id	sid	tid	token	lemma	pos
fcis-30148	1	1	frontiers	frontier	NOUN
fcis-30148	1	2	in	in	ADP
fcis-30148	1	3	computing	computing	NOUN
fcis-30148	1	4	and	and	CCONJ
fcis-30148	1	5	intelligent	intelligent	ADJ
fcis-30148	1	6	systems	system	NOUN
fcis-30148	1	7	issn	issn	VERB
fcis-30148	1	8	:	:	PUNCT
fcis-30148	1	9	2832	2832	NUM
fcis-30148	1	10	-	-	SYM
fcis-30148	1	11	6024	6024	NUM
fcis-30148	1	12	|	|	NOUN
fcis-30148	1	13	vol	vol	NOUN
fcis-30148	1	14	.	.	PROPN
fcis-30148	2	1	11	11	NUM
fcis-30148	2	2	,	,	PUNCT
fcis-30148	2	3	no	no	INTJ
fcis-30148	2	4	.	.	NOUN
fcis-30148	2	5	3	3	NUM
fcis-30148	2	6	,	,	PUNCT
fcis-30148	2	7	2025	2025	NUM
fcis-30148	2	8	104	104	NUM
fcis-30148	2	9	research	research	NOUN
fcis-30148	2	10	on	on	ADP
fcis-30148	2	11	medical	medical	ADJ
fcis-30148	2	12	device	device	NOUN
fcis-30148	2	13	measurement	measurement	NOUN
fcis-30148	2	14	and	and	CCONJ
fcis-30148	2	15	inspection	inspection	NOUN
fcis-30148	2	16	system	system	NOUN
fcis-30148	2	17	based	base	VERB
fcis-30148	2	18	on	on	ADP
fcis-30148	2	19	big	big	ADJ
fcis-30148	2	20	data	datum	NOUN
fcis-30148	2	21	analysis	analysis	NOUN
fcis-30148	2	22	yanqing	yanqe	VERB
fcis-30148	2	23	yu	yu	PROPN
fcis-30148	2	24	,	,	PUNCT
fcis-30148	2	25	qiuyan	qiuyan	PROPN
fcis-30148	2	26	wang	wang	PROPN
fcis-30148	2	27	jixiang	jixiang	PROPN
fcis-30148	2	28	fire	fire	PROPN
fcis-30148	2	29	(	(	PUNCT
fcis-30148	2	30	hangzhou	hangzhou	PROPN
fcis-30148	2	31	)	)	PUNCT
fcis-30148	2	32	calibration	calibration	NOUN
fcis-30148	2	33	and	and	CCONJ
fcis-30148	2	34	testing	testing	PROPN
fcis-30148	2	35	co.	co.	PROPN
fcis-30148	2	36	,	,	PUNCT
fcis-30148	2	37	ltd	ltd	PROPN
fcis-30148	2	38	.	.	PROPN
fcis-30148	3	1	hangzhou	hangzhou	PROPN
fcis-30148	3	2	,	,	PUNCT
fcis-30148	3	3	zhejiang	zhejiang	PROPN
fcis-30148	3	4	,	,	PUNCT
fcis-30148	3	5	310012	310012	NUM
fcis-30148	3	6	,	,	PUNCT
fcis-30148	3	7	china	china	PROPN
fcis-30148	3	8	abstract	abstract	NOUN
fcis-30148	3	9	:	:	PUNCT
fcis-30148	3	10	the	the	DET
fcis-30148	3	11	accuracy	accuracy	NOUN
fcis-30148	3	12	and	and	CCONJ
fcis-30148	3	13	stability	stability	NOUN
fcis-30148	3	14	of	of	ADP
fcis-30148	3	15	medical	medical	ADJ
fcis-30148	3	16	equipment	equipment	NOUN
fcis-30148	3	17	have	have	VERB
fcis-30148	3	18	a	a	DET
fcis-30148	3	19	crucial	crucial	ADJ
fcis-30148	3	20	impact	impact	NOUN
fcis-30148	3	21	on	on	ADP
fcis-30148	3	22	the	the	DET
fcis-30148	3	23	diagnostic	diagnostic	ADJ
fcis-30148	3	24	results	result	NOUN
fcis-30148	3	25	and	and	CCONJ
fcis-30148	3	26	therapeutic	therapeutic	ADJ
fcis-30148	3	27	effects	effect	NOUN
fcis-30148	3	28	of	of	ADP
fcis-30148	3	29	patients	patient	NOUN
fcis-30148	3	30	,	,	PUNCT
fcis-30148	3	31	so	so	ADV
fcis-30148	3	32	the	the	DET
fcis-30148	3	33	measurement	measurement	NOUN
fcis-30148	3	34	and	and	CCONJ
fcis-30148	3	35	testing	testing	NOUN
fcis-30148	3	36	technology	technology	NOUN
fcis-30148	3	37	of	of	ADP
fcis-30148	3	38	medical	medical	ADJ
fcis-30148	3	39	equipment	equipment	NOUN
fcis-30148	3	40	has	have	AUX
fcis-30148	3	41	become	become	VERB
fcis-30148	3	42	particularly	particularly	ADV
fcis-30148	3	43	important	important	ADJ
fcis-30148	3	44	.	.	PUNCT
fcis-30148	4	1	this	this	DET
fcis-30148	4	2	thesis	thesis	NOUN
fcis-30148	4	3	is	be	AUX
fcis-30148	4	4	based	base	VERB
fcis-30148	4	5	on	on	ADP
fcis-30148	4	6	big	big	ADJ
fcis-30148	4	7	data	datum	NOUN
fcis-30148	4	8	analysis	analysis	NOUN
fcis-30148	4	9	of	of	ADP
fcis-30148	4	10	medical	medical	ADJ
fcis-30148	4	11	equipment	equipment	NOUN
fcis-30148	4	12	measurement	measurement	NOUN
fcis-30148	4	13	and	and	CCONJ
fcis-30148	4	14	testing	testing	NOUN
fcis-30148	4	15	technology	technology	NOUN
fcis-30148	4	16	,	,	PUNCT
fcis-30148	4	17	through	through	ADP
fcis-30148	4	18	the	the	DET
fcis-30148	4	19	comprehensive	comprehensive	ADJ
fcis-30148	4	20	use	use	NOUN
fcis-30148	4	21	of	of	ADP
fcis-30148	4	22	data	datum	NOUN
fcis-30148	4	23	mining	mining	NOUN
fcis-30148	4	24	,	,	PUNCT
fcis-30148	4	25	machine	machine	NOUN
fcis-30148	4	26	learning	learning	NOUN
fcis-30148	4	27	and	and	CCONJ
fcis-30148	4	28	other	other	ADJ
fcis-30148	4	29	big	big	ADJ
fcis-30148	4	30	data	datum	NOUN
fcis-30148	4	31	analysis	analysis	NOUN
fcis-30148	4	32	technology	technology	NOUN
fcis-30148	4	33	,	,	PUNCT
fcis-30148	4	34	in	in	ADP
fcis-30148	4	35	-	-	PUNCT
fcis-30148	4	36	depth	depth	NOUN
fcis-30148	4	37	analysis	analysis	NOUN
fcis-30148	4	38	of	of	ADP
fcis-30148	4	39	medical	medical	ADJ
fcis-30148	4	40	equipment	equipment	NOUN
fcis-30148	4	41	measurement	measurement	NOUN
fcis-30148	4	42	and	and	CCONJ
fcis-30148	4	43	testing	testing	NOUN
fcis-30148	4	44	data	datum	NOUN
fcis-30148	4	45	,	,	PUNCT
fcis-30148	4	46	to	to	PART
fcis-30148	4	47	achieve	achieve	VERB
fcis-30148	4	48	accurate	accurate	ADJ
fcis-30148	4	49	assessment	assessment	NOUN
fcis-30148	4	50	of	of	ADP
fcis-30148	4	51	the	the	DET
fcis-30148	4	52	performance	performance	NOUN
fcis-30148	4	53	of	of	ADP
fcis-30148	4	54	medical	medical	ADJ
fcis-30148	4	55	equipment	equipment	NOUN
fcis-30148	4	56	,	,	PUNCT
fcis-30148	4	57	fault	fault	NOUN
fcis-30148	4	58	prediction	prediction	NOUN
fcis-30148	4	59	and	and	CCONJ
fcis-30148	4	60	timely	timely	ADJ
fcis-30148	4	61	maintenance	maintenance	NOUN
fcis-30148	4	62	,	,	PUNCT
fcis-30148	4	63	so	so	SCONJ
fcis-30148	4	64	as	as	SCONJ
fcis-30148	4	65	to	to	PART
fcis-30148	4	66	improve	improve	VERB
fcis-30148	4	67	the	the	DET
fcis-30148	4	68	efficiency	efficiency	NOUN
fcis-30148	4	69	and	and	CCONJ
fcis-30148	4	70	safety	safety	NOUN
fcis-30148	4	71	of	of	ADP
fcis-30148	4	72	the	the	DET
fcis-30148	4	73	use	use	NOUN
fcis-30148	4	74	of	of	ADP
fcis-30148	4	75	medical	medical	ADJ
fcis-30148	4	76	equipment	equipment	NOUN
fcis-30148	4	77	,	,	PUNCT
fcis-30148	4	78	and	and	CCONJ
fcis-30148	4	79	to	to	PART
fcis-30148	4	80	provide	provide	VERB
fcis-30148	4	81	a	a	DET
fcis-30148	4	82	strong	strong	ADJ
fcis-30148	4	83	support	support	NOUN
fcis-30148	4	84	for	for	ADP
fcis-30148	4	85	the	the	DET
fcis-30148	4	86	development	development	NOUN
fcis-30148	4	87	of	of	ADP
fcis-30148	4	88	the	the	DET
fcis-30148	4	89	medical	medical	ADJ
fcis-30148	4	90	industry	industry	NOUN
fcis-30148	4	91	.	.	PUNCT
fcis-30148	5	1	this	this	DET
fcis-30148	5	2	thesis	thesis	NOUN
fcis-30148	5	3	provides	provide	VERB
fcis-30148	5	4	new	new	ADJ
fcis-30148	5	5	ideas	idea	NOUN
fcis-30148	5	6	and	and	CCONJ
fcis-30148	5	7	methods	method	NOUN
fcis-30148	5	8	for	for	ADP
fcis-30148	5	9	the	the	DET
fcis-30148	5	10	development	development	NOUN
fcis-30148	5	11	of	of	ADP
fcis-30148	5	12	medical	medical	ADJ
fcis-30148	5	13	equipment	equipment	NOUN
fcis-30148	5	14	measurement	measurement	NOUN
fcis-30148	5	15	and	and	CCONJ
fcis-30148	5	16	testing	testing	NOUN
fcis-30148	5	17	technology	technology	NOUN
fcis-30148	5	18	,	,	PUNCT
fcis-30148	5	19	which	which	PRON
fcis-30148	5	20	helps	help	VERB
fcis-30148	5	21	to	to	PART
fcis-30148	5	22	promote	promote	VERB
fcis-30148	5	23	the	the	DET
fcis-30148	5	24	scientific	scientific	ADJ
fcis-30148	5	25	and	and	CCONJ
fcis-30148	5	26	intelligent	intelligent	ADJ
fcis-30148	5	27	management	management	NOUN
fcis-30148	5	28	of	of	ADP
fcis-30148	5	29	medical	medical	ADJ
fcis-30148	5	30	equipment	equipment	NOUN
fcis-30148	5	31	.	.	PUNCT
fcis-30148	6	1	keywords	keyword	NOUN
fcis-30148	6	2	:	:	PUNCT
fcis-30148	6	3	big	big	ADJ
fcis-30148	6	4	data	datum	NOUN
fcis-30148	6	5	analytics	analytic	NOUN
fcis-30148	6	6	;	;	PUNCT
fcis-30148	6	7	medical	medical	ADJ
fcis-30148	6	8	devices	device	NOUN
fcis-30148	6	9	;	;	PUNCT
fcis-30148	6	10	metrology	metrology	NOUN
fcis-30148	6	11	and	and	CCONJ
fcis-30148	6	12	testing	testing	NOUN
fcis-30148	6	13	;	;	PUNCT
fcis-30148	6	14	quality	quality	NOUN
fcis-30148	6	15	control	control	NOUN
fcis-30148	6	16	.	.	PUNCT
fcis-30148	7	1	1	1	X
fcis-30148	7	2	.	.	X
fcis-30148	7	3	introduction	introduction	NOUN
fcis-30148	7	4	in	in	ADP
fcis-30148	7	5	today	today	NOUN
fcis-30148	7	6	's	's	PART
