
ajst-29851	103	16	preserving	preserve	VERB
ajst-29851	103	17	critical	critical	ADJ
ajst-29851	103	18	information	information	NOUN
ajst-29851	103	19	in	in	ADP
ajst-29851	103	20	sequential	sequential	ADJ
ajst-29851	103	21	data	datum	NOUN
ajst-29851	103	22	more	more	ADV
ajst-29851	103	23	effectively	effectively	ADV
ajst-29851	103	24	.	.	PUNCT
ajst-29851	104	1			X
ajst-29851	104	2	tanh	tanh	X
ajst-29851	104	3	tanh	tanh	PROPN
ajst-29851	104	4	tf	tf	PROPN
ajst-29851	104	5	tk	tk	PROPN
ajst-29851	104	6	tc	tc	NOUN
ajst-29851	104	7	to	to	ADP
ajst-29851	104	8	fwkw	fwkw	NOUN
ajst-29851	104	9	iwow	iwow	PART
ajst-29851	104	10	figure	figure	VERB
ajst-29851	104	11	4	4	NUM
ajst-29851	104	12	.	.	PUNCT
ajst-29851	105	1	the	the	DET
ajst-29851	105	2	lstm	lstm	PROPN
ajst-29851	105	3	network	network	NOUN
ajst-29851	105	4	structure	structure	NOUN
ajst-29851	105	5	figure	figure	NOUN
ajst-29851	105	6	illustrates	illustrate	VERB
ajst-29851	105	7	the	the	DET
ajst-29851	105	8	bilstm	bilstm	NOUN
ajst-29851	105	9	network	network	NOUN
ajst-29851	105	10	structure	structure	NOUN
ajst-29851	105	11	.	.	PUNCT
ajst-29851	106	1	have	have	VERB
ajst-29851	106	2	input	input	NOUN
ajst-29851	106	3	weights	weight	NOUN
ajst-29851	106	4	,	,	PUNCT
ajst-29851	106	5	cycle	cycle	NOUN
ajst-29851	106	6	weights	weight	NOUN
ajst-29851	106	7	,	,	PUNCT
ajst-29851	106	8	and	and	CCONJ
ajst-29851	106	9	deviations	deviation	NOUN
ajst-29851	106	10	for	for	ADP
ajst-29851	106	11	input	input	NOUN
ajst-29851	106	12	gates	gate	NOUN
ajst-29851	106	13	,	,	PUNCT
ajst-29851	106	14	forget	forget	VERB
ajst-29851	106	15	gates	gate	NOUN
ajst-29851	106	16	,	,	PUNCT
ajst-29851	106	17	and	and	CCONJ
ajst-29851	106	18	output	output	NOUN
ajst-29851	106	19	gates	gate	NOUN
ajst-29851	106	20	.	.	PUNCT
ajst-29851	107	1	where	where	SCONJ
ajst-29851	107	2	f	f	PROPN
ajst-29851	107	3	k.	k.	PROPN
ajst-29851	107	4	i	i	PROPN
ajst-29851	107	5	and	and	CCONJ
ajst-29851	107	6	o	o	PROPN
ajst-29851	107	7	are	be	AUX
ajst-29851	107	8	forgetting	forget	VERB
ajst-29851	107	9	gate	gate	NOUN
ajst-29851	107	10	,	,	PUNCT
ajst-29851	107	11	unit	unit	NOUN
ajst-29851	107	12	state	state	NOUN
ajst-29851	107	13	,	,	PUNCT
ajst-29851	107	14	input	input	NOUN
ajst-29851	107	15	gate	gate	NOUN
ajst-29851	107	16	and	and	CCONJ
ajst-29851	107	17	output	output	NOUN
ajst-29851	107	18	gate	gate	NOUN
ajst-29851	107	19	respectively	respectively	ADV
ajst-29851	107	20	.	.	PUNCT
ajst-29851	108	1	the	the	DET
ajst-29851	108	2	expressions	expression	NOUN
ajst-29851	108	3	for	for	ADP
ajst-29851	108	4	these	these	DET
ajst-29851	108	5	doors	door	NOUN
ajst-29851	108	6	are	be	AUX
ajst-29851	108	7	as	as	SCONJ
ajst-29851	108	8	follows	follow	VERB
ajst-29851	108	9	in	in	ADP
ajst-29851	108	10	formula	formula	NOUN
ajst-29851	108	11	(	(	PUNCT
ajst-29851	108	12	3	3	NUM
ajst-29851	108	13	)	)	PUNCT
ajst-29851	108	14	.	.	PUNCT
ajst-29851	109	1	1	1	NUM
ajst-29851	109	2	1	1	NUM
ajst-29851	109	3	1	1	NUM
ajst-29851	109	4	1	1	NUM
ajst-29851	109	5	(	(	PUNCT
ajst-29851	109	6	)	)	PUNCT
ajst-29851	109	7	tanh	tanh	NOUN
ajst-29851	109	8	(	(	PUNCT
ajst-29851	109	9	)	)	PUNCT
ajst-29851	109	10	(	(	PUNCT
ajst-29851	109	11	)	)	PUNCT
ajst-29851	109	12	(	(	PUNCT
ajst-29851	109	13	)	)	PUNCT
ajst-29851	109	14	t	t	PROPN
ajst-29851	110	1	f	f	PROPN
ajst-29851	110	2	t	t	PROPN
ajst-29851	111	1	f	f	PROPN
ajst-29851	111	2	t	t	PROPN
ajst-29851	112	1	f	f	PROPN
ajst-29851	112	2	t	t	PROPN
ajst-29851	113	1	k	k	PROPN
ajst-29851	113	2	t	t	PROPN
ajst-29851	114	1	k	k	PROPN
ajst-29851	114	2	t	t	PROPN
ajst-29851	115	1	k	k	PROPN
ajst-29851	115	2	t	t	PROPN
ajst-29851	116	1	i	i	PRON
ajst-29851	116	2	t	t	X
ajst-29851	117	1	i	i	PRON
ajst-29851	117	2	t	t	X
ajst-29851	118	1	i	i	PRON
ajst-29851	118	2	t	t	NOUN
ajst-29851	119	1	o	o	X
ajst-29851	120	1	t	t	X
ajst-29851	120	2	o	o	X
ajst-29851	121	1	t	t	X
ajst-29851	121	2	o	o	X
ajst-29851	121	3	f	f	X
ajst-29851	122	1	w	w	NOUN
ajst-29851	122	2	x	x	PUNCT
ajst-29851	122	3	r	r	NOUN
ajst-29851	122	4	h	h	NOUN
ajst-29851	122	5	b	b	PROPN
ajst-29851	123	1	k	k	PROPN
ajst-29851	124	1	w	w	PROPN
ajst-29851	125	1	x	x	PUNCT
ajst-29851	126	1	r	r	NOUN
ajst-29851	126	2	h	h	NOUN
ajst-29851	126	3	b	b	NOUN
ajst-29851	127	1	i	i	PRON
ajst-29851	127	2	w	w	VERB
ajst-29851	127	3	x	x	PUNCT
ajst-29851	128	1	r	r	NOUN
ajst-29851	128	2	h	h	NOUN
ajst-29851	128	3	b	b	NOUN
ajst-29851	129	1	o	o	X
ajst-29851	129	2	w	w	NOUN
ajst-29851	129	3	x	x	SYM
ajst-29851	129	4	r	r	NOUN
ajst-29851	129	5	h	h	NOUN
ajst-29851	129	6	b	b	PROPN
ajst-29851	129	7			NUM
ajst-29851	129	8			NUM
ajst-29851	129	9			NUM
ajst-29851	129	10			PROPN
ajst-29851	129	11			PROPN
ajst-29851	129	12			PROPN
ajst-29851	129	13			NOUN
ajst-29851	129	14			ADP
ajst-29851	129	15			PROPN
ajst-29851	129	16			ADV
ajst-29851	129	17			PUNCT
ajst-29851	129	18			NUM
ajst-29851	129	19			PROPN
ajst-29851	129	20			ADV
ajst-29851	129	21			NOUN
ajst-29851	129	22			NUM
ajst-29851	129	23			NOUN
ajst-29851	129	24			ADV
ajst-29851	129	25			NOUN
ajst-29851	129	26			X
ajst-29851	129	27			NUM
ajst-29851	129	28			PUNCT
ajst-29851	129	29			ADJ
ajst-29851	129	30	(	(	PUNCT
ajst-29851	129	31	3	3	NUM
ajst-29851	129	32	)	)	PUNCT
ajst-29851	129	33	then	then	ADV
ajst-29851	129	34	,	,	PUNCT
ajst-29851	129	35	the	the	DET
ajst-29851	129	36	unit	unit	NOUN
ajst-29851	129	37	state	state	NOUN
ajst-29851	129	38	and	and	CCONJ
ajst-29851	129	39	output	output	NOUN
ajst-29851	129	40	state	state	NOUN
ajst-29851	129	41	at	at	ADP
ajst-29851	129	42	time	time	NOUN
ajst-29851	129	43	step	step	NOUN
ajst-29851	129	44	t	t	PROPN
ajst-29851	129	45	are	be	AUX
ajst-29851	129	46	obtained	obtain	VERB
ajst-29851	129	47	in	in	ADP
ajst-29851	129	48	formula	formula	NOUN
ajst-29851	129	49	(	(	PUNCT
ajst-29851	129	50	3	3	NUM
ajst-29851	129	51	)	)	PUNCT
ajst-29851	129	52	and	and	CCONJ
ajst-29851	129	53	(	(	PUNCT
ajst-29851	129	54	4	4	NUM
ajst-29851	129	55	):	):	PUNCT
ajst-29851	129	56	1	1	NUM
ajst-29851	129	57	t	t	NOUN
ajst-29851	129	58	t	t	PROPN
ajst-29851	130	1	j	j	PROPN
ajst-29851	131	1	t	t	PROPN
ajst-29851	132	1	tc	tc	NUM
ajst-29851	133	1	f	f	PROPN
ajst-29851	133	2	c	c	PROPN
ajst-29851	133	3	k	k	PROPN
ajst-29851	133	4	o	o	PROPN
ajst-29851	133	5			NOUN
ajst-29851	133	6			PUNCT
ajst-29851	133	7			X
ajst-29851	133	8	(	(	PUNCT
ajst-29851	133	9	4	4	X
ajst-29851	133	10	)	)	PUNCT
ajst-29851	133	11	tanh	tanh	NOUN
ajst-29851	133	12	(	(	PUNCT
ajst-29851	133	13	)	)	PUNCT
ajst-29851	133	14	t	t	NOUN
ajst-29851	133	15	t	t	PROPN
ajst-29851	133	16	th	th	X
ajst-29851	133	17	o	o	NOUN
ajst-29851	133	18	c	c	NOUN
ajst-29851	133	19			NOUN
ajst-29851	133	20	(	(	PUNCT
ajst-29851	133	21	5	5	NUM
ajst-29851	133	22	)	)	PUNCT
ajst-29851	133	23	where	where	SCONJ
ajst-29851	133	24	ct	ct	PROPN
ajst-29851	133	25	is	be	AUX
ajst-29851	133	26	the	the	DET
ajst-29851	133	27	unit	unit	NOUN
ajst-29851	133	28	state	state	NOUN
ajst-29851	133	29	of	of	ADP
ajst-29851	133	30	lstm	lstm	PROPN
ajst-29851	133	31	,	,	PUNCT
ajst-29851	133	32	σ	σ	PROPN
ajst-29851	133	33	is	be	AUX
ajst-29851	133	34	the	the	DET
ajst-29851	133	35	activation	activation	NOUN
ajst-29851	133	36	function	function	NOUN
ajst-29851	133	37	,	,	PUNCT
ajst-29851	133	38	and	and	CCONJ
ajst-29851	133	39	the	the	DET
ajst-29851	133	40	sigmoid	sigmoid	NOUN
ajst-29851	133	41	function	function	NOUN
ajst-29851	133	42	with	with	ADP
ajst-29851	133	43	an	an	DET
ajst-29851	133	44	output	output	NOUN
ajst-29851	133	45	range	range	NOUN
ajst-29851	133	46	of	of	ADP
ajst-29851	133	47	(	(	PUNCT
ajst-29851	133	48	0	0	NUM
ajst-29851	133	49	-	-	SYM
ajst-29851	133	50	1	1	NUM
ajst-29851	133	51	)	)	PUNCT
ajst-29851	133	52	is	be	AUX
ajst-29851	133	53	selected	select	VERB
ajst-29851	133	54	to	to	PART
ajst-29851	133	55	indicate	indicate	VERB
ajst-29851	133	56	the	the	DET
ajst-29851	133	57	opening	opening	NOUN
ajst-29851	133	58	degree	degree	NOUN
ajst-29851	133	59	of	of	ADP
ajst-29851	133	60	the	the	DET
ajst-29851	133	61	gate	gate	NOUN
ajst-29851	133	62	unit	unit	NOUN
ajst-29851	133	63	;	;	PUNCT
ajst-29851	133	64	the	the	DET
ajst-29851	133	65	operator	operator	NOUN
ajst-29851	133	66	“	"	PUNCT
ajst-29851	133	67	.”esents	.”esent	VERB
ajst-29851	133	68	the	the	DET
ajst-29851	133	69	pointwise	pointwise	ADJ
ajst-29851	133	70	multiplication	multiplication	NOUN
ajst-29851	133	71	of	of	ADP
ajst-29851	133	72	two	two	NUM
ajst-29851	133	73	vectors	vector	NOUN
ajst-29851	133	74	.	.	PUNCT
ajst-29851	134	1	the	the	DET
ajst-29851	134	2	final	final	ADJ
ajst-29851	134	3	output	output	NOUN
ajst-29851	134	4	of	of	ADP
ajst-29851	134	5	bilstm	bilstm	NOUN
ajst-29851	134	6	can	can	AUX
ajst-29851	134	7	be	be	AUX
ajst-29851	134	8	expressed	express	VERB
ajst-29851	134	9	as	as	ADP
ajst-29851	134	10	in	in	ADP
ajst-29851	134	11	formula	formula	NOUN
ajst-29851	134	12	(	(	PUNCT
ajst-29851	134	13	6	6	NUM
ajst-29851	134	14	):	):	SYM
ajst-29851	134	15	1	1	NUM
ajst-29851	134	16	1	1	NUM
ajst-29851	134	17	2	2	NUM
ajst-29851	134	18	-1	-1	SYM
ajst-29851	134	19	2	2	NUM
ajst-29851	134	20	3	3	NUM
ajst-29851	134	21	4	4	NUM
ajst-29851	134	22	-1	-1	SYM
ajst-29851	134	23	3	3	NUM
ajst-29851	134	24	5	5	NUM
ajst-29851	134	25	6	6	NUM
ajst-29851	134	26	(	(	PUNCT
ajst-29851	134	27	)	)	PUNCT
ajst-29851	134	28	(	(	PUNCT
ajst-29851	134	29	)	)	PUNCT
ajst-29851	134	30	(	(	PUNCT
ajst-29851	134	31	)	)	PUNCT
ajst-29851	135	1	i	i	PRON
ajst-29851	135	2	i	i	PRON
ajst-29851	136	1	i	i	PRON
ajst-29851	136	2	i	i	PRON
ajst-29851	137	1	i	i	PRON
ajst-29851	137	2	i	i	PRON
ajst-29851	138	1	i	i	PRON
ajst-29851	138	2	i	i	PRON
ajst-29851	138	3	i	i	PRON
ajst-29851	139	1	a	a	PRON
ajst-29851	139	2	f	f	X
ajst-29851	139	3	w	w	PROPN
ajst-29851	139	4	x	x	PROPN
ajst-29851	139	5	w	w	ADP
ajst-29851	139	6	a	a	DET
ajst-29851	139	7	b	b	NOUN
ajst-29851	139	8	f	f	PROPN
ajst-29851	139	9	w	w	PROPN
ajst-29851	139	10	x	x	PROPN
ajst-29851	139	11	w	w	PROPN
ajst-29851	139	12	b	b	PROPN
ajst-29851	139	13	h	h	NOUN
ajst-29851	140	1	f	f	PROPN
ajst-29851	140	2	w	w	PROPN
ajst-29851	140	3	a	a	DET
ajst-29851	140	4	w	w	PROPN
ajst-29851	140	5	b	b	PROPN
ajst-29851	140	6			PROPN
ajst-29851	140	7			ADV
ajst-29851	140	8			PROPN
ajst-29851	140	9			ADV
ajst-29851	141	1			NUM
ajst-29851	141	2			X
ajst-29851	141	3	(	(	PUNCT
ajst-29851	141	4	6	6	NUM
ajst-29851	141	5	)	)	PUNCT
ajst-29851	141	6	where	where	SCONJ
ajst-29851	141	7	,	,	PUNCT
ajst-29851	141	8	f1、f2	f1、f2	NOUN
ajst-29851	141	9	and	and	CCONJ
ajst-29851	141	10	f3	f3	PROPN
ajst-29851	141	11	are	be	AUX
ajst-29851	141	12	the	the	DET
ajst-29851	141	13	activation	activation	NOUN
ajst-29851	141	14	functions	function	NOUN
ajst-29851	141	15	of	of	ADP
ajst-29851	141	16	each	each	DET
ajst-29851	141	17	layer	layer	NOUN
ajst-29851	141	18	respectively	respectively	ADV
ajst-29851	141	19	,	,	PUNCT
ajst-29851	141	20	xi	xi	X
ajst-29851	141	21	is	be	AUX
ajst-29851	141	22	the	the	DET
ajst-29851	141	23	input	input	NOUN
ajst-29851	141	24	of	of	ADP
ajst-29851	141	25	ti（i	ti（i	NOUN
ajst-29851	141	26	=	=	SYM
ajst-29851	141	27	1	1	NUM
ajst-29851	141	28	,	,	PUNCT
ajst-29851	141	29	2	2	NUM
ajst-29851	141	30	,	,	PUNCT
ajst-29851	141	31	…	…	PUNCT
ajst-29851	141	32	,	,	PUNCT
ajst-29851	141	33	𝑡	𝑡	PROPN
ajst-29851	141	34	）	）	PROPN
ajst-29851	141	35	,	,	PUNCT
ajst-29851	141	36	hi	hi	INTJ
ajst-29851	141	37	and	and	CCONJ
ajst-29851	141	38	h’i	h’i	PROPN
ajst-29851	141	39	are	be	AUX
ajst-29851	141	40	the	the	DET
ajst-29851	141	41	lstm	lstm	ADJ
ajst-29851	141	42	hidden	hide	VERB
ajst-29851	141	43	states	state	NOUN
ajst-29851	141	44	of	of	ADP
ajst-29851	141	45	forward	forward	ADJ
ajst-29851	141	46	and	and	CCONJ
ajst-29851	141	47	backward	backward	ADJ
ajst-29851	141	48	iterations	iteration	NOUN
ajst-29851	141	49	respectively	respectively	ADV
ajst-29851	141	50	,	,	PUNCT
ajst-29851	141	51	yi	yi	PROPN
ajst-29851	141	52	is	be	AUX
ajst-29851	141	53	the	the	DET
ajst-29851	141	54	output	output	NOUN
ajst-29851	141	55	,	,	PUNCT
ajst-29851	141	56	and	and	CCONJ
ajst-29851	141	57	𝜔𝑖	𝜔𝑖	SCONJ
