id	sid	tid	token	lemma	pos
ajst-25621	1	1	academic	academic	ADJ
ajst-25621	1	2	journal	journal	NOUN
ajst-25621	1	3	of	of	ADP
ajst-25621	1	4	science	science	NOUN
ajst-25621	1	5	and	and	CCONJ
ajst-25621	1	6	technology	technology	NOUN
ajst-25621	1	7	issn	issn	NOUN
ajst-25621	1	8	:	:	PUNCT
ajst-25621	1	9	2771	2771	NUM
ajst-25621	1	10	-	-	SYM
ajst-25621	1	11	3032	3032	NUM
ajst-25621	1	12	|	|	NOUN
ajst-25621	1	13	vol	vol	NOUN
ajst-25621	1	14	.	.	PROPN
ajst-25621	2	1	12	12	NUM
ajst-25621	2	2	,	,	PUNCT
ajst-25621	2	3	no	no	INTJ
ajst-25621	2	4	.	.	NOUN
ajst-25621	2	5	2	2	NUM
ajst-25621	2	6	,	,	PUNCT
ajst-25621	2	7	2024	2024	NUM
ajst-25621	2	8	206	206	NUM
ajst-25621	2	9	research	research	NOUN
ajst-25621	2	10	on	on	ADP
ajst-25621	2	11	fault	fault	NOUN
ajst-25621	2	12	prediction	prediction	NOUN
ajst-25621	2	13	and	and	CCONJ
ajst-25621	2	14	diagnosis	diagnosis	NOUN
ajst-25621	2	15	of	of	ADP
ajst-25621	2	16	mechanical	mechanical	ADJ
ajst-25621	2	17	and	and	CCONJ
ajst-25621	2	18	electrical	electrical	ADJ
ajst-25621	2	19	equipment	equipment	NOUN
ajst-25621	2	20	in	in	ADP
ajst-25621	2	21	construction	construction	NOUN
ajst-25621	2	22	machinery	machinery	NOUN
ajst-25621	2	23	based	base	VERB
ajst-25621	2	24	on	on	ADP
ajst-25621	2	25	big	big	ADJ
ajst-25621	2	26	data	datum	NOUN
ajst-25621	2	27	technology	technology	PROPN
ajst-25621	2	28	yan	yan	PROPN
ajst-25621	2	29	shan	shan	PROPN
ajst-25621	2	30	,	,	PUNCT
ajst-25621	2	31	xiaotao	xiaotao	PROPN
ajst-25621	2	32	bai	bai	PROPN
ajst-25621	2	33	,	,	PUNCT
ajst-25621	2	34	hui	hui	PROPN
ajst-25621	2	35	jiang	jiang	PROPN
ajst-25621	2	36	department	department	PROPN
ajst-25621	2	37	of	of	ADP
ajst-25621	2	38	weapons	weapon	NOUN
ajst-25621	2	39	utilization	utilization	NOUN
ajst-25621	2	40	,	,	PUNCT
ajst-25621	2	41	non	non	ADJ
ajst-25621	2	42	-	-	ADJ
ajst-25621	2	43	commissioned	commission	VERB
ajst-25621	2	44	0fficer	0fficer	NUM
ajst-25621	2	45	school	school	NOUN
ajst-25621	2	46	,	,	PUNCT
ajst-25621	2	47	army	army	NOUN
ajst-25621	2	48	armored	armor	VERB
ajst-25621	2	49	gorps	gorps	PROPN
ajst-25621	2	50	technical	technical	PROPN
ajst-25621	2	51	college	college	PROPN
ajst-25621	2	52	,	,	PUNCT
ajst-25621	2	53	changchun	changchun	PROPN
ajst-25621	2	54	,	,	PUNCT
ajst-25621	2	55	jilin	jilin	PROPN
ajst-25621	2	56	130117	130117	NUM
ajst-25621	2	57	,	,	PUNCT
ajst-25621	2	58	china	china	PROPN
ajst-25621	2	59	abstract	abstract	NOUN
ajst-25621	2	60	:	:	PUNCT
ajst-25621	2	61	this	this	DET
ajst-25621	2	62	article	article	NOUN
ajst-25621	2	63	aims	aim	VERB
ajst-25621	2	64	to	to	PART
ajst-25621	2	65	explore	explore	VERB
ajst-25621	2	66	how	how	SCONJ
ajst-25621	2	67	to	to	PART
ajst-25621	2	68	use	use	VERB
ajst-25621	2	69	big	big	ADJ
ajst-25621	2	70	data	datum	NOUN
ajst-25621	2	71	technology	technology	NOUN
ajst-25621	2	72	for	for	ADP
ajst-25621	2	73	fault	fault	NOUN
ajst-25621	2	74	prediction	prediction	NOUN
ajst-25621	2	75	and	and	CCONJ
ajst-25621	2	76	diagnosis	diagnosis	NOUN
ajst-25621	2	77	of	of	ADP
ajst-25621	2	78	mechanical	mechanical	ADJ
ajst-25621	2	79	and	and	CCONJ
ajst-25621	2	80	electrical	electrical	ADJ
ajst-25621	2	81	equipment	equipment	NOUN
ajst-25621	2	82	in	in	ADP
ajst-25621	2	83	construction	construction	NOUN
ajst-25621	2	84	machinery	machinery	NOUN
ajst-25621	2	85	.	.	PUNCT
ajst-25621	3	1	through	through	ADP
ajst-25621	3	2	steps	step	NOUN
ajst-25621	3	3	such	such	ADJ
ajst-25621	3	4	as	as	ADP
ajst-25621	3	5	data	data	NOUN
ajst-25621	3	6	collection	collection	NOUN
ajst-25621	3	7	and	and	CCONJ
ajst-25621	3	8	storage	storage	NOUN
ajst-25621	3	9	,	,	PUNCT
ajst-25621	3	10	data	datum	NOUN
ajst-25621	3	11	feature	feature	NOUN
ajst-25621	3	12	extraction	extraction	NOUN
ajst-25621	3	13	and	and	CCONJ
ajst-25621	3	14	selection	selection	NOUN
ajst-25621	3	15	,	,	PUNCT
ajst-25621	3	16	and	and	CCONJ
ajst-25621	3	17	data	datum	NOUN
ajst-25621	3	18	analysis	analysis	NOUN
ajst-25621	3	19	and	and	CCONJ
ajst-25621	3	20	processing	processing	NOUN
ajst-25621	3	21	,	,	PUNCT
ajst-25621	3	22	a	a	DET
ajst-25621	3	23	fault	fault	NOUN
ajst-25621	3	24	prediction	prediction	NOUN
ajst-25621	3	25	and	and	CCONJ
ajst-25621	3	26	diagnosis	diagnosis	NOUN
ajst-25621	3	27	model	model	NOUN
ajst-25621	3	28	is	be	AUX
ajst-25621	3	29	constructed	construct	VERB
ajst-25621	3	30	to	to	PART
ajst-25621	3	31	achieve	achieve	VERB
ajst-25621	3	32	real	real	ADJ
ajst-25621	3	33	-	-	PUNCT
ajst-25621	3	34	time	time	NOUN
ajst-25621	3	35	monitoring	monitoring	NOUN
ajst-25621	3	36	and	and	CCONJ
ajst-25621	3	37	early	early	ADJ
ajst-25621	3	38	warning	warning	NOUN
ajst-25621	3	39	.	.	PUNCT
ajst-25621	4	1	the	the	DET
ajst-25621	4	2	accuracy	accuracy	NOUN
ajst-25621	4	3	and	and	CCONJ
ajst-25621	4	4	efficiency	efficiency	NOUN
ajst-25621	4	5	of	of	ADP
ajst-25621	4	6	fault	fault	NOUN
ajst-25621	4	7	prediction	prediction	NOUN
ajst-25621	4	8	are	be	AUX
ajst-25621	4	9	improved	improve	VERB
ajst-25621	4	10	through	through	ADP
ajst-25621	4	11	decision	decision	NOUN
ajst-25621	4	12	feedback	feedback	NOUN
ajst-25621	4	13	and	and	CCONJ
ajst-25621	4	14	algorithm	algorithm	NOUN
ajst-25621	4	15	optimization	optimization	NOUN
ajst-25621	4	16	.	.	PUNCT
ajst-25621	5	1	keywords	keyword	NOUN
ajst-25621	5	2	:	:	PUNCT
ajst-25621	5	3	big	big	ADJ
ajst-25621	5	4	data	datum	NOUN
ajst-25621	5	5	technology	technology	NOUN
ajst-25621	5	6	;	;	PUNCT
ajst-25621	5	7	mechanical	mechanical	ADJ
ajst-25621	5	8	and	and	CCONJ
ajst-25621	5	9	electrical	electrical	ADJ
ajst-25621	5	10	equipment	equipment	NOUN
ajst-25621	5	11	;	;	PUNCT
ajst-25621	5	12	fault	fault	VERB
ajst-25621	5	13	prediction	prediction	NOUN
ajst-25621	5	14	;	;	PUNCT
ajst-25621	5	15	fault	fault	VERB
ajst-25621	5	16	diagnosis	diagnosis	NOUN
ajst-25621	5	17	.	.	PUNCT
ajst-25621	6	1	1	1	X
ajst-25621	6	2	.	.	X
ajst-25621	6	3	introduction	introduction	NOUN
ajst-25621	6	4	with	with	ADP
ajst-25621	6	5	the	the	DET
ajst-25621	6	6	rapid	rapid	ADJ
ajst-25621	6	7	development	development	NOUN
ajst-25621	6	8	of	of	ADP
ajst-25621	6	9	industrial	industrial	ADJ
ajst-25621	6	10	automation	automation	NOUN
ajst-25621	6	11	,	,	PUNCT
ajst-25621	6	12	the	the	DET
ajst-25621	6	13	electromechanical	electromechanical	ADJ
ajst-25621	6	14	equipment	equipment	NOUN
ajst-25621	6	15	of	of	ADP
ajst-25621	6	16	construction	construction	NOUN
ajst-25621	6	17	machinery	machinery	NOUN
ajst-25621	6	18	plays	play	VERB
ajst-25621	6	19	a	a	DET
ajst-25621	6	20	crucial	crucial	ADJ
ajst-25621	6	21	role	role	NOUN
ajst-25621	6	22	in	in	ADP
ajst-25621	6	23	modern	modern	ADJ
ajst-25621	6	24	production	production	NOUN
ajst-25621	6	25	.	.	PUNCT
ajst-25621	7	1	the	the	DET
ajst-25621	7	2	efficient	efficient	ADJ
ajst-25621	7	3	and	and	CCONJ
ajst-25621	7	4	stable	stable	ADJ
ajst-25621	7	5	operation	operation	NOUN
ajst-25621	7	6	of	of	ADP
ajst-25621	7	7	equipment	equipment	NOUN
ajst-25621	7	8	is	be	AUX
ajst-25621	7	9	the	the	DET
ajst-25621	7	10	key	key	NOUN
ajst-25621	7	11	to	to	ADP
ajst-25621	7	12	ensuring	ensure	VERB
ajst-25621	7	13	production	production	NOUN
ajst-25621	7	14	safety	safety	NOUN
ajst-25621	7	15	and	and	CCONJ
ajst-25621	7	16	improving	improve	VERB
ajst-25621	7	17	economic	economic	ADJ
ajst-25621	7	18	benefits	benefit	NOUN
ajst-25621	7	19	.	.	PUNCT
ajst-25621	8	1	however	however	ADV
ajst-25621	8	2	,	,	PUNCT
ajst-25621	8	3	with	with	ADP
ajst-25621	8	4	the	the	DET
ajst-25621	8	5	increasing	increase	VERB
ajst-25621	8	6	complexity	complexity	NOUN
ajst-25621	8	7	of	of	ADP
ajst-25621	8	8	equipment	equipment	NOUN
ajst-25621	8	9	and	and	CCONJ
ajst-25621	8	10	the	the	DET
ajst-25621	8	11	diversification	diversification	NOUN
ajst-25621	8	12	of	of	ADP
ajst-25621	8	13	usage	usage	NOUN
ajst-25621	8	14	environments	environment	NOUN
ajst-25621	8	15	,	,	PUNCT
ajst-25621	8	16	the	the	DET
ajst-25621	8	17	frequency	frequency	NOUN
ajst-25621	8	18	of	of	ADP
ajst-25621	8	19	equipment	equipment	NOUN
ajst-25621	8	20	failures	failure	NOUN
ajst-25621	8	21	has	have	AUX
ajst-25621	8	22	also	also	ADV
ajst-25621	8	23	significantly	significantly	ADV
ajst-25621	8	24	increased	increase	VERB
ajst-25621	8	25	.	.	PUNCT
ajst-25621	9	1	in	in	ADP
ajst-25621	9	2	order	order	NOUN
ajst-25621	9	3	to	to	PART
ajst-25621	9	4	effectively	effectively	ADV
ajst-25621	9	5	address	address	VERB
ajst-25621	9	6	this	this	DET
ajst-25621	9	7	challenge	challenge	NOUN
ajst-25621	9	8	,	,	PUNCT
ajst-25621	9	9	research	research	NOUN
ajst-25621	9	10	on	on	ADP
ajst-25621	9	11	fault	fault	NOUN
ajst-25621	9	12	prediction	prediction	NOUN
ajst-25621	9	13	and	and	CCONJ
ajst-25621	9	14	diagnosis	diagnosis	NOUN
ajst-25621	9	15	of	of	ADP
ajst-25621	9	16	mechanical	mechanical	ADJ
ajst-25621	9	17	and	and	CCONJ
ajst-25621	9	18	electrical	electrical	ADJ
ajst-25621	9	19	equipment	equipment	NOUN
ajst-25621	9	20	in	in	ADP
ajst-25621	9	21	construction	construction	NOUN
ajst-25621	9	22	machinery	machinery	NOUN
ajst-25621	9	23	based	base	VERB
ajst-25621	9	24	on	on	ADP
ajst-25621	9	25	big	big	ADJ
ajst-25621	9	26	data	datum	NOUN
ajst-25621	9	27	technology	technology	NOUN
ajst-25621	9	28	has	have	AUX
ajst-25621	9	29	emerged	emerge	VERB
ajst-25621	9	30	.	.	PUNCT
ajst-25621	10	1	adopting	adopt	VERB
ajst-25621	10	2	advanced	advanced	ADJ
ajst-25621	10	3	big	big	ADJ
ajst-25621	10	4	data	datum	NOUN
ajst-25621	10	5	technology	technology	NOUN
ajst-25621	10	6	for	for	ADP
ajst-25621	10	7	fault	fault	NOUN
ajst-25621	10	8	prediction	prediction	NOUN
ajst-25621	10	9	and	and	CCONJ
ajst-25621	10	10	diagnosis	diagnosis	NOUN
ajst-25621	10	11	is	be	AUX
ajst-25621	10	12	of	of	ADP
ajst-25621	10	13	great	great	ADJ
ajst-25621	10	14	significance	significance	NOUN
ajst-25621	10	15	for	for	ADP
ajst-25621	10	16	early	early	ADJ
ajst-25621	10	17	detection	detection	NOUN
ajst-25621	10	18	of	of	ADP
ajst-25621	10	19	potential	potential	ADJ
ajst-25621	10	20	problems	problem	NOUN
ajst-25621	10	21	,	,	PUNCT
ajst-25621	10	22	reducing	reduce	VERB
ajst-25621	10	23	downtime	downtime	NOUN
ajst-25621	10	24	,	,	PUNCT
ajst-25621	10	25	and	and	CCONJ
ajst-25621	10	26	lowering	lower	VERB
ajst-25621	10	27	maintenance	maintenance	NOUN
ajst-25621	10	28	costs	cost	NOUN
ajst-25621	10	29	.	.	PUNCT
ajst-25621	11	1	2	2	X
ajst-25621	11	2	.	.	X
ajst-25621	11	3	the	the	DET
ajst-25621	11	4	importance	importance	NOUN
ajst-25621	11	5	of	of	ADP
ajst-25621	11	6	predicting	predict	VERB
ajst-25621	11	7	and	and	CCONJ
ajst-25621	11	8	diagnosing	diagnose	VERB
ajst-25621	11	9	mechanical	mechanical	ADJ
ajst-25621	11	10	and	and	CCONJ
ajst-25621	11	11	electrical	electrical	ADJ
ajst-25621	11	12	equipment	equipment	NOUN
ajst-25621	11	13	faults	fault	NOUN
ajst-25621	11	14	in	in	ADP
ajst-25621	11	15	construction	construction	NOUN
ajst-25621	11	16	machinery	machinery	NOUN
ajst-25621	11	17	one	one	NOUN
ajst-25621	11	18	is	be	AUX
ajst-25621	11	19	to	to	PART
ajst-25621	11	20	improve	improve	VERB
ajst-25621	11	21	production	production	NOUN
ajst-25621	11	22	efficiency	efficiency	NOUN
ajst-25621	11	23	.	.	PUNCT
ajst-25621	12	1	timely	timely	ADJ
ajst-25621	12	2	fault	fault	NOUN
ajst-25621	12	3	prediction	prediction	NOUN
ajst-25621	12	4	and	and	CCONJ
ajst-25621	12	5	diagnosis	diagnosis	NOUN
ajst-25621	12	6	can	can	AUX
ajst-25621	12	7	quickly	quickly	ADV
ajst-25621	12	8	locate	locate	VERB
ajst-25621	12	9	and	and	CCONJ
ajst-25621	12	10	eliminate	eliminate	VERB
ajst-25621	12	11	faults	fault	NOUN
ajst-25621	12	12	,	,	PUNCT
ajst-25621	12	13	reduce	reduce	VERB
ajst-25621	12	14	equipment	equipment	NOUN
ajst-25621	12	15	downtime	downtime	NOUN
ajst-25621	12	16	,	,	PUNCT
ajst-25621	12	17	and	and	CCONJ
ajst-25621	12	18	significantly	significantly	ADV
ajst-25621	12	19	improve	improve	VERB
ajst-25621	12	20	production	production	NOUN
ajst-25621	12	21	efficiency	efficiency	NOUN
ajst-25621	12	22	.	.	PUNCT
ajst-25621	13	1	this	this	PRON
ajst-25621	13	2	can	can	AUX
ajst-25621	13	3	not	not	PART
ajst-25621	13	4	only	only	ADV
ajst-25621	13	5	reduce	reduce	VERB
ajst-25621	13	6	production	production	NOUN
ajst-25621	13	7	delays	delay	NOUN