fcis-30148	7	7	digital	digital	ADJ
fcis-30148	7	8	era	era	NOUN
fcis-30148	7	9	,	,	PUNCT
fcis-30148	7	10	the	the	DET
fcis-30148	7	11	amount	amount	NOUN
fcis-30148	7	12	of	of	ADP
fcis-30148	7	13	data	datum	NOUN
fcis-30148	7	14	generated	generate	VERB
fcis-30148	7	15	in	in	ADP
fcis-30148	7	16	the	the	DET
fcis-30148	7	17	medical	medical	ADJ
fcis-30148	7	18	field	field	NOUN
fcis-30148	7	19	is	be	AUX
fcis-30148	7	20	exploding	explode	VERB
fcis-30148	7	21	.	.	PUNCT
fcis-30148	8	1	medical	medical	ADJ
fcis-30148	8	2	equipment	equipment	NOUN
fcis-30148	8	3	,	,	PUNCT
fcis-30148	8	4	as	as	ADP
fcis-30148	8	5	an	an	DET
fcis-30148	8	6	important	important	ADJ
fcis-30148	8	7	support	support	NOUN
fcis-30148	8	8	for	for	ADP
fcis-30148	8	9	medical	medical	ADJ
fcis-30148	8	10	services	service	NOUN
fcis-30148	8	11	,	,	PUNCT
fcis-30148	8	12	is	be	AUX
fcis-30148	8	13	increasing	increase	VERB
fcis-30148	8	14	in	in	ADP
fcis-30148	8	15	variety	variety	NOUN
fcis-30148	8	16	and	and	CCONJ
fcis-30148	8	17	number	number	NOUN
fcis-30148	8	18	,	,	PUNCT
fcis-30148	8	19	and	and	CCONJ
fcis-30148	8	20	its	its	PRON
fcis-30148	8	21	functions	function	NOUN
fcis-30148	8	22	are	be	AUX
fcis-30148	8	23	becoming	become	VERB
fcis-30148	8	24	increasingly	increasingly	ADV
fcis-30148	8	25	complex	complex	ADJ
fcis-30148	8	26	.	.	PUNCT
fcis-30148	9	1	traditional	traditional	ADJ
fcis-30148	9	2	medical	medical	ADJ
fcis-30148	9	3	equipment	equipment	NOUN
fcis-30148	9	4	measurement	measurement	NOUN
fcis-30148	9	5	and	and	CCONJ
fcis-30148	9	6	testing	testing	NOUN
fcis-30148	9	7	methods	method	NOUN
fcis-30148	9	8	have	have	AUX
fcis-30148	9	9	been	be	AUX
fcis-30148	9	10	difficult	difficult	ADJ
fcis-30148	9	11	to	to	PART
fcis-30148	9	12	meet	meet	VERB
fcis-30148	9	13	the	the	DET
fcis-30148	9	14	needs	need	NOUN
fcis-30148	9	15	of	of	ADP
fcis-30148	9	16	modern	modern	ADJ
fcis-30148	9	17	healthcare	healthcare	NOUN
fcis-30148	9	18	for	for	ADP
fcis-30148	9	19	equipment	equipment	NOUN
fcis-30148	9	20	accuracy	accuracy	NOUN
fcis-30148	9	21	,	,	PUNCT
fcis-30148	9	22	reliability	reliability	NOUN
fcis-30148	9	23	and	and	CCONJ
fcis-30148	9	24	efficient	efficient	ADJ
fcis-30148	9	25	management	management	NOUN
fcis-30148	9	26	.	.	PUNCT
fcis-30148	10	1	the	the	DET
fcis-30148	10	2	emergence	emergence	NOUN
fcis-30148	10	3	of	of	ADP
fcis-30148	10	4	big	big	ADJ
fcis-30148	10	5	data	datum	NOUN
fcis-30148	10	6	analysis	analysis	NOUN
fcis-30148	10	7	technology	technology	NOUN
fcis-30148	10	8	has	have	AUX
fcis-30148	10	9	brought	bring	VERB
fcis-30148	10	10	new	new	ADJ
fcis-30148	10	11	opportunities	opportunity	NOUN
fcis-30148	10	12	for	for	ADP
fcis-30148	10	13	medical	medical	ADJ
fcis-30148	10	14	equipment	equipment	NOUN
fcis-30148	10	15	measurement	measurement	NOUN
fcis-30148	10	16	and	and	CCONJ
fcis-30148	10	17	testing	testing	NOUN
fcis-30148	10	18	[	[	X
fcis-30148	10	19	1	1	NUM
fcis-30148	10	20	]	]	PUNCT
fcis-30148	10	21	.	.	PUNCT
fcis-30148	11	1	through	through	ADP
fcis-30148	11	2	the	the	DET
fcis-30148	11	3	collection	collection	NOUN
fcis-30148	11	4	,	,	PUNCT
fcis-30148	11	5	storage	storage	NOUN
fcis-30148	11	6	,	,	PUNCT
fcis-30148	11	7	processing	processing	NOUN
fcis-30148	11	8	and	and	CCONJ
fcis-30148	11	9	analysis	analysis	NOUN
fcis-30148	11	10	of	of	ADP
fcis-30148	11	11	a	a	DET
fcis-30148	11	12	large	large	ADJ
fcis-30148	11	13	amount	amount	NOUN
fcis-30148	11	14	of	of	ADP
fcis-30148	11	15	medical	medical	ADJ
fcis-30148	11	16	equipment	equipment	NOUN
fcis-30148	11	17	data	datum	NOUN
fcis-30148	11	18	,	,	PUNCT
fcis-30148	11	19	it	it	PRON
fcis-30148	11	20	can	can	AUX
fcis-30148	11	21	achieve	achieve	VERB
fcis-30148	11	22	more	more	ADV
fcis-30148	11	23	accurate	accurate	ADJ
fcis-30148	11	24	detection	detection	NOUN
fcis-30148	11	25	,	,	PUNCT
fcis-30148	11	26	predictive	predictive	ADJ
fcis-30148	11	27	maintenance	maintenance	NOUN
fcis-30148	11	28	,	,	PUNCT
fcis-30148	11	29	improve	improve	VERB
fcis-30148	11	30	the	the	DET
fcis-30148	11	31	use	use	NOUN
fcis-30148	11	32	of	of	ADP
fcis-30148	11	33	medical	medical	ADJ
fcis-30148	11	34	equipment	equipment	NOUN
fcis-30148	11	35	safety	safety	NOUN
fcis-30148	11	36	and	and	CCONJ
fcis-30148	11	37	reliability	reliability	NOUN
fcis-30148	11	38	,	,	PUNCT
fcis-30148	11	39	reduce	reduce	VERB
fcis-30148	11	40	the	the	DET
fcis-30148	11	41	impact	impact	NOUN
fcis-30148	11	42	of	of	ADP
fcis-30148	11	43	equipment	equipment	NOUN
fcis-30148	11	44	failure	failure	NOUN
fcis-30148	11	45	on	on	ADP
fcis-30148	11	46	patient	patient	ADJ
fcis-30148	11	47	care	care	NOUN
fcis-30148	11	48	,	,	PUNCT
fcis-30148	11	49	maintain	maintain	VERB
fcis-30148	11	50	the	the	DET
fcis-30148	11	51	continuity	continuity	NOUN
fcis-30148	11	52	and	and	CCONJ
fcis-30148	11	53	high	high	ADJ
fcis-30148	11	54	quality	quality	NOUN
fcis-30148	11	55	of	of	ADP
fcis-30148	11	56	medical	medical	ADJ
fcis-30148	11	57	services	service	NOUN
fcis-30148	11	58	,	,	PUNCT
fcis-30148	11	59	provide	provide	VERB
fcis-30148	11	60	a	a	DET
fcis-30148	11	61	scientific	scientific	ADJ
fcis-30148	11	62	basis	basis	NOUN
fcis-30148	11	63	for	for	ADP
fcis-30148	11	64	decision	decision	NOUN
fcis-30148	11	65	-	-	PUNCT
fcis-30148	11	66	making	making	NOUN
fcis-30148	11	67	for	for	ADP
fcis-30148	11	68	healthcare	healthcare	NOUN
fcis-30148	11	69	institutions	institution	NOUN
fcis-30148	11	70	,	,	PUNCT
fcis-30148	11	71	and	and	CCONJ
fcis-30148	11	72	drive	drive	VERB
fcis-30148	11	73	the	the	DET
fcis-30148	11	74	process	process	NOUN
fcis-30148	11	75	of	of	ADP
fcis-30148	11	76	digitalization	digitalization	NOUN
fcis-30148	11	77	and	and	CCONJ
fcis-30148	11	78	intelligent	intelligent	ADJ
fcis-30148	11	79	transformation	transformation	NOUN
fcis-30148	11	80	of	of	ADP
fcis-30148	11	81	the	the	DET
fcis-30148	11	82	medical	medical	ADJ
fcis-30148	11	83	industry	industry	NOUN
fcis-30148	12	1	[	[	X
fcis-30148	12	2	2	2	NUM
fcis-30148	12	3	]	]	PUNCT
fcis-30148	12	4	.	.	PUNCT
fcis-30148	13	1	this	this	DET
fcis-30148	13	2	thesis	thesis	NOUN
fcis-30148	13	3	conducts	conduct	VERB
fcis-30148	13	4	in	in	ADP
fcis-30148	13	5	-	-	PUNCT
fcis-30148	13	6	depth	depth	NOUN
fcis-30148	13	7	research	research	NOUN
fcis-30148	13	8	on	on	ADP
fcis-30148	13	9	medical	medical	ADJ
fcis-30148	13	10	equipment	equipment	NOUN
fcis-30148	13	11	measurement	measurement	NOUN
fcis-30148	13	12	and	and	CCONJ
fcis-30148	13	13	testing	testing	NOUN
fcis-30148	13	14	technology	technology	NOUN
fcis-30148	13	15	based	base	VERB
fcis-30148	13	16	on	on	ADP
fcis-30148	13	17	big	big	ADJ
fcis-30148	13	18	data	datum	NOUN
fcis-30148	13	19	analysis	analysis	NOUN
fcis-30148	13	20	,	,	PUNCT
fcis-30148	13	21	and	and	CCONJ
fcis-30148	13	22	builds	build	VERB
fcis-30148	13	23	equipment	equipment	NOUN
fcis-30148	13	24	performance	performance	NOUN
fcis-30148	13	25	assessment	assessment	NOUN
fcis-30148	13	26	model	model	NOUN
fcis-30148	13	27	and	and	CCONJ
fcis-30148	13	28	fault	fault	VERB
fcis-30148	13	29	prediction	prediction	NOUN
fcis-30148	13	30	mechanism	mechanism	NOUN
fcis-30148	13	31	by	by	ADP
fcis-30148	13	32	integrating	integrate	VERB
fcis-30148	13	33	medical	medical	ADJ
fcis-30148	13	34	equipment	equipment	NOUN
fcis-30148	13	35	measurement	measurement	NOUN
fcis-30148	13	36	and	and	CCONJ
fcis-30148	13	37	testing	testing	NOUN
fcis-30148	13	38	data	datum	NOUN
fcis-30148	13	39	with	with	ADP
fcis-30148	13	40	big	big	ADJ
fcis-30148	13	41	data	datum	NOUN
fcis-30148	13	42	analysis	analysis	NOUN
fcis-30148	13	43	technology	technology	NOUN
fcis-30148	13	44	to	to	PART
fcis-30148	13	45	realize	realize	VERB
fcis-30148	13	46	the	the	DET
fcis-30148	13	47	fine	fine	ADJ
fcis-30148	13	48	management	management	NOUN
fcis-30148	13	49	and	and	CCONJ
fcis-30148	13	50	quality	quality	NOUN
fcis-30148	13	51	control	control	NOUN
fcis-30148	13	52	of	of	ADP
fcis-30148	13	53	medical	medical	ADJ
fcis-30148	13	54	equipment	equipment	NOUN
fcis-30148	13	55	.	.	PUNCT