ajst-29851	141	58	is	be	AUX
ajst-29851	141	59	the	the	DET
ajst-29851	141	60	weight	weight	NOUN
ajst-29851	141	61	of	of	ADP
ajst-29851	141	62	each	each	DET
ajst-29851	141	63	layer	layer	NOUN
ajst-29851	141	64	.	.	PUNCT
ajst-29851	142	1	the	the	DET
ajst-29851	142	2	extracted	extract	VERB
ajst-29851	142	3	content	content	NOUN
ajst-29851	142	4	is	be	AUX
ajst-29851	142	5	encoded	encode	VERB
ajst-29851	142	6	into	into	ADP
ajst-29851	142	7	the	the	DET
ajst-29851	142	8	hidden	hide	VERB
ajst-29851	142	9	output	output	NOUN
ajst-29851	142	10	state	state	NOUN
ajst-29851	142	11	sequence	sequence	NOUN
ajst-29851	142	12	y.	y.	PROPN
ajst-29851	142	13	finally	finally	ADV
ajst-29851	142	14	,	,	PUNCT
ajst-29851	142	15	the	the	DET
ajst-29851	142	16	output	output	NOUN
ajst-29851	142	17	results	result	NOUN
ajst-29851	142	18	are	be	AUX
ajst-29851	142	19	regressed	regress	VERB
ajst-29851	142	20	and	and	CCONJ
ajst-29851	142	21	predicted	predict	VERB
ajst-29851	142	22	through	through	ADP
ajst-29851	142	23	the	the	DET
ajst-29851	142	24	full	full	ADJ
ajst-29851	142	25	connection	connection	NOUN
ajst-29851	142	26	layer	layer	NOUN
ajst-29851	142	27	,	,	PUNCT
ajst-29851	142	28	which	which	PRON
ajst-29851	142	29	is	be	AUX
ajst-29851	142	30	used	use	VERB
ajst-29851	142	31	to	to	PART
ajst-29851	142	32	determine	determine	VERB
ajst-29851	142	33	the	the	DET
ajst-29851	142	34	machining	machining	NOUN
ajst-29851	142	35	error	error	NOUN
ajst-29851	142	36	caused	cause	VERB
ajst-29851	142	37	by	by	ADP
ajst-29851	142	38	the	the	DET
ajst-29851	142	39	change	change	NOUN
ajst-29851	142	40	of	of	ADP
ajst-29851	142	41	machining	machining	NOUN
ajst-29851	142	42	parameters	parameter	NOUN
ajst-29851	142	43	and	and	CCONJ
ajst-29851	142	44	machining	machining	NOUN
ajst-29851	142	45	vibration	vibration	NOUN
ajst-29851	142	46	,	,	PUNCT
ajst-29851	142	47	and	and	CCONJ
ajst-29851	142	48	then	then	ADV
ajst-29851	142	49	represent	represent	VERB
ajst-29851	142	50	the	the	DET
ajst-29851	142	51	machining	machining	NOUN
ajst-29851	142	52	accuracy	accuracy	NOUN
ajst-29851	142	53	of	of	ADP
ajst-29851	142	54	the	the	DET
ajst-29851	142	55	gear	gear	NOUN
ajst-29851	142	56	,	,	PUNCT
ajst-29851	142	57	that	that	ADV
ajst-29851	142	58	is	is	ADV
ajst-29851	142	59	,	,	PUNCT
ajst-29851	142	60	the	the	DET
ajst-29851	142	61	tag	tag	NOUN
ajst-29851	142	62	.	.	PUNCT
ajst-29851	143	1	21	21	NUM
ajst-29851	143	2	h1	h1	PROPN
ajst-29851	143	3	h	h	NOUN
ajst-29851	143	4	i-1h2	i-1h2	NOUN
ajst-29851	143	5	h3	h3	NOUN
ajst-29851	143	6	hi	hi	INTJ
ajst-29851	143	7	h'i	h'i	PROPN
ajst-29851	143	8	h'2h'i-1	h'2h'i-1	NUM
ajst-29851	143	9	h'3	h'3	ADJ
ajst-29851	143	10	h'1	h'1	NOUN
ajst-29851	143	11	…	…	PUNCT
ajst-29851	143	12	…	…	PUNCT
ajst-29851	143	13	…	…	PUNCT
ajst-29851	143	14	…	…	PUNCT
ajst-29851	143	15	backward	backward	ADJ
ajst-29851	143	16	lstm	lstm	NOUN
ajst-29851	143	17	forward	forward	ADV
ajst-29851	143	18	lstm	lstm	ADJ
ajst-29851	143	19	input	input	NOUN
ajst-29851	143	20	layer	layer	NOUN
ajst-29851	143	21	output	output	NOUN
ajst-29851	143	22	layer	layer	NOUN
ajst-29851	143	23	figure	figure	NOUN
ajst-29851	143	24	5	5	NUM
ajst-29851	143	25	.	.	PUNCT
ajst-29851	144	1	the	the	DET
ajst-29851	144	2	bilstm	bilstm	NOUN
ajst-29851	144	3	network	network	NOUN
ajst-29851	144	4	structure	structure	NOUN
ajst-29851	144	5	to	to	PART
ajst-29851	144	6	effectively	effectively	ADV
ajst-29851	144	7	mitigate	mitigate	VERB
ajst-29851	144	8	the	the	DET
ajst-29851	144	9	overfitting	overfitte	VERB
ajst-29851	144	10	problem	problem	NOUN
ajst-29851	144	11	during	during	ADP
ajst-29851	144	12	model	model	NOUN
ajst-29851	144	13	training	training	NOUN
ajst-29851	144	14	,	,	PUNCT
ajst-29851	144	15	this	this	DET
ajst-29851	144	16	study	study	NOUN
ajst-29851	144	17	employs	employ	VERB
ajst-29851	144	18	the	the	DET
ajst-29851	144	19	dropout	dropout	NOUN
ajst-29851	144	20	technique	technique	NOUN
ajst-29851	144	21	to	to	PART
ajst-29851	144	22	optimize	optimize	VERB
ajst-29851	144	23	the	the	DET
ajst-29851	144	24	neural	neural	ADJ
ajst-29851	144	25	network	network	NOUN
ajst-29851	144	26	.	.	PUNCT
ajst-29851	145	1	dropout	dropout	NOUN
ajst-29851	145	2	randomly	randomly	ADV
ajst-29851	145	3	deactivates	deactivate	VERB
ajst-29851	145	4	a	a	DET
ajst-29851	145	5	portion	portion	NOUN
ajst-29851	145	6	of	of	ADP
ajst-29851	145	7	neurons	neuron	NOUN
ajst-29851	145	8	during	during	ADP
ajst-29851	145	9	training	training	NOUN
ajst-29851	145	10	with	with	ADP
ajst-29851	145	11	a	a	DET
ajst-29851	145	12	certain	certain	ADJ
ajst-29851	145	13	probability	probability	NOUN
ajst-29851	145	14	,	,	PUNCT
ajst-29851	145	15	reducing	reduce	VERB
ajst-29851	145	16	the	the	DET
ajst-29851	145	17	model	model	NOUN
ajst-29851	145	18	's	's	PART
ajst-29851	145	19	dependence	dependence	NOUN
ajst-29851	145	20	on	on	ADP
ajst-29851	145	21	specific	specific	ADJ
ajst-29851	145	22	neurons	neuron	NOUN
ajst-29851	145	23	and	and	CCONJ
ajst-29851	145	24	thereby	thereby	ADV
ajst-29851	145	25	enhancing	enhance	VERB
ajst-29851	145	26	generalization	generalization	NOUN
ajst-29851	145	27	ability	ability	NOUN
ajst-29851	145	28	.	.	PUNCT
ajst-29851	146	1	in	in	ADP
ajst-29851	146	2	this	this	DET
ajst-29851	146	3	study	study	NOUN
ajst-29851	146	4	,	,	PUNCT
ajst-29851	146	5	the	the	DET
ajst-29851	146	6	dropout	dropout	NOUN
ajst-29851	146	7	probability	probability	NOUN
ajst-29851	146	8	is	be	AUX
ajst-29851	146	9	set	set	VERB
ajst-29851	146	10	to	to	ADP
ajst-29851	146	11	0.25	0.25	NUM
ajst-29851	146	12	.	.	PUNCT
ajst-29851	147	1	figure	figure	NOUN
ajst-29851	147	2	illustrates	illustrate	VERB
ajst-29851	147	3	the	the	DET
ajst-29851	147	4	network	network	NOUN
ajst-29851	147	5	structure	structure	NOUN
ajst-29851	147	6	of	of	ADP
ajst-29851	147	7	the	the	DET
ajst-29851	147	8	cnn	cnn	PROPN
ajst-29851	147	9	-	-	PUNCT
ajst-29851	147	10	bilstm	bilstm	ADJ
ajst-29851	147	11	hybrid	hybrid	NOUN
ajst-29851	147	12	prediction	prediction	NOUN
ajst-29851	147	13	model	model	NOUN
ajst-29851	147	14	.	.	PUNCT
ajst-29851	148	1	time	time	NOUN
ajst-29851	148	2	step	step	NOUN
ajst-29851	148	3	…	…	PUNCT
ajst-29851	148	4	…	…	PUNCT
ajst-29851	148	5	…	…	PUNCT
ajst-29851	148	6	…	…	PUNCT
ajst-29851	148	7	…	…	PUNCT
ajst-29851	149	1	x1	x1	NUM
ajst-29851	149	2	x2	x2	INTJ
ajst-29851	149	3	xl-2	xl-2	PUNCT
ajst-29851	149	4	xl-1	xl-1	PUNCT
ajst-29851	150	1	x	x	X
ajst-29851	151	1	l	l	PUNCT
ajst-29851	151	2	x1	x1	NOUN
ajst-29851	152	1	x2	x2	INTJ
ajst-29851	152	2	xl	xl	PROPN
ajst-29851	152	3	xl-2	xl-2	PROPN
ajst-29851	152	4	xl-1	xl-1	PUNCT
ajst-29851	153	1	bilstm	bilstm	NOUN
ajst-29851	153	2	layer	layer	NOUN
ajst-29851	153	3	forward	forward	ADV
ajst-29851	153	4	lstm	lstm	ADJ
ajst-29851	153	5	backward	backward	ADJ
ajst-29851	153	6	lstm	lstm	NOUN
ajst-29851	153	7	…	…	PUNCT
ajst-29851	153	8	θ1	θ1	PROPN
ajst-29851	153	9	θ2	θ2	PROPN
ajst-29851	153	10	θl	θl	ADP
ajst-29851	153	11	-2	-2	INTJ
ajst-29851	153	12	θl	θl	INTJ
ajst-29851	153	13	-1	-1	INTJ
ajst-29851	153	14	θl	θl	ADP
ajst-29851	153	15	…	…	PUNCT
ajst-29851	153	16	…	…	PUNCT
ajst-29851	153	17	…	…	PUNCT
ajst-29851	153	18	ht-1	ht-1	X
ajst-29851	153	19	'	'	PART
ajst-29851	153	20	h1	h1	PROPN
ajst-29851	153	21	'	'	PART
ajst-29851	153	22	h2	h2	PROPN
ajst-29851	153	23	'	'	PART
ajst-29851	153	24	h3	h3	NOUN
ajst-29851	153	25	'	'	PART
ajst-29851	153	26	a1	a1	NOUN
ajst-29851	153	27	al-1	al-1	X
ajst-29851	153	28	al	al	PROPN
ajst-29851	153	29	…	…	PUNCT
ajst-29851	153	30	…	…	PUNCT
ajst-29851	153	31	…	…	PUNCT
ajst-29851	153	32	fully	fully	ADV
ajst-29851	153	33	connected	connected	ADJ
ajst-29851	153	34	layer	layer	NOUN
ajst-29851	153	35	output	output	NOUN
ajst-29851	153	36	layerconvolution	layerconvolution	NOUN
ajst-29851	153	37	layer	layer	NOUN
ajst-29851	153	38	…	…	PUNCT
ajst-29851	153	39	…	…	PUNCT
ajst-29851	153	40	…	…	PUNCT
ajst-29851	153	41	normalization	normalization	NOUN
ajst-29851	153	42	relu	relu	NOUN
ajst-29851	153	43	…	…	PUNCT
ajst-29851	153	44	…	…	PUNCT
ajst-29851	153	45	…	…	PUNCT
ajst-29851	153	46	conv	conv	ADJ
ajst-29851	153	47	conv	conv	ADJ
ajst-29851	153	48	figure	figure	NOUN
ajst-29851	153	49	6	6	NUM
ajst-29851	153	50	.	.	PUNCT
ajst-29851	154	1	the	the	DET
ajst-29851	154	2	cnnbilstm	cnnbilstm	PROPN
ajst-29851	154	3	network	network	NOUN
ajst-29851	154	4	structure	structure	NOUN
ajst-29851	154	5	3	3	NUM
ajst-29851	154	6	.	.	PUNCT
ajst-29851	154	7	gear	gear	NOUN
ajst-29851	154	8	hobbing	hobbing	PROPN
ajst-29851	154	9	experiment	experiment	NOUN
ajst-29851	154	10	due	due	ADP
ajst-29851	154	11	to	to	ADP
ajst-29851	154	12	the	the	DET
ajst-29851	154	13	staggered	staggered	ADJ
ajst-29851	154	14	structural	structural	ADJ
ajst-29851	154	15	design	design	NOUN
ajst-29851	154	16	and	and	CCONJ
ajst-29851	154	17	cutting	cut	VERB
ajst-29851	154	18	characteristics	characteristic	NOUN
ajst-29851	154	19	of	of	ADP
ajst-29851	154	20	the	the	DET
ajst-29851	154	21	hobbing	hobbing	NOUN
ajst-29851	154	22	machine	machine	NOUN
ajst-29851	154	23	,	,	PUNCT
ajst-29851	154	24	it	it	PRON
ajst-29851	154	25	is	be	AUX
ajst-29851	154	26	extremely	extremely	ADV
ajst-29851	154	27	difficult	difficult	ADJ
ajst-29851	154	28	to	to	PART
ajst-29851	154	29	place	place	VERB
ajst-29851	154	30	sensors	sensor	NOUN
ajst-29851	154	31	inside	inside	ADP
ajst-29851	154	32	the	the	DET
ajst-29851	154	33	machine	machine	NOUN
ajst-29851	154	34	to	to	PART
ajst-29851	154	35	obtain	obtain	VERB
ajst-29851	154	36	vibration	vibration	NOUN
ajst-29851	154	37	data	datum	NOUN
ajst-29851	154	38	at	at	ADP
ajst-29851	154	39	the	the	DET
ajst-29851	154	40	ideal	ideal	ADJ
ajst-29851	154	41	cutting	cutting	NOUN
ajst-29851	154	42	point	point	NOUN
ajst-29851	154	43	.	.	PUNCT
ajst-29851	155	1	to	to	PART
ajst-29851	155	2	capture	capture	VERB
ajst-29851	155	3	the	the	DET
ajst-29851	155	4	vibration	vibration	NOUN
ajst-29851	155	5	data	datum	NOUN
ajst-29851	155	6	along	along	ADP
ajst-29851	155	7	the	the	DET
ajst-29851	155	8	x	x	NOUN
ajst-29851	155	9	-	-	NOUN
ajst-29851	155	10	direction	direction	NOUN
ajst-29851	155	11	of	of	ADP
ajst-29851	155	12	the	the	DET
ajst-29851	155	13	hob	hob	NOUN
ajst-29851	155	14	spindle	spindle	NOUN
ajst-29851	155	15	,	,	PUNCT
ajst-29851	155	16	the	the	DET
ajst-29851	155	17	measurement	measurement	NOUN
ajst-29851	155	18	point	point	NOUN
ajst-29851	155	19	was	be	AUX
ajst-29851	155	20	set	set	VERB
ajst-29851	155	21	at	at	ADP
ajst-29851	155	22	the	the	DET
ajst-29851	155	23	spindle	spindle	NOUN
ajst-29851	155	24	-	-	PUNCT
ajst-29851	155	25	end	end	NOUN
ajst-29851	155	26	bearing	bearing	NOUN
ajst-29851	155	27	,	,	PUNCT
ajst-29851	155	28	simulating	simulate	VERB
ajst-29851	155	29	the	the	DET
ajst-29851	155	30	vibrations	vibration	NOUN
ajst-29851	155	31	of	of	ADP
ajst-29851	155	32	the	the	DET
ajst-29851	155	33	hob	hob	NOUN
ajst-29851	155	34	during	during	ADP
ajst-29851	155	35	the	the	DET
ajst-29851	155	36	cutting	cutting	NOUN
ajst-29851	155	37	process	process	NOUN
ajst-29851	155	38	.	.	PUNCT
ajst-29851	156	1	in	in	ADP
ajst-29851	156	2	this	this	DET
ajst-29851	156	3	paper	paper	NOUN
ajst-29851	156	4	,	,	PUNCT
ajst-29851	156	5	a	a	DET
ajst-29851	156	6	high	high	ADJ
ajst-29851	156	7	-	-	PUNCT
ajst-29851	156	8	speed	speed	NOUN
ajst-29851	156	9	dry	dry	ADJ
ajst-29851	156	10	hobbing	hobbing	NOUN
ajst-29851	156	11	machine	machine	NOUN
ajst-29851	156	12	(	(	PUNCT
ajst-29851	156	13	ye3115cnc	ye3115cnc	X
ajst-29851	156	14	)	)	PUNCT
ajst-29851	156	15	is	be	AUX
ajst-29851	156	16	used	use	VERB
ajst-29851	156	17	,	,	PUNCT
ajst-29851	156	18	which	which	PRON
ajst-29851	156	19	is	be	AUX
ajst-29851	156	20	manufactured	manufacture	VERB
ajst-29851	156	21	by	by	ADP
ajst-29851	156	22	chongqing	chongqe	VERB
ajst-29851	156	23	machine	machine	NOUN
ajst-29851	156	24	tool	tool	NOUN
ajst-29851	156	25	plant	plant	NOUN
ajst-29851	156	26	.	.	PUNCT
ajst-29851	157	1	according	accord	VERB
ajst-29851	157	2	to	to	ADP
ajst-29851	157	3	iso	iso	PROPN