ajst-25621	13	8	caused	cause	VERB
ajst-25621	13	9	by	by	ADP
ajst-25621	13	10	equipment	equipment	NOUN
ajst-25621	13	11	failures	failure	NOUN
ajst-25621	13	12	,	,	PUNCT
ajst-25621	13	13	but	but	CCONJ
ajst-25621	13	14	also	also	ADV
ajst-25621	13	15	ensure	ensure	VERB
ajst-25621	13	16	the	the	DET
ajst-25621	13	17	continuous	continuous	ADJ
ajst-25621	13	18	operation	operation	NOUN
ajst-25621	13	19	of	of	ADP
ajst-25621	13	20	the	the	DET
ajst-25621	13	21	production	production	NOUN
ajst-25621	13	22	line	line	NOUN
ajst-25621	13	23	and	and	CCONJ
ajst-25621	13	24	improve	improve	VERB
ajst-25621	13	25	overall	overall	ADJ
ajst-25621	13	26	operation	operation	NOUN
ajst-25621	13	27	time	time	NOUN
ajst-25621	13	28	.	.	PUNCT
ajst-25621	14	1	the	the	DET
ajst-25621	14	2	second	second	NOUN
ajst-25621	14	3	is	be	AUX
ajst-25621	14	4	to	to	PART
ajst-25621	14	5	reduce	reduce	VERB
ajst-25621	14	6	maintenance	maintenance	NOUN
ajst-25621	14	7	costs	cost	NOUN
ajst-25621	14	8	.	.	PUNCT
ajst-25621	15	1	through	through	ADP
ajst-25621	15	2	accurate	accurate	ADJ
ajst-25621	15	3	fault	fault	NOUN
ajst-25621	15	4	prediction	prediction	NOUN
ajst-25621	15	5	and	and	CCONJ
ajst-25621	15	6	diagnosis	diagnosis	NOUN
ajst-25621	15	7	,	,	PUNCT
ajst-25621	15	8	maintenance	maintenance	NOUN
ajst-25621	15	9	personnel	personnel	NOUN
ajst-25621	15	10	can	can	AUX
ajst-25621	15	11	develop	develop	VERB
ajst-25621	15	12	scientific	scientific	ADJ
ajst-25621	15	13	and	and	CCONJ
ajst-25621	15	14	reasonable	reasonable	ADJ
ajst-25621	15	15	maintenance	maintenance	NOUN
ajst-25621	15	16	plans	plan	NOUN
ajst-25621	15	17	to	to	PART
ajst-25621	15	18	avoid	avoid	VERB
ajst-25621	15	19	unnecessary	unnecessary	ADJ
ajst-25621	15	20	repairs	repair	NOUN
ajst-25621	15	21	and	and	CCONJ
ajst-25621	15	22	replacements	replacement	NOUN
ajst-25621	15	23	,	,	PUNCT
ajst-25621	15	24	thereby	thereby	ADV
ajst-25621	15	25	reducing	reduce	VERB
ajst-25621	15	26	maintenance	maintenance	NOUN
ajst-25621	15	27	costs	cost	NOUN
ajst-25621	15	28	.	.	PUNCT
ajst-25621	16	1	meanwhile	meanwhile	ADV
ajst-25621	16	2	,	,	PUNCT
ajst-25621	16	3	predictive	predictive	ADJ
ajst-25621	16	4	maintenance	maintenance	NOUN
ajst-25621	16	5	can	can	AUX
ajst-25621	16	6	effectively	effectively	ADV
ajst-25621	16	7	extend	extend	VERB
ajst-25621	16	8	the	the	DET
ajst-25621	16	9	service	service	NOUN
ajst-25621	16	10	life	life	NOUN
ajst-25621	16	11	of	of	ADP
ajst-25621	16	12	equipment	equipment	NOUN
ajst-25621	16	13	,	,	PUNCT
ajst-25621	16	14	reduce	reduce	VERB
ajst-25621	16	15	the	the	DET
ajst-25621	16	16	frequency	frequency	NOUN
ajst-25621	16	17	and	and	CCONJ
ajst-25621	16	18	cost	cost	NOUN
ajst-25621	16	19	of	of	ADP
ajst-25621	16	20	equipment	equipment	NOUN
ajst-25621	16	21	replacement	replacement	NOUN
ajst-25621	16	22	.	.	PUNCT
ajst-25621	17	1	the	the	DET
ajst-25621	17	2	third	third	NOUN
ajst-25621	17	3	is	be	AUX
ajst-25621	17	4	to	to	PART
ajst-25621	17	5	enhance	enhance	VERB
ajst-25621	17	6	device	device	NOUN
ajst-25621	17	7	security	security	NOUN
ajst-25621	17	8	.	.	PUNCT
ajst-25621	18	1	the	the	DET
ajst-25621	18	2	electromechanical	electromechanical	ADJ
ajst-25621	18	3	equipment	equipment	NOUN
ajst-25621	18	4	of	of	ADP
ajst-25621	18	5	construction	construction	NOUN
ajst-25621	18	6	machinery	machinery	NOUN
ajst-25621	18	7	often	often	ADV
ajst-25621	18	8	involves	involve	VERB
ajst-25621	18	9	hazardous	hazardous	ADJ
ajst-25621	18	10	environments	environment	NOUN
ajst-25621	18	11	such	such	ADJ
ajst-25621	18	12	as	as	ADP
ajst-25621	18	13	high	high	ADJ
ajst-25621	18	14	pressure	pressure	NOUN
ajst-25621	18	15	,	,	PUNCT
ajst-25621	18	16	high	high	ADJ
ajst-25621	18	17	temperature	temperature	NOUN
ajst-25621	18	18	,	,	PUNCT
ajst-25621	18	19	and	and	CCONJ
ajst-25621	18	20	high	high	ADJ
ajst-25621	18	21	speed	speed	NOUN
ajst-25621	18	22	.	.	PUNCT
ajst-25621	19	1	once	once	ADV
ajst-25621	19	2	a	a	DET
ajst-25621	19	3	malfunction	malfunction	NOUN
ajst-25621	19	4	occurs	occur	VERB
ajst-25621	19	5	,	,	PUNCT
ajst-25621	19	6	it	it	PRON
ajst-25621	19	7	may	may	AUX
ajst-25621	19	8	cause	cause	VERB
ajst-25621	19	9	serious	serious	ADJ
ajst-25621	19	10	accidents	accident	NOUN
ajst-25621	19	11	.	.	PUNCT
ajst-25621	20	1	through	through	ADP
ajst-25621	20	2	fault	fault	NOUN
ajst-25621	20	3	prediction	prediction	NOUN
ajst-25621	20	4	and	and	CCONJ
ajst-25621	20	5	diagnosis	diagnosis	NOUN
ajst-25621	20	6	,	,	PUNCT
ajst-25621	20	7	potential	potential	ADJ
ajst-25621	20	8	safety	safety	NOUN
ajst-25621	20	9	hazards	hazard	NOUN
ajst-25621	20	10	can	can	AUX
ajst-25621	20	11	be	be	AUX
ajst-25621	20	12	identified	identify	VERB
ajst-25621	20	13	and	and	CCONJ
ajst-25621	20	14	addressed	address	VERB
ajst-25621	20	15	in	in	ADP
ajst-25621	20	16	a	a	DET
ajst-25621	20	17	timely	timely	ADJ
ajst-25621	20	18	manner	manner	NOUN
ajst-25621	20	19	,	,	PUNCT
ajst-25621	20	20	enhancing	enhance	VERB
ajst-25621	20	21	equipment	equipment	NOUN
ajst-25621	20	22	safety	safety	NOUN
ajst-25621	20	23	and	and	CCONJ
ajst-25621	20	24	ensuring	ensure	VERB
ajst-25621	20	25	the	the	DET
ajst-25621	20	26	safety	safety	NOUN
ajst-25621	20	27	of	of	ADP
ajst-25621	20	28	production	production	NOUN
ajst-25621	20	29	personnel	personnel	NOUN
ajst-25621	20	30	and	and	CCONJ
ajst-25621	20	31	equipment	equipment	NOUN
ajst-25621	20	32	.	.	PUNCT
ajst-25621	21	1	fourthly	fourthly	ADV
ajst-25621	21	2	,	,	PUNCT
ajst-25621	21	3	it	it	PRON
ajst-25621	21	4	can	can	AUX
ajst-25621	21	5	promote	promote	VERB
ajst-25621	21	6	the	the	DET
ajst-25621	21	7	development	development	NOUN
ajst-25621	21	8	and	and	CCONJ
ajst-25621	21	9	progress	progress	NOUN
ajst-25621	21	10	of	of	ADP
ajst-25621	21	11	engineering	engineering	NOUN
ajst-25621	21	12	technology	technology	NOUN
ajst-25621	21	13	.	.	PUNCT
ajst-25621	22	1	the	the	DET
ajst-25621	22	2	fault	fault	NOUN
ajst-25621	22	3	prediction	prediction	NOUN
ajst-25621	22	4	and	and	CCONJ
ajst-25621	22	5	diagnosis	diagnosis	NOUN
ajst-25621	22	6	technology	technology	NOUN
ajst-25621	22	7	of	of	ADP
ajst-25621	22	8	mechanical	mechanical	ADJ
ajst-25621	22	9	and	and	CCONJ
ajst-25621	22	10	electrical	electrical	ADJ
ajst-25621	22	11	equipment	equipment	NOUN
ajst-25621	22	12	in	in	ADP
ajst-25621	22	13	construction	construction	NOUN
ajst-25621	22	14	machinery	machinery	NOUN
ajst-25621	22	15	involves	involve	VERB
ajst-25621	22	16	the	the	DET
ajst-25621	22	17	cross	cross	NOUN
ajst-25621	22	18	fusion	fusion	NOUN
ajst-25621	22	19	of	of	ADP
ajst-25621	22	20	multidisciplinary	multidisciplinary	ADJ
ajst-25621	22	21	knowledge	knowledge	NOUN
ajst-25621	22	22	,	,	PUNCT
ajst-25621	22	23	such	such	ADJ
ajst-25621	22	24	as	as	ADP
ajst-25621	22	25	mechanical	mechanical	ADJ
ajst-25621	22	26	engineering	engineering	NOUN
ajst-25621	22	27	,	,	PUNCT
ajst-25621	22	28	electronic	electronic	ADJ
ajst-25621	22	29	engineering	engineering	NOUN
ajst-25621	22	30	,	,	PUNCT
ajst-25621	22	31	computer	computer	NOUN
ajst-25621	22	32	science	science	NOUN
ajst-25621	22	33	,	,	PUNCT
ajst-25621	22	34	etc	etc	X
ajst-25621	22	35	.	.	X
ajst-25621	22	36	with	with	ADP
ajst-25621	22	37	the	the	DET
ajst-25621	22	38	continuous	continuous	ADJ
ajst-25621	22	39	advancement	advancement	NOUN
ajst-25621	22	40	of	of	ADP
ajst-25621	22	41	technology	technology	NOUN
ajst-25621	22	42	,	,	PUNCT
ajst-25621	22	43	the	the	DET
ajst-25621	22	44	accuracy	accuracy	NOUN
ajst-25621	22	45	and	and	CCONJ
ajst-25621	22	46	efficiency	efficiency	NOUN
ajst-25621	22	47	of	of	ADP
ajst-25621	22	48	fault	fault	NOUN
ajst-25621	22	49	prediction	prediction	NOUN
ajst-25621	22	50	and	and	CCONJ
ajst-25621	22	51	diagnosis	diagnosis	NOUN
ajst-25621	22	52	will	will	AUX
ajst-25621	22	53	continue	continue	VERB
ajst-25621	22	54	to	to	PART
ajst-25621	22	55	improve	improve	VERB
ajst-25621	22	56	,	,	PUNCT
ajst-25621	22	57	promoting	promote	VERB
ajst-25621	22	58	the	the	DET
ajst-25621	22	59	technological	technological	ADJ
ajst-25621	22	60	progress	progress	NOUN
ajst-25621	22	61	and	and	CCONJ
ajst-25621	22	62	development	development	NOUN
ajst-25621	22	63	of	of	ADP
ajst-25621	22	64	the	the	DET
ajst-25621	22	65	entire	entire	ADJ
ajst-25621	22	66	industry	industry	NOUN
ajst-25621	22	67	.	.	PUNCT
ajst-25621	23	1	3	3	X
ajst-25621	23	2	.	.	X
ajst-25621	23	3	general	general	ADJ
ajst-25621	23	4	methods	method	NOUN
ajst-25621	23	5	for	for	ADP
ajst-25621	23	6	predicting	predict	VERB
ajst-25621	23	7	and	and	CCONJ
ajst-25621	23	8	diagnosing	diagnose	VERB
ajst-25621	23	9	faults	fault	NOUN
ajst-25621	23	10	in	in	ADP
ajst-25621	23	11	mechanical	mechanical	ADJ
ajst-25621	23	12	and	and	CCONJ
ajst-25621	23	13	electrical	electrical	ADJ
ajst-25621	23	14	equipment	equipment	NOUN
ajst-25621	23	15	of	of	ADP
ajst-25621	23	16	construction	construction	NOUN
ajst-25621	23	17	machinery	machinery	NOUN
ajst-25621	23	18	the	the	DET
ajst-25621	23	19	commonly	commonly	ADV
ajst-25621	23	20	used	use	VERB
ajst-25621	23	21	methods	method	NOUN
ajst-25621	23	22	for	for	ADP
ajst-25621	23	23	predicting	predict	VERB
ajst-25621	23	24	and	and	CCONJ
ajst-25621	23	25	diagnosing	diagnose	VERB
ajst-25621	23	26	mechanical	mechanical	ADJ
ajst-25621	23	27	and	and	CCONJ
ajst-25621	23	28	electrical	electrical	ADJ
ajst-25621	23	29	equipment	equipment	NOUN
ajst-25621	23	30	faults	fault	NOUN
ajst-25621	23	31	in	in	ADP
ajst-25621	23	32	construction	construction	NOUN
ajst-25621	23	33	machinery	machinery	NOUN
ajst-25621	23	34	include	include	VERB
ajst-25621	23	35	sensory	sensory	ADJ
ajst-25621	23	36	detection	detection	NOUN
ajst-25621	23	37	,	,	PUNCT
ajst-25621	23	38	instrument	instrument	NOUN
ajst-25621	23	39	detection	detection	NOUN
ajst-25621	23	40	,	,	PUNCT
ajst-25621	23	41	fault	fault	VERB
ajst-25621	23	42	code	code	NOUN
ajst-25621	23	43	diagnosis	diagnosis	NOUN
ajst-25621	23	44	,	,	PUNCT
ajst-25621	23	45	and	and	CCONJ
ajst-25621	23	46	disassembly	disassembly	NOUN
ajst-25621	23	47	inspection	inspection	NOUN
ajst-25621	23	48	.	.	PUNCT
ajst-25621	24	1	3.1	3.1	NUM
ajst-25621	24	2	.	.	PUNCT
ajst-25621	24	3	sensory	sensory	ADJ
ajst-25621	24	4	detection	detection	NOUN
ajst-25621	24	5	method	method	VERB
ajst-25621	24	6	sensory	sensory	ADJ
ajst-25621	24	7	detection	detection	NOUN
ajst-25621	24	8	method	method	NOUN
ajst-25621	24	9	is	be	AUX
ajst-25621	24	10	one	one	NUM
ajst-25621	24	11	of	of	ADP
ajst-25621	24	12	the	the	DET
ajst-25621	24	13	most	most	ADV
ajst-25621	24	14	basic	basic	ADJ
ajst-25621	24	15	fault	fault	NOUN
ajst-25621	24	16	detection	detection	NOUN
ajst-25621	24	17	methods	method	NOUN
ajst-25621	24	18	,	,	PUNCT
ajst-25621	24	19	which	which	PRON
ajst-25621	24	20	judges	judge	VERB
ajst-25621	24	21	the	the	DET
ajst-25621	24	22	operating	operate	VERB
ajst-25621	24	23	status	status	NOUN
ajst-25621	24	24	of	of	ADP
ajst-25621	24	25	equipment	equipment	NOUN
ajst-25621	24	26	through	through	ADP
ajst-25621	24	27	the	the	DET
ajst-25621	24	28	operator	operator	NOUN
ajst-25621	24	29	's	's	PART
ajst-25621	24	30	senses	sense	NOUN
ajst-25621	24	31	such	such	ADJ
ajst-25621	24	32	as	as	ADP
ajst-25621	24	33	vision	vision	NOUN
ajst-25621	24	34	,	,	PUNCT
ajst-25621	24	35	hearing	hearing	NOUN
ajst-25621	24	36	,	,	PUNCT
ajst-25621	24	37	smell	smell	NOUN
ajst-25621	24	38	,	,	PUNCT
ajst-25621	24	39	etc	etc	X
ajst-25621	24	40	.	.	X
ajst-25621	24	41	for	for	ADP
ajst-25621	24	42	example	example	NOUN
ajst-25621	24	43	,	,	PUNCT
ajst-25621	24	44	observing	observe	VERB
ajst-25621	24	45	the	the	DET
ajst-25621	24	46	vibration	vibration	NOUN
ajst-25621	24	47	of	of	ADP
ajst-25621	24	48	the	the	DET
ajst-25621	24	49	equipment	equipment	NOUN
ajst-25621	24	50	,	,	PUNCT
ajst-25621	24	51	listening	listen	VERB
ajst-25621	24	52	to	to	ADP
ajst-25621	24	53	the	the	DET
ajst-25621	24	54	sound	sound	NOUN
ajst-25621	24	55	of	of	ADP
ajst-25621	24	56	the	the	DET
ajst-25621	24	57	equipment	equipment	NOUN
ajst-25621	24	58	during	during	ADP
ajst-25621	24	59	operation	operation	NOUN
ajst-25621	24	60	,	,	PUNCT
ajst-25621	24	61	smelling	smell	VERB