fcis-30148	14	1	using	use	VERB
fcis-30148	14	2	big	big	ADJ
fcis-30148	14	3	data	datum	NOUN
fcis-30148	14	4	analysis	analysis	NOUN
fcis-30148	14	5	technology	technology	NOUN
fcis-30148	14	6	to	to	PART
fcis-30148	14	7	mine	mine	VERB
fcis-30148	14	8	the	the	DET
fcis-30148	14	9	potential	potential	ADJ
fcis-30148	14	10	information	information	NOUN
fcis-30148	14	11	in	in	ADP
fcis-30148	14	12	the	the	DET
fcis-30148	14	13	medical	medical	ADJ
fcis-30148	14	14	equipment	equipment	NOUN
fcis-30148	14	15	measurement	measurement	NOUN
fcis-30148	14	16	and	and	CCONJ
fcis-30148	14	17	testing	testing	NOUN
fcis-30148	14	18	data	datum	NOUN
fcis-30148	14	19	,	,	PUNCT
fcis-30148	14	20	revealing	reveal	VERB
fcis-30148	14	21	the	the	DET
fcis-30148	14	22	pattern	pattern	NOUN
fcis-30148	14	23	of	of	ADP
fcis-30148	14	24	change	change	NOUN
fcis-30148	14	25	in	in	ADP
fcis-30148	14	26	equipment	equipment	NOUN
fcis-30148	14	27	performance	performance	NOUN
fcis-30148	14	28	and	and	CCONJ
fcis-30148	14	29	failure	failure	NOUN
fcis-30148	14	30	modes	mode	NOUN
fcis-30148	14	31	,	,	PUNCT
fcis-30148	14	32	developing	develop	VERB
fcis-30148	14	33	a	a	DET
fcis-30148	14	34	failure	failure	NOUN
fcis-30148	14	35	prediction	prediction	NOUN
fcis-30148	14	36	model	model	NOUN
fcis-30148	14	37	for	for	ADP
fcis-30148	14	38	medical	medical	ADJ
fcis-30148	14	39	equipment	equipment	NOUN
fcis-30148	14	40	based	base	VERB
fcis-30148	14	41	on	on	ADP
fcis-30148	14	42	big	big	ADJ
fcis-30148	14	43	data	datum	NOUN
fcis-30148	14	44	,	,	PUNCT
fcis-30148	14	45	improving	improve	VERB
fcis-30148	14	46	the	the	DET
fcis-30148	14	47	accuracy	accuracy	NOUN
fcis-30148	14	48	and	and	CCONJ
fcis-30148	14	49	timeliness	timeliness	NOUN
fcis-30148	14	50	of	of	ADP
fcis-30148	14	51	the	the	DET
fcis-30148	14	52	failure	failure	NOUN
fcis-30148	14	53	early	early	ADJ
fcis-30148	14	54	warning	warning	NOUN
fcis-30148	14	55	,	,	PUNCT
fcis-30148	14	56	reducing	reduce	VERB
fcis-30148	14	57	the	the	DET
fcis-30148	14	58	failure	failure	NOUN
fcis-30148	14	59	rate	rate	NOUN
fcis-30148	14	60	of	of	ADP
fcis-30148	14	61	the	the	DET
fcis-30148	14	62	equipment	equipment	NOUN
fcis-30148	14	63	,	,	PUNCT
fcis-30148	14	64	and	and	CCONJ
fcis-30148	14	65	combining	combine	VERB
fcis-30148	14	66	the	the	DET
fcis-30148	14	67	results	result	NOUN
fcis-30148	14	68	of	of	ADP
fcis-30148	14	69	the	the	DET
fcis-30148	14	70	analysis	analysis	NOUN
fcis-30148	14	71	of	of	ADP
fcis-30148	14	72	big	big	ADJ
fcis-30148	14	73	data	datum	NOUN
fcis-30148	14	74	to	to	PART
fcis-30148	14	75	provide	provide	VERB
fcis-30148	14	76	medical	medical	ADJ
fcis-30148	14	77	institutions	institution	NOUN
fcis-30148	14	78	with	with	ADP
fcis-30148	14	79	scientific	scientific	ADJ
fcis-30148	14	80	and	and	CCONJ
fcis-30148	14	81	reasonable	reasonable	ADJ
fcis-30148	14	82	recommendations	recommendation	NOUN
fcis-30148	14	83	on	on	ADP
fcis-30148	14	84	equipment	equipment	NOUN
fcis-30148	14	85	maintenance	maintenance	NOUN
fcis-30148	14	86	strategies	strategy	NOUN
fcis-30148	14	87	and	and	CCONJ
fcis-30148	14	88	procurement	procurement	NOUN
fcis-30148	14	89	decisions	decision	NOUN
fcis-30148	14	90	,	,	PUNCT
fcis-30148	14	91	and	and	CCONJ
fcis-30148	14	92	improving	improve	VERB
fcis-30148	14	93	the	the	DET
fcis-30148	14	94	medical	medical	ADJ
fcis-30148	14	95	equipment	equipment	NOUN
fcis-30148	14	96	management	management	NOUN
fcis-30148	14	97	level	level	NOUN
fcis-30148	14	98	.	.	PUNCT
fcis-30148	15	1	2	2	X
fcis-30148	15	2	.	.	X
fcis-30148	15	3	research	research	NOUN
fcis-30148	15	4	on	on	ADP
fcis-30148	15	5	measurement	measurement	NOUN
fcis-30148	15	6	and	and	CCONJ
fcis-30148	15	7	detection	detection	NOUN
fcis-30148	15	8	systems	system	NOUN
fcis-30148	15	9	2.1	2.1	NUM
fcis-30148	15	10	.	.	PUNCT
fcis-30148	16	1	system	system	NOUN
fcis-30148	16	2	architecture	architecture	NOUN
fcis-30148	16	3	design	design	VERB
fcis-30148	16	4	the	the	DET
fcis-30148	16	5	architecture	architecture	NOUN
fcis-30148	16	6	of	of	ADP
fcis-30148	16	7	this	this	DET
fcis-30148	16	8	thesis	thesis	NOUN
fcis-30148	16	9	metrology	metrology	NOUN
fcis-30148	16	10	testing	testing	NOUN
fcis-30148	16	11	system	system	NOUN
fcis-30148	16	12	is	be	AUX
fcis-30148	16	13	mainly	mainly	ADV
fcis-30148	16	14	divided	divide	VERB
fcis-30148	16	15	into	into	ADP
fcis-30148	16	16	data	datum	NOUN
fcis-30148	16	17	acquisition	acquisition	NOUN
fcis-30148	16	18	layer	layer	NOUN
fcis-30148	16	19	,	,	PUNCT
fcis-30148	16	20	data	data	NOUN
fcis-30148	16	21	transmission	transmission	NOUN
fcis-30148	16	22	layer	layer	NOUN
fcis-30148	16	23	,	,	PUNCT
fcis-30148	16	24	data	datum	NOUN
fcis-30148	16	25	processing	processing	NOUN
fcis-30148	16	26	layer	layer	NOUN
fcis-30148	16	27	and	and	CCONJ
fcis-30148	16	28	application	application	NOUN
fcis-30148	16	29	layer	layer	NOUN
fcis-30148	16	30	.	.	PUNCT
fcis-30148	17	1	the	the	DET
fcis-30148	17	2	data	data	NOUN
fcis-30148	17	3	acquisition	acquisition	NOUN
fcis-30148	17	4	layer	layer	NOUN
fcis-30148	17	5	collects	collect	VERB
fcis-30148	17	6	real	real	ADJ
fcis-30148	17	7	-	-	PUNCT
fcis-30148	17	8	time	time	NOUN
fcis-30148	17	9	operating	operate	VERB
fcis-30148	17	10	data	datum	NOUN
fcis-30148	17	11	,	,	PUNCT
fcis-30148	17	12	metrology	metrology	NOUN
fcis-30148	17	13	data	datum	NOUN
fcis-30148	17	14	,	,	PUNCT
fcis-30148	17	15	etc	etc	X
fcis-30148	17	16	.	.	X
fcis-30148	17	17	of	of	ADP
fcis-30148	17	18	medical	medical	ADJ
fcis-30148	17	19	devices	device	NOUN
fcis-30148	17	20	through	through	ADP
fcis-30148	17	21	sensors	sensor	NOUN
fcis-30148	17	22	,	,	PUNCT
fcis-30148	17	23	interfaces	interface	NOUN
fcis-30148	17	24	,	,	PUNCT
fcis-30148	17	25	and	and	CCONJ
fcis-30148	17	26	other	other	ADJ
fcis-30148	17	27	means	mean	NOUN
fcis-30148	17	28	.	.	PUNCT
fcis-30148	18	1	the	the	DET
fcis-30148	18	2	data	data	NOUN
fcis-30148	18	3	transmission	transmission	NOUN
fcis-30148	18	4	layer	layer	NOUN
fcis-30148	18	5	uses	use	VERB
fcis-30148	18	6	wired	wire	VERB
fcis-30148	18	7	or	or	CCONJ
fcis-30148	18	8	wireless	wireless	ADJ
fcis-30148	18	9	communication	communication	NOUN
fcis-30148	18	10	technologies	technology	NOUN
fcis-30148	18	11	,	,	PUNCT
fcis-30148	18	12	such	such	ADJ
fcis-30148	18	13	as	as	ADP
fcis-30148	18	14	5	5	NUM
fcis-30148	18	15	g	g	NOUN
fcis-30148	18	16	,	,	PUNCT
fcis-30148	18	17	wi	wi	PROPN
fcis-30148	18	18	-	-	PUNCT
fcis-30148	18	19	fi	fi	NOUN
fcis-30148	18	20	,	,	PUNCT
fcis-30148	18	21	etc	etc	X
fcis-30148	18	22	.	.	X
fcis-30148	18	23	,	,	PUNCT
fcis-30148	18	24	to	to	PART
fcis-30148	18	25	transmit	transmit	VERB
fcis-30148	18	26	the	the	DET
fcis-30148	18	27	collected	collect	VERB
fcis-30148	18	28	data	datum	NOUN
fcis-30148	18	29	to	to	ADP
fcis-30148	18	30	the	the	DET
fcis-30148	18	31	data	data	NOUN
fcis-30148	18	32	center	center	NOUN
fcis-30148	18	33	safely	safely	ADV
fcis-30148	18	34	and	and	CCONJ
fcis-30148	18	35	quickly	quickly	ADV
fcis-30148	18	36	.	.	PUNCT
fcis-30148	19	1	for	for	ADP
fcis-30148	19	2	the	the	DET
fcis-30148	19	3	data	data	NOUN
fcis-30148	19	4	processing	processing	NOUN
fcis-30148	19	5	layer	layer	NOUN
fcis-30148	19	6	,	,	PUNCT
fcis-30148	19	7	this	this	DET
fcis-30148	19	8	study	study	NOUN
fcis-30148	19	9	adopts	adopt	VERB
fcis-30148	19	10	the	the	DET
fcis-30148	19	11	hadoop	hadoop	NOUN
fcis-30148	19	12	ecosystem	ecosystem	NOUN
fcis-30148	19	13	and	and	CCONJ
fcis-30148	19	14	spark	spark	NOUN
fcis-30148	19	15	computing	computing	NOUN
fcis-30148	19	16	engine	engine	NOUN
fcis-30148	19	17	to	to	PART
fcis-30148	19	18	build	build	VERB
fcis-30148	19	19	a	a	DET
fcis-30148	19	20	data	data	NOUN
fcis-30148	19	21	processing	processing	NOUN
fcis-30148	19	22	platform	platform	NOUN
fcis-30148	19	23	,	,	PUNCT
fcis-30148	19	24	which	which	PRON
fcis-30148	19	25	realizes	realize	VERB
fcis-30148	19	26	multi	multi	ADJ
fcis-30148	19	27	-	-	ADJ
fcis-30148	19	28	source	source	ADJ
fcis-30148	19	29	heterogeneous	heterogeneous	ADJ
fcis-30148	19	30	data	datum	NOUN