ajst-29851	157	4	1328	1328	NUM
ajst-29851	157	5	,	,	PUNCT
ajst-29851	157	6	it	it	PRON
ajst-29851	157	7	has	have	VERB
ajst-29851	157	8	a	a	DET
ajst-29851	157	9	maximum	maximum	ADJ
ajst-29851	157	10	processing	processing	NOUN
ajst-29851	157	11	capacity	capacity	NOUN
ajst-29851	157	12	of	of	ADP
ajst-29851	157	13	6	6	NUM
ajst-29851	157	14	levels	level	NOUN
ajst-29851	157	15	.	.	PUNCT
ajst-29851	158	1	as	as	SCONJ
ajst-29851	158	2	shown	show	VERB
ajst-29851	158	3	in	in	ADP
ajst-29851	158	4	figure	figure	NOUN
ajst-29851	158	5	,	,	PUNCT
ajst-29851	158	6	the	the	DET
ajst-29851	158	7	hob	hob	NOUN
ajst-29851	158	8	is	be	AUX
ajst-29851	158	9	mounted	mount	VERB
ajst-29851	158	10	on	on	ADP
ajst-29851	158	11	the	the	DET
ajst-29851	158	12	tool	tool	NOUN
ajst-29851	158	13	holder	holder	NOUN
ajst-29851	158	14	,	,	PUNCT
ajst-29851	158	15	and	and	CCONJ
ajst-29851	158	16	a	a	DET
ajst-29851	158	17	tri	tri	ADJ
ajst-29851	158	18	-	-	ADJ
ajst-29851	158	19	axial	axial	ADJ
ajst-29851	158	20	accelerometer	accelerometer	NOUN
ajst-29851	158	21	(	(	PUNCT
ajst-29851	158	22	pcb-356a16	pcb-356a16	NOUN
ajst-29851	158	23	)	)	PUNCT
ajst-29851	158	24	is	be	AUX
ajst-29851	158	25	installed	instal	VERB
ajst-29851	158	26	at	at	ADP
ajst-29851	158	27	the	the	DET
ajst-29851	158	28	spindle	spindle	NOUN
ajst-29851	158	29	-	-	PUNCT
ajst-29851	158	30	end	end	NOUN
ajst-29851	158	31	bearing	bearing	NOUN
ajst-29851	158	32	.	.	PUNCT
ajst-29851	159	1	the	the	DET
ajst-29851	159	2	sensor	sensor	NOUN
ajst-29851	159	3	's	's	PART
ajst-29851	159	4	orientation	orientation	NOUN
ajst-29851	159	5	corresponds	correspond	VERB
ajst-29851	159	6	to	to	ADP
ajst-29851	159	7	the	the	DET
ajst-29851	159	8	machine	machine	NOUN
ajst-29851	159	9	tool	tool	NOUN
ajst-29851	159	10	's	's	PART
ajst-29851	159	11	coordinate	coordinate	NOUN
ajst-29851	159	12	system	system	NOUN
ajst-29851	159	13	(	(	PUNCT
ajst-29851	159	14	x	x	X
ajst-29851	159	15	,	,	PUNCT
ajst-29851	159	16	y	y	PROPN
ajst-29851	159	17	,	,	PUNCT
ajst-29851	159	18	z	z	NOUN
ajst-29851	159	19	)	)	PUNCT
ajst-29851	159	20	.	.	PUNCT
ajst-29851	160	1	data	datum	NOUN
ajst-29851	160	2	acquisition	acquisition	NOUN
ajst-29851	160	3	was	be	AUX
ajst-29851	160	4	performed	perform	VERB
ajst-29851	160	5	using	use	VERB
ajst-29851	160	6	an	an	DET
ajst-29851	160	7	ni	ni	PROPN
ajst-29851	160	8	9231	9231	NUM
ajst-29851	160	9	data	data	PROPN
ajst-29851	160	10	acquisition	acquisition	NOUN
ajst-29851	160	11	card	card	NOUN
ajst-29851	160	12	to	to	PART
ajst-29851	160	13	facilitate	facilitate	VERB
ajst-29851	160	14	signal	signal	ADJ
ajst-29851	160	15	collection	collection	NOUN
ajst-29851	160	16	and	and	CCONJ
ajst-29851	160	17	processing	processing	NOUN
ajst-29851	160	18	.	.	PUNCT
ajst-29851	161	1	the	the	DET
ajst-29851	161	2	parameters	parameter	NOUN
ajst-29851	161	3	of	of	ADP
ajst-29851	161	4	the	the	DET
ajst-29851	161	5	processed	process	VERB
ajst-29851	161	6	gear	gear	NOUN
ajst-29851	161	7	are	be	AUX
ajst-29851	161	8	shown	show	VERB
ajst-29851	161	9	in	in	ADP
ajst-29851	161	10	table	table	NOUN
ajst-29851	161	11	.	.	PUNCT
ajst-29851	162	1	22	22	NUM
ajst-29851	162	2	ni	ni	PROPN
ajst-29851	162	3	9231	9231	NUM
ajst-29851	162	4	x	x	SYM
ajst-29851	162	5	z	z	PUNCT
ajst-29851	162	6	y	y	PROPN
ajst-29851	162	7	pcb-356a16	pcb-356a16	PROPN
ajst-29851	162	8	pcb-356a16	pcb-356a16	NOUN
ajst-29851	162	9	p2	p2	PROPN
ajst-29851	162	10	p1	p1	NOUN
ajst-29851	162	11	figure	figure	NOUN
ajst-29851	162	12	7	7	NUM
ajst-29851	162	13	.	.	PUNCT
ajst-29851	163	1	the	the	DET
ajst-29851	163	2	experimental	experimental	ADJ
ajst-29851	163	3	frame	frame	NOUN
ajst-29851	163	4	it	it	PRON
ajst-29851	163	5	is	be	AUX
ajst-29851	163	6	important	important	ADJ
ajst-29851	163	7	to	to	PART
ajst-29851	163	8	note	note	VERB
ajst-29851	163	9	that	that	SCONJ
ajst-29851	163	10	during	during	ADP
ajst-29851	163	11	the	the	DET
ajst-29851	163	12	cutting	cutting	NOUN
ajst-29851	163	13	-	-	PUNCT
ajst-29851	163	14	in	in	ADP
ajst-29851	163	15	and	and	CCONJ
ajst-29851	163	16	cuttingout	cuttingout	VERB
ajst-29851	163	17	phases	phase	NOUN
ajst-29851	163	18	,	,	PUNCT
ajst-29851	163	19	the	the	DET
ajst-29851	163	20	hob	hob	NOUN
ajst-29851	163	21	teeth	tooth	NOUN
ajst-29851	163	22	do	do	AUX
ajst-29851	163	23	not	not	PART
ajst-29851	163	24	fully	fully	ADV
ajst-29851	163	25	engage	engage	VERB
ajst-29851	163	26	in	in	ADP
ajst-29851	163	27	the	the	DET
ajst-29851	163	28	cutting	cutting	NOUN
ajst-29851	163	29	process	process	NOUN
ajst-29851	163	30	,	,	PUNCT
ajst-29851	163	31	resulting	result	VERB
ajst-29851	163	32	in	in	ADP
ajst-29851	163	33	signal	signal	ADJ
ajst-29851	163	34	characteristics	characteristic	NOUN
ajst-29851	163	35	that	that	PRON
ajst-29851	163	36	differ	differ	VERB
ajst-29851	163	37	significantly	significantly	ADV
ajst-29851	163	38	from	from	ADP
ajst-29851	163	39	those	those	PRON
ajst-29851	163	40	observed	observe	VERB
ajst-29851	163	41	during	during	ADP
ajst-29851	163	42	full	full	ADJ
ajst-29851	163	43	cutting	cutting	NOUN
ajst-29851	163	44	engagement	engagement	NOUN
ajst-29851	163	45	.	.	PUNCT
ajst-29851	164	1	additionally	additionally	ADV
ajst-29851	164	2	,	,	PUNCT
ajst-29851	164	3	useless	useless	ADJ
ajst-29851	164	4	signals	signal	NOUN
ajst-29851	164	5	from	from	ADP
ajst-29851	164	6	the	the	DET
ajst-29851	164	7	pre	pre	NOUN
ajst-29851	164	8	-	-	NOUN
ajst-29851	164	9	start	start	ADJ
ajst-29851	164	10	and	and	CCONJ
ajst-29851	164	11	reset	reset	VERB
ajst-29851	164	12	phases	phase	NOUN
ajst-29851	164	13	can	can	AUX
ajst-29851	164	14	negatively	negatively	ADV
ajst-29851	164	15	impact	impact	VERB
ajst-29851	164	16	model	model	NOUN
ajst-29851	164	17	training	training	NOUN
ajst-29851	164	18	and	and	CCONJ
ajst-29851	164	19	prediction	prediction	NOUN
ajst-29851	164	20	.	.	PUNCT
ajst-29851	165	1	to	to	PART
ajst-29851	165	2	address	address	VERB
ajst-29851	165	3	this	this	DET
ajst-29851	165	4	issue	issue	NOUN
ajst-29851	165	5	,	,	PUNCT
ajst-29851	165	6	this	this	DET
ajst-29851	165	7	study	study	NOUN
ajst-29851	165	8	employs	employ	VERB
ajst-29851	165	9	the	the	DET
ajst-29851	165	10	root	root	NOUN
ajst-29851	165	11	mean	mean	VERB
ajst-29851	165	12	square	square	ADJ
ajst-29851	165	13	error	error	NOUN
ajst-29851	165	14	(	(	PUNCT
ajst-29851	165	15	rmse	rmse	NOUN
ajst-29851	165	16	)	)	PUNCT
ajst-29851	165	17	of	of	ADP
ajst-29851	165	18	the	the	DET
ajst-29851	165	19	machining	machining	ADJ
ajst-29851	165	20	current	current	ADJ
ajst-29851	165	21	signal	signal	NOUN
ajst-29851	165	22	to	to	PART
ajst-29851	165	23	identify	identify	VERB
ajst-29851	165	24	and	and	CCONJ
ajst-29851	165	25	extract	extract	VERB
ajst-29851	165	26	the	the	DET
ajst-29851	165	27	complete	complete	ADJ
ajst-29851	165	28	cutting	cutting	NOUN
ajst-29851	165	29	process	process	NOUN
ajst-29851	165	30	.	.	PUNCT
ajst-29851	166	1	table	table	NOUN
ajst-29851	166	2	2	2	NUM
ajst-29851	166	3	.	.	PUNCT
ajst-29851	166	4	experimental	experimental	ADJ
ajst-29851	166	5	parameters	parameter	NOUN
ajst-29851	166	6	of	of	ADP
ajst-29851	166	7	gear	gear	NOUN
ajst-29851	166	8	hobbing	hobbing	PROPN
ajst-29851	166	9	gear	gear	NOUN
ajst-29851	166	10	number	number	NOUN
ajst-29851	166	11	feed	feed	NOUN
ajst-29851	166	12	speed	speed	NOUN
ajst-29851	166	13	1:30	1:30	NUM
ajst-29851	166	14	0.5:0.5:3.0	0.5:0.5:3.0	SYM
ajst-29851	166	15	550:100:950	550:100:950	PROPN
ajst-29851	166	16	(	(	PUNCT
ajst-29851	166	17	b	b	NOUN
ajst-29851	166	18	)	)	PUNCT
ajst-29851	166	19	fr	fr	NOUN
ajst-29851	166	20	(	(	PUNCT
ajst-29851	166	21	a	a	NOUN
ajst-29851	166	22	)	)	PUNCT
ajst-29851	166	23	fp	fp	NOUN
ajst-29851	166	24	figure	figure	NOUN
ajst-29851	166	25	8	8	NUM
ajst-29851	166	26	.	.	PUNCT
ajst-29851	167	1	the	the	DET
ajst-29851	167	2	precision	precision	NOUN
ajst-29851	167	3	inspection	inspection	NOUN
ajst-29851	167	4	results	result	NOUN
ajst-29851	167	5	about	about	ADP
ajst-29851	167	6	fp	fp	PROPN
ajst-29851	167	7	and	and	CCONJ
ajst-29851	167	8	fr	fr	PROPN
ajst-29851	167	9	in	in	ADP
ajst-29851	167	10	this	this	DET
ajst-29851	167	11	paper	paper	NOUN
ajst-29851	167	12	,	,	PUNCT
ajst-29851	167	13	the	the	DET
ajst-29851	167	14	vibration	vibration	NOUN
ajst-29851	167	15	data	datum	NOUN
ajst-29851	167	16	in	in	ADP
ajst-29851	167	17	x	x	X
ajst-29851	167	18	and	and	CCONJ
ajst-29851	167	19	z	z	NOUN
ajst-29851	167	20	directions	direction	NOUN
ajst-29851	167	21	of	of	ADP
ajst-29851	167	22	p1	p1	NOUN
ajst-29851	167	23	and	and	CCONJ
ajst-29851	167	24	p2	p2	PROPN
ajst-29851	167	25	points	point	NOUN
ajst-29851	167	26	are	be	AUX
ajst-29851	167	27	obtained	obtain	VERB
ajst-29851	167	28	respectively	respectively	ADV
ajst-29851	167	29	.	.	PUNCT
ajst-29851	168	1	the	the	DET
ajst-29851	168	2	hobbing	hobbing	PROPN
ajst-29851	168	3	vibration	vibration	NOUN
ajst-29851	168	4	sequence	sequence	NOUN
ajst-29851	168	5	is	be	AUX
ajst-29851	168	6	sliced	slice	VERB
ajst-29851	168	7	by	by	ADP
ajst-29851	168	8	sliding	slide	VERB
ajst-29851	168	9	algorithm	algorithm	NOUN
ajst-29851	168	10	.	.	PUNCT
ajst-29851	169	1	under	under	ADP
ajst-29851	169	2	the	the	DET
ajst-29851	169	3	condition	condition	NOUN
ajst-29851	169	4	of	of	ADP
ajst-29851	169	5	time	time	NOUN
ajst-29851	169	6	window	window	NOUN
ajst-29851	169	7	length	length	NOUN
ajst-29851	169	8	l	l	PROPN
ajst-29851	169	9	and	and	CCONJ
ajst-29851	169	10	length	length	NOUN
ajst-29851	169	11	n	n	CCONJ
ajst-29851	169	12	,	,	PUNCT
ajst-29851	169	13	samples	sample	NOUN
ajst-29851	169	14	data	datum	NOUN
ajst-29851	169	15	are	be	AUX
ajst-29851	169	16	produced	produce	VERB
ajst-29851	169	17	from	from	ADP
ajst-29851	169	18	30	30	NUM
ajst-29851	169	19	hobbing	hobbing	NOUN
ajst-29851	169	20	vibration	vibration	NOUN
ajst-29851	169	21	sequences.in	sequences.in	ADJ
ajst-29851	169	22	order	order	NOUN
ajst-29851	169	23	to	to	PART
ajst-29851	169	24	accurately	accurately	ADV
ajst-29851	169	25	measure	measure	VERB
ajst-29851	169	26	the	the	DET
ajst-29851	169	27	cumulative	cumulative	ADJ
ajst-29851	169	28	pitch	pitch	NOUN
ajst-29851	169	29	error	error	NOUN
ajst-29851	169	30	(	(	PUNCT
ajst-29851	169	31	fp	fp	X
ajst-29851	169	32	)	)	PUNCT
ajst-29851	169	33	and	and	CCONJ
ajst-29851	169	34	radial	radial	ADJ
ajst-29851	169	35	runout	runout	NOUN
ajst-29851	169	36	error	error	NOUN
ajst-29851	169	37	(	(	PUNCT
ajst-29851	169	38	fr	fr	NOUN
ajst-29851	169	39	)	)	PUNCT
ajst-29851	169	40	of	of	ADP
ajst-29851	169	41	gears	gear	NOUN
ajst-29851	169	42	,	,	PUNCT
ajst-29851	169	43	a	a	DET
ajst-29851	169	44	three	three	NUM
ajst-29851	169	45	-	-	PUNCT
ajst-29851	169	46	dimensional	dimensional	ADJ
ajst-29851	169	47	gear	gear	NOUN
ajst-29851	169	48	tester	tester	NOUN
ajst-29851	169	49	is	be	AUX
ajst-29851	169	50	used	use	VERB
ajst-29851	169	51	for	for	ADP
ajst-29851	169	52	measurement	measurement	NOUN
ajst-29851	169	53	.	.	PUNCT
ajst-29851	170	1	the	the	DET
ajst-29851	170	2	measurement	measurement	NOUN
ajst-29851	170	3	data	data	NOUN
ajst-29851	170	4	is	be	AUX
ajst-29851	170	5	then	then	ADV
ajst-29851	170	6	used	use	VERB
ajst-29851	170	7	to	to	PART
ajst-29851	170	8	generate	generate	VERB
ajst-29851	170	9	accuracy	accuracy	NOUN
ajst-29851	170	10	level	level	NOUN
ajst-29851	170	11	labels	label	NOUN
ajst-29851	170	12	,	,	PUNCT
ajst-29851	170	13	as	as	SCONJ
ajst-29851	170	14	shown	show	VERB
ajst-29851	170	15	in	in	ADP
ajst-29851	170	16	figure.in	figure.in	PROPN
ajst-29851	170	17	order	order	NOUN
ajst-29851	170	18	to	to	PART
ajst-29851	170	19	prevent	prevent	VERB
ajst-29851	170	20	the	the	DET
ajst-29851	170	21	uneven	uneven	ADJ
ajst-29851	170	22	distribution	distribution	NOUN
ajst-29851	170	23	of	of	ADP
ajst-29851	170	24	features	feature	NOUN
ajst-29851	170	25	in	in	ADP
ajst-29851	170	26	different	different	ADJ
ajst-29851	170	27	dimensions	dimension	NOUN
ajst-29851	170	28	,	,	PUNCT
ajst-29851	170	29	leading	lead	VERB
ajst-29851	170	30	to	to	ADP
ajst-29851	170	31	the	the	DET
ajst-29851	170	32	reduction	reduction	NOUN