ajst-25621	24	62	the	the	DET
ajst-25621	24	63	smell	smell	NOUN
ajst-25621	24	64	around	around	ADP
ajst-25621	24	65	the	the	DET
ajst-25621	24	66	equipment	equipment	NOUN
ajst-25621	24	67	,	,	PUNCT
ajst-25621	24	68	etc	etc	X
ajst-25621	24	69	.	.	X
ajst-25621	24	70	,	,	PUNCT
ajst-25621	24	71	can	can	AUX
ajst-25621	24	72	preliminarily	preliminarily	ADV
ajst-25621	24	73	determine	determine	VERB
ajst-25621	24	74	whether	whether	SCONJ
ajst-25621	24	75	there	there	PRON
ajst-25621	24	76	is	be	VERB
ajst-25621	24	77	a	a	DET
ajst-25621	24	78	malfunction	malfunction	NOUN
ajst-25621	24	79	in	in	ADP
ajst-25621	24	80	the	the	DET
ajst-25621	24	81	equipment	equipment	NOUN
ajst-25621	24	82	.	.	PUNCT
ajst-25621	25	1	3.2	3.2	NUM
ajst-25621	25	2	.	.	PUNCT
ajst-25621	25	3	instrument	instrument	NOUN
ajst-25621	25	4	testing	testing	NOUN
ajst-25621	25	5	method	method	NOUN
ajst-25621	25	6	instrument	instrument	NOUN
ajst-25621	25	7	testing	testing	NOUN
ajst-25621	25	8	method	method	NOUN
ajst-25621	25	9	is	be	AUX
ajst-25621	25	10	the	the	DET
ajst-25621	25	11	use	use	NOUN
ajst-25621	25	12	of	of	ADP
ajst-25621	25	13	professional	professional	ADJ
ajst-25621	25	14	testing	testing	NOUN
ajst-25621	25	15	instruments	instrument	NOUN
ajst-25621	25	16	to	to	PART
ajst-25621	25	17	measure	measure	VERB
ajst-25621	25	18	and	and	CCONJ
ajst-25621	25	19	analyze	analyze	VERB
ajst-25621	25	20	various	various	ADJ
ajst-25621	25	21	parameters	parameter	NOUN
ajst-25621	25	22	of	of	ADP
ajst-25621	25	23	equipment	equipment	NOUN
ajst-25621	25	24	,	,	PUNCT
ajst-25621	25	25	in	in	ADP
ajst-25621	25	26	order	order	NOUN
ajst-25621	25	27	to	to	PART
ajst-25621	25	28	determine	determine	VERB
ajst-25621	25	29	the	the	DET
ajst-25621	25	30	operating	operate	VERB
ajst-25621	25	31	status	status	NOUN
ajst-25621	25	32	and	and	CCONJ
ajst-25621	25	33	fault	fault	VERB
ajst-25621	25	34	conditions	condition	NOUN
ajst-25621	25	35	of	of	ADP
ajst-25621	25	36	the	the	DET
ajst-25621	25	37	equipment	equipment	NOUN
ajst-25621	25	38	.	.	PUNCT
ajst-25621	26	1	common	common	ADJ
ajst-25621	26	2	testing	testing	NOUN
ajst-25621	26	3	instruments	instrument	NOUN
ajst-25621	26	4	include	include	VERB
ajst-25621	26	5	vibration	vibration	NOUN
ajst-25621	26	6	analyzers	analyzer	NOUN
ajst-25621	26	7	,	,	PUNCT
ajst-25621	26	8	infrared	infrare	VERB
ajst-25621	26	9	thermal	thermal	ADJ
ajst-25621	26	10	imagers	imager	NOUN
ajst-25621	26	11	,	,	PUNCT
ajst-25621	26	12	fault	fault	VERB
ajst-25621	26	13	diagnosis	diagnosis	NOUN
ajst-25621	26	14	devices	device	NOUN
ajst-25621	26	15	,	,	PUNCT
ajst-25621	26	16	etc	etc	X
ajst-25621	26	17	.	.	X
ajst-25621	27	1	these	these	DET
ajst-25621	27	2	instruments	instrument	NOUN
ajst-25621	27	3	can	can	AUX
ajst-25621	27	4	accurately	accurately	ADV
ajst-25621	27	5	207	207	NUM
ajst-25621	27	6	measure	measure	NOUN
ajst-25621	27	7	parameters	parameter	NOUN
ajst-25621	27	8	such	such	ADJ
ajst-25621	27	9	as	as	ADP
ajst-25621	27	10	vibration	vibration	NOUN
ajst-25621	27	11	,	,	PUNCT
ajst-25621	27	12	temperature	temperature	NOUN
ajst-25621	27	13	,	,	PUNCT
ajst-25621	27	14	and	and	CCONJ
ajst-25621	27	15	current	current	NOUN
ajst-25621	27	16	of	of	ADP
ajst-25621	27	17	equipment	equipment	NOUN
ajst-25621	27	18	,	,	PUNCT
ajst-25621	27	19	providing	provide	VERB
ajst-25621	27	20	reliable	reliable	ADJ
ajst-25621	27	21	data	datum	NOUN
ajst-25621	27	22	support	support	NOUN
ajst-25621	27	23	for	for	ADP
ajst-25621	27	24	fault	fault	NOUN
ajst-25621	27	25	prediction	prediction	NOUN
ajst-25621	27	26	and	and	CCONJ
ajst-25621	27	27	diagnosis	diagnosis	NOUN
ajst-25621	27	28	.	.	PUNCT
ajst-25621	28	1	3.3	3.3	NUM
ajst-25621	28	2	.	.	PUNCT
ajst-25621	29	1	fault	fault	VERB
ajst-25621	29	2	code	code	NOUN
ajst-25621	29	3	diagnosis	diagnosis	NOUN
ajst-25621	29	4	method	method	NOUN
ajst-25621	29	5	many	many	ADJ
ajst-25621	29	6	modern	modern	ADJ
ajst-25621	29	7	construction	construction	NOUN
ajst-25621	29	8	machinery	machinery	NOUN
ajst-25621	29	9	's	's	PART
ajst-25621	29	10	electromechanical	electromechanical	ADJ
ajst-25621	29	11	equipment	equipment	NOUN
ajst-25621	29	12	are	be	AUX
ajst-25621	29	13	equipped	equip	VERB
ajst-25621	29	14	with	with	ADP
ajst-25621	29	15	fault	fault	NOUN
ajst-25621	29	16	codes	code	NOUN
ajst-25621	29	17	and	and	CCONJ
ajst-25621	29	18	alarm	alarm	NOUN
ajst-25621	29	19	systems	system	NOUN
ajst-25621	29	20	.	.	PUNCT
ajst-25621	30	1	when	when	SCONJ
ajst-25621	30	2	the	the	DET
ajst-25621	30	3	device	device	NOUN
ajst-25621	30	4	malfunctions	malfunction	NOUN
ajst-25621	30	5	,	,	PUNCT
ajst-25621	30	6	the	the	DET
ajst-25621	30	7	system	system	NOUN
ajst-25621	30	8	will	will	AUX
ajst-25621	30	9	automatically	automatically	ADV
ajst-25621	30	10	record	record	VERB
ajst-25621	30	11	the	the	DET
ajst-25621	30	12	relevant	relevant	ADJ
ajst-25621	30	13	fault	fault	NOUN
ajst-25621	30	14	codes	code	NOUN
ajst-25621	30	15	and	and	CCONJ
ajst-25621	30	16	issue	issue	VERB
ajst-25621	30	17	an	an	DET
ajst-25621	30	18	alarm	alarm	NOUN
ajst-25621	30	19	.	.	PUNCT
ajst-25621	31	1	by	by	ADP
ajst-25621	31	2	checking	check	VERB
ajst-25621	31	3	the	the	DET
ajst-25621	31	4	fault	fault	NOUN
ajst-25621	31	5	codes	code	NOUN
ajst-25621	31	6	and	and	CCONJ
ajst-25621	31	7	alarm	alarm	NOUN
ajst-25621	31	8	information	information	NOUN
ajst-25621	31	9	of	of	ADP
ajst-25621	31	10	the	the	DET
ajst-25621	31	11	equipment	equipment	NOUN
ajst-25621	31	12	,	,	PUNCT
ajst-25621	31	13	the	the	DET
ajst-25621	31	14	type	type	NOUN
ajst-25621	31	15	and	and	CCONJ
ajst-25621	31	16	location	location	NOUN
ajst-25621	31	17	of	of	ADP
ajst-25621	31	18	the	the	DET
ajst-25621	31	19	fault	fault	NOUN
ajst-25621	31	20	can	can	AUX
ajst-25621	31	21	be	be	AUX
ajst-25621	31	22	quickly	quickly	ADV
ajst-25621	31	23	identified	identify	VERB
ajst-25621	31	24	,	,	PUNCT
ajst-25621	31	25	providing	provide	VERB
ajst-25621	31	26	guidance	guidance	NOUN
ajst-25621	31	27	for	for	ADP
ajst-25621	31	28	subsequent	subsequent	ADJ
ajst-25621	31	29	repairs	repair	NOUN
ajst-25621	31	30	.	.	PUNCT
ajst-25621	32	1	3.4	3.4	NUM
ajst-25621	32	2	.	.	PUNCT
ajst-25621	32	3	disassembly	disassembly	NOUN
ajst-25621	32	4	and	and	CCONJ
ajst-25621	32	5	inspection	inspection	NOUN
ajst-25621	32	6	method	method	NOUN
ajst-25621	32	7	if	if	SCONJ
ajst-25621	32	8	the	the	DET
ajst-25621	32	9	above	above	ADJ
ajst-25621	32	10	methods	method	NOUN
ajst-25621	32	11	can	can	AUX
ajst-25621	32	12	not	not	PART
ajst-25621	32	13	determine	determine	VERB
ajst-25621	32	14	the	the	DET
ajst-25621	32	15	cause	cause	NOUN
ajst-25621	32	16	of	of	ADP
ajst-25621	32	17	the	the	DET
ajst-25621	32	18	malfunction	malfunction	NOUN
ajst-25621	32	19	,	,	PUNCT
ajst-25621	32	20	it	it	PRON
ajst-25621	32	21	may	may	AUX
ajst-25621	32	22	be	be	AUX
ajst-25621	32	23	necessary	necessary	ADJ
ajst-25621	32	24	to	to	PART
ajst-25621	32	25	disassemble	disassemble	VERB
ajst-25621	32	26	and	and	CCONJ
ajst-25621	32	27	inspect	inspect	VERB
ajst-25621	32	28	key	key	ADJ
ajst-25621	32	29	components	component	NOUN
ajst-25621	32	30	.	.	PUNCT
ajst-25621	33	1	by	by	ADP
ajst-25621	33	2	disassembling	disassemble	VERB
ajst-25621	33	3	the	the	DET
ajst-25621	33	4	equipment	equipment	NOUN
ajst-25621	33	5	and	and	CCONJ
ajst-25621	33	6	carefully	carefully	ADV
ajst-25621	33	7	inspecting	inspect	VERB
ajst-25621	33	8	its	its	PRON
ajst-25621	33	9	mechanical	mechanical	ADJ
ajst-25621	33	10	,	,	PUNCT
ajst-25621	33	11	electrical	electrical	ADJ
ajst-25621	33	12	,	,	PUNCT
ajst-25621	33	13	and	and	CCONJ
ajst-25621	33	14	hydraulic	hydraulic	ADJ
ajst-25621	33	15	components	component	NOUN
ajst-25621	33	16	,	,	PUNCT
ajst-25621	33	17	possible	possible	ADJ
ajst-25621	33	18	fault	fault	NOUN
ajst-25621	33	19	points	point	NOUN
ajst-25621	33	20	can	can	AUX
ajst-25621	33	21	be	be	AUX
ajst-25621	33	22	identified	identify	VERB
ajst-25621	33	23	.	.	PUNCT
ajst-25621	34	1	although	although	SCONJ
ajst-25621	34	2	this	this	DET
ajst-25621	34	3	method	method	NOUN
ajst-25621	34	4	is	be	AUX
ajst-25621	34	5	time	time	NOUN
ajst-25621	34	6	-	-	PUNCT
ajst-25621	34	7	consuming	consume	VERB
ajst-25621	34	8	and	and	CCONJ
ajst-25621	34	9	laborious	laborious	ADJ
ajst-25621	34	10	,	,	PUNCT
ajst-25621	34	11	it	it	PRON
ajst-25621	34	12	can	can	AUX
ajst-25621	34	13	accurately	accurately	ADV
ajst-25621	34	14	identify	identify	VERB
ajst-25621	34	15	the	the	DET
ajst-25621	34	16	cause	cause	NOUN
ajst-25621	34	17	of	of	ADP
ajst-25621	34	18	the	the	DET
ajst-25621	34	19	malfunction	malfunction	NOUN
ajst-25621	34	20	and	and	CCONJ
ajst-25621	34	21	take	take	VERB
ajst-25621	34	22	corresponding	corresponding	ADJ
ajst-25621	34	23	repair	repair	NOUN
ajst-25621	34	24	measures	measure	NOUN
ajst-25621	34	25	.	.	PUNCT
ajst-25621	35	1	4	4	X
ajst-25621	35	2	.	.	X
ajst-25621	35	3	research	research	NOUN
ajst-25621	35	4	on	on	ADP
ajst-25621	35	5	the	the	DET
ajst-25621	35	6	application	application	NOUN
ajst-25621	35	7	of	of	ADP
ajst-25621	35	8	big	big	ADJ
ajst-25621	35	9	data	datum	NOUN
ajst-25621	35	10	technology	technology	NOUN
ajst-25621	35	11	in	in	ADP
ajst-25621	35	12	fault	fault	NOUN
ajst-25621	35	13	prediction	prediction	NOUN
ajst-25621	35	14	and	and	CCONJ
ajst-25621	35	15	diagnosis	diagnosis	NOUN
ajst-25621	35	16	of	of	ADP
ajst-25621	35	17	mechanical	mechanical	ADJ
ajst-25621	35	18	and	and	CCONJ
ajst-25621	35	19	electrical	electrical	ADJ
ajst-25621	35	20	equipment	equipment	NOUN
ajst-25621	35	21	in	in	ADP
ajst-25621	35	22	construction	construction	NOUN
ajst-25621	35	23	machinery	machinery	NOUN
ajst-25621	35	24	the	the	DET
ajst-25621	35	25	use	use	NOUN
ajst-25621	35	26	of	of	ADP
ajst-25621	35	27	big	big	ADJ
ajst-25621	35	28	data	datum	NOUN
ajst-25621	35	29	technology	technology	NOUN
ajst-25621	35	30	for	for	ADP
ajst-25621	35	31	predicting	predict	VERB
ajst-25621	35	32	and	and	CCONJ
ajst-25621	35	33	diagnosing	diagnose	VERB
ajst-25621	35	34	faults	fault	NOUN
ajst-25621	35	35	in	in	ADP
ajst-25621	35	36	mechanical	mechanical	ADJ
ajst-25621	35	37	and	and	CCONJ
ajst-25621	35	38	electrical	electrical	ADJ
ajst-25621	35	39	equipment	equipment	NOUN
ajst-25621	35	40	has	have	VERB
ajst-25621	35	41	its	its	PRON
ajst-25621	35	42	unique	unique	ADJ
ajst-25621	35	43	inherent	inherent	ADJ
ajst-25621	35	44	advantages	advantage	NOUN
ajst-25621	35	45	.	.	PUNCT
ajst-25621	36	1	firstly	firstly	ADV
ajst-25621	36	2	,	,	PUNCT
ajst-25621	36	3	due	due	ADP
ajst-25621	36	4	to	to	ADP
ajst-25621	36	5	the	the	DET
ajst-25621	36	6	complex	complex	ADJ
ajst-25621	36	7	structure	structure	NOUN
ajst-25621	36	8	and	and	CCONJ
ajst-25621	36	9	harsh	harsh	ADJ
ajst-25621	36	10	operating	operating	NOUN
ajst-25621	36	11	environment	environment	NOUN
ajst-25621	36	12	of	of	ADP
ajst-25621	36	13	mechanical	mechanical	ADJ
ajst-25621	36	14	and	and	CCONJ
ajst-25621	36	15	electrical	electrical	ADJ
ajst-25621	36	16	equipment	equipment	NOUN
ajst-25621	36	17	in	in	ADP
ajst-25621	36	18	construction	construction	NOUN
ajst-25621	36	19	machinery	machinery	NOUN
ajst-25621	36	20	,	,	PUNCT
ajst-25621	36	21	faults	fault	NOUN
ajst-25621	36	22	are	be	AUX
ajst-25621	36	23	prone	prone	ADJ
ajst-25621	36	24	to	to	PART
ajst-25621	36	25	occur	occur	VERB
ajst-25621	36	26	.	.	PUNCT
ajst-25621	37	1	traditional	traditional	ADJ
ajst-25621	37	2	fault	fault	NOUN
ajst-25621	37	3	prediction	prediction	NOUN
ajst-25621	37	4	and	and	CCONJ
ajst-25621	37	5	diagnosis	diagnosis	NOUN
ajst-25621	37	6	methods	method	NOUN
ajst-25621	37	7	rely	rely	VERB
ajst-25621	37	8	heavily	heavily	ADV
ajst-25621	37	9	on	on	ADP
ajst-25621	37	10	manual	manual	ADJ
ajst-25621	37	11	experience	experience	NOUN
ajst-25621	37	12	and	and	CCONJ
ajst-25621	37	13	suffer	suffer	VERB
ajst-25621	37	14	from	from	ADP
ajst-25621	37	15	issues	issue	NOUN
ajst-25621	37	16	such	such	ADJ
ajst-25621	37	17	as	as	ADP
ajst-25621	37	18	delayed	delay	VERB
ajst-25621	37	19	diagnosis	diagnosis	NOUN
ajst-25621	37	20	and	and	CCONJ
ajst-25621	37	21	low	low	ADJ
ajst-25621	37	22	accuracy	accuracy	NOUN
ajst-25621	37	23	.	.	PUNCT
ajst-25621	38	1	the	the	DET