fcis-30148	19	31	purification	purification	NOUN
fcis-30148	19	32	,	,	PUNCT
fcis-30148	19	33	distributed	distribute	VERB
fcis-30148	19	34	persistent	persistent	ADJ
fcis-30148	19	35	storage	storage	NOUN
fcis-30148	19	36	,	,	PUNCT
fcis-30148	19	37	multi	multi	ADJ
fcis-30148	19	38	-	-	ADJ
fcis-30148	19	39	dimensional	dimensional	ADJ
fcis-30148	19	40	feature	feature	NOUN
fcis-30148	19	41	analysis	analysis	NOUN
fcis-30148	19	42	and	and	CCONJ
fcis-30148	19	43	knowledge	knowledge	NOUN
fcis-30148	19	44	graph	graph	NOUN
fcis-30148	19	45	construction	construction	NOUN
fcis-30148	19	46	[	[	X
fcis-30148	19	47	3	3	NUM
fcis-30148	19	48	]	]	PUNCT
fcis-30148	19	49	,	,	PUNCT
fcis-30148	19	50	so	so	SCONJ
fcis-30148	19	51	as	as	SCONJ
fcis-30148	19	52	to	to	PART
fcis-30148	19	53	effectively	effectively	ADV
fcis-30148	19	54	explore	explore	VERB
fcis-30148	19	55	the	the	DET
fcis-30148	19	56	potential	potential	ADJ
fcis-30148	19	57	data	data	NOUN
fcis-30148	19	58	value	value	NOUN
fcis-30148	19	59	.	.	PUNCT
fcis-30148	20	1	the	the	DET
fcis-30148	20	2	application	application	NOUN
fcis-30148	20	3	layer	layer	NOUN
fcis-30148	20	4	provides	provide	VERB
fcis-30148	20	5	users	user	NOUN
fcis-30148	20	6	with	with	ADP
fcis-30148	20	7	a	a	DET
fcis-30148	20	8	visualization	visualization	NOUN
fcis-30148	20	9	interface	interface	NOUN
fcis-30148	20	10	,	,	PUNCT
fcis-30148	20	11	which	which	PRON
fcis-30148	20	12	is	be	AUX
fcis-30148	20	13	convenient	convenient	ADJ
fcis-30148	20	14	for	for	SCONJ
fcis-30148	20	15	managers	manager	NOUN
fcis-30148	20	16	to	to	PART
fcis-30148	20	17	view	view	VERB
fcis-30148	20	18	the	the	DET
fcis-30148	20	19	status	status	NOUN
fcis-30148	20	20	of	of	ADP
fcis-30148	20	21	equipment	equipment	NOUN
fcis-30148	20	22	,	,	PUNCT
fcis-30148	20	23	generate	generate	VERB
fcis-30148	20	24	inspection	inspection	NOUN
fcis-30148	20	25	reports	report	NOUN
fcis-30148	20	26	,	,	PUNCT
fcis-30148	20	27	predict	predict	VERB
fcis-30148	20	28	equipment	equipment	NOUN
fcis-30148	20	29	failures	failure	NOUN
fcis-30148	20	30	,	,	PUNCT
fcis-30148	20	31	etc	etc	X
fcis-30148	20	32	.	.	X
fcis-30148	20	33	,	,	PUNCT
fcis-30148	20	34	in	in	ADP
fcis-30148	20	35	order	order	NOUN
fcis-30148	20	36	to	to	PART
fcis-30148	20	37	realize	realize	VERB
fcis-30148	20	38	the	the	DET
fcis-30148	20	39	intelligent	intelligent	ADJ
fcis-30148	20	40	management	management	NOUN
fcis-30148	20	41	of	of	ADP
fcis-30148	20	42	medical	medical	ADJ
fcis-30148	20	43	equipment	equipment	NOUN
fcis-30148	20	44	metrology	metrology	NOUN
fcis-30148	20	45	and	and	CCONJ
fcis-30148	20	46	inspection	inspection	NOUN
fcis-30148	20	47	,	,	PUNCT
fcis-30148	20	48	improve	improve	VERB
fcis-30148	20	49	the	the	DET
fcis-30148	20	50	accuracy	accuracy	NOUN
fcis-30148	20	51	and	and	CCONJ
fcis-30148	20	52	safety	safety	NOUN
fcis-30148	20	53	of	of	ADP
fcis-30148	20	54	medical	medical	ADJ
fcis-30148	20	55	equipment	equipment	NOUN
fcis-30148	20	56	,	,	PUNCT
fcis-30148	20	57	and	and	CCONJ
fcis-30148	20	58	safeguard	safeguard	VERB
fcis-30148	20	59	the	the	DET
fcis-30148	20	60	quality	quality	NOUN
fcis-30148	20	61	of	of	ADP
fcis-30148	20	62	medical	medical	ADJ
fcis-30148	20	63	services	service	NOUN
fcis-30148	20	64	.	.	PUNCT
fcis-30148	21	1	2.2	2.2	NUM
fcis-30148	21	2	.	.	PUNCT
fcis-30148	21	3	data	datum	NOUN
fcis-30148	21	4	acquisition	acquisition	NOUN
fcis-30148	21	5	and	and	CCONJ
fcis-30148	21	6	preprocessing	preprocesse	VERB
fcis-30148	21	7	2.2.1	2.2.1	NUM
fcis-30148	21	8	.	.	PUNCT
fcis-30148	22	1	sources	source	NOUN
fcis-30148	22	2	and	and	CCONJ
fcis-30148	22	3	modes	mode	NOUN
fcis-30148	22	4	of	of	ADP
fcis-30148	22	5	data	datum	NOUN
fcis-30148	22	6	collection	collection	NOUN
fcis-30148	22	7	the	the	DET
fcis-30148	22	8	source	source	NOUN
fcis-30148	22	9	of	of	ADP
fcis-30148	22	10	data	datum	NOUN
fcis-30148	22	11	acquisition	acquisition	NOUN
fcis-30148	22	12	covers	cover	VERB
fcis-30148	22	13	all	all	DET
fcis-30148	22	14	kinds	kind	NOUN
fcis-30148	22	15	of	of	ADP
fcis-30148	22	16	medical	medical	ADJ
fcis-30148	22	17	equipment	equipment	NOUN
fcis-30148	22	18	,	,	PUNCT
fcis-30148	22	19	including	include	VERB
fcis-30148	22	20	ct	ct	PROPN
fcis-30148	22	21	,	,	PUNCT
fcis-30148	22	22	mri	mri	NOUN
fcis-30148	22	23	,	,	PUNCT
fcis-30148	22	24	ultrasound	ultrasound	ADJ
fcis-30148	22	25	and	and	CCONJ
fcis-30148	22	26	other	other	ADJ
fcis-30148	22	27	diagnostic	diagnostic	ADJ
fcis-30148	22	28	equipment	equipment	NOUN
fcis-30148	22	29	,	,	PUNCT
fcis-30148	22	30	radiotherapy	radiotherapy	NOUN
fcis-30148	22	31	,	,	PUNCT
fcis-30148	22	32	surgical	surgical	ADJ
fcis-30148	22	33	navigation	navigation	NOUN
fcis-30148	22	34	systems	system	NOUN
fcis-30148	22	35	and	and	CCONJ
fcis-30148	22	36	other	other	ADJ
fcis-30148	22	37	therapeutic	therapeutic	ADJ
fcis-30148	22	38	equipment	equipment	NOUN
fcis-30148	22	39	,	,	PUNCT
fcis-30148	22	40	electrocardiographic	electrocardiographic	ADJ
fcis-30148	22	41	monitors	monitor	NOUN
fcis-30148	22	42	,	,	PUNCT
fcis-30148	22	43	blood	blood	NOUN
fcis-30148	22	44	pressure	pressure	NOUN
fcis-30148	22	45	monitors	monitor	NOUN
fcis-30148	22	46	and	and	CCONJ
fcis-30148	22	47	other	other	ADJ
fcis-30148	22	48	monitoring	monitoring	NOUN
fcis-30148	22	49	equipment	equipment	NOUN
fcis-30148	22	50	,	,	PUNCT
fcis-30148	22	51	and	and	CCONJ
fcis-30148	22	52	biochemical	biochemical	ADJ
fcis-30148	22	53	analyzers	analyzer	NOUN
fcis-30148	22	54	,	,	PUNCT
fcis-30148	22	55	blood	blood	NOUN
fcis-30148	22	56	analyzers	analyzer	NOUN
fcis-30148	22	57	and	and	CCONJ
fcis-30148	22	58	other	other	ADJ
fcis-30148	22	59	testing	testing	NOUN
fcis-30148	22	60	equipment	equipment	NOUN
fcis-30148	22	61	.	.	PUNCT
fcis-30148	23	1	acquisition	acquisition	NOUN
fcis-30148	23	2	methods	method	NOUN
fcis-30148	23	3	include	include	VERB
fcis-30148	23	4	data	datum	NOUN
fcis-30148	23	5	interface	interface	NOUN
fcis-30148	23	6	,	,	PUNCT
fcis-30148	23	7	sensor	sensor	NOUN
fcis-30148	23	8	monitoring	monitoring	NOUN
fcis-30148	23	9	,	,	PUNCT
fcis-30148	23	10	network	network	NOUN
fcis-30148	23	11	communication	communication	NOUN
fcis-30148	23	12	protocols	protocol	NOUN
fcis-30148	23	13	,	,	PUNCT
fcis-30148	23	14	etc	etc	X
fcis-30148	23	15	.	.	X
fcis-30148	24	1	the	the	DET
fcis-30148	24	2	data	data	NOUN
fcis-30148	24	3	interface	interface	NOUN
fcis-30148	24	4	can	can	AUX
fcis-30148	24	5	be	be	AUX
fcis-30148	24	6	used	use	VERB
fcis-30148	24	7	to	to	PART
fcis-30148	24	8	directly	directly	ADV
fcis-30148	24	9	acquire	acquire	VERB
fcis-30148	24	10	the	the	DET
fcis-30148	24	11	operating	operating	NOUN
fcis-30148	24	12	parameters	parameter	NOUN
fcis-30148	24	13	,	,	PUNCT
fcis-30148	24	14	working	work	VERB
fcis-30148	24	15	status	status	NOUN
fcis-30148	24	16	,	,	PUNCT
fcis-30148	24	17	fault	fault	VERB
fcis-30148	24	18	codes	code	NOUN
fcis-30148	24	19	and	and	CCONJ
fcis-30148	24	20	other	other	ADJ
fcis-30148	24	21	information	information	NOUN
fcis-30148	24	22	of	of	ADP
fcis-30148	24	23	the	the	DET
fcis-30148	24	24	equipment	equipment	NOUN
fcis-30148	24	25	.	.	PUNCT
fcis-30148	25	1	sensor	sensor	NOUN
fcis-30148	25	2	monitoring	monitoring	NOUN
fcis-30148	25	3	can	can	AUX
fcis-30148	25	4	be	be	AUX
fcis-30148	25	5	used	use	VERB
fcis-30148	25	6	to	to	PART
fcis-30148	25	7	collect	collect	VERB
fcis-30148	25	8	the	the	DET
fcis-30148	25	9	temperature	temperature	NOUN
fcis-30148	25	10	,	,	PUNCT
fcis-30148	25	11	pressure	pressure	NOUN
fcis-30148	25	12	,	,	PUNCT
fcis-30148	25	13	105	105	NUM
fcis-30148	25	14	vibration	vibration	NOUN
fcis-30148	25	15	and	and	CCONJ
fcis-30148	25	16	other	other	ADJ
fcis-30148	25	17	physical	physical	ADJ
fcis-30148	25	18	quantities	quantity	NOUN
fcis-30148	25	19	of	of	ADP
fcis-30148	25	20	the	the	DET
fcis-30148	25	21	equipment	equipment	NOUN
fcis-30148	25	22	,	,	PUNCT
fcis-30148	25	23	and	and	CCONJ
fcis-30148	25	24	the	the	DET
fcis-30148	25	25	network	network	NOUN
fcis-30148	25	26	communication	communication	NOUN