ajst-29851	170	33	of	of	ADP
ajst-29851	170	34	prediction	prediction	NOUN
ajst-29851	170	35	accuracy	accuracy	NOUN
ajst-29851	170	36	and	and	CCONJ
ajst-29851	170	37	slow	slow	ADJ
ajst-29851	170	38	training	training	NOUN
ajst-29851	170	39	convergence	convergence	NOUN
ajst-29851	170	40	,	,	PUNCT
ajst-29851	170	41	the	the	DET
ajst-29851	170	42	data	datum	NOUN
ajst-29851	170	43	must	must	AUX
ajst-29851	170	44	be	be	AUX
ajst-29851	170	45	normalized	normalize	VERB
ajst-29851	170	46	before	before	ADP
ajst-29851	170	47	being	be	AUX
ajst-29851	170	48	sent	send	VERB
ajst-29851	170	49	to	to	ADP
ajst-29851	170	50	the	the	DET
ajst-29851	170	51	neural	neural	ADJ
ajst-29851	170	52	network	network	NOUN
ajst-29851	170	53	model	model	NOUN
ajst-29851	170	54	.	.	PUNCT
ajst-29851	171	1	the	the	DET
ajst-29851	171	2	dataset	dataset	NOUN
ajst-29851	171	3	will	will	AUX
ajst-29851	171	4	be	be	AUX
ajst-29851	171	5	normalized	normalize	VERB
ajst-29851	171	6	.	.	PUNCT
ajst-29851	172	1	in	in	ADP
ajst-29851	172	2	the	the	DET
ajst-29851	172	3	prediction	prediction	NOUN
ajst-29851	172	4	of	of	ADP
ajst-29851	172	5	hobbing	hobbing	PROPN
ajst-29851	172	6	quality	quality	NOUN
ajst-29851	172	7	,	,	PUNCT
ajst-29851	172	8	bayesian	bayesian	NOUN
ajst-29851	172	9	optimization	optimization	NOUN
ajst-29851	172	10	algorithm	algorithm	NOUN
ajst-29851	172	11	is	be	AUX
ajst-29851	172	12	used	use	VERB
ajst-29851	172	13	to	to	PART
ajst-29851	172	14	optimize	optimize	VERB
ajst-29851	172	15	the	the	DET
ajst-29851	172	16	super	super	ADJ
ajst-29851	172	17	parameters	parameter	NOUN
ajst-29851	172	18	in	in	ADP
ajst-29851	172	19	the	the	DET
ajst-29851	172	20	model	model	NOUN
ajst-29851	172	21	,	,	PUNCT
ajst-29851	172	22	which	which	PRON
ajst-29851	172	23	overcomes	overcome	VERB
ajst-29851	172	24	the	the	DET
ajst-29851	172	25	subjectivity	subjectivity	NOUN
ajst-29851	172	26	and	and	CCONJ
ajst-29851	172	27	empiricism	empiricism	NOUN
ajst-29851	172	28	of	of	ADP
ajst-29851	172	29	manual	manual	ADJ
ajst-29851	172	30	selection	selection	NOUN
ajst-29851	172	31	,	,	PUNCT
ajst-29851	172	32	and	and	CCONJ
ajst-29851	172	33	takes	take	VERB
ajst-29851	172	34	into	into	ADP
ajst-29851	172	35	account	account	NOUN
ajst-29851	172	36	the	the	DET
ajst-29851	172	37	prediction	prediction	NOUN
ajst-29851	172	38	accuracy	accuracy	NOUN
ajst-29851	172	39	and	and	CCONJ
ajst-29851	172	40	calculation	calculation	NOUN
ajst-29851	172	41	amount	amount	NOUN
ajst-29851	172	42	.	.	PUNCT
ajst-29851	173	1	the	the	DET
ajst-29851	173	2	proposed	propose	VERB
ajst-29851	173	3	framework	framework	NOUN
ajst-29851	173	4	is	be	AUX
ajst-29851	173	5	constructed	construct	VERB
ajst-29851	173	6	using	use	VERB
ajst-29851	173	7	matlab	matlab	PROPN
ajst-29851	173	8	2024a	2024a	NUM
ajst-29851	173	9	.	.	PUNCT
ajst-29851	174	1	the	the	DET
ajst-29851	174	2	network	network	NOUN
ajst-29851	174	3	structure	structure	NOUN
ajst-29851	174	4	of	of	ADP
ajst-29851	174	5	the	the	DET
ajst-29851	174	6	model	model	NOUN
ajst-29851	174	7	includes	include	VERB
ajst-29851	174	8	sequence	sequence	NOUN
ajst-29851	174	9	input	input	NOUN
ajst-29851	174	10	layer	layer	NOUN
ajst-29851	174	11	,	,	PUNCT
ajst-29851	174	12	convolution	convolution	NOUN
ajst-29851	174	13	layer	layer	NOUN
ajst-29851	174	14	,	,	PUNCT
ajst-29851	174	15	bidirectional	bidirectional	ADJ
ajst-29851	174	16	lstm	lstm	NOUN
ajst-29851	174	17	layer	layer	NOUN
ajst-29851	174	18	,	,	PUNCT
ajst-29851	174	19	complete	complete	ADJ
ajst-29851	174	20	connection	connection	NOUN
ajst-29851	174	21	layer	layer	NOUN
ajst-29851	174	22	,	,	PUNCT
ajst-29851	174	23	drop	drop	VERB
ajst-29851	174	24	layer	layer	NOUN
ajst-29851	174	25	and	and	CCONJ
ajst-29851	174	26	classification	classification	NOUN
ajst-29851	174	27	layer	layer	NOUN
ajst-29851	174	28	.	.	PUNCT
ajst-29851	175	1	in	in	ADP
ajst-29851	175	2	the	the	DET
ajst-29851	175	3	sequence	sequence	NOUN
ajst-29851	175	4	input	input	NOUN
ajst-29851	175	5	layer	layer	NOUN
ajst-29851	175	6	,	,	PUNCT
ajst-29851	175	7	the	the	DET
ajst-29851	175	8	sample	sample	NOUN
ajst-29851	175	9	matrix	matrix	NOUN
ajst-29851	175	10	is	be	AUX
ajst-29851	175	11	controlled	control	VERB
ajst-29851	175	12	according	accord	VERB
ajst-29851	175	13	to	to	ADP
ajst-29851	175	14	the	the	DET
ajst-29851	175	15	time	time	NOUN
ajst-29851	175	16	step	step	NOUN
ajst-29851	175	17	l	l	NOUN
ajst-29851	175	18	and	and	CCONJ
ajst-29851	175	19	the	the	DET
ajst-29851	175	20	selected	select	VERB
ajst-29851	175	21	time	time	NOUN
ajst-29851	175	22	-	-	PUNCT
ajst-29851	175	23	frequency	frequency	NOUN
ajst-29851	175	24	characteristics	characteristic	NOUN
ajst-29851	175	25	.	.	PUNCT
ajst-29851	176	1	the	the	DET
ajst-29851	176	2	label	label	NOUN
ajst-29851	176	3	of	of	ADP
ajst-29851	176	4	each	each	DET
ajst-29851	176	5	matrix	matrix	NOUN
ajst-29851	176	6	is	be	AUX
ajst-29851	176	7	predicted	predict	VERB
ajst-29851	176	8	in	in	ADP
ajst-29851	176	9	the	the	DET
ajst-29851	176	10	classification	classification	NOUN
ajst-29851	176	11	layer.the	layer.the	DET
ajst-29851	176	12	matrix	matrix	NOUN
ajst-29851	176	13	is	be	AUX
ajst-29851	176	14	marked	mark	VERB
ajst-29851	176	15	according	accord	VERB
ajst-29851	176	16	to	to	ADP
ajst-29851	176	17	the	the	DET
ajst-29851	176	18	gear	gear	NOUN
ajst-29851	176	19	number	number	NOUN
ajst-29851	176	20	,	,	PUNCT
ajst-29851	176	21	so	so	CCONJ
ajst-29851	176	22	the	the	DET
ajst-29851	176	23	number	number	NOUN
ajst-29851	176	24	of	of	ADP
ajst-29851	176	25	hidden	hide	VERB
ajst-29851	176	26	states	state	NOUN
ajst-29851	176	27	of	of	ADP
ajst-29851	176	28	the	the	DET
ajst-29851	176	29	lstm	lstm	PROPN
ajst-29851	176	30	network	network	NOUN
ajst-29851	176	31	is	be	AUX
ajst-29851	176	32	set	set	VERB
ajst-29851	176	33	to	to	ADP
ajst-29851	176	34	2	2	NUM
ajst-29851	176	35	.	.	PUNCT
ajst-29851	177	1	in	in	ADP
ajst-29851	177	2	order	order	NOUN
ajst-29851	177	3	to	to	PART
ajst-29851	177	4	study	study	VERB
ajst-29851	177	5	the	the	DET
ajst-29851	177	6	effectiveness	effectiveness	NOUN
ajst-29851	177	7	of	of	ADP
ajst-29851	177	8	static	static	ADJ
ajst-29851	177	9	and	and	CCONJ
ajst-29851	177	10	dynamic	dynamic	ADJ
ajst-29851	177	11	feature	feature	NOUN
ajst-29851	177	12	fusion	fusion	NOUN
ajst-29851	177	13	strategy	strategy	NOUN
ajst-29851	177	14	,	,	PUNCT
ajst-29851	177	15	two	two	NUM
ajst-29851	177	16	evaluation	evaluation	NOUN
ajst-29851	177	17	models	model	NOUN
ajst-29851	177	18	were	be	AUX
ajst-29851	177	19	developed	develop	VERB
ajst-29851	177	20	using	use	VERB
ajst-29851	177	21	different	different	ADJ
ajst-29851	177	22	data	datum	NOUN
ajst-29851	177	23	sets	set	NOUN
ajst-29851	177	24	a1	a1	NOUN
ajst-29851	177	25	(	(	PUNCT
ajst-29851	177	26	static	static	ADJ
ajst-29851	177	27	and	and	CCONJ
ajst-29851	177	28	dynamic	dynamic	ADJ
ajst-29851	177	29	fusion	fusion	NOUN
ajst-29851	177	30	feature	feature	NOUN
ajst-29851	177	31	)	)	PUNCT
ajst-29851	177	32	and	and	CCONJ
ajst-29851	177	33	b1	b1	NOUN
ajst-29851	177	34	(	(	PUNCT
ajst-29851	177	35	vibration	vibration	NOUN
ajst-29851	177	36	feature	feature	NOUN
ajst-29851	177	37	)	)	PUNCT
ajst-29851	177	38	.	.	PUNCT
ajst-29851	178	1	4	4	X
ajst-29851	178	2	.	.	NOUN
ajst-29851	178	3	results	result	NOUN
ajst-29851	178	4	and	and	CCONJ
ajst-29851	178	5	discussions	discussion	NOUN
ajst-29851	178	6	based	base	VERB
ajst-29851	178	7	on	on	ADP
ajst-29851	178	8	the	the	DET
ajst-29851	178	9	above	above	ADJ
ajst-29851	178	10	theoretical	theoretical	ADJ
ajst-29851	178	11	basis	basis	NOUN
ajst-29851	178	12	,	,	PUNCT
ajst-29851	178	13	the	the	DET
ajst-29851	178	14	cnn	cnn	PROPN
ajst-29851	178	15	-	-	PUNCT
ajst-29851	178	16	bilstm	bilstm	NOUN
ajst-29851	178	17	framework	framework	NOUN
ajst-29851	178	18	is	be	AUX
ajst-29851	178	19	proposed	propose	VERB
ajst-29851	178	20	in	in	ADP
ajst-29851	178	21	this	this	DET
ajst-29851	178	22	study	study	NOUN
ajst-29851	178	23	,	,	PUNCT
ajst-29851	178	24	and	and	CCONJ
ajst-29851	178	25	the	the	DET
ajst-29851	178	26	gear	gear	NOUN
ajst-29851	178	27	classification	classification	NOUN
ajst-29851	178	28	model	model	NOUN
ajst-29851	178	29	is	be	AUX
ajst-29851	178	30	constructed	construct	VERB
ajst-29851	178	31	for	for	ADP
ajst-29851	178	32	the	the	DET
ajst-29851	178	33	accuracy	accuracy	NOUN
ajst-29851	178	34	indexes	index	NOUN
ajst-29851	178	35	fp	fp	INTJ
ajst-29851	178	36	and	and	CCONJ
ajst-29851	178	37	fr	fr	PROPN
ajst-29851	178	38	.	.	PUNCT
ajst-29851	179	1	the	the	DET
ajst-29851	179	2	model	model	NOUN
ajst-29851	179	3	is	be	AUX
ajst-29851	179	4	trained	train	VERB
ajst-29851	179	5	and	and	CCONJ
ajst-29851	179	6	tested	test	VERB
ajst-29851	179	7	using	use	VERB
ajst-29851	179	8	the	the	DET
ajst-29851	179	9	data	datum	NOUN
ajst-29851	179	10	set	set	VERB
ajst-29851	179	11	integrating	integrate	VERB
ajst-29851	179	12	static	static	ADJ
ajst-29851	179	13	and	and	CCONJ
ajst-29851	179	14	dynamic	dynamic	ADJ
ajst-29851	179	15	features	feature	NOUN
ajst-29851	179	16	.	.	PUNCT
ajst-29851	180	1	in	in	ADP
ajst-29851	180	2	order	order	NOUN
ajst-29851	180	3	to	to	PART
ajst-29851	180	4	verify	verify	VERB
ajst-29851	180	5	the	the	DET
ajst-29851	180	6	effectiveness	effectiveness	NOUN
ajst-29851	180	7	of	of	ADP
ajst-29851	180	8	this	this	DET
ajst-29851	180	9	method	method	NOUN
ajst-29851	180	10	,	,	PUNCT
ajst-29851	180	11	the	the	DET
ajst-29851	180	12	input	input	NOUN
ajst-29851	180	13	sample	sample	NOUN
ajst-29851	180	14	matrix	matrix	NOUN
ajst-29851	180	15	is	be	AUX
ajst-29851	180	16	extracted	extract	VERB
ajst-29851	180	17	from	from	ADP
ajst-29851	180	18	the	the	DET
ajst-29851	180	19	gear	gear	NOUN
ajst-29851	180	20	machining	machining	NOUN
ajst-29851	180	21	feature	feature	NOUN
ajst-29851	180	22	sequence	sequence	NOUN
ajst-29851	180	23	and	and	CCONJ
ajst-29851	180	24	used	use	VERB
ajst-29851	180	25	as	as	ADP
ajst-29851	180	26	the	the	DET
ajst-29851	180	27	network	network	NOUN
ajst-29851	180	28	input	input	NOUN
ajst-29851	180	29	.	.	PUNCT
ajst-29851	181	1	the	the	DET
ajst-29851	181	2	data	datum	NOUN
ajst-29851	181	3	set	set	VERB
ajst-29851	181	4	was	be	AUX
ajst-29851	181	5	divided	divide	VERB
ajst-29851	181	6	into	into	ADP
ajst-29851	181	7	training	training	NOUN
ajst-29851	181	8	set	set	NOUN
ajst-29851	181	9	,	,	PUNCT
ajst-29851	181	10	verification	verification	NOUN
ajst-29851	181	11	set	set	NOUN
ajst-29851	181	12	and	and	CCONJ
ajst-29851	181	13	test	test	NOUN
ajst-29851	181	14	set	set	VERB
ajst-29851	181	15	.	.	PUNCT
ajst-29851	182	1	in	in	ADP
ajst-29851	182	2	order	order	NOUN
ajst-29851	182	3	to	to	PART
ajst-29851	182	4	ensure	ensure	VERB
ajst-29851	182	5	the	the	DET
ajst-29851	182	6	uniform	uniform	ADJ
ajst-29851	182	7	23	23	NUM
ajst-29851	182	8	distribution	distribution	NOUN
ajst-29851	182	9	of	of	ADP
ajst-29851	182	10	categories	category	NOUN
ajst-29851	182	11	,	,	PUNCT
ajst-29851	182	12	samples	sample	NOUN
ajst-29851	182	13	were	be	AUX
ajst-29851	182	14	taken	take	VERB
ajst-29851	182	15	for	for	ADP
ajst-29851	182	16	each	each	DET
ajst-29851	182	17	accuracy	accuracy	NOUN
ajst-29851	182	18	category	category	NOUN
ajst-29851	182	19	as	as	ADP
ajst-29851	182	20	the	the	DET
ajst-29851	182	21	test	test	NOUN
ajst-29851	182	22	.	.	PUNCT
ajst-29851	183	1	the	the	DET
ajst-29851	183	2	confusion	confusion	NOUN
ajst-29851	183	3	matrix	matrix	NOUN
ajst-29851	183	4	of	of	ADP
ajst-29851	183	5	the	the	DET
ajst-29851	183	6	model	model	NOUN
ajst-29851	183	7	in	in	ADP
ajst-29851	183	8	the	the	DET
ajst-29851	183	9	x	x	ADJ
ajst-29851	183	10	direction	direction	NOUN
ajst-29851	183	11	of	of	ADP
ajst-29851	183	12	a1	a1	NOUN
ajst-29851	183	13	and	and	CCONJ
ajst-29851	183	14	b1	b1	NOUN
ajst-29851	183	15	data	datum	NOUN
ajst-29851	183	16	sets	set	NOUN
ajst-29851	183	17	is	be	AUX
ajst-29851	183	18	shown	show	VERB
ajst-29851	183	19	in	in	ADP
ajst-29851	183	20	figure	figure	NOUN
ajst-29851	183	21	.	.	PUNCT
ajst-29851	184	1	（	（	PUNCT
ajst-29851	184	2	fp	fp	X