ajst-25621	38	2	application	application	NOUN
ajst-25621	38	3	of	of	ADP
ajst-25621	38	4	big	big	ADJ
ajst-25621	38	5	data	datum	NOUN
ajst-25621	38	6	technology	technology	NOUN
ajst-25621	38	7	can	can	AUX
ajst-25621	38	8	deeply	deeply	ADV
ajst-25621	38	9	mine	mine	VERB
ajst-25621	38	10	and	and	CCONJ
ajst-25621	38	11	analyze	analyze	VERB
ajst-25621	38	12	the	the	DET
ajst-25621	38	13	massive	massive	ADJ
ajst-25621	38	14	data	datum	NOUN
ajst-25621	38	15	generated	generate	VERB
ajst-25621	38	16	during	during	ADP
ajst-25621	38	17	device	device	NOUN
ajst-25621	38	18	operation	operation	NOUN
ajst-25621	38	19	,	,	PUNCT
ajst-25621	38	20	detect	detect	VERB
ajst-25621	38	21	potential	potential	ADJ
ajst-25621	38	22	faults	fault	NOUN
ajst-25621	38	23	in	in	ADP
ajst-25621	38	24	advance	advance	NOUN
ajst-25621	38	25	,	,	PUNCT
ajst-25621	38	26	and	and	CCONJ
ajst-25621	38	27	improve	improve	VERB
ajst-25621	38	28	the	the	DET
ajst-25621	38	29	accuracy	accuracy	NOUN
ajst-25621	38	30	and	and	CCONJ
ajst-25621	38	31	timeliness	timeliness	NOUN
ajst-25621	38	32	of	of	ADP
ajst-25621	38	33	fault	fault	NOUN
ajst-25621	38	34	prediction	prediction	NOUN
ajst-25621	38	35	.	.	PUNCT
ajst-25621	39	1	secondly	secondly	ADV
ajst-25621	39	2	,	,	PUNCT
ajst-25621	39	3	the	the	DET
ajst-25621	39	4	real	real	ADJ
ajst-25621	39	5	-	-	PUNCT
ajst-25621	39	6	time	time	NOUN
ajst-25621	39	7	and	and	CCONJ
ajst-25621	39	8	intelligent	intelligent	ADJ
ajst-25621	39	9	nature	nature	NOUN
ajst-25621	39	10	of	of	ADP
ajst-25621	39	11	big	big	ADJ
ajst-25621	39	12	data	datum	NOUN
ajst-25621	39	13	technology	technology	NOUN
ajst-25621	39	14	also	also	ADV
ajst-25621	39	15	provides	provide	VERB
ajst-25621	39	16	strong	strong	ADJ
ajst-25621	39	17	support	support	NOUN
ajst-25621	39	18	for	for	ADP
ajst-25621	39	19	fault	fault	NOUN
ajst-25621	39	20	prediction	prediction	NOUN
ajst-25621	39	21	and	and	CCONJ
ajst-25621	39	22	diagnosis	diagnosis	NOUN
ajst-25621	39	23	of	of	ADP
ajst-25621	39	24	mechanical	mechanical	ADJ
ajst-25621	39	25	and	and	CCONJ
ajst-25621	39	26	electrical	electrical	ADJ
ajst-25621	39	27	equipment	equipment	NOUN
ajst-25621	39	28	in	in	ADP
ajst-25621	39	29	construction	construction	NOUN
ajst-25621	39	30	machinery	machinery	NOUN
ajst-25621	39	31	.	.	PUNCT
ajst-25621	40	1	by	by	ADP
ajst-25621	40	2	collecting	collect	VERB
ajst-25621	40	3	real	real	ADJ
ajst-25621	40	4	-	-	PUNCT
ajst-25621	40	5	time	time	NOUN
ajst-25621	40	6	operational	operational	ADJ
ajst-25621	40	7	status	status	NOUN
ajst-25621	40	8	data	datum	NOUN
ajst-25621	40	9	of	of	ADP
ajst-25621	40	10	devices	device	NOUN
ajst-25621	40	11	,	,	PUNCT
ajst-25621	40	12	big	big	ADJ
ajst-25621	40	13	data	datum	NOUN
ajst-25621	40	14	technology	technology	NOUN
ajst-25621	40	15	can	can	AUX
ajst-25621	40	16	quickly	quickly	ADV
ajst-25621	40	17	identify	identify	VERB
ajst-25621	40	18	device	device	NOUN
ajst-25621	40	19	anomalies	anomaly	NOUN
ajst-25621	40	20	and	and	CCONJ
ajst-25621	40	21	provide	provide	VERB
ajst-25621	40	22	corresponding	corresponding	ADJ
ajst-25621	40	23	warning	warning	NOUN
ajst-25621	40	24	information	information	NOUN
ajst-25621	40	25	.	.	PUNCT
ajst-25621	41	1	at	at	ADP
ajst-25621	41	2	the	the	DET
ajst-25621	41	3	same	same	ADJ
ajst-25621	41	4	time	time	NOUN
ajst-25621	41	5	,	,	PUNCT
ajst-25621	41	6	with	with	ADP
ajst-25621	41	7	the	the	DET
ajst-25621	41	8	help	help	NOUN
ajst-25621	41	9	of	of	ADP
ajst-25621	41	10	intelligent	intelligent	ADJ
ajst-25621	41	11	algorithms	algorithm	NOUN
ajst-25621	41	12	,	,	PUNCT
ajst-25621	41	13	big	big	ADJ
ajst-25621	41	14	data	datum	NOUN
ajst-25621	41	15	technology	technology	NOUN
ajst-25621	41	16	can	can	AUX
ajst-25621	41	17	also	also	ADV
ajst-25621	41	18	conduct	conduct	VERB
ajst-25621	41	19	in	in	ADP
ajst-25621	41	20	-	-	PUNCT
ajst-25621	41	21	depth	depth	NOUN
ajst-25621	41	22	analysis	analysis	NOUN
ajst-25621	41	23	of	of	ADP
ajst-25621	41	24	fault	fault	NOUN
ajst-25621	41	25	data	datum	NOUN
ajst-25621	41	26	,	,	PUNCT
ajst-25621	41	27	identify	identify	VERB
ajst-25621	41	28	the	the	DET
ajst-25621	41	29	root	root	NOUN
ajst-25621	41	30	cause	cause	NOUN
ajst-25621	41	31	of	of	ADP
ajst-25621	41	32	faults	fault	NOUN
ajst-25621	41	33	,	,	PUNCT
ajst-25621	41	34	and	and	CCONJ
ajst-25621	41	35	provide	provide	VERB
ajst-25621	41	36	accurate	accurate	ADJ
ajst-25621	41	37	fault	fault	NOUN
ajst-25621	41	38	location	location	NOUN
ajst-25621	41	39	and	and	CCONJ
ajst-25621	41	40	repair	repair	VERB
ajst-25621	41	41	suggestions	suggestion	NOUN
ajst-25621	41	42	for	for	ADP
ajst-25621	41	43	maintenance	maintenance	NOUN
ajst-25621	41	44	personnel	personnel	NOUN
ajst-25621	41	45	.	.	PUNCT
ajst-25621	42	1	thirdly	thirdly	ADV
ajst-25621	42	2	,	,	PUNCT
ajst-25621	42	3	the	the	DET
ajst-25621	42	4	application	application	NOUN
ajst-25621	42	5	of	of	ADP
ajst-25621	42	6	big	big	ADJ
ajst-25621	42	7	data	datum	NOUN
ajst-25621	42	8	technology	technology	NOUN
ajst-25621	42	9	also	also	ADV
ajst-25621	42	10	helps	help	VERB
ajst-25621	42	11	to	to	PART
ajst-25621	42	12	improve	improve	VERB
ajst-25621	42	13	the	the	DET
ajst-25621	42	14	maintenance	maintenance	NOUN
ajst-25621	42	15	efficiency	efficiency	NOUN
ajst-25621	42	16	and	and	CCONJ
ajst-25621	42	17	management	management	NOUN
ajst-25621	42	18	level	level	NOUN
ajst-25621	42	19	of	of	ADP
ajst-25621	42	20	mechanical	mechanical	ADJ
ajst-25621	42	21	and	and	CCONJ
ajst-25621	42	22	electrical	electrical	ADJ
ajst-25621	42	23	equipment	equipment	NOUN
ajst-25621	42	24	in	in	ADP
ajst-25621	42	25	construction	construction	NOUN
ajst-25621	42	26	machinery	machinery	NOUN
ajst-25621	42	27	.	.	PUNCT
ajst-25621	43	1	by	by	ADP
ajst-25621	43	2	analyzing	analyze	VERB
ajst-25621	43	3	and	and	CCONJ
ajst-25621	43	4	comparing	compare	VERB
ajst-25621	43	5	the	the	DET
ajst-25621	43	6	historical	historical	ADJ
ajst-25621	43	7	operating	operate	VERB
ajst-25621	43	8	data	datum	NOUN
ajst-25621	43	9	of	of	ADP
ajst-25621	43	10	the	the	DET
ajst-25621	43	11	equipment	equipment	NOUN
ajst-25621	43	12	,	,	PUNCT
ajst-25621	43	13	the	the	DET
ajst-25621	43	14	operating	operating	NOUN
ajst-25621	43	15	rules	rule	NOUN
ajst-25621	43	16	and	and	CCONJ
ajst-25621	43	17	fault	fault	VERB
ajst-25621	43	18	characteristics	characteristic	NOUN
ajst-25621	43	19	of	of	ADP
ajst-25621	43	20	the	the	DET
ajst-25621	43	21	equipment	equipment	NOUN
ajst-25621	43	22	can	can	AUX
ajst-25621	43	23	be	be	AUX
ajst-25621	43	24	grasped	grasp	VERB
ajst-25621	43	25	,	,	PUNCT
ajst-25621	43	26	providing	provide	VERB
ajst-25621	43	27	scientific	scientific	ADJ
ajst-25621	43	28	basis	basis	NOUN
ajst-25621	43	29	for	for	ADP
ajst-25621	43	30	preventive	preventive	ADJ
ajst-25621	43	31	maintenance	maintenance	NOUN
ajst-25621	43	32	and	and	CCONJ
ajst-25621	43	33	upkeep	upkeep	NOUN
ajst-25621	43	34	of	of	ADP
ajst-25621	43	35	the	the	DET
ajst-25621	43	36	equipment	equipment	NOUN
ajst-25621	43	37	.	.	PUNCT
ajst-25621	44	1	at	at	ADP
ajst-25621	44	2	the	the	DET
ajst-25621	44	3	same	same	ADJ
ajst-25621	44	4	time	time	NOUN
ajst-25621	44	5	,	,	PUNCT
ajst-25621	44	6	big	big	ADJ
ajst-25621	44	7	data	datum	NOUN
ajst-25621	44	8	technology	technology	NOUN
ajst-25621	44	9	can	can	AUX
ajst-25621	44	10	also	also	ADV
ajst-25621	44	11	achieve	achieve	VERB
ajst-25621	44	12	remote	remote	ADJ
ajst-25621	44	13	monitoring	monitoring	NOUN
ajst-25621	44	14	and	and	CCONJ
ajst-25621	44	15	intelligent	intelligent	ADJ
ajst-25621	44	16	scheduling	scheduling	NOUN
ajst-25621	44	17	of	of	ADP
ajst-25621	44	18	device	device	NOUN
ajst-25621	44	19	operating	operate	VERB
ajst-25621	44	20	status	status	NOUN
ajst-25621	44	21	,	,	PUNCT
ajst-25621	44	22	improving	improve	VERB
ajst-25621	44	23	the	the	DET
ajst-25621	44	24	efficiency	efficiency	NOUN
ajst-25621	44	25	and	and	CCONJ
ajst-25621	44	26	overall	overall	ADJ
ajst-25621	44	27	performance	performance	NOUN
ajst-25621	44	28	of	of	ADP
ajst-25621	44	29	device	device	NOUN
ajst-25621	44	30	usage	usage	NOUN
ajst-25621	44	31	.	.	PUNCT
ajst-25621	45	1	4.1	4.1	NUM
ajst-25621	45	2	.	.	PUNCT
ajst-25621	45	3	data	datum	NOUN
ajst-25621	45	4	collection	collection	NOUN
ajst-25621	45	5	and	and	CCONJ
ajst-25621	45	6	storage	storage	NOUN
ajst-25621	45	7	one	one	NOUN
ajst-25621	45	8	is	be	AUX
ajst-25621	45	9	data	data	NOUN
ajst-25621	45	10	collection	collection	NOUN
ajst-25621	45	11	.	.	PUNCT
ajst-25621	46	1	data	datum	NOUN
ajst-25621	46	2	collection	collection	NOUN
ajst-25621	46	3	is	be	AUX
ajst-25621	46	4	the	the	DET
ajst-25621	46	5	primary	primary	ADJ
ajst-25621	46	6	link	link	NOUN
ajst-25621	46	7	of	of	ADP
ajst-25621	46	8	big	big	ADJ
ajst-25621	46	9	data	datum	NOUN
ajst-25621	46	10	technology	technology	NOUN
ajst-25621	46	11	in	in	ADP
ajst-25621	46	12	the	the	DET
ajst-25621	46	13	prediction	prediction	NOUN
ajst-25621	46	14	and	and	CCONJ
ajst-25621	46	15	diagnosis	diagnosis	NOUN
ajst-25621	46	16	of	of	ADP
ajst-25621	46	17	mechanical	mechanical	ADJ
ajst-25621	46	18	and	and	CCONJ
ajst-25621	46	19	electrical	electrical	ADJ
ajst-25621	46	20	equipment	equipment	NOUN
ajst-25621	46	21	faults	fault	NOUN
ajst-25621	46	22	in	in	ADP
ajst-25621	46	23	construction	construction	NOUN
ajst-25621	46	24	machinery	machinery	NOUN
ajst-25621	46	25	.	.	PUNCT
ajst-25621	47	1	by	by	ADP
ajst-25621	47	2	installing	instal	VERB
ajst-25621	47	3	sensors	sensor	NOUN
ajst-25621	47	4	,	,	PUNCT
ajst-25621	47	5	monitoring	monitoring	NOUN
ajst-25621	47	6	systems	system	NOUN
ajst-25621	47	7	,	,	PUNCT
ajst-25621	47	8	and	and	CCONJ
ajst-25621	47	9	other	other	ADJ
ajst-25621	47	10	devices	device	NOUN
ajst-25621	47	11	,	,	PUNCT
ajst-25621	47	12	real	real	ADJ
ajst-25621	47	13	-	-	PUNCT
ajst-25621	47	14	time	time	NOUN
ajst-25621	47	15	operational	operational	ADJ
ajst-25621	47	16	status	status	NOUN
ajst-25621	47	17	data	datum	NOUN
ajst-25621	47	18	of	of	ADP
ajst-25621	47	19	the	the	DET
ajst-25621	47	20	equipment	equipment	NOUN
ajst-25621	47	21	can	can	AUX
ajst-25621	47	22	be	be	AUX
ajst-25621	47	23	collected	collect	VERB
ajst-25621	47	24	,	,	PUNCT
ajst-25621	47	25	including	include	VERB
ajst-25621	47	26	various	various	ADJ
ajst-25621	47	27	types	type	NOUN
ajst-25621	47	28	of	of	ADP
ajst-25621	47	29	parameters	parameter	NOUN
ajst-25621	47	30	such	such	ADJ
ajst-25621	47	31	as	as	ADP
ajst-25621	47	32	temperature	temperature	NOUN
ajst-25621	47	33	,	,	PUNCT
ajst-25621	47	34	pressure	pressure	NOUN
ajst-25621	47	35	,	,	PUNCT
ajst-25621	47	36	vibration	vibration	NOUN
ajst-25621	47	37	,	,	PUNCT
ajst-25621	47	38	and	and	CCONJ
ajst-25621	47	39	current	current	ADJ
ajst-25621	47	40	.	.	PUNCT
ajst-25621	48	1	these	these	DET
ajst-25621	48	2	data	datum	NOUN
ajst-25621	48	3	are	be	AUX
ajst-25621	48	4	the	the	DET
ajst-25621	48	5	foundation	foundation	NOUN
ajst-25621	48	6	for	for	ADP
ajst-25621	48	7	subsequent	subsequent	ADJ
ajst-25621	48	8	analysis	analysis	NOUN
ajst-25621	48	9	and	and	CCONJ
ajst-25621	48	10	processing	processing	NOUN
ajst-25621	48	11	,	,	PUNCT
ajst-25621	48	12	and	and	CCONJ
ajst-25621	48	13	are	be	AUX
ajst-25621	48	14	crucial	crucial	ADJ
ajst-25621	48	15	for	for	ADP
ajst-25621	48	16	improving	improve	VERB
ajst-25621	48	17	the	the	DET
ajst-25621	48	18	accuracy	accuracy	NOUN
ajst-25621	48	19	and	and	CCONJ
ajst-25621	48	20	timeliness	timeliness	NOUN
ajst-25621	48	21	of	of	ADP
ajst-25621	48	22	fault	fault	NOUN
ajst-25621	48	23	prediction	prediction	NOUN
ajst-25621	48	24	.	.	PUNCT
ajst-25621	49	1	the	the	DET
ajst-25621	49	2	second	second	ADJ
ajst-25621	49	3	is	be	AUX
ajst-25621	49	4	data	data	NOUN
ajst-25621	49	5	storage	storage	NOUN
ajst-25621	49	6	.	.	PUNCT
ajst-25621	50	1	the	the	DET
ajst-25621	50	2	collected	collect	VERB
ajst-25621	50	3	data	data	NOUN
ajst-25621	50	4	needs	need	VERB
ajst-25621	50	5	to	to	PART
ajst-25621	50	6	be	be	AUX
ajst-25621	50	7	effectively	effectively	ADV
ajst-25621	50	8	stored	store	VERB
ajst-25621	50	9	and	and	CCONJ
ajst-25621	50	10	managed	manage	VERB
ajst-25621	50	11	.	.	PUNCT
ajst-25621	51	1	due	due	ADP
ajst-25621	51	2	to	to	ADP