fcis-30148	25	27	protocol	protocol	NOUN
fcis-30148	25	28	ensures	ensure	VERB
fcis-30148	25	29	the	the	DET
fcis-30148	25	30	stable	stable	ADJ
fcis-30148	25	31	transmission	transmission	NOUN
fcis-30148	25	32	of	of	ADP
fcis-30148	25	33	data	datum	NOUN
fcis-30148	25	34	,	,	PUNCT
fcis-30148	25	35	realizing	realize	VERB
fcis-30148	25	36	remote	remote	ADJ
fcis-30148	25	37	data	datum	NOUN
fcis-30148	25	38	collection	collection	NOUN
fcis-30148	25	39	and	and	CCONJ
fcis-30148	25	40	centralized	centralized	ADJ
fcis-30148	25	41	management	management	NOUN
fcis-30148	25	42	.	.	PUNCT
fcis-30148	26	1	figure	figure	NOUN
fcis-30148	26	2	1	1	NUM
fcis-30148	26	3	.	.	PUNCT
fcis-30148	27	1	logical	logical	ADJ
fcis-30148	27	2	relationship	relationship	NOUN
fcis-30148	27	3	diagram	diagram	NOUN
fcis-30148	27	4	of	of	ADP
fcis-30148	27	5	real	real	ADJ
fcis-30148	27	6	-	-	PUNCT
fcis-30148	27	7	time	time	NOUN
fcis-30148	27	8	monitoring	monitoring	NOUN
fcis-30148	27	9	data	datum	NOUN
fcis-30148	27	10	acquisition	acquisition	NOUN
fcis-30148	27	11	,	,	PUNCT
fcis-30148	27	12	transmission	transmission	NOUN
fcis-30148	27	13	and	and	CCONJ
fcis-30148	27	14	interface	interface	NOUN
fcis-30148	27	15	for	for	ADP
fcis-30148	27	16	medical	medical	ADJ
fcis-30148	27	17	devices	device	NOUN
fcis-30148	27	18	2.2.2	2.2.2	NUM
fcis-30148	27	19	.	.	PUNCT
fcis-30148	28	1	data	datum	NOUN
fcis-30148	28	2	preprocessing	preprocessing	NOUN
fcis-30148	28	3	methods	method	NOUN
fcis-30148	28	4	and	and	CCONJ
fcis-30148	28	5	processes	process	VERB
fcis-30148	28	6	the	the	DET
fcis-30148	28	7	collected	collect	VERB
fcis-30148	28	8	data	datum	NOUN
fcis-30148	28	9	may	may	AUX
fcis-30148	28	10	have	have	VERB
fcis-30148	28	11	problems	problem	NOUN
fcis-30148	28	12	such	such	ADJ
fcis-30148	28	13	as	as	ADP
fcis-30148	28	14	noise	noise	NOUN
fcis-30148	28	15	,	,	PUNCT
fcis-30148	28	16	missing	miss	VERB
fcis-30148	28	17	values	value	NOUN
fcis-30148	28	18	and	and	CCONJ
fcis-30148	28	19	outliers	outlier	NOUN
fcis-30148	28	20	,	,	PUNCT
fcis-30148	28	21	which	which	PRON
fcis-30148	28	22	require	require	VERB
fcis-30148	28	23	preprocessing	preprocesse	VERB
fcis-30148	28	24	.	.	PUNCT
fcis-30148	29	1	preprocessing	preprocessing	NOUN
fcis-30148	29	2	methods	method	NOUN
fcis-30148	29	3	include	include	VERB
fcis-30148	29	4	data	datum	NOUN
fcis-30148	29	5	cleaning	cleaning	NOUN
fcis-30148	29	6	,	,	PUNCT
fcis-30148	29	7	data	datum	NOUN
fcis-30148	29	8	integration	integration	NOUN
fcis-30148	29	9	,	,	PUNCT
fcis-30148	29	10	data	datum	NOUN
fcis-30148	29	11	transformation	transformation	NOUN
fcis-30148	29	12	and	and	CCONJ
fcis-30148	29	13	data	datum	NOUN
fcis-30148	29	14	normalization	normalization	NOUN
fcis-30148	29	15	.	.	PUNCT
fcis-30148	30	1	data	datum	NOUN
fcis-30148	30	2	cleaning	cleaning	NOUN
fcis-30148	30	3	mainly	mainly	ADV
fcis-30148	30	4	removes	remove	VERB
fcis-30148	30	5	noise	noise	NOUN
fcis-30148	30	6	and	and	CCONJ
fcis-30148	30	7	outliers	outlier	NOUN
fcis-30148	30	8	,	,	PUNCT
fcis-30148	30	9	using	use	VERB
fcis-30148	30	10	filtering	filter	VERB
fcis-30148	30	11	algorithms	algorithm	NOUN
fcis-30148	30	12	,	,	PUNCT
fcis-30148	30	13	statistical	statistical	ADJ
fcis-30148	30	14	methods	method	NOUN
fcis-30148	30	15	and	and	CCONJ
fcis-30148	30	16	threshold	threshold	NOUN
fcis-30148	30	17	setting	set	VERB
fcis-30148	30	18	techniques	technique	NOUN
fcis-30148	30	19	[	[	X
fcis-30148	30	20	4	4	NUM
fcis-30148	30	21	]	]	PUNCT
fcis-30148	30	22	;	;	PUNCT
fcis-30148	30	23	data	datum	NOUN
fcis-30148	30	24	integration	integration	NOUN
fcis-30148	30	25	through	through	ADP
fcis-30148	30	26	the	the	DET
fcis-30148	30	27	standardization	standardization	NOUN
fcis-30148	30	28	and	and	CCONJ
fcis-30148	30	29	integration	integration	NOUN
fcis-30148	30	30	of	of	ADP
fcis-30148	30	31	heterogeneous	heterogeneous	ADJ
fcis-30148	30	32	medical	medical	ADJ
fcis-30148	30	33	device	device	NOUN
fcis-30148	30	34	data	datum	NOUN
fcis-30148	30	35	,	,	PUNCT
fcis-30148	30	36	to	to	PART
fcis-30148	30	37	achieve	achieve	VERB
fcis-30148	30	38	format	format	NOUN
fcis-30148	30	39	conversion	conversion	NOUN
fcis-30148	30	40	and	and	CCONJ
fcis-30148	30	41	coding	code	VERB
fcis-30148	30	42	unification	unification	NOUN
fcis-30148	30	43	of	of	ADP
fcis-30148	30	44	multi	multi	ADJ
fcis-30148	30	45	-	-	ADJ
fcis-30148	30	46	source	source	NOUN
fcis-30148	30	47	information	information	NOUN
fcis-30148	30	48	,	,	PUNCT
fcis-30148	30	49	to	to	PART
fcis-30148	30	50	ensure	ensure	VERB
fcis-30148	30	51	the	the	DET
fcis-30148	30	52	consistency	consistency	NOUN
fcis-30148	30	53	and	and	CCONJ
fcis-30148	30	54	completeness	completeness	NOUN
fcis-30148	30	55	of	of	ADP
fcis-30148	30	56	the	the	DET
fcis-30148	30	57	dataset	dataset	NOUN
fcis-30148	30	58	,	,	PUNCT
fcis-30148	30	59	to	to	PART
fcis-30148	30	60	provide	provide	VERB
fcis-30148	30	61	a	a	DET
fcis-30148	30	62	reliable	reliable	ADJ
fcis-30148	30	63	basis	basis	NOUN
fcis-30148	30	64	for	for	ADP
fcis-30148	30	65	the	the	DET
fcis-30148	30	66	subsequent	subsequent	ADJ
fcis-30148	30	67	analysis	analysis	NOUN
fcis-30148	30	68	;	;	PUNCT
fcis-30148	30	69	in	in	ADP
fcis-30148	30	70	this	this	DET
fcis-30148	30	71	paper	paper	NOUN
fcis-30148	30	72	,	,	PUNCT
fcis-30148	30	73	the	the	DET
fcis-30148	30	74	data	datum	NOUN
fcis-30148	30	75	are	be	AUX
fcis-30148	30	76	standardized	standardize	VERB
fcis-30148	30	77	and	and	CCONJ
fcis-30148	30	78	normalized	normalize	VERB
fcis-30148	30	79	to	to	PART
fcis-30148	30	80	achieve	achieve	VERB
fcis-30148	30	81	data	datum	NOUN
fcis-30148	30	82	transformation	transformation	NOUN
fcis-30148	30	83	to	to	PART
fcis-30148	30	84	make	make	VERB
fcis-30148	30	85	them	they	PRON
fcis-30148	30	86	adapt	adapt	VERB
fcis-30148	30	87	to	to	ADP
fcis-30148	30	88	the	the	DET
fcis-30148	30	89	requirements	requirement	NOUN
fcis-30148	30	90	of	of	ADP
fcis-30148	30	91	the	the	DET
fcis-30148	30	92	data	datum	NOUN
fcis-30148	30	93	analysis	analysis	NOUN
fcis-30148	30	94	model	model	NOUN
fcis-30148	30	95	;	;	PUNCT
fcis-30148	30	96	data	datum	NOUN
fcis-30148	30	97	generalization	generalization	NOUN
fcis-30148	30	98	is	be	AUX
fcis-30148	30	99	achieved	achieve	VERB
fcis-30148	30	100	through	through	ADP
fcis-30148	30	101	the	the	DET
fcis-30148	30	102	standardization	standardization	NOUN
fcis-30148	30	103	of	of	ADP
fcis-30148	30	104	data	datum	NOUN
fcis-30148	30	105	,	,	PUNCT
fcis-30148	30	106	and	and	CCONJ
fcis-30148	30	107	data	datum	NOUN
fcis-30148	30	108	transformations	transformation	NOUN
fcis-30148	30	109	are	be	AUX
fcis-30148	30	110	achieved	achieve	VERB
fcis-30148	30	111	through	through	ADP
fcis-30148	30	112	the	the	DET
fcis-30148	30	113	data	datum	NOUN
fcis-30148	30	114	analysis	analysis	NOUN
fcis-30148	30	115	model	model	NOUN
fcis-30148	30	116	;	;	PUNCT
fcis-30148	30	117	data	datum	NOUN
fcis-30148	30	118	generalization	generalization	NOUN
fcis-30148	30	119	is	be	AUX
fcis-30148	30	120	achieved	achieve	VERB
fcis-30148	30	121	through	through	ADP
fcis-30148	30	122	the	the	DET
fcis-30148	30	123	data	datum	NOUN
fcis-30148	30	124	analysis	analysis	NOUN
fcis-30148	30	125	model	model	NOUN
fcis-30148	30	126	.	.	PUNCT
fcis-30148	31	1	this	this	DET
fcis-30148	31	2	paper	paper	NOUN
fcis-30148	31	3	standardizes	standardize	NOUN
fcis-30148	31	4	and	and	CCONJ
fcis-30148	31	5	normalizes	normalize	VERB
fcis-30148	31	6	the	the	DET
fcis-30148	31	7	data	datum	NOUN
fcis-30148	31	8	to	to	PART
fcis-30148	31	9	achieve	achieve	VERB
fcis-30148	31	10	data	datum	NOUN
fcis-30148	31	11	transformation	transformation	NOUN
fcis-30148	31	12	,	,	PUNCT
fcis-30148	31	13	so	so	SCONJ
fcis-30148	31	14	that	that	SCONJ
fcis-30148	31	15	it	it	PRON
fcis-30148	31	16	can	can	AUX
fcis-30148	31	17	adapt	adapt	VERB
fcis-30148	31	18	to	to	ADP
fcis-30148	31	19	the	the	DET
fcis-30148	31	20	requirements	requirement	NOUN
fcis-30148	31	21	of	of	ADP
fcis-30148	31	22	the	the	DET
fcis-30148	31	23	data	datum	NOUN