ajst-29851	184	3	）	）	PUNCT
ajst-29851	184	4	（	（	PUNCT
ajst-29851	185	1	fr	fr	PROPN
ajst-29851	185	2	）	）	PROPN
ajst-29851	185	3	（	（	PUNCT
ajst-29851	185	4	fp	fp	X
ajst-29851	185	5	）	）	PUNCT
ajst-29851	185	6	（	（	PUNCT
ajst-29851	186	1	fr	fr	PROPN
ajst-29851	186	2	）	）	PROPN
ajst-29851	186	3	（	（	PUNCT
ajst-29851	186	4	a1	a1	PROPN
ajst-29851	186	5	）	）	SYM
ajst-29851	186	6	（	（	PUNCT
ajst-29851	186	7	b1	b1	PROPN
ajst-29851	186	8	）	）	PROPN
ajst-29851	186	9	figure	figure	NOUN
ajst-29851	186	10	9	9	NUM
ajst-29851	186	11	.	.	PUNCT
ajst-29851	187	1	the	the	DET
ajst-29851	187	2	confusion	confusion	NOUN
ajst-29851	187	3	matrix	matrix	NOUN
ajst-29851	187	4	of	of	ADP
ajst-29851	187	5	prediction	prediction	NOUN
ajst-29851	187	6	results	result	NOUN
ajst-29851	187	7	in	in	ADP
ajst-29851	187	8	the	the	DET
ajst-29851	187	9	x	x	NOUN
ajst-29851	187	10	direction	direction	NOUN
ajst-29851	187	11	table	table	NOUN
ajst-29851	187	12	illustrate	illustrate	VERB
ajst-29851	187	13	the	the	DET
ajst-29851	187	14	accuracy	accuracy	NOUN
ajst-29851	187	15	of	of	ADP
ajst-29851	187	16	accuracy	accuracy	NOUN
ajst-29851	187	17	classification	classification	NOUN
ajst-29851	187	18	,	,	PUNCT
ajst-29851	187	19	respectively	respectively	ADV
ajst-29851	187	20	.	.	PUNCT
ajst-29851	188	1	the	the	DET
ajst-29851	188	2	evaluation	evaluation	NOUN
ajst-29851	188	3	results	result	NOUN
ajst-29851	188	4	show	show	VERB
ajst-29851	188	5	that	that	SCONJ
ajst-29851	188	6	the	the	DET
ajst-29851	188	7	proposed	propose	VERB
ajst-29851	188	8	evaluation	evaluation	NOUN
ajst-29851	188	9	framework	framework	NOUN
ajst-29851	188	10	is	be	AUX
ajst-29851	188	11	usually	usually	ADV
ajst-29851	188	12	effective	effective	ADJ
ajst-29851	188	13	.	.	PUNCT
ajst-29851	189	1	the	the	DET
ajst-29851	189	2	prediction	prediction	NOUN
ajst-29851	189	3	results	result	VERB
ajst-29851	189	4	at	at	ADP
ajst-29851	189	5	p1	p1	NOUN
ajst-29851	189	6	and	and	CCONJ
ajst-29851	189	7	p2	p2	PROPN
ajst-29851	189	8	are	be	AUX
ajst-29851	189	9	different	different	ADJ
ajst-29851	189	10	,	,	PUNCT
ajst-29851	189	11	which	which	PRON
ajst-29851	189	12	may	may	AUX
ajst-29851	189	13	be	be	AUX
ajst-29851	189	14	that	that	SCONJ
ajst-29851	189	15	the	the	DET
ajst-29851	189	16	vibration	vibration	NOUN
ajst-29851	189	17	signal	signal	NOUN
ajst-29851	189	18	at	at	ADP
ajst-29851	189	19	p1	p1	PROPN
ajst-29851	189	20	is	be	AUX
ajst-29851	189	21	more	more	ADV
ajst-29851	189	22	ideal	ideal	ADJ
ajst-29851	189	23	,	,	PUNCT
ajst-29851	189	24	with	with	ADP
ajst-29851	189	25	less	less	ADJ
ajst-29851	189	26	noise	noise	NOUN
ajst-29851	189	27	and	and	CCONJ
ajst-29851	189	28	interference	interference	NOUN
ajst-29851	189	29	,	,	PUNCT
ajst-29851	189	30	and	and	CCONJ
ajst-29851	189	31	it	it	PRON
ajst-29851	189	32	is	be	AUX
ajst-29851	189	33	an	an	DET
ajst-29851	189	34	ideal	ideal	ADJ
ajst-29851	189	35	data	datum	NOUN
ajst-29851	189	36	acquisition	acquisition	NOUN
ajst-29851	189	37	point	point	NOUN
ajst-29851	189	38	.	.	PUNCT
ajst-29851	190	1	in	in	ADP
ajst-29851	190	2	addition	addition	NOUN
ajst-29851	190	3	,	,	PUNCT
ajst-29851	190	4	the	the	DET
ajst-29851	190	5	prediction	prediction	NOUN
ajst-29851	190	6	performance	performance	NOUN
ajst-29851	190	7	of	of	ADP
ajst-29851	190	8	the	the	DET
ajst-29851	190	9	model	model	NOUN
ajst-29851	190	10	in	in	ADP
ajst-29851	190	11	the	the	DET
ajst-29851	190	12	x	x	NOUN
ajst-29851	190	13	direction	direction	NOUN
ajst-29851	190	14	is	be	AUX
ajst-29851	190	15	higher	high	ADJ
ajst-29851	190	16	than	than	ADP
ajst-29851	190	17	that	that	PRON
ajst-29851	190	18	in	in	ADP
ajst-29851	190	19	the	the	DET
ajst-29851	190	20	z	z	NOUN
ajst-29851	190	21	direction	direction	NOUN
ajst-29851	190	22	,	,	PUNCT
ajst-29851	190	23	and	and	CCONJ
ajst-29851	190	24	fr	fr	PROPN
ajst-29851	190	25	and	and	CCONJ
ajst-29851	190	26	fp	fp	X
ajst-29851	190	27	have	have	VERB
ajst-29851	190	28	the	the	DET
ajst-29851	190	29	same	same	ADJ
ajst-29851	190	30	sensitive	sensitive	ADJ
ajst-29851	190	31	vibration	vibration	NOUN
ajst-29851	190	32	direction	direction	NOUN
ajst-29851	190	33	.	.	PUNCT
ajst-29851	191	1	for	for	ADP
ajst-29851	191	2	a	a	DET
ajst-29851	191	3	given	give	VERB
ajst-29851	191	4	evaluation	evaluation	NOUN
ajst-29851	191	5	index	index	NOUN
ajst-29851	191	6	fr	fr	NOUN
ajst-29851	191	7	and	and	CCONJ
ajst-29851	191	8	fp	fp	INTJ
ajst-29851	191	9	,	,	PUNCT
ajst-29851	191	10	the	the	DET
ajst-29851	191	11	effectiveness	effectiveness	NOUN
ajst-29851	191	12	of	of	ADP
ajst-29851	191	13	the	the	DET
ajst-29851	191	14	vibration	vibration	NOUN
ajst-29851	191	15	signal	signal	NOUN
ajst-29851	191	16	changes	change	NOUN
ajst-29851	191	17	with	with	ADP
ajst-29851	191	18	the	the	DET
ajst-29851	191	19	sensor	sensor	NOUN
ajst-29851	191	20	acquisition	acquisition	NOUN
ajst-29851	191	21	point	point	NOUN
ajst-29851	191	22	and	and	CCONJ
ajst-29851	191	23	channel	channel	NOUN
ajst-29851	191	24	direction	direction	NOUN
ajst-29851	191	25	.	.	PUNCT
ajst-29851	192	1	tables.3	tables.3	PRON
ajst-29851	192	2	model	model	NOUN
ajst-29851	192	3	evaluation	evaluation	NOUN
ajst-29851	192	4	results	result	NOUN
ajst-29851	192	5	table	table	VERB
ajst-29851	192	6	3	3	NUM
ajst-29851	192	7	.	.	PUNCT
ajst-29851	193	1	the	the	DET
ajst-29851	193	2	evaluation	evaluation	NOUN
ajst-29851	193	3	results	result	VERB
ajst-29851	193	4	data	datum	NOUN
ajst-29851	193	5	set	set	VERB
ajst-29851	193	6	deviations	deviation	NOUN
ajst-29851	193	7	p1	p1	NOUN
ajst-29851	193	8	accuracy(%	accuracy(%	ADJ
ajst-29851	193	9	)	)	PUNCT
ajst-29851	193	10	p2	p2	PROPN
ajst-29851	193	11	accuracy(%	accuracy(%	ADJ
ajst-29851	193	12	)	)	PUNCT
ajst-29851	193	13	x	x	X
ajst-29851	194	1	z	z	NOUN
ajst-29851	194	2	x	x	PUNCT
ajst-29851	194	3	z	z	NOUN
ajst-29851	194	4	a1	a1	NOUN
ajst-29851	194	5	fp	fp	ADP
ajst-29851	194	6	90.01	90.01	NUM
ajst-29851	194	7	86.34	86.34	NUM
ajst-29851	194	8	79.24	79.24	NUM
ajst-29851	194	9	76.54	76.54	NUM
ajst-29851	194	10	fr	fr	PROPN
ajst-29851	194	11	88.12	88.12	NUM
ajst-29851	194	12	84.57	84.57	NUM
ajst-29851	194	13	84.16	84.16	NUM
ajst-29851	194	14	78.47	78.47	NUM
ajst-29851	194	15	b1	b1	NOUN
ajst-29851	194	16	fp	fp	ADP
ajst-29851	194	17	78.54	78.54	NUM
ajst-29851	194	18	76.24	76.24	NUM
ajst-29851	194	19	77.14	77.14	NUM
ajst-29851	194	20	74.23	74.23	NUM
ajst-29851	194	21	fr	fr	PROPN
ajst-29851	194	22	73.21	73.21	NUM
ajst-29851	194	23	69.75	69.75	NUM
ajst-29851	194	24	65.21	65.21	NUM
ajst-29851	194	25	64.86	64.86	NUM
ajst-29851	194	26	the	the	DET
ajst-29851	194	27	maximum	maximum	ADJ
ajst-29851	194	28	prediction	prediction	NOUN
ajst-29851	194	29	accuracy	accuracy	NOUN
ajst-29851	194	30	of	of	ADP
ajst-29851	194	31	cumulative	cumulative	ADJ
ajst-29851	194	32	pitch	pitch	NOUN
ajst-29851	194	33	error	error	NOUN
ajst-29851	194	34	and	and	CCONJ
ajst-29851	194	35	radial	radial	ADJ
ajst-29851	194	36	runout	runout	NOUN
ajst-29851	194	37	is	be	AUX
ajst-29851	194	38	90.01	90.01	NUM
ajst-29851	194	39	%	%	NOUN
ajst-29851	194	40	and	and	CCONJ
ajst-29851	194	41	88.12	88.12	NUM
ajst-29851	194	42	%	%	NOUN
ajst-29851	194	43	respectively	respectively	ADV
ajst-29851	194	44	.	.	PUNCT
ajst-29851	195	1	it	it	PRON
ajst-29851	195	2	should	should	AUX
ajst-29851	195	3	be	be	AUX
ajst-29851	195	4	noted	note	VERB
ajst-29851	195	5	that	that	SCONJ
ajst-29851	195	6	the	the	DET
ajst-29851	195	7	accuracy	accuracy	NOUN
ajst-29851	195	8	varies	vary	VERB
ajst-29851	195	9	with	with	ADP
ajst-29851	195	10	the	the	DET
ajst-29851	195	11	time	time	NOUN
ajst-29851	195	12	window	window	NOUN
ajst-29851	195	13	l	l	NOUN
ajst-29851	195	14	and	and	CCONJ
ajst-29851	195	15	the	the	DET
ajst-29851	195	16	vibration	vibration	NOUN
ajst-29851	195	17	direction	direction	NOUN
ajst-29851	195	18	.	.	PUNCT
ajst-29851	196	1	as	as	SCONJ
ajst-29851	196	2	shown	show	VERB
ajst-29851	196	3	in	in	ADP
ajst-29851	196	4	figure	figure	NOUN
ajst-29851	196	5	.	.	PUNCT
ajst-29851	197	1	fr	fr	PROPN
ajst-29851	197	2	fp	fp	PROPN
ajst-29851	198	1	10	10	NUM
ajst-29851	198	2	20	20	NUM
ajst-29851	198	3	30	30	NUM
ajst-29851	198	4	40	40	NUM
ajst-29851	198	5	50	50	NUM
ajst-29851	198	6	60	60	NUM
ajst-29851	198	7	70	70	NUM
ajst-29851	198	8	80	80	NUM
ajst-29851	198	9	90	90	NUM
ajst-29851	198	10	100	100	NUM
ajst-29851	198	11	60	60	NUM
ajst-29851	198	12	70	70	NUM
ajst-29851	198	13	80	80	NUM
ajst-29851	198	14	90	90	NUM
ajst-29851	198	15	100	100	NUM
ajst-29851	198	16	time	time	NOUN
ajst-29851	198	17	window	window	NOUN
ajst-29851	198	18	length	length	NOUN
ajst-29851	199	1	l	l	PROPN
ajst-29851	200	1	a	a	X
ajst-29851	200	2	cc	cc	X
ajst-29851	200	3	ur	ur	INTJ
ajst-29851	200	4	ac	ac	PROPN
ajst-29851	200	5	y	y	PROPN
ajst-29851	200	6	（	（	PROPN
ajst-29851	201	1	%	%	INTJ
ajst-29851	201	2	）	）	PUNCT
ajst-29851	201	3	figure	figure	NOUN
ajst-29851	201	4	10	10	NUM
ajst-29851	201	5	.	.	PUNCT
ajst-29851	202	1	the	the	DET
ajst-29851	202	2	prediction	prediction	NOUN
ajst-29851	202	3	accuracy	accuracy	NOUN
ajst-29851	202	4	under	under	ADP
ajst-29851	202	5	different	different	ADJ
ajst-29851	202	6	time	time	NOUN
ajst-29851	202	7	window	window	NOUN
ajst-29851	202	8	lengths	length	NOUN
ajst-29851	202	9	to	to	PART
ajst-29851	202	10	comprehensively	comprehensively	ADV
ajst-29851	202	11	evaluate	evaluate	VERB
ajst-29851	202	12	the	the	DET
ajst-29851	202	13	feasibility	feasibility	NOUN
ajst-29851	202	14	and	and	CCONJ
ajst-29851	202	15	advantages	advantage	NOUN
ajst-29851	202	16	of	of	ADP
ajst-29851	202	17	the	the	DET
ajst-29851	202	18	proposed	propose	VERB
ajst-29851	202	19	cnn	cnn	PROPN
ajst-29851	202	20	-	-	PUNCT
ajst-29851	202	21	bilstm	bilstm	NOUN
ajst-29851	202	22	framework	framework	NOUN
ajst-29851	202	23	,	,	PUNCT
ajst-29851	202	24	we	we	PRON
ajst-29851	202	25	conduct	conduct	VERB
ajst-29851	202	26	a	a	DET
ajst-29851	202	27	comparative	comparative	ADJ
ajst-29851	202	28	analysis	analysis	NOUN
ajst-29851	202	29	of	of	ADP
ajst-29851	202	30	its	its	PRON
ajst-29851	202	31	predictive	predictive	ADJ
ajst-29851	202	32	performance	performance	NOUN
ajst-29851	202	33	against	against	ADP
ajst-29851	202	34	several	several	ADJ
ajst-29851	202	35	classic	classic	ADJ
ajst-29851	202	36	models	model	NOUN
ajst-29851	202	37	,	,	PUNCT
ajst-29851	202	38	including	include	VERB
ajst-29851	202	39	cnn	cnn	PROPN
ajst-29851	202	40	and	and	CCONJ
ajst-29851	202	41	gru	gru	PROPN
ajst-29851	202	42	.	.	PUNCT
ajst-29851	203	1	the	the	DET
ajst-29851	203	2	experimental	experimental	ADJ
ajst-29851	203	3	results	result	NOUN
ajst-29851	203	4	indicate	indicate	VERB
ajst-29851	203	5	that	that	SCONJ
ajst-29851	203	6	the	the	DET
ajst-29851	203	7	cnn	cnn	PROPN
ajst-29851	203	8	-	-	PUNCT
ajst-29851	203	9	bilstm	bilstm	NOUN
ajst-29851	203	10	model	model	NOUN
ajst-29851	203	11	exhibits	exhibit	VERB
ajst-29851	203	12	superior	superior	ADJ
ajst-29851	203	13	capability	capability	NOUN
ajst-29851	203	14	in	in	ADP
ajst-29851	203	15	processing	processing	NOUN
ajst-29851	203	16	vibration	vibration	NOUN
ajst-29851	203	17	sequence	sequence	NOUN
ajst-29851	203	18	data	datum	NOUN
ajst-29851	203	19	,	,	PUNCT
ajst-29851	203	20	significantly	significantly	ADV
ajst-29851	203	21	outperforming	outperform	VERB
ajst-29851	203	22	other	other	ADJ
ajst-29851	203	23	models	model	NOUN
ajst-29851	203	24	in	in	ADP
ajst-29851	203	25	terms	term	NOUN
ajst-29851	203	26	of	of	ADP
ajst-29851	203	27	accuracy	accuracy	NOUN
ajst-29851	203	28	,	,	PUNCT
ajst-29851	203	29	robustness	robustness	NOUN
ajst-29851	203	30	,	,	PUNCT
ajst-29851	203	31	and	and	CCONJ
ajst-29851	203	32	generalization	generalization	NOUN
ajst-29851	203	33	ability	ability	NOUN
ajst-29851	203	34	.	.	PUNCT
ajst-29851	204	1	this	this	DET
ajst-29851	204	2	improvement	improvement	NOUN
ajst-29851	204	3	can	can	AUX
ajst-29851	204	4	be	be	AUX
ajst-29851	204	5	attributed	attribute	VERB
ajst-29851	204	6	to	to	ADP
ajst-29851	204	7	the	the	DET
ajst-29851	204	8	complementary	complementary	ADJ