ajst-25621	51	3	the	the	DET
ajst-25621	51	4	large	large	ADJ
ajst-25621	51	5	amount	amount	NOUN
ajst-25621	51	6	and	and	CCONJ
ajst-25621	51	7	diverse	diverse	ADJ
ajst-25621	51	8	types	type	NOUN
ajst-25621	51	9	of	of	ADP
ajst-25621	51	10	data	datum	NOUN
ajst-25621	51	11	,	,	PUNCT
ajst-25621	51	12	traditional	traditional	ADJ
ajst-25621	51	13	data	datum	NOUN
ajst-25621	51	14	storage	storage	NOUN
ajst-25621	51	15	methods	method	NOUN
ajst-25621	51	16	are	be	AUX
ajst-25621	51	17	no	no	ADV
ajst-25621	51	18	longer	long	ADV
ajst-25621	51	19	sufficient	sufficient	ADJ
ajst-25621	51	20	to	to	PART
ajst-25621	51	21	meet	meet	VERB
ajst-25621	51	22	the	the	DET
ajst-25621	51	23	demand	demand	NOUN
ajst-25621	51	24	.	.	PUNCT
ajst-25621	52	1	therefore	therefore	ADV
ajst-25621	52	2	,	,	PUNCT
ajst-25621	52	3	it	it	PRON
ajst-25621	52	4	is	be	AUX
ajst-25621	52	5	necessary	necessary	ADJ
ajst-25621	52	6	to	to	PART
ajst-25621	52	7	adopt	adopt	VERB
ajst-25621	52	8	a	a	DET
ajst-25621	52	9	distributed	distribute	VERB
ajst-25621	52	10	storage	storage	NOUN
ajst-25621	52	11	system	system	NOUN
ajst-25621	52	12	to	to	PART
ajst-25621	52	13	achieve	achieve	VERB
ajst-25621	52	14	the	the	DET
ajst-25621	52	15	storage	storage	NOUN
ajst-25621	52	16	and	and	CCONJ
ajst-25621	52	17	efficient	efficient	ADJ
ajst-25621	52	18	access	access	NOUN
ajst-25621	52	19	of	of	ADP
ajst-25621	52	20	massive	massive	ADJ
ajst-25621	52	21	data	datum	NOUN
ajst-25621	52	22	.	.	PUNCT
ajst-25621	53	1	at	at	ADP
ajst-25621	53	2	the	the	DET
ajst-25621	53	3	same	same	ADJ
ajst-25621	53	4	time	time	NOUN
ajst-25621	53	5	,	,	PUNCT
ajst-25621	53	6	it	it	PRON
ajst-25621	53	7	is	be	AUX
ajst-25621	53	8	necessary	necessary	ADJ
ajst-25621	53	9	to	to	PART
ajst-25621	53	10	establish	establish	VERB
ajst-25621	53	11	storage	storage	NOUN
ajst-25621	53	12	structures	structure	NOUN
ajst-25621	53	13	such	such	ADJ
ajst-25621	53	14	as	as	ADP
ajst-25621	53	15	data	datum	NOUN
ajst-25621	53	16	warehouses	warehouse	NOUN
ajst-25621	53	17	and	and	CCONJ
ajst-25621	53	18	data	datum	NOUN
ajst-25621	53	19	lakes	lake	NOUN
ajst-25621	53	20	to	to	PART
ajst-25621	53	21	classify	classify	VERB
ajst-25621	53	22	,	,	PUNCT
ajst-25621	53	23	organize	organize	VERB
ajst-25621	53	24	,	,	PUNCT
ajst-25621	53	25	and	and	CCONJ
ajst-25621	53	26	archive	archive	NOUN
ajst-25621	53	27	data	datum	NOUN
ajst-25621	53	28	,	,	PUNCT
ajst-25621	53	29	providing	provide	VERB
ajst-25621	53	30	convenience	convenience	NOUN
ajst-25621	53	31	for	for	ADP
ajst-25621	53	32	subsequent	subsequent	ADJ
ajst-25621	53	33	data	datum	NOUN
ajst-25621	53	34	analysis	analysis	NOUN
ajst-25621	53	35	and	and	CCONJ
ajst-25621	53	36	processing	processing	NOUN
ajst-25621	53	37	.	.	PUNCT
ajst-25621	54	1	4.2	4.2	NUM
ajst-25621	54	2	.	.	PUNCT
ajst-25621	55	1	data	datum	NOUN
ajst-25621	55	2	feature	feature	NOUN
ajst-25621	55	3	extraction	extraction	NOUN
ajst-25621	55	4	and	and	CCONJ
ajst-25621	55	5	selection	selection	NOUN
ajst-25621	55	6	on	on	ADP
ajst-25621	55	7	the	the	DET
ajst-25621	55	8	basis	basis	NOUN
ajst-25621	55	9	of	of	ADP
ajst-25621	55	10	data	datum	NOUN
ajst-25621	55	11	collection	collection	NOUN
ajst-25621	55	12	and	and	CCONJ
ajst-25621	55	13	storage	storage	NOUN
ajst-25621	56	1	,	,	PUNCT
ajst-25621	56	2	it	it	PRON
ajst-25621	56	3	is	be	AUX
ajst-25621	56	4	necessary	necessary	ADJ
ajst-25621	56	5	to	to	PART
ajst-25621	56	6	extract	extract	VERB
ajst-25621	56	7	features	feature	NOUN
ajst-25621	56	8	related	relate	VERB
ajst-25621	56	9	to	to	ADP
ajst-25621	56	10	mechanical	mechanical	ADJ
ajst-25621	56	11	and	and	CCONJ
ajst-25621	56	12	electrical	electrical	ADJ
ajst-25621	56	13	equipment	equipment	NOUN
ajst-25621	56	14	failures	failure	NOUN
ajst-25621	56	15	of	of	ADP
ajst-25621	56	16	construction	construction	NOUN
ajst-25621	56	17	machinery	machinery	NOUN
ajst-25621	56	18	from	from	ADP
ajst-25621	56	19	massive	massive	ADJ
ajst-25621	56	20	data	datum	NOUN
ajst-25621	56	21	.	.	PUNCT
ajst-25621	57	1	the	the	DET
ajst-25621	57	2	purpose	purpose	NOUN
ajst-25621	57	3	of	of	ADP
ajst-25621	57	4	feature	feature	NOUN
ajst-25621	57	5	extraction	extraction	NOUN
ajst-25621	57	6	is	be	AUX
ajst-25621	57	7	to	to	PART
ajst-25621	57	8	transform	transform	VERB
ajst-25621	57	9	raw	raw	ADJ
ajst-25621	57	10	data	datum	NOUN
ajst-25621	57	11	into	into	ADP
ajst-25621	57	12	more	more	ADV
ajst-25621	57	13	meaningful	meaningful	ADJ
ajst-25621	57	14	information	information	NOUN
ajst-25621	57	15	that	that	PRON
ajst-25621	57	16	can	can	AUX
ajst-25621	57	17	reflect	reflect	VERB
ajst-25621	57	18	the	the	DET
ajst-25621	57	19	operating	operate	VERB
ajst-25621	57	20	status	status	NOUN
ajst-25621	57	21	of	of	ADP
ajst-25621	57	22	the	the	DET
ajst-25621	57	23	device	device	NOUN
ajst-25621	57	24	.	.	PUNCT
ajst-25621	58	1	the	the	DET
ajst-25621	58	2	commonly	commonly	ADV
ajst-25621	58	3	used	use	VERB
ajst-25621	58	4	feature	feature	NOUN
ajst-25621	58	5	extraction	extraction	NOUN
ajst-25621	58	6	methods	method	NOUN
ajst-25621	58	7	include	include	VERB
ajst-25621	58	8	time	time	NOUN
ajst-25621	58	9	-	-	PUNCT
ajst-25621	58	10	domain	domain	NOUN
ajst-25621	58	11	analysis	analysis	NOUN
ajst-25621	58	12	,	,	PUNCT
ajst-25621	58	13	frequencydomain	frequencydomain	ADJ
ajst-25621	58	14	analysis	analysis	NOUN
ajst-25621	58	15	,	,	PUNCT
ajst-25621	58	16	time	time	NOUN
ajst-25621	58	17	-	-	PUNCT
ajst-25621	58	18	frequency	frequency	NOUN
ajst-25621	58	19	analysis	analysis	NOUN
ajst-25621	58	20	,	,	PUNCT
ajst-25621	58	21	etc	etc	X
ajst-25621	58	22	.	.	X
ajst-25621	59	1	these	these	DET
ajst-25621	59	2	methods	method	NOUN
ajst-25621	59	3	can	can	AUX
ajst-25621	59	4	reveal	reveal	VERB
ajst-25621	59	5	the	the	DET
ajst-25621	59	6	vibration	vibration	NOUN
ajst-25621	59	7	,	,	PUNCT
ajst-25621	59	8	noise	noise	NOUN
ajst-25621	59	9	and	and	CCONJ
ajst-25621	59	10	other	other	ADJ
ajst-25621	59	11	feature	feature	NOUN
ajst-25621	59	12	information	information	NOUN
ajst-25621	59	13	of	of	ADP
ajst-25621	59	14	equipment	equipment	NOUN
ajst-25621	59	15	under	under	ADP
ajst-25621	59	16	different	different	ADJ
ajst-25621	59	17	operating	operating	NOUN
ajst-25621	59	18	states	state	NOUN
ajst-25621	59	19	.	.	PUNCT
ajst-25621	60	1	feature	feature	NOUN
ajst-25621	60	2	selection	selection	NOUN
ajst-25621	60	3	is	be	AUX
ajst-25621	60	4	aimed	aim	VERB
ajst-25621	60	5	at	at	ADP
ajst-25621	60	6	selecting	select	VERB
ajst-25621	60	7	key	key	ADJ
ajst-25621	60	8	features	feature	NOUN
ajst-25621	60	9	that	that	PRON
ajst-25621	60	10	have	have	VERB
ajst-25621	60	11	a	a	DET
ajst-25621	60	12	significant	significant	ADJ
ajst-25621	60	13	impact	impact	NOUN
ajst-25621	60	14	on	on	ADP
ajst-25621	60	15	fault	fault	NOUN
ajst-25621	60	16	prediction	prediction	NOUN
ajst-25621	60	17	,	,	PUNCT
ajst-25621	60	18	reducing	reduce	VERB
ajst-25621	60	19	feature	feature	NOUN
ajst-25621	60	20	dimensions	dimension	NOUN
ajst-25621	60	21	,	,	PUNCT
ajst-25621	60	22	and	and	CCONJ
ajst-25621	60	23	improving	improve	VERB
ajst-25621	60	24	model	model	NOUN
ajst-25621	60	25	performance	performance	NOUN
ajst-25621	60	26	.	.	PUNCT
ajst-25621	61	1	through	through	ADP
ajst-25621	61	2	feature	feature	NOUN
ajst-25621	61	3	selection	selection	NOUN
ajst-25621	61	4	,	,	PUNCT
ajst-25621	61	5	redundant	redundant	ADJ
ajst-25621	61	6	and	and	CCONJ
ajst-25621	61	7	irrelevant	irrelevant	ADJ
ajst-25621	61	8	features	feature	NOUN
ajst-25621	61	9	can	can	AUX
ajst-25621	61	10	be	be	AUX
ajst-25621	61	11	removed	remove	VERB
ajst-25621	61	12	while	while	SCONJ
ajst-25621	61	13	retaining	retain	VERB
ajst-25621	61	14	useful	useful	ADJ
ajst-25621	61	15	information	information	NOUN
ajst-25621	61	16	for	for	ADP
ajst-25621	61	17	fault	fault	NOUN
ajst-25621	61	18	prediction	prediction	NOUN
ajst-25621	61	19	.	.	PUNCT
ajst-25621	62	1	common	common	ADJ
ajst-25621	62	2	feature	feature	NOUN
ajst-25621	62	3	selection	selection	NOUN
ajst-25621	62	4	methods	method	NOUN
ajst-25621	62	5	include	include	VERB
ajst-25621	62	6	filtering	filter	VERB
ajst-25621	62	7	,	,	PUNCT
ajst-25621	62	8	wrapping	wrapping	NOUN
ajst-25621	62	9	,	,	PUNCT
ajst-25621	62	10	and	and	CCONJ
ajst-25621	62	11	embedding	embed	VERB
ajst-25621	62	12	,	,	PUNCT
ajst-25621	62	13	which	which	PRON
ajst-25621	62	14	can	can	AUX
ajst-25621	62	15	select	select	VERB
ajst-25621	62	16	appropriate	appropriate	ADJ
ajst-25621	62	17	feature	feature	NOUN
ajst-25621	62	18	subsets	subset	NOUN
ajst-25621	62	19	based	base	VERB
ajst-25621	62	20	on	on	ADP
ajst-25621	62	21	different	different	ADJ
ajst-25621	62	22	application	application	NOUN
ajst-25621	62	23	scenarios	scenario	NOUN
ajst-25621	62	24	and	and	CCONJ
ajst-25621	62	25	data	datum	NOUN
ajst-25621	62	26	characteristics	characteristic	NOUN
ajst-25621	62	27	.	.	PUNCT
ajst-25621	63	1	4.3	4.3	NUM
ajst-25621	63	2	.	.	PUNCT
ajst-25621	63	3	data	datum	NOUN
ajst-25621	63	4	analysis	analysis	NOUN
ajst-25621	63	5	and	and	CCONJ
ajst-25621	63	6	processing	processing	NOUN
ajst-25621	63	7	firstly	firstly	ADV
ajst-25621	63	8	,	,	PUNCT
ajst-25621	63	9	data	datum	NOUN
ajst-25621	63	10	cleaning	cleaning	NOUN
ajst-25621	63	11	.	.	PUNCT
ajst-25621	64	1	before	before	ADP
ajst-25621	64	2	data	data	NOUN
ajst-25621	64	3	analysis	analysis	NOUN
ajst-25621	64	4	and	and	CCONJ
ajst-25621	64	5	processing	processing	NOUN
ajst-25621	64	6	,	,	PUNCT
ajst-25621	64	7	it	it	PRON
ajst-25621	64	8	is	be	AUX
ajst-25621	64	9	necessary	necessary	ADJ
ajst-25621	64	10	to	to	PART
ajst-25621	64	11	clean	clean	VERB
ajst-25621	64	12	the	the	DET
ajst-25621	64	13	collected	collect	VERB
ajst-25621	64	14	data	datum	NOUN
ajst-25621	64	15	.	.	PUNCT
ajst-25621	65	1	the	the	DET
ajst-25621	65	2	purpose	purpose	NOUN
ajst-25621	65	3	of	of	ADP
ajst-25621	65	4	data	datum	NOUN
ajst-25621	65	5	cleaning	cleaning	NOUN
ajst-25621	65	6	is	be	AUX
ajst-25621	65	7	to	to	PART
ajst-25621	65	8	remove	remove	VERB
ajst-25621	65	9	noise	noise	NOUN
ajst-25621	65	10	,	,	PUNCT
ajst-25621	65	11	outliers	outlier	NOUN
ajst-25621	65	12	,	,	PUNCT
ajst-25621	65	13	and	and	CCONJ
ajst-25621	65	14	missing	miss	VERB
ajst-25621	65	15	values	value	NOUN
ajst-25621	65	16	from	from	ADP
ajst-25621	65	17	the	the	DET
ajst-25621	65	18	data	datum	NOUN
ajst-25621	65	19	,	,	PUNCT
ajst-25621	65	20	in	in	ADP
ajst-25621	65	21	order	order	NOUN
ajst-25621	65	22	to	to	PART
ajst-25621	65	23	improve	improve	VERB
ajst-25621	65	24	the	the	DET
ajst-25621	65	25	quality	quality	NOUN
ajst-25621	65	26	and	and	CCONJ
ajst-25621	65	27	reliability	reliability	NOUN
ajst-25621	65	28	of	of	ADP
ajst-25621	65	29	the	the	DET
ajst-25621	65	30	data	datum	NOUN
ajst-25621	65	31	.	.	PUNCT
ajst-25621	66	1	common	common	ADJ
ajst-25621	66	2	data	datum	NOUN
ajst-25621	66	3	cleaning	cleaning	NOUN
ajst-25621	66	4	methods	method	NOUN
ajst-25621	66	5	include	include	VERB
ajst-25621	66	6	data	datum	NOUN
ajst-25621	66	7	smoothing	smoothing	NOUN
ajst-25621	66	8	,	,	PUNCT
ajst-25621	66	9	data	datum	NOUN
ajst-25621	66	10	interpolation	interpolation	NOUN
ajst-25621	66	11	,	,	PUNCT
ajst-25621	66	12	and	and	CCONJ
ajst-25621	66	13	data	datum	NOUN
ajst-25621	66	14	denoising	denoising	NOUN
ajst-25621	66	15	,	,	PUNCT
ajst-25621	66	16	which	which	PRON
ajst-25621	66	17	can	can	AUX
ajst-25621	66	18	effectively	effectively	ADV
ajst-25621	66	19	improve	improve	VERB
ajst-25621	66	20	the	the	DET
ajst-25621	66	21	quality	quality	NOUN
ajst-25621	66	22	of	of	ADP
ajst-25621	66	23	data	datum	NOUN
ajst-25621	66	24	and	and	CCONJ
ajst-25621	66	25	provide	provide	VERB
ajst-25621	66	26	reliable	reliable	ADJ
ajst-25621	66	27	data	datum	NOUN
ajst-25621	66	28	support	support	NOUN
ajst-25621	66	29	for	for	ADP
ajst-25621	66	30	subsequent	subsequent	ADJ
ajst-25621	66	31	analysis	analysis	NOUN
ajst-25621	66	32	and	and	CCONJ
ajst-25621	66	33	processing	processing	NOUN
ajst-25621	66	34	.	.	PUNCT
ajst-25621	67	1	next	next	ADJ
ajst-25621	67	2	is	be	AUX
ajst-25621	67	3	data	data	NOUN
ajst-25621	67	4	transformation	transformation	NOUN
ajst-25621	67	5	.	.	PUNCT