fcis-30148	31	24	analysis	analysis	NOUN
fcis-30148	31	25	model	model	NOUN
fcis-30148	31	26	;	;	PUNCT
fcis-30148	31	27	data	datum	NOUN
fcis-30148	31	28	normalization	normalization	NOUN
fcis-30148	31	29	reduces	reduce	VERB
fcis-30148	31	30	the	the	DET
fcis-30148	31	31	amount	amount	NOUN
fcis-30148	31	32	of	of	ADP
fcis-30148	31	33	data	datum	NOUN
fcis-30148	31	34	and	and	CCONJ
fcis-30148	31	35	improves	improve	VERB
fcis-30148	31	36	the	the	DET
fcis-30148	31	37	efficiency	efficiency	NOUN
fcis-30148	31	38	of	of	ADP
fcis-30148	31	39	data	datum	NOUN
fcis-30148	31	40	analysis	analysis	NOUN
fcis-30148	31	41	through	through	ADP
fcis-30148	31	42	methods	method	NOUN
fcis-30148	31	43	such	such	ADJ
fcis-30148	31	44	as	as	ADP
fcis-30148	31	45	feature	feature	NOUN
fcis-30148	31	46	selection	selection	NOUN
fcis-30148	31	47	and	and	CCONJ
fcis-30148	31	48	data	datum	NOUN
fcis-30148	31	49	sampling	sampling	NOUN
fcis-30148	31	50	,	,	PUNCT
fcis-30148	31	51	while	while	SCONJ
fcis-30148	31	52	retaining	retain	VERB
fcis-30148	31	53	the	the	DET
fcis-30148	31	54	key	key	ADJ
fcis-30148	31	55	information	information	NOUN
fcis-30148	31	56	of	of	ADP
fcis-30148	31	57	the	the	DET
fcis-30148	31	58	data	datum	NOUN
fcis-30148	31	59	.	.	PUNCT
fcis-30148	32	1	2.3	2.3	NUM
fcis-30148	32	2	.	.	PUNCT
fcis-30148	33	1	big	big	ADJ
fcis-30148	33	2	data	datum	NOUN
fcis-30148	33	3	analytics	analytic	NOUN
fcis-30148	33	4	modeling	model	VERB
fcis-30148	33	5	2.3.1	2.3.1	NUM
fcis-30148	33	6	.	.	PUNCT
fcis-30148	33	7	machine	machine	NOUN
fcis-30148	33	8	learning	learn	VERB
fcis-30148	33	9	algorithms	algorithm	NOUN
fcis-30148	33	10	according	accord	VERB
fcis-30148	33	11	to	to	ADP
fcis-30148	33	12	the	the	DET
fcis-30148	33	13	needs	need	NOUN
fcis-30148	33	14	and	and	CCONJ
fcis-30148	33	15	data	datum	NOUN
fcis-30148	33	16	characteristics	characteristic	NOUN
fcis-30148	33	17	of	of	ADP
fcis-30148	33	18	medical	medical	ADJ
fcis-30148	33	19	equipment	equipment	NOUN
fcis-30148	33	20	measurement	measurement	NOUN
fcis-30148	33	21	and	and	CCONJ
fcis-30148	33	22	testing	testing	NOUN
fcis-30148	33	23	,	,	PUNCT
fcis-30148	33	24	decision	decision	NOUN
fcis-30148	33	25	trees	tree	NOUN
fcis-30148	33	26	,	,	PUNCT
fcis-30148	33	27	support	support	NOUN
fcis-30148	33	28	vector	vector	NOUN
fcis-30148	33	29	machines	machine	NOUN
fcis-30148	33	30	,	,	PUNCT
fcis-30148	33	31	neural	neural	ADJ
fcis-30148	33	32	networks	network	NOUN
fcis-30148	33	33	and	and	CCONJ
fcis-30148	33	34	other	other	ADJ
fcis-30148	33	35	machine	machine	NOUN
fcis-30148	33	36	learning	learn	VERB
fcis-30148	33	37	algorithms	algorithm	NOUN
fcis-30148	33	38	for	for	ADP
fcis-30148	33	39	equipment	equipment	NOUN
fcis-30148	33	40	fault	fault	NOUN
fcis-30148	33	41	classification	classification	NOUN
fcis-30148	33	42	and	and	CCONJ
fcis-30148	33	43	prediction	prediction	NOUN
fcis-30148	33	44	are	be	AUX
fcis-30148	33	45	selected	select	VERB
fcis-30148	33	46	[	[	PUNCT
fcis-30148	33	47	5	5	NUM
fcis-30148	33	48	]	]	PUNCT
fcis-30148	33	49	.	.	PUNCT
fcis-30148	34	1	the	the	DET
fcis-30148	34	2	clustering	cluster	VERB
fcis-30148	34	3	algorithm	algorithm	NOUN
fcis-30148	34	4	is	be	AUX
fcis-30148	34	5	used	use	VERB
fcis-30148	34	6	for	for	ADP
fcis-30148	34	7	equipment	equipment	NOUN
fcis-30148	34	8	performance	performance	NOUN
fcis-30148	34	9	evaluation	evaluation	NOUN
fcis-30148	34	10	and	and	CCONJ
fcis-30148	34	11	classification	classification	NOUN
fcis-30148	34	12	management	management	NOUN
fcis-30148	34	13	,	,	PUNCT
fcis-30148	34	14	and	and	CCONJ
fcis-30148	34	15	the	the	DET
fcis-30148	34	16	regression	regression	NOUN
fcis-30148	34	17	analysis	analysis	NOUN
fcis-30148	34	18	algorithm	algorithm	NOUN
fcis-30148	34	19	is	be	AUX
fcis-30148	34	20	used	use	VERB
fcis-30148	34	21	for	for	ADP
fcis-30148	34	22	the	the	DET
fcis-30148	34	23	prediction	prediction	NOUN
fcis-30148	34	24	and	and	CCONJ
fcis-30148	34	25	calibration	calibration	NOUN
fcis-30148	34	26	of	of	ADP
fcis-30148	34	27	equipment	equipment	NOUN
fcis-30148	34	28	parameters	parameter	NOUN
fcis-30148	34	29	.	.	PUNCT
fcis-30148	35	1	the	the	DET
fcis-30148	35	2	accuracy	accuracy	NOUN
fcis-30148	35	3	,	,	PUNCT
fcis-30148	35	4	interpretability	interpretability	NOUN
fcis-30148	35	5	,	,	PUNCT
fcis-30148	35	6	computational	computational	ADJ
fcis-30148	35	7	efficiency	efficiency	NOUN
fcis-30148	35	8	and	and	CCONJ
fcis-30148	35	9	adaptability	adaptability	NOUN
fcis-30148	35	10	of	of	ADP
fcis-30148	35	11	the	the	DET
fcis-30148	35	12	algorithms	algorithm	NOUN
fcis-30148	35	13	are	be	AUX
fcis-30148	35	14	fully	fully	ADV
fcis-30148	35	15	considered	consider	VERB
fcis-30148	35	16	in	in	ADP
fcis-30148	35	17	the	the	DET
fcis-30148	35	18	selection	selection	NOUN
fcis-30148	35	19	process	process	NOUN
fcis-30148	35	20	,	,	PUNCT
fcis-30148	35	21	and	and	CCONJ
fcis-30148	35	22	the	the	DET
fcis-30148	35	23	optimal	optimal	ADJ
fcis-30148	35	24	algorithms	algorithm	NOUN
fcis-30148	35	25	are	be	AUX
fcis-30148	35	26	determined	determine	VERB
fcis-30148	35	27	through	through	ADP
fcis-30148	35	28	experimental	experimental	ADJ
fcis-30148	35	29	comparison	comparison	NOUN
fcis-30148	35	30	and	and	CCONJ
fcis-30148	35	31	performance	performance	NOUN
fcis-30148	35	32	evaluation	evaluation	NOUN
fcis-30148	35	33	.	.	PUNCT
fcis-30148	36	1	2.3.2	2.3.2	X
fcis-30148	36	2	.	.	PUNCT
fcis-30148	36	3	model	model	NOUN
fcis-30148	36	4	training	training	NOUN
fcis-30148	36	5	and	and	CCONJ
fcis-30148	36	6	optimization	optimization	NOUN
fcis-30148	36	7	the	the	DET
fcis-30148	36	8	selected	select	VERB
fcis-30148	36	9	machine	machine	NOUN
fcis-30148	36	10	learning	learning	NOUN
fcis-30148	36	11	model	model	NOUN
fcis-30148	36	12	is	be	AUX
fcis-30148	36	13	trained	train	VERB
fcis-30148	36	14	using	use	VERB
fcis-30148	36	15	historical	historical	ADJ
fcis-30148	36	16	metrological	metrological	ADJ
fcis-30148	36	17	inspection	inspection	NOUN
fcis-30148	36	18	data	datum	NOUN
fcis-30148	36	19	and	and	CCONJ
fcis-30148	36	20	equipment	equipment	NOUN
fcis-30148	36	21	operation	operation	NOUN
fcis-30148	36	22	data	datum	NOUN
fcis-30148	36	23	,	,	PUNCT
fcis-30148	36	24	and	and	CCONJ
fcis-30148	36	25	the	the	DET
fcis-30148	36	26	dataset	dataset	NOUN
fcis-30148	36	27	is	be	AUX
fcis-30148	36	28	divided	divide	VERB
fcis-30148	36	29	into	into	ADP
fcis-30148	36	30	training	training	NOUN
fcis-30148	36	31	,	,	PUNCT
fcis-30148	36	32	validation	validation	NOUN
fcis-30148	36	33	and	and	CCONJ
fcis-30148	36	34	test	test	NOUN
fcis-30148	36	35	sets	set	NOUN
fcis-30148	36	36	,	,	PUNCT
fcis-30148	36	37	and	and	CCONJ
fcis-30148	36	38	methods	method	NOUN
fcis-30148	36	39	such	such	ADJ
fcis-30148	36	40	as	as	ADP
fcis-30148	36	41	cross	cross	NOUN
fcis-30148	36	42	-	-	ADJ
fcis-30148	36	43	validation	validation	NOUN
fcis-30148	36	44	are	be	AUX
fcis-30148	36	45	used	use	VERB
fcis-30148	36	46	to	to	PART
fcis-30148	36	47	optimize	optimize	VERB
fcis-30148	36	48	the	the	DET
fcis-30148	36	49	model	model	NOUN
fcis-30148	36	50	parameters	parameter	NOUN
fcis-30148	36	51	and	and	CCONJ
fcis-30148	36	52	improve	improve	VERB
fcis-30148	36	53	the	the	DET
fcis-30148	36	54	model	model	NOUN
fcis-30148	36	55	's	's	PART
fcis-30148	36	56	generalization	generalization	NOUN
fcis-30148	36	57	ability	ability	NOUN
fcis-30148	36	58	.	.	PUNCT
fcis-30148	37	1	during	during	ADP
fcis-30148	37	2	the	the	DET
fcis-30148	37	3	training	training	NOUN
fcis-30148	37	4	process	process	NOUN
fcis-30148	37	5	,	,	PUNCT
fcis-30148	37	6	regularization	regularization	NOUN
fcis-30148	37	7	techniques	technique	NOUN
fcis-30148	37	8	,	,	PUNCT
fcis-30148	37	9	hyperparameter	hyperparameter	NOUN
fcis-30148	37	10	adjustment	adjustment	NOUN
fcis-30148	37	11	and	and	CCONJ
fcis-30148	37	12	integrated	integrated	ADJ
fcis-30148	37	13	learning	learning	NOUN
fcis-30148	37	14	are	be	AUX
fcis-30148	37	15	applied	apply	VERB
fcis-30148	37	16	to	to	PART
fcis-30148	37	17	prevent	prevent	VERB