ajst-29851	204	9	strengths	strength	NOUN
ajst-29851	204	10	of	of	ADP
ajst-29851	204	11	cnn	cnn	PROPN
ajst-29851	204	12	and	and	CCONJ
ajst-29851	204	13	bilstm	bilstm	NOUN
ajst-29851	204	14	,	,	PUNCT
ajst-29851	204	15	where	where	SCONJ
ajst-29851	204	16	cnn	cnn	PROPN
ajst-29851	204	17	effectively	effectively	ADV
ajst-29851	204	18	captures	capture	VERB
ajst-29851	204	19	spatial	spatial	ADJ
ajst-29851	204	20	features	feature	NOUN
ajst-29851	204	21	,	,	PUNCT
ajst-29851	204	22	while	while	SCONJ
ajst-29851	204	23	bilstm	bilstm	NOUN
ajst-29851	204	24	enhances	enhance	VERB
ajst-29851	204	25	temporal	temporal	ADJ
ajst-29851	204	26	dependencies	dependency	NOUN
ajst-29851	204	27	by	by	ADP
ajst-29851	204	28	processing	process	VERB
ajst-29851	204	29	sequential	sequential	ADJ
ajst-29851	204	30	data	datum	NOUN
ajst-29851	204	31	bidirectionally	bidirectionally	ADV
ajst-29851	204	32	.	.	PUNCT
ajst-29851	205	1	24	24	NUM
ajst-29851	205	2	the	the	DET
ajst-29851	205	3	combination	combination	NOUN
ajst-29851	205	4	of	of	ADP
ajst-29851	205	5	these	these	DET
ajst-29851	205	6	two	two	NUM
ajst-29851	205	7	architectures	architecture	NOUN
ajst-29851	205	8	enables	enable	VERB
ajst-29851	205	9	the	the	DET
ajst-29851	205	10	model	model	NOUN
ajst-29851	205	11	to	to	PART
ajst-29851	205	12	extract	extract	VERB
ajst-29851	205	13	more	more	ADV
ajst-29851	205	14	informative	informative	ADJ
ajst-29851	205	15	representations	representation	NOUN
ajst-29851	205	16	from	from	ADP
ajst-29851	205	17	complex	complex	ADJ
ajst-29851	205	18	vibration	vibration	NOUN
ajst-29851	205	19	signals	signal	NOUN
ajst-29851	205	20	,	,	PUNCT
ajst-29851	205	21	leading	lead	VERB
ajst-29851	205	22	to	to	ADP
ajst-29851	205	23	more	more	ADV
ajst-29851	205	24	precise	precise	ADJ
ajst-29851	205	25	and	and	CCONJ
ajst-29851	205	26	reliable	reliable	ADJ
ajst-29851	205	27	predictions	prediction	NOUN
ajst-29851	205	28	.	.	PUNCT
ajst-29851	206	1	5	5	X
ajst-29851	206	2	.	.	X
ajst-29851	206	3	conclusion	conclusion	NOUN
ajst-29851	206	4	and	and	CCONJ
ajst-29851	206	5	future	future	ADJ
ajst-29851	206	6	work	work	NOUN
ajst-29851	206	7	in	in	ADP
ajst-29851	206	8	this	this	DET
ajst-29851	206	9	study	study	NOUN
ajst-29851	206	10	,	,	PUNCT
ajst-29851	206	11	a	a	DET
ajst-29851	206	12	gear	gear	NOUN
ajst-29851	206	13	deviation	deviation	NOUN
ajst-29851	206	14	prediction	prediction	NOUN
ajst-29851	206	15	model	model	NOUN
ajst-29851	206	16	is	be	AUX
ajst-29851	206	17	proposed	propose	VERB
ajst-29851	206	18	by	by	ADP
ajst-29851	206	19	integrating	integrate	VERB
ajst-29851	206	20	the	the	DET
ajst-29851	206	21	dynamic	dynamic	ADJ
ajst-29851	206	22	features	feature	NOUN
ajst-29851	206	23	of	of	ADP
ajst-29851	206	24	hobbing	hobbing	NOUN
ajst-29851	206	25	vibration	vibration	NOUN
ajst-29851	206	26	signals	signal	NOUN
ajst-29851	206	27	with	with	ADP
ajst-29851	206	28	the	the	DET
ajst-29851	206	29	static	static	ADJ
ajst-29851	206	30	features	feature	NOUN
ajst-29851	206	31	of	of	ADP
ajst-29851	206	32	hobbing	hobbing	NOUN
ajst-29851	206	33	process	process	NOUN
ajst-29851	206	34	parameters	parameter	NOUN
ajst-29851	206	35	.	.	PUNCT
ajst-29851	207	1	compared	compare	VERB
ajst-29851	207	2	to	to	ADP
ajst-29851	207	3	models	model	NOUN
ajst-29851	207	4	that	that	PRON
ajst-29851	207	5	rely	rely	VERB
ajst-29851	207	6	solely	solely	ADV
ajst-29851	207	7	on	on	ADP
ajst-29851	207	8	machining	machine	VERB
ajst-29851	207	9	parameters	parameter	NOUN
ajst-29851	207	10	or	or	CCONJ
ajst-29851	207	11	vibration	vibration	NOUN
ajst-29851	207	12	signals	signal	NOUN
ajst-29851	207	13	,	,	PUNCT
ajst-29851	207	14	the	the	DET
ajst-29851	207	15	proposed	propose	VERB
ajst-29851	207	16	approach	approach	NOUN
ajst-29851	207	17	significantly	significantly	ADV
ajst-29851	207	18	enhances	enhance	VERB
ajst-29851	207	19	prediction	prediction	NOUN
ajst-29851	207	20	accuracy	accuracy	NOUN
ajst-29851	207	21	.	.	PUNCT
ajst-29851	208	1	based	base	VERB
ajst-29851	208	2	on	on	ADP
ajst-29851	208	3	this	this	PRON
ajst-29851	208	4	,	,	PUNCT
ajst-29851	208	5	a	a	DET
ajst-29851	208	6	cnn	cnn	PROPN
ajst-29851	208	7	-	-	PUNCT
ajst-29851	208	8	bilstm	bilstm	NOUN
ajst-29851	208	9	model	model	NOUN
ajst-29851	208	10	is	be	AUX
ajst-29851	208	11	developed	develop	VERB
ajst-29851	208	12	to	to	PART
ajst-29851	208	13	effectively	effectively	ADV
ajst-29851	208	14	capture	capture	VERB
ajst-29851	208	15	the	the	DET
ajst-29851	208	16	spatiotemporal	spatiotemporal	ADJ
ajst-29851	208	17	bidirectional	bidirectional	ADJ
ajst-29851	208	18	features	feature	NOUN
ajst-29851	208	19	of	of	ADP
ajst-29851	208	20	hobbing	hobbing	PROPN
ajst-29851	208	21	vibrations	vibration	NOUN
ajst-29851	208	22	,	,	PUNCT
ajst-29851	208	23	addressing	address	VERB
ajst-29851	208	24	the	the	DET
ajst-29851	208	25	limitations	limitation	NOUN
ajst-29851	208	26	of	of	ADP
ajst-29851	208	27	traditional	traditional	ADJ
ajst-29851	208	28	network	network	NOUN
ajst-29851	208	29	architectures	architecture	NOUN
ajst-29851	208	30	(	(	PUNCT
ajst-29851	208	31	such	such	ADJ
ajst-29851	208	32	as	as	ADP
ajst-29851	208	33	cnn	cnn	PROPN
ajst-29851	208	34	and	and	CCONJ
ajst-29851	208	35	gru	gru	PROPN
ajst-29851	208	36	)	)	PUNCT
ajst-29851	208	37	,	,	PUNCT
ajst-29851	208	38	which	which	PRON
ajst-29851	208	39	are	be	AUX
ajst-29851	208	40	restricted	restrict	VERB
ajst-29851	208	41	to	to	ADP
ajst-29851	208	42	local	local	ADJ
ajst-29851	208	43	feature	feature	NOUN
ajst-29851	208	44	extraction	extraction	NOUN
ajst-29851	208	45	.	.	PUNCT
ajst-29851	209	1	this	this	DET
ajst-29851	209	2	approach	approach	NOUN
ajst-29851	209	3	substantially	substantially	ADV
ajst-29851	209	4	improves	improve	VERB
ajst-29851	209	5	the	the	DET
ajst-29851	209	6	model	model	NOUN
ajst-29851	209	7	’s	’s	PART
ajst-29851	209	8	predictive	predictive	ADJ
ajst-29851	209	9	accuracy	accuracy	NOUN
ajst-29851	209	10	during	during	ADP
ajst-29851	209	11	training	training	NOUN
ajst-29851	209	12	.	.	PUNCT
ajst-29851	210	1	the	the	DET
ajst-29851	210	2	experimental	experimental	ADJ
ajst-29851	210	3	results	result	NOUN
ajst-29851	210	4	demonstrate	demonstrate	VERB
ajst-29851	210	5	that	that	SCONJ
ajst-29851	210	6	:	:	PUNCT
ajst-29851	210	7	(	(	PUNCT
ajst-29851	210	8	1	1	X
ajst-29851	210	9	)	)	PUNCT
ajst-29851	210	10	the	the	DET
ajst-29851	210	11	proposed	propose	VERB
ajst-29851	210	12	method	method	NOUN
ajst-29851	210	13	effectively	effectively	ADV
ajst-29851	210	14	evaluates	evaluate	VERB
ajst-29851	210	15	the	the	DET
ajst-29851	210	16	cumulative	cumulative	ADJ
ajst-29851	210	17	errors	error	NOUN
ajst-29851	210	18	of	of	ADP
ajst-29851	210	19	gear	gear	NOUN
ajst-29851	210	20	pitch	pitch	NOUN
ajst-29851	210	21	and	and	CCONJ
ajst-29851	210	22	radial	radial	ADJ
ajst-29851	210	23	runout	runout	NOUN
ajst-29851	210	24	.	.	PUNCT
ajst-29851	211	1	(	(	PUNCT
ajst-29851	211	2	2	2	X
ajst-29851	211	3	)	)	PUNCT
ajst-29851	211	4	the	the	DET
ajst-29851	211	5	fusion	fusion	NOUN
ajst-29851	211	6	of	of	ADP
ajst-29851	211	7	static	static	ADJ
ajst-29851	211	8	and	and	CCONJ
ajst-29851	211	9	dynamic	dynamic	ADJ
ajst-29851	211	10	features	feature	NOUN
ajst-29851	211	11	improves	improve	VERB
ajst-29851	211	12	the	the	DET
ajst-29851	211	13	model	model	NOUN
ajst-29851	211	14	’s	’s	PART
ajst-29851	211	15	predictive	predictive	ADJ
ajst-29851	211	16	performance	performance	NOUN
ajst-29851	211	17	.	.	PUNCT
ajst-29851	212	1	(	(	PUNCT
ajst-29851	212	2	3	3	X
ajst-29851	212	3	)	)	PUNCT
ajst-29851	212	4	the	the	DET
ajst-29851	212	5	cumulative	cumulative	ADJ
ajst-29851	212	6	errors	error	NOUN
ajst-29851	212	7	of	of	ADP
ajst-29851	212	8	gear	gear	NOUN
ajst-29851	212	9	pitch	pitch	NOUN
ajst-29851	212	10	and	and	CCONJ
ajst-29851	212	11	radial	radial	ADJ
ajst-29851	212	12	runout	runout	NOUN
ajst-29851	212	13	exhibit	exhibit	NOUN
ajst-29851	212	14	sensitivity	sensitivity	NOUN
ajst-29851	212	15	to	to	ADP
ajst-29851	212	16	specific	specific	ADJ
ajst-29851	212	17	vibration	vibration	NOUN
ajst-29851	212	18	directions	direction	NOUN
ajst-29851	212	19	.	.	PUNCT
ajst-29851	213	1	while	while	SCONJ
ajst-29851	213	2	the	the	DET
ajst-29851	213	3	proposed	propose	VERB
ajst-29851	213	4	approach	approach	NOUN
ajst-29851	213	5	demonstrates	demonstrate	VERB
ajst-29851	213	6	promising	promising	ADJ
ajst-29851	213	7	results	result	NOUN
ajst-29851	213	8	,	,	PUNCT
ajst-29851	213	9	several	several	ADJ
ajst-29851	213	10	areas	area	NOUN
ajst-29851	213	11	warrant	warrant	VERB
ajst-29851	213	12	further	further	ADJ
ajst-29851	213	13	investigation	investigation	NOUN
ajst-29851	213	14	.	.	PUNCT
ajst-29851	214	1	future	future	ADJ
ajst-29851	214	2	research	research	NOUN
ajst-29851	214	3	will	will	AUX
ajst-29851	214	4	focus	focus	VERB
ajst-29851	214	5	on	on	ADP
ajst-29851	214	6	the	the	DET
ajst-29851	214	7	following	follow	VERB
ajst-29851	214	8	aspects	aspect	NOUN
ajst-29851	214	9	:	:	PUNCT
ajst-29851	214	10	feature	feature	NOUN
ajst-29851	214	11	enhancement	enhancement	NOUN
ajst-29851	214	12	:	:	PUNCT
ajst-29851	214	13	the	the	DET
ajst-29851	214	14	inclusion	inclusion	NOUN
ajst-29851	214	15	of	of	ADP
ajst-29851	214	16	additional	additional	ADJ
ajst-29851	214	17	sensor	sensor	NOUN
ajst-29851	214	18	data	datum	NOUN
ajst-29851	214	19	,	,	PUNCT
ajst-29851	214	20	such	such	ADJ
ajst-29851	214	21	as	as	ADP
ajst-29851	214	22	acoustic	acoustic	ADJ
ajst-29851	214	23	signals	signal	NOUN
ajst-29851	214	24	or	or	CCONJ
ajst-29851	214	25	cutting	cut	VERB
ajst-29851	214	26	force	force	NOUN
ajst-29851	214	27	measurements	measurement	NOUN
ajst-29851	214	28	,	,	PUNCT
ajst-29851	214	29	could	could	AUX
ajst-29851	214	30	provide	provide	VERB
ajst-29851	214	31	a	a	DET
ajst-29851	214	32	more	more	ADV
ajst-29851	214	33	comprehensive	comprehensive	ADJ
ajst-29851	214	34	understanding	understanding	NOUN
ajst-29851	214	35	of	of	ADP
ajst-29851	214	36	the	the	DET
ajst-29851	214	37	hobbing	hobbing	NOUN
ajst-29851	214	38	process	process	NOUN
ajst-29851	214	39	and	and	CCONJ
ajst-29851	214	40	further	far	ADV
ajst-29851	214	41	improve	improve	VERB
ajst-29851	214	42	prediction	prediction	NOUN
ajst-29851	214	43	accuracy	accuracy	NOUN
ajst-29851	214	44	.	.	PUNCT
ajst-29851	215	1	model	model	NOUN
ajst-29851	215	2	optimization	optimization	NOUN
ajst-29851	215	3	:	:	PUNCT
ajst-29851	215	4	exploring	explore	VERB
ajst-29851	215	5	advanced	advanced	ADJ
ajst-29851	215	6	deep	deep	ADJ
ajst-29851	215	7	learning	learning	NOUN
ajst-29851	215	8	architectures	architecture	NOUN
ajst-29851	215	9	,	,	PUNCT
ajst-29851	215	10	such	such	ADJ
ajst-29851	215	11	as	as	ADP
ajst-29851	215	12	attention	attention	NOUN
ajst-29851	215	13	mechanisms	mechanism	NOUN
ajst-29851	215	14	or	or	CCONJ
ajst-29851	215	15	transformerbased	transformerbase	VERB
ajst-29851	215	16	models	model	NOUN
ajst-29851	215	17	,	,	PUNCT
ajst-29851	215	18	may	may	AUX
ajst-29851	215	19	enhance	enhance	VERB
ajst-29851	215	20	the	the	DET
ajst-29851	215	21	model	model	NOUN
ajst-29851	215	22	’s	’s	PART
ajst-29851	215	23	ability	ability	NOUN
ajst-29851	215	24	to	to	PART
ajst-29851	215	25	capture	capture	VERB
ajst-29851	215	26	long	long	ADJ
ajst-29851	215	27	-	-	PUNCT
ajst-29851	215	28	range	range	NOUN
ajst-29851	215	29	dependencies	dependency	NOUN
ajst-29851	215	30	and	and	CCONJ
ajst-29851	215	31	refine	refine	VERB
ajst-29851	215	32	feature	feature	NOUN
ajst-29851	215	33	extraction	extraction	NOUN
ajst-29851	215	34	.	.	PUNCT
ajst-29851	216	1	realtime	realtime	ADJ
ajst-29851	216	2	implementation	implementation	NOUN
ajst-29851	216	3	:	:	PUNCT
ajst-29851	216	4	developing	develop	VERB
ajst-29851	216	5	an	an	DET
ajst-29851	216	6	efficient	efficient	ADJ
ajst-29851	216	7	real	real	ADJ
ajst-29851	216	8	-	-	PUNCT
ajst-29851	216	9	time	time	NOUN
ajst-29851	216	10	monitoring	monitoring	NOUN
ajst-29851	216	11	and	and	CCONJ
ajst-29851	216	12	prediction	prediction	NOUN
ajst-29851	216	13	system	system	NOUN
ajst-29851	216	14	for	for	ADP
ajst-29851	216	15	gear	gear	NOUN