ajst-25621	68	1	data	datum	NOUN
ajst-25621	68	2	transformation	transformation	NOUN
ajst-25621	68	3	is	be	AUX
ajst-25621	68	4	to	to	PART
ajst-25621	68	5	transform	transform	VERB
ajst-25621	68	6	data	datum	NOUN
ajst-25621	68	7	into	into	ADP
ajst-25621	68	8	a	a	DET
ajst-25621	68	9	more	more	ADV
ajst-25621	68	10	suitable	suitable	ADJ
ajst-25621	68	11	form	form	NOUN
ajst-25621	68	12	for	for	ADP
ajst-25621	68	13	analysis	analysis	NOUN
ajst-25621	68	14	and	and	CCONJ
ajst-25621	68	15	processing	processing	NOUN
ajst-25621	68	16	.	.	PUNCT
ajst-25621	69	1	common	common	ADJ
ajst-25621	69	2	data	datum	NOUN
ajst-25621	69	3	transformation	transformation	NOUN
ajst-25621	69	4	methods	method	NOUN
ajst-25621	69	5	include	include	VERB
ajst-25621	69	6	standardization	standardization	NOUN
ajst-25621	69	7	,	,	PUNCT
ajst-25621	69	8	normalization	normalization	NOUN
ajst-25621	69	9	,	,	PUNCT
ajst-25621	69	10	discretization	discretization	NOUN
ajst-25621	69	11	,	,	PUNCT
ajst-25621	69	12	etc	etc	X
ajst-25621	69	13	.	.	X
ajst-25621	70	1	these	these	DET
ajst-25621	70	2	methods	method	NOUN
ajst-25621	70	3	can	can	AUX
ajst-25621	70	4	eliminate	eliminate	VERB
ajst-25621	70	5	dimensional	dimensional	ADJ
ajst-25621	70	6	and	and	CCONJ
ajst-25621	70	7	distribution	distribution	NOUN
ajst-25621	70	8	differences	difference	NOUN
ajst-25621	70	9	between	between	ADP
ajst-25621	70	10	data	datum	NOUN
ajst-25621	70	11	,	,	PUNCT
ajst-25621	70	12	improve	improve	VERB
ajst-25621	70	13	the	the	DET
ajst-25621	70	14	accuracy	accuracy	NOUN
ajst-25621	70	15	and	and	CCONJ
ajst-25621	70	16	efficiency	efficiency	NOUN
ajst-25621	70	17	of	of	ADP
ajst-25621	70	18	data	datum	NOUN
ajst-25621	70	19	analysis	analysis	NOUN
ajst-25621	70	20	.	.	PUNCT
ajst-25621	71	1	and	and	CCONJ
ajst-25621	71	2	the	the	DET
ajst-25621	71	3	most	most	ADV
ajst-25621	71	4	important	important	ADJ
ajst-25621	71	5	thing	thing	NOUN
ajst-25621	71	6	is	be	AUX
ajst-25621	71	7	data	datum	NOUN
ajst-25621	71	8	mining	mining	NOUN
ajst-25621	71	9	.	.	PUNCT
ajst-25621	72	1	data	datum	NOUN
ajst-25621	72	2	mining	mining	NOUN
ajst-25621	72	3	is	be	AUX
ajst-25621	72	4	the	the	DET
ajst-25621	72	5	core	core	NOUN
ajst-25621	72	6	process	process	NOUN
ajst-25621	72	7	of	of	ADP
ajst-25621	72	8	data	datum	NOUN
ajst-25621	72	9	analysis	analysis	NOUN
ajst-25621	72	10	and	and	CCONJ
ajst-25621	72	11	processing	processing	NOUN
ajst-25621	72	12	.	.	PUNCT
ajst-25621	73	1	through	through	ADP
ajst-25621	73	2	data	data	NOUN
ajst-25621	73	3	mining	mining	NOUN
ajst-25621	73	4	techniques	technique	NOUN
ajst-25621	73	5	,	,	PUNCT
ajst-25621	73	6	hidden	hidden	ADJ
ajst-25621	73	7	and	and	CCONJ
ajst-25621	73	8	valuable	valuable	ADJ
ajst-25621	73	9	information	information	NOUN
ajst-25621	73	10	and	and	CCONJ
ajst-25621	73	11	patterns	pattern	NOUN
ajst-25621	73	12	can	can	AUX
ajst-25621	73	13	be	be	AUX
ajst-25621	73	14	extracted	extract	VERB
ajst-25621	73	15	from	from	ADP
ajst-25621	73	16	massive	massive	ADJ
ajst-25621	73	17	amounts	amount	NOUN
ajst-25621	73	18	of	of	ADP
ajst-25621	73	19	data	datum	NOUN
ajst-25621	73	20	.	.	PUNCT
ajst-25621	74	1	common	common	ADJ
ajst-25621	74	2	data	datum	NOUN
ajst-25621	74	3	mining	mining	NOUN
ajst-25621	74	4	methods	method	NOUN
ajst-25621	74	5	include	include	VERB
ajst-25621	74	6	clustering	cluster	VERB
ajst-25621	74	7	analysis	analysis	NOUN
ajst-25621	74	8	,	,	PUNCT
ajst-25621	74	9	association	association	NOUN
ajst-25621	74	10	rule	rule	NOUN
ajst-25621	74	11	mining	mining	NOUN
ajst-25621	74	12	,	,	PUNCT
ajst-25621	74	13	classification	classification	NOUN
ajst-25621	74	14	and	and	CCONJ
ajst-25621	74	15	prediction	prediction	NOUN
ajst-25621	74	16	,	,	PUNCT
ajst-25621	74	17	etc	etc	X
ajst-25621	74	18	.	.	X
ajst-25621	75	1	these	these	DET
ajst-25621	75	2	methods	method	NOUN
ajst-25621	75	3	can	can	AUX
ajst-25621	75	4	reveal	reveal	VERB
ajst-25621	75	5	the	the	DET
ajst-25621	75	6	correlation	correlation	NOUN
ajst-25621	75	7	between	between	ADP
ajst-25621	75	8	equipment	equipment	NOUN
ajst-25621	75	9	208	208	NUM
ajst-25621	75	10	faults	fault	NOUN
ajst-25621	75	11	and	and	CCONJ
ajst-25621	75	12	operating	operating	NOUN
ajst-25621	75	13	parameters	parameter	NOUN
ajst-25621	75	14	,	,	PUNCT
ajst-25621	75	15	providing	provide	VERB
ajst-25621	75	16	strong	strong	ADJ
ajst-25621	75	17	support	support	NOUN
ajst-25621	75	18	for	for	ADP
ajst-25621	75	19	fault	fault	NOUN
ajst-25621	75	20	prediction	prediction	NOUN
ajst-25621	75	21	and	and	CCONJ
ajst-25621	75	22	diagnosis	diagnosis	NOUN
ajst-25621	75	23	.	.	PUNCT
ajst-25621	76	1	4.4	4.4	NUM
ajst-25621	76	2	.	.	PUNCT
ajst-25621	77	1	building	build	VERB
ajst-25621	77	2	a	a	DET
ajst-25621	77	3	fault	fault	NOUN
ajst-25621	77	4	prediction	prediction	NOUN
ajst-25621	77	5	and	and	CCONJ
ajst-25621	77	6	diagnosis	diagnosis	NOUN
ajst-25621	77	7	model	model	NOUN
ajst-25621	77	8	one	one	NOUN
ajst-25621	77	9	is	be	AUX
ajst-25621	77	10	model	model	NOUN
ajst-25621	77	11	selection	selection	NOUN
ajst-25621	77	12	.	.	PUNCT
ajst-25621	78	1	when	when	SCONJ
ajst-25621	78	2	building	build	VERB
ajst-25621	78	3	a	a	DET
ajst-25621	78	4	fault	fault	NOUN
ajst-25621	78	5	prediction	prediction	NOUN
ajst-25621	78	6	and	and	CCONJ
ajst-25621	78	7	diagnosis	diagnosis	NOUN
ajst-25621	78	8	model	model	NOUN
ajst-25621	78	9	,	,	PUNCT
ajst-25621	78	10	it	it	PRON
ajst-25621	78	11	is	be	AUX
ajst-25621	78	12	necessary	necessary	ADJ
ajst-25621	78	13	to	to	PART
ajst-25621	78	14	select	select	VERB
ajst-25621	78	15	a	a	DET
ajst-25621	78	16	suitable	suitable	ADJ
ajst-25621	78	17	model	model	NOUN
ajst-25621	78	18	based	base	VERB
ajst-25621	78	19	on	on	ADP
ajst-25621	78	20	the	the	DET
ajst-25621	78	21	characteristics	characteristic	NOUN
ajst-25621	78	22	of	of	ADP
ajst-25621	78	23	the	the	DET
ajst-25621	78	24	data	datum	NOUN
ajst-25621	78	25	and	and	CCONJ
ajst-25621	78	26	the	the	DET
ajst-25621	78	27	application	application	NOUN
ajst-25621	78	28	scenario	scenario	NOUN
ajst-25621	78	29	.	.	PUNCT
ajst-25621	79	1	common	common	ADJ
ajst-25621	79	2	models	model	NOUN
ajst-25621	79	3	include	include	VERB
ajst-25621	79	4	support	support	NOUN
ajst-25621	79	5	vector	vector	NOUN
ajst-25621	79	6	machines	machine	NOUN
ajst-25621	79	7	,	,	PUNCT
ajst-25621	79	8	neural	neural	ADJ
ajst-25621	79	9	networks	network	NOUN
ajst-25621	79	10	,	,	PUNCT
ajst-25621	79	11	random	random	ADJ
ajst-25621	79	12	forests	forest	NOUN
ajst-25621	79	13	,	,	PUNCT
ajst-25621	79	14	etc	etc	X
ajst-25621	79	15	.	.	X
ajst-25621	80	1	these	these	DET
ajst-25621	80	2	models	model	NOUN
ajst-25621	80	3	have	have	VERB
ajst-25621	80	4	different	different	ADJ
ajst-25621	80	5	advantages	advantage	NOUN
ajst-25621	80	6	,	,	PUNCT
ajst-25621	80	7	disadvantages	disadvantage	NOUN
ajst-25621	80	8	,	,	PUNCT
ajst-25621	80	9	and	and	CCONJ
ajst-25621	80	10	applicability	applicability	NOUN
ajst-25621	80	11	,	,	PUNCT
ajst-25621	80	12	and	and	CCONJ
ajst-25621	80	13	need	need	VERB
ajst-25621	80	14	to	to	PART
ajst-25621	80	15	be	be	AUX
ajst-25621	80	16	selected	select	VERB
ajst-25621	80	17	according	accord	VERB
ajst-25621	80	18	to	to	ADP
ajst-25621	80	19	the	the	DET
ajst-25621	80	20	actual	actual	ADJ
ajst-25621	80	21	situation	situation	NOUN
ajst-25621	80	22	.	.	PUNCT
ajst-25621	81	1	the	the	DET
ajst-25621	81	2	second	second	ADJ
ajst-25621	81	3	is	be	AUX
ajst-25621	81	4	model	model	NOUN
ajst-25621	81	5	training	training	NOUN
ajst-25621	81	6	.	.	PUNCT
ajst-25621	82	1	model	model	NOUN
ajst-25621	82	2	training	training	NOUN
ajst-25621	82	3	is	be	AUX
ajst-25621	82	4	a	a	DET
ajst-25621	82	5	key	key	ADJ
ajst-25621	82	6	step	step	NOUN
ajst-25621	82	7	in	in	ADP
ajst-25621	82	8	building	build	VERB
ajst-25621	82	9	fault	fault	NOUN
ajst-25621	82	10	prediction	prediction	NOUN
ajst-25621	82	11	and	and	CCONJ
ajst-25621	82	12	diagnosis	diagnosis	NOUN
ajst-25621	82	13	models	model	NOUN
ajst-25621	82	14	.	.	PUNCT
ajst-25621	83	1	by	by	ADP
ajst-25621	83	2	training	train	VERB
ajst-25621	83	3	the	the	DET
ajst-25621	83	4	model	model	NOUN
ajst-25621	83	5	on	on	ADP
ajst-25621	83	6	a	a	DET
ajst-25621	83	7	dataset	dataset	NOUN
ajst-25621	83	8	,	,	PUNCT
ajst-25621	83	9	the	the	DET
ajst-25621	83	10	model	model	NOUN
ajst-25621	83	11	can	can	AUX
ajst-25621	83	12	learn	learn	VERB
ajst-25621	83	13	patterns	pattern	NOUN
ajst-25621	83	14	and	and	CCONJ
ajst-25621	83	15	features	feature	NOUN
ajst-25621	83	16	from	from	ADP
ajst-25621	83	17	the	the	DET
ajst-25621	83	18	data	datum	NOUN
ajst-25621	83	19	,	,	PUNCT
ajst-25621	83	20	thereby	thereby	ADV
ajst-25621	83	21	possessing	possess	VERB
ajst-25621	83	22	the	the	DET
ajst-25621	83	23	ability	ability	NOUN
ajst-25621	83	24	to	to	PART
ajst-25621	83	25	predict	predict	VERB
ajst-25621	83	26	and	and	CCONJ
ajst-25621	83	27	diagnose	diagnose	NOUN
ajst-25621	83	28	faults	fault	NOUN
ajst-25621	83	29	.	.	PUNCT
ajst-25621	84	1	during	during	ADP
ajst-25621	84	2	the	the	DET
ajst-25621	84	3	training	training	NOUN
ajst-25621	84	4	process	process	NOUN
ajst-25621	84	5	,	,	PUNCT
ajst-25621	84	6	it	it	PRON
ajst-25621	84	7	is	be	AUX
ajst-25621	84	8	necessary	necessary	ADJ
ajst-25621	84	9	to	to	PART
ajst-25621	84	10	adopt	adopt	VERB
ajst-25621	84	11	appropriate	appropriate	ADJ
ajst-25621	84	12	optimization	optimization	NOUN
ajst-25621	84	13	algorithms	algorithm	NOUN
ajst-25621	84	14	and	and	CCONJ
ajst-25621	84	15	parameter	parameter	NOUN
ajst-25621	84	16	settings	setting	NOUN
ajst-25621	84	17	to	to	PART
ajst-25621	84	18	improve	improve	VERB
ajst-25621	84	19	the	the	DET
ajst-25621	84	20	performance	performance	NOUN
ajst-25621	84	21	and	and	CCONJ
ajst-25621	84	22	generalization	generalization	NOUN
ajst-25621	84	23	ability	ability	NOUN
ajst-25621	84	24	of	of	ADP
ajst-25621	84	25	the	the	DET
ajst-25621	84	26	model	model	NOUN
ajst-25621	84	27	.	.	PUNCT
ajst-25621	85	1	the	the	DET
ajst-25621	85	2	third	third	ADJ
ajst-25621	85	3	is	be	AUX
ajst-25621	85	4	model	model	NOUN
ajst-25621	85	5	evaluation	evaluation	NOUN
ajst-25621	85	6	.	.	PUNCT
ajst-25621	86	1	model	model	NOUN
ajst-25621	86	2	evaluation	evaluation	NOUN
ajst-25621	86	3	is	be	AUX
ajst-25621	86	4	to	to	PART
ajst-25621	86	5	verify	verify	VERB
ajst-25621	86	6	the	the	DET
ajst-25621	86	7	predictive	predictive	ADJ
ajst-25621	86	8	and	and	CCONJ
ajst-25621	86	9	diagnostic	diagnostic	ADJ
ajst-25621	86	10	performance	performance	NOUN
ajst-25621	86	11	of	of	ADP
ajst-25621	86	12	the	the	DET
ajst-25621	86	13	model	model	NOUN
ajst-25621	86	14	.	.	PUNCT
ajst-25621	87	1	by	by	ADP
ajst-25621	87	2	testing	test	VERB
ajst-25621	87	3	the	the	DET
ajst-25621	87	4	dataset	dataset	NOUN
ajst-25621	87	5	to	to	PART
ajst-25621	87	6	evaluate	evaluate	VERB
ajst-25621	87	7	the	the	DET
ajst-25621	87	8	model	model	NOUN
ajst-25621	87	9	,	,	PUNCT
ajst-25621	87	10	we	we	PRON
ajst-25621	87	11	can	can	AUX
ajst-25621	87	12	understand	understand	VERB
ajst-25621	87	13	indicators	indicator	NOUN
ajst-25621	87	14	such	such	ADJ
ajst-25621	87	15	as	as	ADP
ajst-25621	87	16	accuracy	accuracy	NOUN
ajst-25621	87	17	,	,	PUNCT
ajst-25621	87	18	recall	recall	NOUN
ajst-25621	87	19	,	,	PUNCT
ajst-25621	87	20	f1	f1	NOUN
ajst-25621	87	21	score	score	NOUN
ajst-25621	87	22	,	,	PUNCT
ajst-25621	87	23	etc	etc	X
ajst-25621	87	24	.	.	X
ajst-25621	87	25	,	,	PUNCT
ajst-25621	87	26	in	in	ADP
ajst-25621	87	27	order	order	NOUN
ajst-25621	87	28	to	to	PART
ajst-25621	87	29	determine	determine	VERB
ajst-25621	87	30	the	the	DET
ajst-25621	87	31	performance	performance	NOUN
ajst-25621	87	32	of	of	ADP
ajst-25621	87	33	the	the	DET
ajst-25621	87	34	model	model	NOUN
ajst-25621	87	35	.	.	PUNCT
ajst-25621	88	1	at	at	ADP
ajst-25621	88	2	the	the	DET
ajst-25621	88	3	same	same	ADJ
ajst-25621	88	4	time	time	NOUN
ajst-25621	88	5	,	,	PUNCT
ajst-25621	88	6	it	it	PRON
ajst-25621	88	7	is	be	AUX
ajst-25621	88	8	necessary	necessary	ADJ
ajst-25621	88	9	to	to	PART
ajst-25621	88	10	evaluate	evaluate	VERB
ajst-25621	88	11	the	the	DET
ajst-25621	88	12	stability	stability	NOUN
ajst-25621	88	13	and	and	CCONJ