fcis-30148	37	18	overfitting	overfitting	NOUN
fcis-30148	37	19	and	and	CCONJ
fcis-30148	37	20	enhance	enhance	VERB
fcis-30148	37	21	the	the	DET
fcis-30148	37	22	stability	stability	NOUN
fcis-30148	37	23	and	and	CCONJ
fcis-30148	37	24	accuracy	accuracy	NOUN
fcis-30148	37	25	of	of	ADP
fcis-30148	37	26	the	the	DET
fcis-30148	37	27	model	model	NOUN
fcis-30148	37	28	[	[	X
fcis-30148	37	29	6	6	NUM
fcis-30148	37	30	]	]	PUNCT
fcis-30148	37	31	.	.	PUNCT
fcis-30148	38	1	through	through	ADP
fcis-30148	38	2	continuous	continuous	ADJ
fcis-30148	38	3	iterative	iterative	NOUN
fcis-30148	38	4	training	training	NOUN
fcis-30148	38	5	and	and	CCONJ
fcis-30148	38	6	optimization	optimization	NOUN
fcis-30148	38	7	,	,	PUNCT
fcis-30148	38	8	the	the	DET
fcis-30148	38	9	model	model	NOUN
fcis-30148	38	10	is	be	AUX
fcis-30148	38	11	able	able	ADJ
fcis-30148	38	12	to	to	PART
fcis-30148	38	13	accurately	accurately	ADV
fcis-30148	38	14	predict	predict	VERB
fcis-30148	38	15	equipment	equipment	NOUN
fcis-30148	38	16	failures	failure	NOUN
fcis-30148	38	17	,	,	PUNCT
fcis-30148	38	18	evaluate	evaluate	VERB
fcis-30148	38	19	performance	performance	NOUN
fcis-30148	38	20	and	and	CCONJ
fcis-30148	38	21	provide	provide	VERB
fcis-30148	38	22	reasonable	reasonable	ADJ
fcis-30148	38	23	maintenance	maintenance	NOUN
fcis-30148	38	24	recommendations	recommendation	NOUN
fcis-30148	38	25	.	.	PUNCT
fcis-30148	39	1	3	3	X
fcis-30148	39	2	.	.	X
fcis-30148	39	3	hadoop	hadoop	NOUN
fcis-30148	39	4	-	-	PUNCT
fcis-30148	39	5	based	base	VERB
fcis-30148	39	6	big	big	ADJ
fcis-30148	39	7	data	datum	NOUN
fcis-30148	39	8	storage	storage	NOUN
fcis-30148	39	9	optimization	optimization	NOUN
fcis-30148	39	10	3.1	3.1	NUM
fcis-30148	39	11	.	.	PUNCT
fcis-30148	40	1	hdfs	hdfs	PROPN
fcis-30148	40	2	-	-	PUNCT
fcis-30148	40	3	based	base	VERB
fcis-30148	40	4	data	datum	NOUN
fcis-30148	40	5	storage	storage	NOUN
fcis-30148	40	6	distribution	distribution	NOUN
fcis-30148	40	7	strategy	strategy	NOUN
fcis-30148	40	8	as	as	ADP
fcis-30148	40	9	the	the	DET
fcis-30148	40	10	distributed	distribute	VERB
fcis-30148	40	11	storage	storage	NOUN
fcis-30148	40	12	core	core	NOUN
fcis-30148	40	13	component	component	NOUN
fcis-30148	40	14	of	of	ADP
fcis-30148	40	15	the	the	DET
fcis-30148	40	16	hadoop	hadoop	NOUN
fcis-30148	40	17	ecosystem	ecosystem	NOUN
fcis-30148	40	18	,	,	PUNCT
fcis-30148	40	19	hdfs	hdfs	PROPN
fcis-30148	40	20	is	be	AUX
fcis-30148	40	21	designed	design	VERB
fcis-30148	40	22	with	with	ADP
fcis-30148	40	23	a	a	DET
fcis-30148	40	24	distributed	distribute	VERB
fcis-30148	40	25	architecture	architecture	NOUN
fcis-30148	40	26	,	,	PUNCT
fcis-30148	40	27	which	which	PRON
fcis-30148	40	28	can	can	AUX
fcis-30148	40	29	effectively	effectively	ADV
fcis-30148	40	30	support	support	VERB
fcis-30148	40	31	the	the	DET
fcis-30148	40	32	storage	storage	NOUN
fcis-30148	40	33	needs	need	NOUN
fcis-30148	40	34	of	of	ADP
fcis-30148	40	35	medical	medical	ADJ
fcis-30148	40	36	data	datum	NOUN
fcis-30148	40	37	of	of	ADP
fcis-30148	40	38	petabyte	petabyte	ADJ
fcis-30148	40	39	scale	scale	NOUN
fcis-30148	40	40	and	and	CCONJ
fcis-30148	40	41	above	above	ADV
fcis-30148	40	42	,	,	PUNCT
fcis-30148	40	43	and	and	CCONJ
fcis-30148	40	44	provide	provide	VERB
fcis-30148	40	45	efficient	efficient	ADJ
fcis-30148	40	46	data	datum	NOUN
fcis-30148	40	47	access	access	NOUN
fcis-30148	40	48	services	service	NOUN
fcis-30148	40	49	while	while	SCONJ
fcis-30148	40	50	ensuring	ensure	VERB
fcis-30148	40	51	data	datum	NOUN
fcis-30148	40	52	security	security	NOUN
fcis-30148	40	53	and	and	CCONJ
fcis-30148	40	54	reliability	reliability	NOUN
fcis-30148	40	55	.	.	PUNCT
fcis-30148	41	1	hdfs	hdfs	PROPN
fcis-30148	41	2	adopts	adopt	VERB
fcis-30148	41	3	a	a	DET
fcis-30148	41	4	master	master	NOUN
fcis-30148	41	5	-	-	PUNCT
fcis-30148	41	6	slave	slave	NOUN
fcis-30148	41	7	cluster	cluster	NOUN
fcis-30148	41	8	architecture	architecture	NOUN
fcis-30148	41	9	,	,	PUNCT
fcis-30148	41	10	which	which	PRON
fcis-30148	41	11	consists	consist	VERB
fcis-30148	41	12	of	of	ADP
fcis-30148	41	13	two	two	NUM
fcis-30148	41	14	types	type	NOUN
fcis-30148	41	15	of	of	ADP
fcis-30148	41	16	nodes	node	NOUN
fcis-30148	41	17	,	,	PUNCT
fcis-30148	41	18	namenode	namenode	X
fcis-30148	41	19	(	(	PUNCT
fcis-30148	41	20	master	master	NOUN
fcis-30148	41	21	node	node	PROPN
fcis-30148	41	22	)	)	PUNCT
fcis-30148	41	23	and	and	CCONJ
fcis-30148	41	24	datanode	datanode	PROPN
fcis-30148	41	25	(	(	PUNCT
fcis-30148	41	26	slave	slave	NOUN
fcis-30148	41	27	node	node	PROPN
fcis-30148	41	28	)	)	PUNCT
fcis-30148	41	29	.	.	PUNCT
fcis-30148	42	1	among	among	ADP
fcis-30148	42	2	them	they	PRON
fcis-30148	42	3	,	,	PUNCT
fcis-30148	42	4	the	the	DET
fcis-30148	42	5	master	master	NOUN
fcis-30148	42	6	node	node	NOUN
fcis-30148	42	7	is	be	AUX
fcis-30148	42	8	responsible	responsible	ADJ
fcis-30148	42	9	for	for	ADP
fcis-30148	42	10	maintaining	maintain	VERB
fcis-30148	42	11	the	the	DET
fcis-30148	42	12	metadata	metadata	ADJ
fcis-30148	42	13	information	information	NOUN
fcis-30148	42	14	of	of	ADP
fcis-30148	42	15	the	the	DET
fcis-30148	42	16	file	file	NOUN
fcis-30148	42	17	system	system	NOUN
fcis-30148	42	18	,	,	PUNCT
fcis-30148	42	19	including	include	VERB
fcis-30148	42	20	the	the	DET
fcis-30148	42	21	location	location	NOUN
fcis-30148	42	22	mapping	mapping	NOUN
fcis-30148	42	23	of	of	ADP
fcis-30148	42	24	data	datum	NOUN
fcis-30148	42	25	blocks	block	NOUN
fcis-30148	42	26	;	;	PUNCT
fcis-30148	42	27	the	the	DET
fcis-30148	42	28	deputy	deputy	NOUN
fcis-30148	42	29	node	node	NOUN
fcis-30148	42	30	performs	perform	VERB
fcis-30148	42	31	the	the	DET
fcis-30148	42	32	actual	actual	ADJ
fcis-30148	42	33	data	data	NOUN
fcis-30148	42	34	storage	storage	NOUN
fcis-30148	42	35	tasks	task	NOUN
fcis-30148	42	36	.	.	PUNCT
fcis-30148	43	1	to	to	PART
fcis-30148	43	2	ensure	ensure	VERB
fcis-30148	43	3	the	the	DET
fcis-30148	43	4	high	high	ADJ
fcis-30148	43	5	availability	availability	NOUN
fcis-30148	43	6	and	and	CCONJ
fcis-30148	43	7	data	datum	NOUN
fcis-30148	43	8	reliability	reliability	NOUN
fcis-30148	43	9	of	of	ADP
fcis-30148	43	10	the	the	DET
fcis-30148	43	11	system	system	NOUN
fcis-30148	43	12	,	,	PUNCT
fcis-30148	43	13	hdfs	hdfs	PROPN
fcis-30148	43	14	adopts	adopt	VERB
fcis-30148	43	15	a	a	DET
fcis-30148	43	16	multi	multi	ADJ
fcis-30148	43	17	-	-	ADJ
fcis-30148	43	18	copy	copy	ADJ
fcis-30148	43	19	storage	storage	NOUN
fcis-30148	43	20	strategy	strategy	NOUN
fcis-30148	43	21	with	with	ADP
fcis-30148	43	22	a	a	DET
fcis-30148	43	23	default	default	NOUN
fcis-30148	43	24	configuration	configuration	NOUN
fcis-30148	43	25	of	of	ADP
fcis-30148	43	26	three	three	NUM
fcis-30148	43	27	copies	copy	NOUN
fcis-30148	43	28	,	,	PUNCT
fcis-30148	43	29	which	which	PRON
fcis-30148	43	30	can	can	AUX
fcis-30148	43	31	be	be	AUX
fcis-30148	43	32	dynamically	dynamically	ADV
fcis-30148	43	33	distributed	distribute	VERB
fcis-30148	43	34	to	to	ADP
fcis-30148	43	35	any	any	DET
fcis-30148	43	36	sub	sub	NOUN
fcis-30148	43	37	-	-	ADJ
fcis-30148	43	38	node	node	ADJ
fcis-30148	43	39	in	in	ADP
fcis-30148	43	40	the	the	DET
fcis-30148	43	41	cluster	cluster	NOUN
fcis-30148	43	42	[	[	X
fcis-30148	43	43	7	7	NUM
fcis-30148	43	44	]	]	PUNCT
fcis-30148	43	45	.	.	PUNCT
fcis-30148	44	1	assuming	assume	VERB
fcis-30148	44	2	a	a	DET
fcis-30148	44	3	cluster	cluster	NOUN
fcis-30148	44	4	size	size	NOUN
fcis-30148	44	5	of	of	ADP
fcis-30148	44	6	n	n	DET
fcis-30148	44	7	nodes	node	NOUN
fcis-30148	44	8	,	,	PUNCT
fcis-30148	44	9	when	when	SCONJ
fcis-30148	44	10	executing	execute	VERB
fcis-30148	44	11	a	a	DET
fcis-30148	44	12	computation	computation	NOUN
fcis-30148	44	13	job	job	NOUN
fcis-30148	44	14	containing	contain	VERB
fcis-30148	44	15	m	m	PROPN
fcis-30148	44	16	mapij	mapij	ADJ
fcis-30148	44	17	tasks	task	NOUN
fcis-30148	44	18	,	,	PUNCT
fcis-30148	44	19	the	the	DET
fcis-30148	44	20	network	network	NOUN
fcis-30148	44	21	transmission	transmission	NOUN