ajst-29851	216	16	manufacturing	manufacturing	NOUN
ajst-29851	216	17	could	could	AUX
ajst-29851	216	18	enable	enable	VERB
ajst-29851	216	19	early	early	ADJ
ajst-29851	216	20	detection	detection	NOUN
ajst-29851	216	21	of	of	ADP
ajst-29851	216	22	deviations	deviation	NOUN
ajst-29851	216	23	,	,	PUNCT
ajst-29851	216	24	improving	improve	VERB
ajst-29851	216	25	production	production	NOUN
ajst-29851	216	26	efficiency	efficiency	NOUN
ajst-29851	216	27	and	and	CCONJ
ajst-29851	216	28	reducing	reduce	VERB
ajst-29851	216	29	defect	defect	NOUN
ajst-29851	216	30	rates	rate	NOUN
ajst-29851	216	31	.	.	PUNCT
ajst-29851	217	1	acknowledgment	acknowledgment	NOUN
ajst-29851	217	2	greatly	greatly	ADV
ajst-29851	217	3	appreciated	appreciate	VERB
ajst-29851	217	4	to	to	ADP
ajst-29851	217	5	chongqing	chongqe	VERB
ajst-29851	217	6	technology	technology	NOUN
ajst-29851	217	7	and	and	CCONJ
ajst-29851	217	8	business	business	NOUN
ajst-29851	217	9	university	university	NOUN
ajst-29851	217	10	for	for	ADP
ajst-29851	217	11	providing	provide	VERB
ajst-29851	217	12	valuable	valuable	ADJ
ajst-29851	217	13	machine	machine	NOUN
ajst-29851	217	14	tool	tool	NOUN
ajst-29851	217	15	support	support	NOUN
ajst-29851	217	16	for	for	ADP
ajst-29851	217	17	the	the	DET
ajst-29851	217	18	experimental	experimental	ADJ
ajst-29851	217	19	research	research	NOUN
ajst-29851	217	20	work	work	NOUN
ajst-29851	217	21	presented	present	VERB
ajst-29851	217	22	in	in	ADP
ajst-29851	217	23	this	this	DET
ajst-29851	217	24	paper	paper	NOUN
ajst-29851	217	25	.	.	PUNCT
ajst-29851	218	1	references	reference	NOUN
ajst-29851	218	2	[	[	X
ajst-29851	218	3	1	1	NUM
ajst-29851	218	4	]	]	X
ajst-29851	218	5	li	li	PROPN
ajst-29851	218	6	q	q	PROPN
ajst-29851	218	7	,	,	PUNCT
ajst-29851	218	8	liang	liang	PROPN
ajst-29851	218	9	s	s	PART
ajst-29851	218	10	y.	y.	NOUN
ajst-29851	218	11	weak	weak	ADJ
ajst-29851	218	12	crack	crack	NOUN
ajst-29851	218	13	detection	detection	NOUN
ajst-29851	218	14	for	for	ADP
ajst-29851	218	15	gearbox	gearbox	NOUN
ajst-29851	218	16	using	use	VERB
ajst-29851	218	17	sparse	sparse	ADJ
ajst-29851	218	18	denoising	denoising	NOUN
ajst-29851	218	19	and	and	CCONJ
ajst-29851	218	20	decomposition	decomposition	NOUN
ajst-29851	218	21	method[j	method[j	NOUN
ajst-29851	218	22	]	]	PUNCT
ajst-29851	218	23	.	.	PUNCT
ajst-29851	219	1	ieee	ieee	PROPN
ajst-29851	219	2	sensors	sensor	NOUN
ajst-29851	219	3	journal	journal	PROPN
ajst-29851	219	4	,	,	PUNCT
ajst-29851	219	5	2019	2019	NUM
ajst-29851	219	6	,	,	PUNCT
ajst-29851	219	7	19(6	19(6	NUM
ajst-29851	219	8	):	):	PUNCT
ajst-29851	219	9	2243	2243	NUM
ajst-29851	219	10	-	-	SYM
ajst-29851	219	11	2253	2253	NUM
ajst-29851	219	12	.	.	PUNCT
ajst-29851	220	1	[	[	X
ajst-29851	220	2	2	2	X
ajst-29851	220	3	]	]	PUNCT
ajst-29851	220	4	cao	cao	PROPN
ajst-29851	220	5	h	h	PROPN
ajst-29851	220	6	,	,	PUNCT
ajst-29851	220	7	zhu	zhu	PROPN
ajst-29851	220	8	l	l	NOUN
ajst-29851	220	9	,	,	PUNCT
ajst-29851	220	10	li	li	PROPN
ajst-29851	220	11	x	x	PROPN
ajst-29851	220	12	,	,	PUNCT
ajst-29851	220	13	et	et	PROPN
ajst-29851	220	14	al	al	PROPN
ajst-29851	220	15	.	.	PUNCT
ajst-29851	220	16	thermal	thermal	ADJ
ajst-29851	220	17	error	error	NOUN
ajst-29851	220	18	compensation	compensation	NOUN
ajst-29851	220	19	of	of	ADP
ajst-29851	220	20	dry	dry	ADJ
ajst-29851	220	21	hobbing	hobbing	NOUN
ajst-29851	220	22	machine	machine	NOUN
ajst-29851	220	23	tool	tool	NOUN
ajst-29851	220	24	considering	consider	VERB
ajst-29851	220	25	workpiece	workpiece	NOUN
ajst-29851	220	26	thermal	thermal	PROPN
ajst-29851	220	27	deformation[j	deformation[j	PROPN
ajst-29851	220	28	]	]	PUNCT
ajst-29851	220	29	.	.	PUNCT
ajst-29851	221	1	the	the	DET
ajst-29851	221	2	international	international	ADJ
ajst-29851	221	3	journal	journal	NOUN
ajst-29851	221	4	of	of	ADP
ajst-29851	221	5	advanced	advanced	ADJ
ajst-29851	221	6	manufacturing	manufacturing	NOUN
ajst-29851	221	7	technology	technology	NOUN
ajst-29851	221	8	,	,	PUNCT
ajst-29851	221	9	2016	2016	NUM
ajst-29851	221	10	,	,	PUNCT
ajst-29851	221	11	86(5	86(5	PROPN
ajst-29851	221	12	-	-	PUNCT
ajst-29851	221	13	8)	8)	NUM
ajst-29851	221	14	:	:	PUNCT
ajst-29851	221	15	1739	1739	NUM
ajst-29851	221	16	-	-	SYM
ajst-29851	221	17	1751	1751	NUM
ajst-29851	221	18	.	.	PUNCT
ajst-29851	222	1	[	[	X
ajst-29851	222	2	3	3	X
ajst-29851	222	3	]	]	X
ajst-29851	222	4	kong	kong	PROPN
ajst-29851	222	5	w	w	PROPN
ajst-29851	222	6	,	,	PUNCT
ajst-29851	222	7	dong	dong	PROPN
ajst-29851	222	8	j	j	PROPN
ajst-29851	222	9	,	,	PUNCT
ajst-29851	222	10	xiao	xiao	PROPN
ajst-29851	222	11	y	y	PROPN
ajst-29851	222	12	,	,	PUNCT
ajst-29851	222	13	et	et	PROPN
ajst-29851	222	14	al	al	PROPN
ajst-29851	222	15	.	.	PUNCT
ajst-29851	223	1	a	a	DET
ajst-29851	223	2	novel	novel	ADJ
ajst-29851	223	3	method	method	NOUN
ajst-29851	223	4	to	to	PART
ajst-29851	223	5	improve	improve	VERB
ajst-29851	223	6	onmachine	onmachine	NOUN
ajst-29851	223	7	measurement	measurement	NOUN
ajst-29851	223	8	accuracy	accuracy	NOUN
ajst-29851	223	9	for	for	ADP
ajst-29851	223	10	face	face	NOUN
ajst-29851	223	11	gear	gear	NOUN
ajst-29851	223	12	tooth	tooth	NOUN
ajst-29851	223	13	flank	flank	NOUN
ajst-29851	223	14	deviation[j	deviation[j	PROPN
ajst-29851	223	15	]	]	PUNCT
ajst-29851	223	16	.	.	PUNCT
ajst-29851	224	1	journal	journal	PROPN
ajst-29851	224	2	of	of	ADP
ajst-29851	224	3	manufacturing	manufacturing	NOUN
ajst-29851	224	4	processes	process	NOUN
ajst-29851	224	5	,	,	PUNCT
ajst-29851	224	6	2024	2024	NUM
ajst-29851	224	7	,	,	PUNCT
ajst-29851	224	8	128	128	NUM
ajst-29851	224	9	:	:	SYM
ajst-29851	224	10	19	19	NUM
ajst-29851	224	11	-	-	SYM
ajst-29851	224	12	40	40	NUM
ajst-29851	224	13	.	.	PUNCT
ajst-29851	225	1	[	[	X
ajst-29851	225	2	4	4	X
ajst-29851	225	3	]	]	PUNCT
ajst-29851	225	4	ren	ren	PROPN
ajst-29851	225	5	h	h	PROPN
ajst-29851	225	6	,	,	PUNCT
ajst-29851	225	7	yin	yin	PROPN
ajst-29851	225	8	a	a	NOUN
ajst-29851	225	9	,	,	PUNCT
ajst-29851	225	10	song	song	NOUN
ajst-29851	225	11	w	w	PROPN
ajst-29851	225	12	,	,	PUNCT
ajst-29851	225	13	et	et	PROPN
ajst-29851	225	14	al	al	PROPN
ajst-29851	225	15	.	.	PROPN
ajst-29851	226	1	vibration	vibration	NOUN
ajst-29851	226	2	monitoring	monitoring	NOUN
ajst-29851	226	3	with	with	ADP
ajst-29851	226	4	dependencies	dependency	NOUN
ajst-29851	226	5	attention	attention	NOUN
ajst-29851	226	6	for	for	ADP
ajst-29851	226	7	gear	gear	NOUN
ajst-29851	226	8	hobbing	hobbing	PROPN
ajst-29851	226	9	quality	quality	NOUN
ajst-29851	226	10	evaluation[j	evaluation[j	X
ajst-29851	226	11	]	]	PUNCT
ajst-29851	226	12	.	.	PUNCT
ajst-29851	227	1	ieee	ieee	PROPN
ajst-29851	227	2	sensors	sensor	NOUN
ajst-29851	227	3	journal	journal	PROPN
ajst-29851	227	4	,	,	PUNCT
ajst-29851	227	5	2020	2020	NUM
ajst-29851	227	6	,	,	PUNCT
ajst-29851	227	7	20(22	20(22	NUM
ajst-29851	227	8	):	):	PUNCT
ajst-29851	227	9	1372613733	1372613733	NUM
ajst-29851	227	10	.	.	PUNCT
ajst-29851	228	1	[	[	X
ajst-29851	228	2	5	5	NUM
ajst-29851	228	3	]	]	X
ajst-29851	228	4	luo	luo	PROPN
ajst-29851	228	5	y	y	PROPN
ajst-29851	228	6	,	,	PUNCT
ajst-29851	228	7	xu	xu	PROPN
ajst-29851	228	8	l.	l.	PROPN
ajst-29851	228	9	contact	contact	PROPN
ajst-29851	228	10	dynamic	dynamic	ADJ
ajst-29851	228	11	modeling	modeling	NOUN
ajst-29851	228	12	and	and	CCONJ
ajst-29851	228	13	corner	corner	NOUN
ajst-29851	228	14	contact	contact	NOUN
ajst-29851	228	15	analysis	analysis	NOUN
ajst-29851	228	16	of	of	ADP
ajst-29851	228	17	the	the	DET
ajst-29851	228	18	spur	spur	NOUN
ajst-29851	228	19	gear	gear	NOUN
ajst-29851	228	20	pair	pair	NOUN
ajst-29851	228	21	with	with	ADP
ajst-29851	228	22	pitch	pitch	PROPN
ajst-29851	228	23	deviations[j	deviations[j	PROPN
ajst-29851	228	24	]	]	PUNCT
ajst-29851	228	25	.	.	PUNCT
ajst-29851	229	1	mechanical	mechanical	ADJ
ajst-29851	229	2	systems	system	NOUN
ajst-29851	229	3	and	and	CCONJ
ajst-29851	229	4	signal	signal	NOUN
ajst-29851	229	5	processing	processing	NOUN
ajst-29851	229	6	,	,	PUNCT
ajst-29851	229	7	2025	2025	NUM
ajst-29851	229	8	,	,	PUNCT
ajst-29851	229	9	227	227	NUM
ajst-29851	229	10	:	:	SYM
ajst-29851	229	11	112377	112377	NUM
ajst-29851	229	12	.	.	PUNCT
ajst-29851	230	1	[	[	X
ajst-29851	230	2	6	6	NUM
ajst-29851	230	3	]	]	PUNCT
ajst-29851	230	4	wang	wang	PROPN
ajst-29851	230	5	y	y	PROPN
ajst-29851	230	6	,	,	PUNCT
ajst-29851	230	7	wang	wang	PROPN
ajst-29851	230	8	g	g	PROPN
ajst-29851	230	9	,	,	PUNCT
ajst-29851	230	10	fan	fan	PROPN
ajst-29851	230	11	y	y	PROPN
ajst-29851	230	12	,	,	PUNCT
ajst-29851	230	13	et	et	PROPN
ajst-29851	230	14	al	al	PROPN
ajst-29851	230	15	.	.	PUNCT
ajst-29851	231	1	a	a	DET
ajst-29851	231	2	virtual	virtual	ADJ
ajst-29851	231	3	measurement	measurement	NOUN
ajst-29851	231	4	method	method	NOUN
ajst-29851	231	5	for	for	ADP
ajst-29851	231	6	evaluating	evaluate	VERB
ajst-29851	231	7	the	the	DET
ajst-29851	231	8	gear	gear	NOUN
ajst-29851	231	9	radial	radial	ADJ
ajst-29851	231	10	composite	composite	ADJ
ajst-29851	231	11	deviation	deviation	NOUN
ajst-29851	231	12	based	base	VERB
ajst-29851	231	13	on	on	ADP
ajst-29851	231	14	point	point	NOUN
ajst-29851	231	15	cloud	cloud	NOUN
ajst-29851	231	16	data[j	data[j	NOUN
ajst-29851	231	17	]	]	PUNCT
ajst-29851	231	18	.	.	PUNCT
ajst-29851	232	1	results	result	NOUN
ajst-29851	232	2	in	in	ADP
ajst-29851	232	3	engineering	engineering	NOUN
ajst-29851	232	4	,	,	PUNCT
ajst-29851	232	5	2024	2024	NUM
ajst-29851	232	6	,	,	PUNCT
ajst-29851	232	7	22	22	NUM
ajst-29851	232	8	:	:	SYM
ajst-29851	232	9	102380	102380	NUM
ajst-29851	232	10	.	.	PUNCT
ajst-29851	233	1	[	[	X
ajst-29851	233	2	7	7	X
ajst-29851	233	3	]	]	X
ajst-29851	233	4	chen	chen	PROPN
ajst-29851	233	5	y	y	PROPN
ajst-29851	233	6	,	,	PUNCT
ajst-29851	233	7	liu	liu	PROPN
ajst-29851	233	8	x	x	PROPN
ajst-29851	233	9	,	,	PUNCT
ajst-29851	233	10	yang	yang	PROPN
ajst-29851	233	11	x	x	PROPN
ajst-29851	233	12	,	,	PUNCT
ajst-29851	233	13	et	et	PROPN
ajst-29851	233	14	al	al	PROPN
ajst-29851	233	15	.	.	PROPN
ajst-29851	233	16	investigation	investigation	NOUN
ajst-29851	233	17	on	on	ADP
ajst-29851	233	18	geometrical	geometrical	ADJ
ajst-29851	233	19	morphology	morphology	NOUN
ajst-29851	233	20	of	of	ADP
ajst-29851	233	21	tooth	tooth	NOUN
ajst-29851	233	22	surface	surface	NOUN
ajst-29851	233	23	finished	finish	VERB
ajst-29851	233	24	by	by	ADP
ajst-29851	233	25	green	green	ADJ
ajst-29851	233	26	high	high	ADJ
ajst-29851	233	27	-	-	PUNCT
ajst-29851	233	28	speed	speed	NOUN
ajst-29851	233	29	dry	dry	ADJ
ajst-29851	233	30	hobbing	hobbing	NOUN
ajst-29851	233	31	for	for	ADP
ajst-29851	233	32	gear	gear	NOUN
ajst-29851	233	33	precision	precision	NOUN
ajst-29851	233	34	machining[j	machining[j	PROPN
ajst-29851	233	35	]	]	PUNCT
ajst-29851	233	36	.	.	PUNCT
ajst-29851	234	1	international	international	ADJ
ajst-29851	234	2	journal	journal	PROPN
ajst-29851	234	3	of	of	ADP
ajst-29851	234	4	precision	precision	NOUN
ajst-29851	234	5	engineering	engineering	NOUN
ajst-29851	234	6	and	and	CCONJ
ajst-29851	234	7	manufacturing	manufacturing	NOUN
ajst-29851	234	8	-	-	PUNCT
ajst-29851	234	9	green	green	ADJ
ajst-29851	234	10	technology	technology	NOUN
ajst-29851	234	11	,	,	PUNCT
ajst-29851	234	12	2023	2023	NUM
ajst-29851	234	13	,	,	PUNCT
ajst-29851	234	14	10(5	10(5	NUM
ajst-29851	234	15	):	):	PUNCT
ajst-29851	234	16	1141	1141	NUM
ajst-29851	234	17	-	-	SYM
ajst-29851	234	18	1154	1154	NUM
ajst-29851	234	19	.	.	PUNCT
ajst-29851	235	1	[	[	X
ajst-29851	235	2	8	8	NUM
ajst-29851	235	3	]	]	X
ajst-29851	235	4	klocke	klocke	PROPN
ajst-29851	235	5	f	f	X
ajst-29851	235	6	,	,	PUNCT
ajst-29851	235	7	brecher	brecher	NOUN
ajst-29851	235	8	c	c	PROPN
ajst-29851	235	9	,	,	PUNCT
ajst-29851	235	10	löpenhaus	löpenhaus	PROPN
ajst-29851	235	11	c	c	PROPN
ajst-29851	235	12	,	,	PUNCT
ajst-29851	235	13	et	et	PROPN
ajst-29851	235	14	al	al	PROPN
ajst-29851	235	15	.	.	PROPN
ajst-29851	235	16	calculating	calculate	VERB
ajst-29851	235	17	the	the	DET
ajst-29851	235	18	workpiece	workpiece	NOUN