ajst-25621	88	14	robustness	robustness	NOUN
ajst-25621	88	15	of	of	ADP
ajst-25621	88	16	the	the	DET
ajst-25621	88	17	model	model	NOUN
ajst-25621	88	18	to	to	PART
ajst-25621	88	19	ensure	ensure	VERB
ajst-25621	88	20	its	its	PRON
ajst-25621	88	21	reliability	reliability	NOUN
ajst-25621	88	22	and	and	CCONJ
ajst-25621	88	23	stability	stability	NOUN
ajst-25621	88	24	in	in	ADP
ajst-25621	88	25	practical	practical	ADJ
ajst-25621	88	26	applications	application	NOUN
ajst-25621	88	27	.	.	PUNCT
ajst-25621	89	1	4.5	4.5	NUM
ajst-25621	89	2	.	.	PUNCT
ajst-25621	90	1	real	real	ADJ
ajst-25621	90	2	time	time	NOUN
ajst-25621	90	3	monitoring	monitoring	NOUN
ajst-25621	90	4	and	and	CCONJ
ajst-25621	90	5	warning	warn	VERB
ajst-25621	90	6	real	real	ADJ
ajst-25621	90	7	time	time	NOUN
ajst-25621	90	8	monitoring	monitoring	NOUN
ajst-25621	90	9	is	be	AUX
ajst-25621	90	10	an	an	DET
ajst-25621	90	11	important	important	ADJ
ajst-25621	90	12	part	part	NOUN
ajst-25621	90	13	of	of	ADP
ajst-25621	90	14	fault	fault	NOUN
ajst-25621	90	15	prediction	prediction	NOUN
ajst-25621	90	16	and	and	CCONJ
ajst-25621	90	17	diagnosis	diagnosis	NOUN
ajst-25621	90	18	.	.	PUNCT
ajst-25621	91	1	by	by	ADP
ajst-25621	91	2	monitoring	monitor	VERB
ajst-25621	91	3	the	the	DET
ajst-25621	91	4	operational	operational	ADJ
ajst-25621	91	5	status	status	NOUN
ajst-25621	91	6	data	datum	NOUN
ajst-25621	91	7	of	of	ADP
ajst-25621	91	8	the	the	DET
ajst-25621	91	9	equipment	equipment	NOUN
ajst-25621	91	10	in	in	ADP
ajst-25621	91	11	real	real	ADJ
ajst-25621	91	12	-	-	PUNCT
ajst-25621	91	13	time	time	NOUN
ajst-25621	91	14	,	,	PUNCT
ajst-25621	91	15	abnormal	abnormal	ADJ
ajst-25621	91	16	and	and	CCONJ
ajst-25621	91	17	faulty	faulty	ADJ
ajst-25621	91	18	signs	sign	NOUN
ajst-25621	91	19	of	of	ADP
ajst-25621	91	20	the	the	DET
ajst-25621	91	21	equipment	equipment	NOUN
ajst-25621	91	22	can	can	AUX
ajst-25621	91	23	be	be	AUX
ajst-25621	91	24	detected	detect	VERB
ajst-25621	91	25	in	in	ADP
ajst-25621	91	26	a	a	DET
ajst-25621	91	27	timely	timely	ADJ
ajst-25621	91	28	manner	manner	NOUN
ajst-25621	91	29	,	,	PUNCT
ajst-25621	91	30	providing	provide	VERB
ajst-25621	91	31	timely	timely	ADJ
ajst-25621	91	32	information	information	NOUN
ajst-25621	91	33	support	support	NOUN
ajst-25621	91	34	for	for	ADP
ajst-25621	91	35	subsequent	subsequent	ADJ
ajst-25621	91	36	warning	warning	NOUN
ajst-25621	91	37	and	and	CCONJ
ajst-25621	91	38	handling	handling	NOUN
ajst-25621	91	39	.	.	PUNCT
ajst-25621	92	1	real	real	ADJ
ajst-25621	92	2	time	time	NOUN
ajst-25621	92	3	monitoring	monitoring	NOUN
ajst-25621	92	4	requires	require	VERB
ajst-25621	92	5	the	the	DET
ajst-25621	92	6	use	use	NOUN
ajst-25621	92	7	of	of	ADP
ajst-25621	92	8	efficient	efficient	ADJ
ajst-25621	92	9	data	datum	NOUN
ajst-25621	92	10	collection	collection	NOUN
ajst-25621	92	11	and	and	CCONJ
ajst-25621	92	12	transmission	transmission	NOUN
ajst-25621	92	13	technologies	technology	NOUN
ajst-25621	92	14	to	to	PART
ajst-25621	92	15	ensure	ensure	VERB
ajst-25621	92	16	the	the	DET
ajst-25621	92	17	real	real	ADJ
ajst-25621	92	18	-	-	PUNCT
ajst-25621	92	19	time	time	NOUN
ajst-25621	92	20	and	and	CCONJ
ajst-25621	92	21	accuracy	accuracy	NOUN
ajst-25621	92	22	of	of	ADP
ajst-25621	92	23	data	datum	NOUN
ajst-25621	92	24	.	.	PUNCT
ajst-25621	93	1	the	the	DET
ajst-25621	93	2	warning	warning	NOUN
ajst-25621	93	3	mechanism	mechanism	NOUN
ajst-25621	93	4	is	be	AUX
ajst-25621	93	5	designed	design	VERB
ajst-25621	93	6	to	to	PART
ajst-25621	93	7	send	send	VERB
ajst-25621	93	8	out	out	ADP
ajst-25621	93	9	warning	warning	NOUN
ajst-25621	93	10	signals	signal	NOUN
ajst-25621	93	11	in	in	ADP
ajst-25621	93	12	advance	advance	NOUN
ajst-25621	93	13	before	before	ADP
ajst-25621	93	14	equipment	equipment	NOUN
ajst-25621	93	15	malfunctions	malfunction	NOUN
ajst-25621	93	16	,	,	PUNCT
ajst-25621	93	17	so	so	SCONJ
ajst-25621	93	18	that	that	SCONJ
ajst-25621	93	19	users	user	NOUN
ajst-25621	93	20	can	can	AUX
ajst-25621	93	21	take	take	VERB
ajst-25621	93	22	timely	timely	ADJ
ajst-25621	93	23	measures	measure	NOUN
ajst-25621	93	24	to	to	PART
ajst-25621	93	25	deal	deal	VERB
ajst-25621	93	26	with	with	ADP
ajst-25621	93	27	them	they	PRON
ajst-25621	93	28	.	.	PUNCT
ajst-25621	94	1	the	the	DET
ajst-25621	94	2	warning	warning	NOUN
ajst-25621	94	3	mechanism	mechanism	NOUN
ajst-25621	94	4	needs	need	VERB
ajst-25621	94	5	to	to	PART
ajst-25621	94	6	set	set	VERB
ajst-25621	94	7	appropriate	appropriate	ADJ
ajst-25621	94	8	warning	warning	NOUN
ajst-25621	94	9	thresholds	threshold	NOUN
ajst-25621	94	10	and	and	CCONJ
ajst-25621	94	11	rules	rule	NOUN
ajst-25621	94	12	based	base	VERB
ajst-25621	94	13	on	on	ADP
ajst-25621	94	14	the	the	DET
ajst-25621	94	15	operating	operating	NOUN
ajst-25621	94	16	characteristics	characteristic	NOUN
ajst-25621	94	17	and	and	CCONJ
ajst-25621	94	18	failure	failure	NOUN
ajst-25621	94	19	modes	mode	NOUN
ajst-25621	94	20	of	of	ADP
ajst-25621	94	21	the	the	DET
ajst-25621	94	22	equipment	equipment	NOUN
ajst-25621	94	23	.	.	PUNCT
ajst-25621	95	1	when	when	SCONJ
ajst-25621	95	2	the	the	DET
ajst-25621	95	3	operating	operate	VERB
ajst-25621	95	4	status	status	NOUN
ajst-25621	95	5	data	datum	NOUN
ajst-25621	95	6	of	of	ADP
ajst-25621	95	7	the	the	DET
ajst-25621	95	8	equipment	equipment	NOUN
ajst-25621	95	9	exceeds	exceed	VERB
ajst-25621	95	10	the	the	DET
ajst-25621	95	11	warning	warning	NOUN
ajst-25621	95	12	threshold	threshold	NOUN
ajst-25621	95	13	,	,	PUNCT
ajst-25621	95	14	the	the	DET
ajst-25621	95	15	system	system	NOUN
ajst-25621	95	16	will	will	AUX
ajst-25621	95	17	automatically	automatically	ADV
ajst-25621	95	18	issue	issue	VERB
ajst-25621	95	19	a	a	DET
ajst-25621	95	20	warning	warning	NOUN
ajst-25621	95	21	signal	signal	NOUN
ajst-25621	95	22	to	to	PART
ajst-25621	95	23	remind	remind	VERB
ajst-25621	95	24	users	user	NOUN
ajst-25621	95	25	to	to	PART
ajst-25621	95	26	pay	pay	VERB
ajst-25621	95	27	attention	attention	NOUN
ajst-25621	95	28	to	to	ADP
ajst-25621	95	29	the	the	DET
ajst-25621	95	30	operating	operate	VERB
ajst-25621	95	31	status	status	NOUN
ajst-25621	95	32	of	of	ADP
ajst-25621	95	33	the	the	DET
ajst-25621	95	34	equipment	equipment	NOUN
ajst-25621	95	35	.	.	PUNCT
ajst-25621	96	1	4.6	4.6	NUM
ajst-25621	96	2	.	.	PUNCT
ajst-25621	96	3	decision	decision	NOUN
ajst-25621	96	4	feedback	feedback	NOUN
ajst-25621	96	5	and	and	CCONJ
ajst-25621	96	6	algorithm	algorithm	NOUN
ajst-25621	96	7	optimization	optimization	NOUN
ajst-25621	96	8	decision	decision	NOUN
ajst-25621	96	9	feedback	feedback	NOUN
ajst-25621	96	10	is	be	AUX
ajst-25621	96	11	the	the	DET
ajst-25621	96	12	process	process	NOUN
ajst-25621	96	13	of	of	ADP
ajst-25621	96	14	transforming	transform	VERB
ajst-25621	96	15	the	the	DET
ajst-25621	96	16	results	result	NOUN
ajst-25621	96	17	of	of	ADP
ajst-25621	96	18	fault	fault	NOUN
ajst-25621	96	19	prediction	prediction	NOUN
ajst-25621	96	20	and	and	CCONJ
ajst-25621	96	21	diagnosis	diagnosis	NOUN
ajst-25621	96	22	into	into	ADP
ajst-25621	96	23	actual	actual	ADJ
ajst-25621	96	24	decisions	decision	NOUN
ajst-25621	96	25	.	.	PUNCT
ajst-25621	97	1	the	the	DET
ajst-25621	97	2	results	result	NOUN
ajst-25621	97	3	obtained	obtain	VERB
ajst-25621	97	4	through	through	ADP
ajst-25621	97	5	fault	fault	NOUN
ajst-25621	97	6	prediction	prediction	NOUN
ajst-25621	97	7	and	and	CCONJ
ajst-25621	97	8	diagnosis	diagnosis	NOUN
ajst-25621	97	9	models	model	NOUN
ajst-25621	97	10	can	can	AUX
ajst-25621	97	11	provide	provide	VERB
ajst-25621	97	12	users	user	NOUN
ajst-25621	97	13	with	with	ADP
ajst-25621	97	14	scientific	scientific	ADJ
ajst-25621	97	15	and	and	CCONJ
ajst-25621	97	16	reasonable	reasonable	ADJ
ajst-25621	97	17	decision	decision	NOUN
ajst-25621	97	18	support	support	NOUN
ajst-25621	97	19	,	,	PUNCT
ajst-25621	97	20	such	such	ADJ
ajst-25621	97	21	as	as	ADP
ajst-25621	97	22	developing	develop	VERB
ajst-25621	97	23	preventive	preventive	ADJ
ajst-25621	97	24	maintenance	maintenance	NOUN
ajst-25621	97	25	plans	plan	NOUN
ajst-25621	97	26	,	,	PUNCT
ajst-25621	97	27	adjusting	adjust	VERB
ajst-25621	97	28	equipment	equipment	NOUN
ajst-25621	97	29	operating	operating	NOUN
ajst-25621	97	30	parameters	parameter	NOUN
ajst-25621	97	31	,	,	PUNCT
ajst-25621	97	32	etc	etc	X
ajst-25621	97	33	.	.	X
ajst-25621	97	34	at	at	ADP
ajst-25621	97	35	the	the	DET
ajst-25621	97	36	same	same	ADJ
ajst-25621	97	37	time	time	NOUN
ajst-25621	97	38	,	,	PUNCT
ajst-25621	97	39	users	user	NOUN
ajst-25621	97	40	can	can	AUX
ajst-25621	97	41	also	also	ADV
ajst-25621	97	42	provide	provide	VERB
ajst-25621	97	43	feedback	feedback	NOUN
ajst-25621	97	44	and	and	CCONJ
ajst-25621	97	45	adjustments	adjustment	NOUN
ajst-25621	97	46	to	to	ADP
ajst-25621	97	47	the	the	DET
ajst-25621	97	48	model	model	NOUN
ajst-25621	97	49	based	base	VERB
ajst-25621	97	50	on	on	ADP
ajst-25621	97	51	actual	actual	ADJ
ajst-25621	97	52	situations	situation	NOUN
ajst-25621	97	53	to	to	PART
ajst-25621	97	54	improve	improve	VERB
ajst-25621	97	55	its	its	PRON
ajst-25621	97	56	accuracy	accuracy	NOUN
ajst-25621	97	57	and	and	CCONJ
ajst-25621	97	58	practicality	practicality	NOUN
ajst-25621	97	59	.	.	PUNCT
ajst-25621	98	1	algorithm	algorithm	NOUN
ajst-25621	98	2	optimization	optimization	NOUN
ajst-25621	98	3	is	be	AUX
ajst-25621	98	4	aimed	aim	VERB
ajst-25621	98	5	at	at	ADP
ajst-25621	98	6	improving	improve	VERB
ajst-25621	98	7	the	the	DET
ajst-25621	98	8	performance	performance	NOUN
ajst-25621	98	9	and	and	CCONJ
ajst-25621	98	10	efficiency	efficiency	NOUN
ajst-25621	98	11	of	of	ADP
ajst-25621	98	12	fault	fault	NOUN
ajst-25621	98	13	prediction	prediction	NOUN
ajst-25621	98	14	and	and	CCONJ
ajst-25621	98	15	diagnosis	diagnosis	NOUN
ajst-25621	98	16	models	model	NOUN
ajst-25621	98	17	.	.	PUNCT
ajst-25621	99	1	by	by	ADP
ajst-25621	99	2	continuously	continuously	ADV
ajst-25621	99	3	optimizing	optimize	VERB
ajst-25621	99	4	the	the	DET
ajst-25621	99	5	algorithm	algorithm	NOUN
ajst-25621	99	6	and	and	CCONJ
ajst-25621	99	7	parameter	parameter	NOUN
ajst-25621	99	8	settings	setting	NOUN
ajst-25621	99	9	of	of	ADP
ajst-25621	99	10	the	the	DET
ajst-25621	99	11	model	model	NOUN
ajst-25621	99	12	,	,	PUNCT
ajst-25621	99	13	the	the	DET
ajst-25621	99	14	prediction	prediction	NOUN
ajst-25621	99	15	accuracy	accuracy	NOUN
ajst-25621	99	16	and	and	CCONJ
ajst-25621	99	17	diagnostic	diagnostic	ADJ
ajst-25621	99	18	performance	performance	NOUN
ajst-25621	99	19	of	of	ADP
ajst-25621	99	20	the	the	DET
ajst-25621	99	21	model	model	NOUN
ajst-25621	99	22	can	can	AUX
ajst-25621	99	23	be	be	AUX
ajst-25621	99	24	further	far	ADV
ajst-25621	99	25	improved	improve	VERB
ajst-25621	99	26	.	.	PUNCT
ajst-25621	100	1	algorithm	algorithm	NOUN
ajst-25621	100	2	optimization	optimization	NOUN
ajst-25621	100	3	requires	require	VERB
ajst-25621	100	4	targeted	target	VERB
ajst-25621	100	5	adjustments	adjustment	NOUN
ajst-25621	100	6	and	and	CCONJ
ajst-25621	100	7	optimizations	optimization	NOUN
ajst-25621	100	8	based	base	VERB
ajst-25621	100	9	on	on	ADP
ajst-25621	100	10	actual	actual	ADJ
ajst-25621	100	11	application	application	NOUN
ajst-25621	100	12	scenarios	scenario	NOUN
ajst-25621	100	13	and	and	CCONJ
ajst-25621	100	14	data	datum	NOUN
ajst-25621	100	15	characteristics	characteristic	NOUN
ajst-25621	100	16	to	to	PART
ajst-25621	100	17	ensure	ensure	VERB
ajst-25621	100	18	the	the	DET
ajst-25621	100	19	stability	stability	NOUN
ajst-25621	100	20	and	and	CCONJ
ajst-25621	100	21	reliability	reliability	NOUN
ajst-25621	100	22	of	of	ADP
ajst-25621	100	23	the	the	DET
ajst-25621	100	24	model	model	NOUN
ajst-25621	100	25	in	in	ADP
ajst-25621	100	26	practical	practical	ADJ
ajst-25621	100	27	applications	application	NOUN
ajst-25621	100	28	.	.	PUNCT
ajst-25621	101	1	5	5	X
ajst-25621	101	2	.	.	X
ajst-25621	101	3	conclusion	conclusion	NOUN
ajst-25621	101	4	although	although	SCONJ
ajst-25621	101	5	significant	significant	ADJ
ajst-25621	101	6	progress	progress	NOUN
ajst-25621	101	7	has	have	AUX
ajst-25621	101	8	been	be	AUX