ajst-29851	235	19	quality	quality	NOUN
ajst-29851	235	20	using	use	VERB
ajst-29851	235	21	a	a	DET
ajst-29851	235	22	hobbing	hobbing	ADJ
ajst-29851	235	23	simulation[j	simulation[j	NOUN
ajst-29851	235	24	]	]	PUNCT
ajst-29851	235	25	.	.	PUNCT
ajst-29851	236	1	procedia	procedia	PROPN
ajst-29851	236	2	cirp	cirp	PROPN
ajst-29851	236	3	,	,	PUNCT
ajst-29851	236	4	2016	2016	NUM
ajst-29851	236	5	,	,	PUNCT
ajst-29851	236	6	41	41	NUM
ajst-29851	236	7	:	:	PUNCT
ajst-29851	236	8	687	687	NUM
ajst-29851	236	9	-	-	SYM
ajst-29851	236	10	691	691	NUM
ajst-29851	236	11	.	.	PUNCT
ajst-29851	237	1	[	[	X
ajst-29851	237	2	9	9	NUM
ajst-29851	237	3	]	]	PUNCT
ajst-29851	237	4	ding	ding	NOUN
ajst-29851	237	5	s	s	PROPN
ajst-29851	237	6	,	,	PUNCT
ajst-29851	237	7	chen	chen	PROPN
ajst-29851	237	8	z	z	PROPN
ajst-29851	237	9	,	,	PUNCT
ajst-29851	237	10	zhang	zhang	PROPN
ajst-29851	237	11	h	h	PROPN
ajst-29851	237	12	,	,	PUNCT
ajst-29851	237	13	et	et	PROPN
ajst-29851	238	1	al	al	PROPN
ajst-29851	238	2	.	.	PROPN
ajst-29851	238	3	gear	gear	PROPN
ajst-29851	238	4	evaluation	evaluation	NOUN
ajst-29851	238	5	deviationsbased	deviationsbase	VERB
ajst-29851	238	6	crucial	crucial	ADJ
ajst-29851	238	7	geometric	geometric	ADJ
ajst-29851	238	8	error	error	NOUN
ajst-29851	238	9	identification	identification	NOUN
ajst-29851	238	10	of	of	ADP
ajst-29851	238	11	five	five	NUM
ajst-29851	238	12	-	-	PUNCT
ajst-29851	238	13	axis	axis	NOUN
ajst-29851	238	14	cnc	cnc	ADJ
ajst-29851	238	15	gear	gear	NOUN
ajst-29851	238	16	form	form	NOUN
ajst-29851	238	17	grinding	grind	VERB
ajst-29851	238	18	process[j	process[j	PROPN
ajst-29851	238	19	]	]	PUNCT
ajst-29851	238	20	.	.	PUNCT
ajst-29851	239	1	journal	journal	PROPN
ajst-29851	239	2	of	of	ADP
ajst-29851	239	3	manufacturing	manufacturing	NOUN
ajst-29851	239	4	processes	process	NOUN
ajst-29851	239	5	,	,	PUNCT
ajst-29851	239	6	2023	2023	NUM
ajst-29851	239	7	,	,	PUNCT
ajst-29851	239	8	99	99	NUM
ajst-29851	239	9	:	:	PUNCT
ajst-29851	239	10	663	663	NUM
ajst-29851	239	11	-	-	SYM
ajst-29851	239	12	675	675	NUM
ajst-29851	239	13	.	.	PUNCT
ajst-29851	240	1	[	[	X
ajst-29851	240	2	10	10	NUM
ajst-29851	240	3	]	]	X
ajst-29851	240	4	deng	deng	PROPN
ajst-29851	240	5	f	f	PROPN
ajst-29851	240	6	,	,	PUNCT
ajst-29851	240	7	tang	tang	PROPN
ajst-29851	240	8	q	q	PROPN
ajst-29851	240	9	,	,	PUNCT
ajst-29851	240	10	li	li	PROPN
ajst-29851	240	11	x	x	PROPN
ajst-29851	240	12	,	,	PUNCT
ajst-29851	240	13	et	et	PROPN
ajst-29851	240	14	al	al	PROPN
ajst-29851	240	15	.	.	PROPN
ajst-29851	240	16	study	study	NOUN
ajst-29851	240	17	on	on	ADP
ajst-29851	240	18	mapping	mapping	NOUN
ajst-29851	240	19	rules	rule	NOUN
ajst-29851	240	20	and	and	CCONJ
ajst-29851	240	21	compensation	compensation	NOUN
ajst-29851	240	22	methods	method	NOUN
ajst-29851	240	23	of	of	ADP
ajst-29851	240	24	cutting	cut	VERB
ajst-29851	240	25	-	-	PUNCT
ajst-29851	240	26	force	force	NOUN
ajst-29851	240	27	-	-	PUNCT
ajst-29851	240	28	induced	induce	VERB
ajst-29851	240	29	errors	error	NOUN
ajst-29851	240	30	and	and	CCONJ
ajst-29851	240	31	process	process	NOUN
ajst-29851	240	32	machining	machining	NOUN
ajst-29851	240	33	precision	precision	NOUN
ajst-29851	240	34	in	in	ADP
ajst-29851	240	35	gear	gear	NOUN
ajst-29851	240	36	hobbing[j	hobbing[j	PROPN
ajst-29851	240	37	]	]	PUNCT
ajst-29851	240	38	.	.	PUNCT
ajst-29851	241	1	the	the	DET
ajst-29851	241	2	international	international	ADJ
ajst-29851	241	3	journal	journal	NOUN
ajst-29851	241	4	of	of	ADP
ajst-29851	241	5	advanced	advanced	ADJ
ajst-29851	241	6	manufacturing	manufacturing	NOUN
ajst-29851	241	7	technology	technology	NOUN
ajst-29851	241	8	,	,	PUNCT
ajst-29851	241	9	2018	2018	NUM
ajst-29851	241	10	,	,	PUNCT
ajst-29851	241	11	97(9	97(9	NOUN
ajst-29851	241	12	-	-	PUNCT
ajst-29851	241	13	12	12	NUM
ajst-29851	241	14	):	):	PUNCT
ajst-29851	241	15	3859	3859	NUM
ajst-29851	241	16	-	-	SYM
ajst-29851	241	17	3871	3871	NUM
ajst-29851	241	18	.	.	PUNCT
ajst-29851	242	1	[	[	X
ajst-29851	242	2	11	11	NUM
ajst-29851	242	3	]	]	PUNCT
ajst-29851	242	4	attia	attia	PROPN
ajst-29851	242	5	h	h	PROPN
ajst-29851	242	6	,	,	PUNCT
ajst-29851	242	7	sadek	sadek	PROPN
ajst-29851	242	8	a	a	PROPN
ajst-29851	242	9	,	,	PUNCT
ajst-29851	242	10	altintas	altintas	PROPN
ajst-29851	242	11	y	y	PROPN
ajst-29851	242	12	,	,	PUNCT
ajst-29851	242	13	et	et	PROPN
ajst-29851	242	14	al	al	PROPN
ajst-29851	242	15	.	.	PROPN
ajst-29851	242	16	physics	physics	PROPN
ajst-29851	242	17	based	base	VERB
ajst-29851	242	18	models	model	NOUN
ajst-29851	242	19	for	for	ADP
ajst-29851	242	20	characterization	characterization	NOUN
ajst-29851	242	21	of	of	ADP
ajst-29851	242	22	machining	machining	NOUN
ajst-29851	242	23	performance	performance	NOUN
ajst-29851	242	24	–	–	PUNCT
ajst-29851	242	25	a	a	DET
ajst-29851	242	26	critical	critical	ADJ
ajst-29851	242	27	review[j	review[j	NOUN
ajst-29851	242	28	]	]	PUNCT
ajst-29851	242	29	.	.	PUNCT
ajst-29851	243	1	cirp	cirp	PROPN
ajst-29851	243	2	journal	journal	NOUN
ajst-29851	243	3	of	of	ADP
ajst-29851	243	4	manufacturing	manufacturing	NOUN
ajst-29851	243	5	science	science	NOUN
ajst-29851	243	6	and	and	CCONJ
ajst-29851	243	7	technology	technology	NOUN
ajst-29851	243	8	,	,	PUNCT
ajst-29851	243	9	2024	2024	NUM
ajst-29851	243	10	,	,	PUNCT
ajst-29851	243	11	51	51	NUM
ajst-29851	243	12	:	:	SYM
ajst-29851	243	13	161	161	NUM
ajst-29851	243	14	-	-	SYM
ajst-29851	243	15	189	189	NUM
ajst-29851	243	16	.	.	PUNCT
ajst-29851	244	1	[	[	X
ajst-29851	244	2	12	12	NUM
ajst-29851	244	3	]	]	X
ajst-29851	244	4	jia	jia	PROPN
ajst-29851	244	5	y	y	PROPN
ajst-29851	244	6	,	,	PUNCT
ajst-29851	244	7	li	li	PROPN
ajst-29851	244	8	g	g	PROPN
ajst-29851	244	9	,	,	PUNCT
ajst-29851	244	10	he	he	PRON
ajst-29851	244	11	k.	k.	PUNCT
ajst-29851	245	1	classification	classification	NOUN
ajst-29851	245	2	prediction	prediction	NOUN
ajst-29851	245	3	of	of	ADP
ajst-29851	245	4	gear	gear	NOUN
ajst-29851	245	5	hobbing	hobbing	NOUN
ajst-29851	245	6	precision	precision	NOUN
ajst-29851	245	7	and	and	CCONJ
ajst-29851	245	8	iterative	iterative	NOUN
ajst-29851	245	9	adjustment	adjustment	NOUN
ajst-29851	245	10	of	of	ADP
ajst-29851	245	11	process	process	NOUN
ajst-29851	245	12	parameters[j	parameters[j	PROPN
ajst-29851	245	13	]	]	PUNCT
ajst-29851	245	14	.	.	PUNCT
ajst-29851	246	1	journal	journal	PROPN
ajst-29851	246	2	of	of	ADP
ajst-29851	246	3	the	the	DET
ajst-29851	246	4	brazilian	brazilian	ADJ
ajst-29851	246	5	society	society	NOUN
ajst-29851	246	6	of	of	ADP
ajst-29851	246	7	mechanical	mechanical	ADJ
ajst-29851	246	8	sciences	science	NOUN
ajst-29851	246	9	and	and	CCONJ
ajst-29851	246	10	engineering	engineering	NOUN
ajst-29851	246	11	,	,	PUNCT
ajst-29851	246	12	2022	2022	NUM
ajst-29851	246	13	,	,	PUNCT
ajst-29851	246	14	44(11	44(11	NUM
ajst-29851	246	15	):	):	PUNCT
ajst-29851	246	16	517	517	NUM
ajst-29851	246	17	.	.	PUNCT
ajst-29851	247	1	[	[	X
ajst-29851	247	2	13	13	NUM
ajst-29851	247	3	]	]	X
ajst-29851	247	4	lin	lin	PROPN
ajst-29851	247	5	x	x	PROPN
ajst-29851	247	6	,	,	PUNCT
ajst-29851	247	7	liu	liu	PROPN
ajst-29851	247	8	y	y	PROPN
ajst-29851	247	9	,	,	PUNCT
ajst-29851	247	10	sun	sun	PROPN
ajst-29851	247	11	s	s	PROPN
ajst-29851	247	12	,	,	PUNCT
ajst-29851	247	13	et	et	PROPN
ajst-29851	247	14	al	al	PROPN
ajst-29851	247	15	.	.	PROPN
ajst-29851	247	16	prediction	prediction	NOUN
ajst-29851	247	17	and	and	CCONJ
ajst-29851	247	18	optimization	optimization	NOUN
ajst-29851	247	19	of	of	ADP
ajst-29851	247	20	gear	gear	NOUN
ajst-29851	247	21	skiving	skive	VERB
ajst-29851	247	22	parameters	parameter	NOUN
ajst-29851	247	23	and	and	CCONJ
ajst-29851	247	24	geometric	geometric	ADJ
ajst-29851	247	25	deviations[j	deviations[j	PROPN
ajst-29851	247	26	]	]	PUNCT
ajst-29851	247	27	.	.	PUNCT
ajst-29851	248	1	the	the	DET
ajst-29851	248	2	international	international	ADJ
ajst-29851	248	3	journal	journal	NOUN
ajst-29851	248	4	of	of	ADP
ajst-29851	248	5	advanced	advanced	ADJ
ajst-29851	248	6	manufacturing	manufacturing	NOUN
ajst-29851	248	7	technology	technology	NOUN
ajst-29851	248	8	,	,	PUNCT
ajst-29851	248	9	2022	2022	NUM
ajst-29851	248	10	,	,	PUNCT
ajst-29851	248	11	121(5	121(5	NUM
ajst-29851	248	12	-	-	SYM
ajst-29851	248	13	6	6	NUM
ajst-29851	248	14	):	):	PUNCT
ajst-29851	248	15	4169	4169	NUM
ajst-29851	248	16	-	-	SYM
ajst-29851	248	17	4185	4185	NUM
ajst-29851	248	18	.	.	PUNCT
ajst-29851	249	1	[	[	X
ajst-29851	249	2	14	14	NUM
ajst-29851	249	3	]	]	X
ajst-29851	249	4	wang	wang	PROPN
ajst-29851	249	5	y	y	PROPN
ajst-29851	249	6	,	,	PUNCT
ajst-29851	249	7	wang	wang	PROPN
ajst-29851	249	8	g	g	PROPN
ajst-29851	249	9	,	,	PUNCT
ajst-29851	249	10	xu	xu	PROPN
ajst-29851	250	1	h	h	PROPN
ajst-29851	250	2	,	,	PUNCT
ajst-29851	250	3	et	et	PROPN
ajst-29851	250	4	al	al	PROPN
ajst-29851	250	5	.	.	PUNCT
ajst-29851	251	1	a	a	DET
ajst-29851	251	2	prediction	prediction	NOUN
ajst-29851	251	3	model	model	NOUN
ajst-29851	251	4	of	of	ADP
ajst-29851	251	5	gear	gear	NOUN
ajst-29851	251	6	radial	radial	ADJ
ajst-29851	251	7	composite	composite	ADJ
ajst-29851	251	8	deviation	deviation	NOUN
ajst-29851	251	9	based	base	VERB
ajst-29851	251	10	on	on	ADP
ajst-29851	251	11	digital	digital	ADJ
ajst-29851	251	12	twin	twin	NOUN
ajst-29851	251	13	mesh[j	mesh[j	PROPN
ajst-29851	251	14	]	]	PUNCT
ajst-29851	251	15	.	.	PUNCT
ajst-29851	252	1	measurement	measurement	PROPN
ajst-29851	252	2	,	,	PUNCT
ajst-29851	252	3	2025	2025	NUM
ajst-29851	252	4	,	,	PUNCT
ajst-29851	252	5	240	240	NUM
ajst-29851	252	6	:	:	SYM
ajst-29851	252	7	115619	115619	NUM
ajst-29851	252	8	.	.	PUNCT
ajst-29851	253	1	[	[	X
ajst-29851	253	2	15	15	NUM
ajst-29851	253	3	]	]	X
ajst-29851	253	4	wu	wu	PROPN
ajst-29851	253	5	d	d	PROPN
ajst-29851	253	6	,	,	PUNCT
ajst-29851	253	7	yan	yan	PROPN
ajst-29851	254	1	p	p	X
ajst-29851	254	2	,	,	PUNCT
ajst-29851	254	3	guo	guo	PROPN
ajst-29851	254	4	y	y	PROPN
ajst-29851	254	5	,	,	PUNCT
ajst-29851	254	6	et	et	PROPN
ajst-29851	254	7	al	al	PROPN
ajst-29851	254	8	.	.	PROPN
ajst-29851	254	9	integrated	integrate	VERB
ajst-29851	254	10	optimization	optimization	NOUN
ajst-29851	254	11	method	method	NOUN
ajst-29851	254	12	for	for	ADP
ajst-29851	254	13	helical	helical	ADJ
ajst-29851	254	14	gear	gear	NOUN
ajst-29851	254	15	hobbing	hobbing	NOUN
ajst-29851	254	16	parameters	parameter	NOUN
ajst-29851	254	17	considering	consider	VERB
ajst-29851	254	18	machining	machine	VERB
ajst-29851	254	19	efficiency	efficiency	NOUN
ajst-29851	254	20	,	,	PUNCT
ajst-29851	254	21	cost	cost	NOUN
ajst-29851	254	22	and	and	CCONJ
ajst-29851	254	23	precision[j	precision[j	NOUN
ajst-29851	254	24	]	]	PROPN
ajst-29851	254	25	.	.	PUNCT
ajst-29851	255	1	the	the	DET
ajst-29851	255	2	international	international	ADJ
ajst-29851	255	3	journal	journal	NOUN
ajst-29851	255	4	of	of	ADP
ajst-29851	255	5	advanced	advanced	ADJ
ajst-29851	255	6	manufacturing	manufacturing	NOUN
ajst-29851	255	7	technology	technology	NOUN
ajst-29851	255	8	,	,	PUNCT
ajst-29851	255	9	2021	2021	NUM
ajst-29851	255	10	,	,	PUNCT
ajst-29851	255	11	113(3	113(3	NUM
ajst-29851	255	12	-	-	SYM
ajst-29851	255	13	4	4	NUM
ajst-29851	255	14	):	):	PUNCT
ajst-29851	255	15	735756	735756	NUM
ajst-29851	255	16	.	.	PUNCT
ajst-29851	256	1	[	[	X
ajst-29851	256	2	16	16	NUM
ajst-29851	256	3	]	]	PUNCT
ajst-29851	256	4	arbib	arbib	NOUN
ajst-29851	256	5	m	m	VERB
ajst-29851	256	6	a.	a.	NOUN
ajst-29851	256	7	the	the	DET
ajst-29851	256	8	handbook	handbook	NOUN
ajst-29851	256	9	of	of	ADP
ajst-29851	256	10	brain	brain	NOUN
ajst-29851	256	11	theory	theory	NOUN
ajst-29851	256	12	and	and	CCONJ
ajst-29851	256	13	neural	neural	ADJ
ajst-29851	256	14	networks[m	networks[m	NOUN
ajst-29851	256	15	]	]	PUNCT
ajst-29851	256	16	.	.	PUNCT
ajst-29851	257	1	2nd	2nd	ADJ
ajst-29851	257	2	ed	ed	NOUN
ajst-29851	257	3	.	.	PUNCT
ajst-29851	258	1	the	the	DET
ajst-29851	258	2	mit	mit	PROPN
ajst-29851	258	3	press	press	NOUN
ajst-29851	258	4	,	,	PUNCT
ajst-29851	258	5	2002	2002	NUM
ajst-29851	258	6	.	.	PUNCT