ajst-25621	101	9	made	make	VERB
ajst-25621	101	10	in	in	ADP
ajst-25621	101	11	the	the	DET
ajst-25621	101	12	prediction	prediction	NOUN
ajst-25621	101	13	and	and	CCONJ
ajst-25621	101	14	diagnosis	diagnosis	NOUN
ajst-25621	101	15	of	of	ADP
ajst-25621	101	16	mechanical	mechanical	ADJ
ajst-25621	101	17	and	and	CCONJ
ajst-25621	101	18	electrical	electrical	ADJ
ajst-25621	101	19	equipment	equipment	NOUN
ajst-25621	101	20	faults	fault	NOUN
ajst-25621	101	21	in	in	ADP
ajst-25621	101	22	construction	construction	NOUN
ajst-25621	101	23	machinery	machinery	NOUN
ajst-25621	101	24	based	base	VERB
ajst-25621	101	25	on	on	ADP
ajst-25621	101	26	big	big	ADJ
ajst-25621	101	27	data	datum	NOUN
ajst-25621	101	28	technology	technology	NOUN
ajst-25621	101	29	,	,	PUNCT
ajst-25621	101	30	there	there	PRON
ajst-25621	101	31	are	be	VERB
ajst-25621	101	32	still	still	ADV
ajst-25621	101	33	some	some	DET
ajst-25621	101	34	urgent	urgent	ADJ
ajst-25621	101	35	issues	issue	NOUN
ajst-25621	101	36	that	that	PRON
ajst-25621	101	37	need	need	VERB
ajst-25621	101	38	to	to	PART
ajst-25621	101	39	be	be	AUX
ajst-25621	101	40	addressed	address	VERB
ajst-25621	101	41	.	.	PUNCT
ajst-25621	102	1	firstly	firstly	ADV
ajst-25621	102	2	,	,	PUNCT
ajst-25621	102	3	the	the	DET
ajst-25621	102	4	issue	issue	NOUN
ajst-25621	102	5	of	of	ADP
ajst-25621	102	6	data	datum	NOUN
ajst-25621	102	7	security	security	NOUN
ajst-25621	102	8	urgently	urgently	ADV
ajst-25621	102	9	needs	need	VERB
ajst-25621	102	10	to	to	PART
ajst-25621	102	11	be	be	AUX
ajst-25621	102	12	addressed	address	VERB
ajst-25621	102	13	,	,	PUNCT
ajst-25621	102	14	and	and	CCONJ
ajst-25621	102	15	effective	effective	ADJ
ajst-25621	102	16	measures	measure	NOUN
ajst-25621	102	17	need	need	VERB
ajst-25621	102	18	to	to	PART
ajst-25621	102	19	be	be	AUX
ajst-25621	102	20	taken	take	VERB
ajst-25621	102	21	to	to	PART
ajst-25621	102	22	protect	protect	VERB
ajst-25621	102	23	the	the	DET
ajst-25621	102	24	security	security	NOUN
ajst-25621	102	25	and	and	CCONJ
ajst-25621	102	26	privacy	privacy	NOUN
ajst-25621	102	27	of	of	ADP
ajst-25621	102	28	data	datum	NOUN
ajst-25621	102	29	;	;	PUNCT
ajst-25621	102	30	secondly	secondly	ADV
ajst-25621	102	31	,	,	PUNCT
ajst-25621	102	32	the	the	DET
ajst-25621	102	33	interpretability	interpretability	NOUN
ajst-25621	102	34	of	of	ADP
ajst-25621	102	35	the	the	DET
ajst-25621	102	36	model	model	NOUN
ajst-25621	102	37	still	still	ADV
ajst-25621	102	38	needs	need	VERB
ajst-25621	102	39	further	further	ADJ
ajst-25621	102	40	research	research	NOUN
ajst-25621	102	41	to	to	PART
ajst-25621	102	42	improve	improve	VERB
ajst-25621	102	43	its	its	PRON
ajst-25621	102	44	transparency	transparency	NOUN
ajst-25621	102	45	and	and	CCONJ
ajst-25621	102	46	credibility	credibility	NOUN
ajst-25621	102	47	;	;	PUNCT
ajst-25621	102	48	thirdly	thirdly	ADV
ajst-25621	102	49	,	,	PUNCT
ajst-25621	102	50	how	how	SCONJ
ajst-25621	102	51	to	to	PART
ajst-25621	102	52	better	well	ADV
ajst-25621	102	53	integrate	integrate	VERB
ajst-25621	102	54	big	big	ADJ
ajst-25621	102	55	data	datum	NOUN
ajst-25621	102	56	technology	technology	NOUN
ajst-25621	102	57	with	with	ADP
ajst-25621	102	58	other	other	ADJ
ajst-25621	102	59	advanced	advanced	ADJ
ajst-25621	102	60	technologies	technology	NOUN
ajst-25621	102	61	to	to	PART
ajst-25621	102	62	achieve	achieve	VERB
ajst-25621	102	63	more	more	ADV
ajst-25621	102	64	intelligent	intelligent	ADJ
ajst-25621	102	65	and	and	CCONJ
ajst-25621	102	66	automated	automate	VERB
ajst-25621	102	67	fault	fault	NOUN
ajst-25621	102	68	prediction	prediction	NOUN
ajst-25621	102	69	and	and	CCONJ
ajst-25621	102	70	diagnosis	diagnosis	NOUN
ajst-25621	102	71	is	be	AUX
ajst-25621	102	72	also	also	ADV
ajst-25621	102	73	an	an	DET
ajst-25621	102	74	important	important	ADJ
ajst-25621	102	75	direction	direction	NOUN
ajst-25621	102	76	for	for	ADP
ajst-25621	102	77	future	future	ADJ
ajst-25621	102	78	research	research	NOUN
ajst-25621	102	79	.	.	PUNCT
ajst-25621	103	1	of	of	ADP
ajst-25621	103	2	course	course	NOUN
ajst-25621	103	3	,	,	PUNCT
ajst-25621	103	4	the	the	DET
ajst-25621	103	5	application	application	NOUN
ajst-25621	103	6	of	of	ADP
ajst-25621	103	7	big	big	ADJ
ajst-25621	103	8	data	datum	NOUN
ajst-25621	103	9	technology	technology	NOUN
ajst-25621	103	10	in	in	ADP
ajst-25621	103	11	the	the	DET
ajst-25621	103	12	field	field	NOUN
ajst-25621	103	13	of	of	ADP
ajst-25621	103	14	fault	fault	NOUN
ajst-25621	103	15	prediction	prediction	NOUN
ajst-25621	103	16	and	and	CCONJ
ajst-25621	103	17	diagnosis	diagnosis	NOUN
ajst-25621	103	18	of	of	ADP
ajst-25621	103	19	mechanical	mechanical	ADJ
ajst-25621	103	20	and	and	CCONJ
ajst-25621	103	21	electrical	electrical	ADJ
ajst-25621	103	22	equipment	equipment	NOUN
ajst-25621	103	23	in	in	ADP
ajst-25621	103	24	construction	construction	NOUN
ajst-25621	103	25	machinery	machinery	NOUN
ajst-25621	103	26	has	have	VERB
ajst-25621	103	27	enormous	enormous	ADJ
ajst-25621	103	28	potential	potential	ADJ
ajst-25621	103	29	and	and	CCONJ
ajst-25621	103	30	value	value	NOUN
ajst-25621	103	31	.	.	PUNCT
ajst-25621	104	1	with	with	ADP
ajst-25621	104	2	the	the	DET
ajst-25621	104	3	continuous	continuous	ADJ
ajst-25621	104	4	development	development	NOUN
ajst-25621	104	5	of	of	ADP
ajst-25621	104	6	big	big	ADJ
ajst-25621	104	7	data	datum	NOUN
ajst-25621	104	8	technology	technology	NOUN
ajst-25621	104	9	and	and	CCONJ
ajst-25621	104	10	the	the	DET
ajst-25621	104	11	expansion	expansion	NOUN
ajst-25621	104	12	of	of	ADP
ajst-25621	104	13	its	its	PRON
ajst-25621	104	14	application	application	NOUN
ajst-25621	104	15	fields	field	NOUN
ajst-25621	104	16	,	,	PUNCT
ajst-25621	104	17	the	the	DET
ajst-25621	104	18	research	research	NOUN
ajst-25621	104	19	on	on	ADP
ajst-25621	104	20	fault	fault	NOUN
ajst-25621	104	21	prediction	prediction	NOUN
ajst-25621	104	22	and	and	CCONJ
ajst-25621	104	23	diagnosis	diagnosis	NOUN
ajst-25621	104	24	of	of	ADP
ajst-25621	104	25	mechanical	mechanical	ADJ
ajst-25621	104	26	and	and	CCONJ
ajst-25621	104	27	electrical	electrical	ADJ
ajst-25621	104	28	equipment	equipment	NOUN
ajst-25621	104	29	in	in	ADP
ajst-25621	104	30	construction	construction	NOUN
ajst-25621	104	31	machinery	machinery	NOUN
ajst-25621	104	32	based	base	VERB
ajst-25621	104	33	on	on	ADP
ajst-25621	104	34	big	big	ADJ
ajst-25621	104	35	data	datum	NOUN
ajst-25621	104	36	technology	technology	NOUN
ajst-25621	104	37	will	will	AUX
ajst-25621	104	38	usher	usher	VERB
ajst-25621	104	39	in	in	ADP
ajst-25621	104	40	a	a	DET
ajst-25621	104	41	broader	broad	ADJ
ajst-25621	104	42	development	development	NOUN
ajst-25621	104	43	prospect	prospect	NOUN
ajst-25621	104	44	.	.	PUNCT
ajst-25621	105	1	meanwhile	meanwhile	ADV
ajst-25621	105	2	,	,	PUNCT
ajst-25621	105	3	with	with	ADP
ajst-25621	105	4	the	the	DET
ajst-25621	105	5	continuous	continuous	ADJ
ajst-25621	105	6	integration	integration	NOUN
ajst-25621	105	7	and	and	CCONJ
ajst-25621	105	8	expansion	expansion	NOUN
ajst-25621	105	9	of	of	ADP
ajst-25621	105	10	innovative	innovative	ADJ
ajst-25621	105	11	application	application	NOUN
ajst-25621	105	12	scenarios	scenario	NOUN
ajst-25621	105	13	of	of	ADP
ajst-25621	105	14	technologies	technology	NOUN
ajst-25621	105	15	such	such	ADJ
ajst-25621	105	16	as	as	ADP
ajst-25621	105	17	artificial	artificial	ADJ
ajst-25621	105	18	intelligence	intelligence	NOUN
ajst-25621	105	19	and	and	CCONJ
ajst-25621	105	20	the	the	DET
ajst-25621	105	21	internet	internet	NOUN
ajst-25621	105	22	of	of	ADP
ajst-25621	105	23	things	thing	NOUN
ajst-25621	105	24	,	,	PUNCT
ajst-25621	105	25	fault	fault	VERB
ajst-25621	105	26	prediction	prediction	NOUN
ajst-25621	105	27	and	and	CCONJ
ajst-25621	105	28	diagnosis	diagnosis	NOUN
ajst-25621	105	29	technology	technology	NOUN
ajst-25621	105	30	based	base	VERB
ajst-25621	105	31	on	on	ADP
ajst-25621	105	32	big	big	ADJ
ajst-25621	105	33	data	datum	NOUN
ajst-25621	105	34	technology	technology	NOUN
ajst-25621	105	35	will	will	AUX
ajst-25621	105	36	also	also	ADV
ajst-25621	105	37	play	play	VERB
ajst-25621	105	38	an	an	DET
ajst-25621	105	39	important	important	ADJ
ajst-25621	105	40	role	role	NOUN
ajst-25621	105	41	in	in	ADP
ajst-25621	105	42	more	more	ADJ
ajst-25621	105	43	fields	field	NOUN
ajst-25621	105	44	.	.	PUNCT
ajst-25621	106	1	references	reference	NOUN
ajst-25621	106	2	[	[	X
ajst-25621	106	3	1	1	NUM
ajst-25621	106	4	]	]	PUNCT
ajst-25621	106	5	tang	tang	X
ajst-25621	106	6	xiufang	xiufang	PROPN
ajst-25621	106	7	.	.	PUNCT
ajst-25621	107	1	prediction	prediction	NOUN
ajst-25621	107	2	and	and	CCONJ
ajst-25621	107	3	diagnosis	diagnosis	NOUN
ajst-25621	107	4	of	of	ADP
ajst-25621	107	5	mechanical	mechanical	ADJ
ajst-25621	107	6	and	and	CCONJ
ajst-25621	107	7	electrical	electrical	ADJ
ajst-25621	107	8	equipment	equipment	NOUN
ajst-25621	107	9	operation	operation	NOUN
ajst-25621	107	10	faults	fault	NOUN
ajst-25621	107	11	based	base	VERB
ajst-25621	107	12	on	on	ADP
ajst-25621	107	13	big	big	ADJ
ajst-25621	107	14	data	datum	NOUN
ajst-25621	107	15	analysis	analysis	NOUN
ajst-25621	107	16	[	[	X
ajst-25621	107	17	j	j	X
ajst-25621	107	18	]	]	X
ajst-25621	107	19	new	new	ADJ
ajst-25621	107	20	technologies	technology	NOUN
ajst-25621	107	21	and	and	CCONJ
ajst-25621	107	22	products	product	NOUN
ajst-25621	107	23	in	in	ADP
ajst-25621	107	24	china	china	PROPN
ajst-25621	107	25	.	.	PUNCT
ajst-25621	108	1	2021	2021	NUM
ajst-25621	108	2	(	(	PUNCT
ajst-25621	108	3	2):86	2):86	NUM
ajst-25621	108	4	-	-	SYM
ajst-25621	108	5	88	88	NUM
ajst-25621	108	6	.	.	PUNCT
ajst-25621	109	1	[	[	X
ajst-25621	109	2	2	2	NUM
ajst-25621	109	3	]	]	X
ajst-25621	109	4	zhang	zhang	PROPN
ajst-25621	109	5	jianpeng	jianpeng	PROPN
ajst-25621	109	6	,	,	PUNCT
ajst-25621	109	7	zhang	zhang	PROPN
ajst-25621	109	8	dongsheng	dongsheng	PROPN
ajst-25621	109	9	,	,	PUNCT
ajst-25621	109	10	zhong	zhong	PROPN
ajst-25621	109	11	hua	hua	PROPN
ajst-25621	109	12	.	.	PUNCT
ajst-25621	110	1	fault	fault	VERB
ajst-25621	110	2	diagnosis	diagnosis	NOUN
ajst-25621	110	3	method	method	NOUN
ajst-25621	110	4	for	for	ADP
ajst-25621	110	5	electromechanical	electromechanical	ADJ
ajst-25621	110	6	equipment	equipment	NOUN
ajst-25621	110	7	based	base	VERB
ajst-25621	110	8	on	on	ADP
ajst-25621	110	9	deep	deep	ADJ
ajst-25621	110	10	learning	learning	NOUN
ajst-25621	110	11	theory	theory	NOUN
ajst-25621	110	12	[	[	X
ajst-25621	110	13	j	j	X
ajst-25621	110	14	]	]	X
ajst-25621	110	15	mechanical	mechanical	ADJ
ajst-25621	110	16	and	and	CCONJ
ajst-25621	110	17	electrical	electrical	ADJ
ajst-25621	110	18	information	information	NOUN
ajst-25621	110	19	.	.	PUNCT
ajst-25621	111	1	2020	2020	NUM
ajst-25621	111	2	,	,	PUNCT
ajst-25621	111	3	617(11	617(11	NUM
ajst-25621	111	4	):	):	PUNCT
ajst-25621	111	5	58	58	NUM
ajst-25621	111	6	-	-	SYM
ajst-25621	111	7	60	60	NUM
ajst-25621	111	8	.	.	PUNCT
ajst-25621	112	1	[	[	X
ajst-25621	112	2	3	3	X
ajst-25621	112	3	]	]	X
ajst-25621	112	4	zhang	zhang	PROPN
ajst-25621	112	5	zhongchao	zhongchao	PROPN
ajst-25621	112	6	,	,	PUNCT
ajst-25621	112	7	jiang	jiang	PROPN
ajst-25621	112	8	zhimin	zhimin	PROPN
ajst-25621	112	9	,	,	PUNCT
ajst-25621	112	10	cheng	cheng	PROPN
ajst-25621	112	11	mengcheng	mengcheng	PROPN
ajst-25621	112	12	.	.	PUNCT
ajst-25621	113	1	research	research	NOUN
ajst-25621	113	2	on	on	ADP
ajst-25621	113	3	the	the	DET
ajst-25621	113	4	analysis	analysis	NOUN
ajst-25621	113	5	of	of	ADP
ajst-25621	113	6	power	power	NOUN
ajst-25621	113	7	equipment	equipment	NOUN
ajst-25621	113	8	operation	operation	NOUN
ajst-25621	113	9	data	datum	NOUN
ajst-25621	113	10	based	base	VERB
ajst-25621	113	11	on	on	ADP
ajst-25621	113	12	big	big	ADJ
ajst-25621	113	13	data	datum	NOUN
ajst-25621	114	1	[	[	X
ajst-25621	114	2	j	j	X
ajst-25621	114	3	]	]	X
ajst-25621	114	4	.	.	PUNCT
ajst-25621	115	1	china	china	PROPN
ajst-25621	115	2	equipment	equipment	PROPN
ajst-25621	115	3	engineering.2024(02):8	engineering.2024(02):8	PROPN
ajst-25621	115	4	-	-	SYM
ajst-25621	115	5	10	10	NUM
ajst-25621	115	6	.	.	PUNCT