fcis-30148	44	22	overhead	overhead	NOUN
fcis-30148	44	23	incurred	incur	VERB
fcis-30148	44	24	by	by	ADP
fcis-30148	44	25	the	the	DET
fcis-30148	44	26	system	system	NOUN
fcis-30148	44	27	can	can	AUX
fcis-30148	44	28	be	be	AUX
fcis-30148	44	29	quantitatively	quantitatively	ADV
fcis-30148	44	30	analyzed	analyze	VERB
fcis-30148	44	31	by	by	ADP
fcis-30148	44	32	the	the	DET
fcis-30148	44	33	following	following	ADJ
fcis-30148	44	34	notation	notation	NOUN
fcis-30148	44	35	,	,	PUNCT
fcis-30148	44	36	considering	consider	VERB
fcis-30148	44	37	the	the	DET
fcis-30148	44	38	random	random	ADJ
fcis-30148	44	39	distribution	distribution	NOUN
fcis-30148	44	40	characteristics	characteristic	NOUN
fcis-30148	44	41	of	of	ADP
fcis-30148	44	42	the	the	DET
fcis-30148	44	43	data	data	NOUN
fcis-30148	44	44	blocks	block	NOUN
fcis-30148	44	45	.	.	PUNCT
fcis-30148	45	1	106	106	NUM
fcis-30148	46	1			PRON
fcis-30148	46	2			NUM
fcis-30148	46	3			PROPN
fcis-30148	46	4			NOUN
fcis-30148	46	5			NOUN
fcis-30148	46	6			PROPN
fcis-30148	46	7			PROPN
fcis-30148	46	8			X
fcis-30148	46	9			NOUN
fcis-30148	46	10			NOUN
fcis-30148	46	11			VERB
fcis-30148	46	12			PROPN
fcis-30148	46	13			NOUN
fcis-30148	46	14			PROPN
fcis-30148	46	15			PRON
fcis-30148	46	16	m	m	VERB
fcis-30148	47	1	i	i	NOUN
fcis-30148	47	2	d	d	X
fcis-30148	47	3	k	k	X
fcis-30148	47	4	ikdd	ikdd	ADV
fcis-30148	47	5	kk	kk	X
fcis-30148	48	1	d	d	NOUN
fcis-30148	48	2	i	i	PRON
fcis-30148	49	1	i	i	PRON
fcis-30148	49	2	i	i	PRON
fcis-30148	50	1	i	i	PRON
fcis-30148	50	2	skd	skd	PROPN
fcis-30148	50	3	bnn	bnn	PROPN
fcis-30148	50	4	bc	bc	PROPN
fcis-30148	50	5	f	f	PROPN
fcis-30148	50	6	1	1	NUM
fcis-30148	50	7	1	1	NUM
fcis-30148	50	8	1	1	NUM
fcis-30148	50	9	）	）	NUM
fcis-30148	50	10	（	（	PUNCT
fcis-30148	51	1	）	）	PUNCT
fcis-30148	51	2	（	（	PUNCT
fcis-30148	51	3	b	b	PROPN
fcis-30148	51	4	represents	represent	VERB
fcis-30148	51	5	the	the	DET
fcis-30148	51	6	number	number	NOUN
fcis-30148	51	7	of	of	ADP
fcis-30148	51	8	data	datum	NOUN
fcis-30148	51	9	copies	copy	NOUN
fcis-30148	51	10	,	,	PUNCT
fcis-30148	51	11	s	s	X
fcis-30148	51	12	represents	represent	VERB
fcis-30148	51	13	the	the	DET
fcis-30148	51	14	data	datum	NOUN
fcis-30148	51	15	block	block	NOUN
fcis-30148	51	16	capacity	capacity	NOUN
fcis-30148	51	17	,	,	PUNCT
fcis-30148	51	18	and	and	CCONJ
fcis-30148	51	19	di	di	NOUN
fcis-30148	51	20	represents	represent	VERB
fcis-30148	51	21	the	the	DET
fcis-30148	51	22	number	number	NOUN
fcis-30148	51	23	of	of	ADP
fcis-30148	51	24	data	datum	NOUN
fcis-30148	51	25	blocks	block	NOUN
fcis-30148	51	26	that	that	PRON
fcis-30148	51	27	need	need	VERB
fcis-30148	51	28	to	to	PART
fcis-30148	51	29	be	be	AUX
fcis-30148	51	30	processed	process	VERB
fcis-30148	51	31	by	by	ADP
fcis-30148	51	32	each	each	DET
fcis-30148	51	33	branch	branch	NOUN
fcis-30148	51	34	task	task	NOUN
fcis-30148	51	35	at	at	ADP
fcis-30148	51	36	the	the	DET
fcis-30148	51	37	node	node	NOUN
fcis-30148	51	38	.	.	PUNCT
fcis-30148	52	1	when	when	SCONJ
fcis-30148	52	2	the	the	DET
fcis-30148	52	3	required	required	ADJ
fcis-30148	52	4	data	data	NOUN
fcis-30148	52	5	is	be	AUX
fcis-30148	52	6	not	not	PART
fcis-30148	52	7	stored	store	VERB
fcis-30148	52	8	in	in	ADP
fcis-30148	52	9	the	the	DET
fcis-30148	52	10	local	local	ADJ
fcis-30148	52	11	computing	compute	VERB
fcis-30148	52	12	node	node	NOUN
fcis-30148	52	13	,	,	PUNCT
fcis-30148	52	14	additional	additional	ADJ
fcis-30148	52	15	network	network	NOUN
fcis-30148	52	16	transmission	transmission	NOUN
fcis-30148	52	17	overhead	overhead	NOUN
fcis-30148	52	18	will	will	AUX
fcis-30148	52	19	be	be	AUX
fcis-30148	52	20	incurred	incur	VERB
fcis-30148	52	21	.	.	PUNCT
fcis-30148	53	1	according	accord	VERB
fcis-30148	53	2	to	to	ADP
fcis-30148	53	3	the	the	DET
fcis-30148	53	4	characteristics	characteristic	NOUN
fcis-30148	53	5	of	of	ADP
fcis-30148	53	6	cluster	cluster	NOUN
fcis-30148	53	7	architecture	architecture	NOUN
fcis-30148	53	8	,	,	PUNCT
fcis-30148	53	9	data	datum	NOUN
fcis-30148	53	10	access	access	NOUN
fcis-30148	53	11	can	can	AUX
fcis-30148	53	12	be	be	AUX
fcis-30148	53	13	divided	divide	VERB
fcis-30148	53	14	into	into	ADP
fcis-30148	53	15	two	two	NUM
fcis-30148	53	16	typical	typical	ADJ
fcis-30148	53	17	scenarios	scenario	NOUN
fcis-30148	53	18	:	:	PUNCT
fcis-30148	53	19	one	one	NUM
fcis-30148	53	20	is	be	AUX
fcis-30148	53	21	that	that	SCONJ
fcis-30148	53	22	the	the	DET
fcis-30148	53	23	target	target	NOUN
fcis-30148	53	24	data	datum	NOUN
fcis-30148	53	25	block	block	NOUN
fcis-30148	53	26	and	and	CCONJ
fcis-30148	53	27	the	the	DET
fcis-30148	53	28	execution	execution	NOUN
fcis-30148	53	29	task	task	NOUN
fcis-30148	53	30	are	be	AUX
fcis-30148	53	31	located	locate	VERB
fcis-30148	53	32	in	in	ADP
fcis-30148	53	33	the	the	DET
fcis-30148	53	34	same	same	ADJ
fcis-30148	53	35	rack	rack	NOUN
fcis-30148	53	36	,	,	PUNCT
fcis-30148	53	37	and	and	CCONJ
fcis-30148	53	38	the	the	DET
fcis-30148	53	39	probability	probability	NOUN
fcis-30148	53	40	of	of	ADP
fcis-30148	53	41	this	this	DET
fcis-30148	53	42	event	event	NOUN
fcis-30148	53	43	is	be	AUX
fcis-30148	53	44	p1	p1	NOUN
fcis-30148	53	45	,	,	PUNCT
fcis-30148	53	46	and	and	CCONJ
fcis-30148	53	47	the	the	DET
fcis-30148	53	48	corresponding	corresponding	ADJ
fcis-30148	53	49	data	data	NOUN
fcis-30148	53	50	transmission	transmission	NOUN
fcis-30148	53	51	delay	delay	NOUN
fcis-30148	53	52	is	be	AUX
fcis-30148	53	53	q1	q1	NOUN
fcis-30148	53	54	;	;	PUNCT
fcis-30148	53	55	the	the	DET
fcis-30148	53	56	other	other	ADJ
fcis-30148	53	57	is	be	AUX
fcis-30148	53	58	that	that	SCONJ
fcis-30148	53	59	the	the	DET
fcis-30148	53	60	target	target	NOUN
fcis-30148	53	61	data	datum	NOUN
fcis-30148	53	62	block	block	NOUN
fcis-30148	53	63	and	and	CCONJ
fcis-30148	53	64	the	the	DET
fcis-30148	53	65	execution	execution	NOUN
fcis-30148	53	66	task	task	NOUN
fcis-30148	53	67	belong	belong	VERB
fcis-30148	53	68	to	to	ADP
fcis-30148	53	69	different	different	ADJ
fcis-30148	53	70	racks	rack	NOUN
fcis-30148	53	71	,	,	PUNCT
fcis-30148	53	72	and	and	CCONJ
fcis-30148	53	73	the	the	DET
fcis-30148	53	74	probability	probability	NOUN
fcis-30148	53	75	of	of	ADP
fcis-30148	53	76	this	this	DET
fcis-30148	53	77	scenario	scenario	NOUN
fcis-30148	53	78	is	be	AUX
fcis-30148	53	79	p2	p2	NOUN
fcis-30148	53	80	,	,	PUNCT
fcis-30148	53	81	and	and	CCONJ
fcis-30148	53	82	the	the	DET
fcis-30148	53	83	overhead	overhead	NOUN
fcis-30148	53	84	of	of	ADP
fcis-30148	53	85	its	its	PRON
fcis-30148	53	86	network	network	NOUN
fcis-30148	53	87	communication	communication	NOUN
fcis-30148	53	88	is	be	AUX
fcis-30148	53	89	q2	q2	NOUN
fcis-30148	53	90	.	.	PUNCT
fcis-30148	54	1	based	base	VERB
fcis-30148	54	2	on	on	ADP
fcis-30148	54	3	the	the	DET
fcis-30148	54	4	above	above	ADJ
fcis-30148	54	5	analysis	analysis	NOUN
fcis-30148	54	6	,	,	PUNCT
fcis-30148	54	7	the	the	DET
fcis-30148	54	8	total	total	ADJ
fcis-30148	54	9	time	time	NOUN
fcis-30148	54	10	consumed	consume	VERB
fcis-30148	54	11	for	for	ADP
fcis-30148	54	12	the	the	DET
fcis-30148	54	13	whole	whole	ADJ
fcis-30148	54	14	task	task	NOUN
fcis-30148	54	15	is	be	AUX
fcis-30148	54	16	:	:	PUNCT
fcis-30148	54	17	22112211	22112211	NUM
fcis-30148	54	18	]	]	PUNCT
fcis-30148	54	19	1	1	NUM
fcis-30148	54	20	[	[	PUNCT
fcis-30148	54	21	qpqp	qpqp	NOUN
fcis-30148	54	22	skd	skd	PROPN
fcis-30148	54	23	bnn	bnn	PROPN
fcis-30148	54	24	bc	bc	PROPN
fcis-30148	54	25	qpqp	qpqp	PROPN
fcis-30148	54	26	f	f	PROPN
fcis-30148	54	27	t	t	PROPN
fcis-30148	54	28	ikdd	ikdd	ADV
fcis-30148	54	29	kk	kk	X
fcis-30148	55	1	d	d	INTJ
fcis-30148	55	2	i	i	PRON
fcis-30148	56	1	i	i	PRON
fcis-30148	56	2	i	i	PRON
fcis-30148	56	3			VERB
fcis-30148	56	4			X
fcis-30148	56	5			NUM
fcis-30148	56	6			PROPN
fcis-30148	56	7			PROPN
fcis-30148	56	8			PROPN
fcis-30148	56	9	）	）	PUNCT
fcis-30148	56	10	（	（	PUNCT
fcis-30148	57	1	）	）	PUNCT
fcis-30148	57	2	（	（	PUNCT
fcis-30148	57	3	in	in	ADP
fcis-30148	57	4	hdfs	hdfs	NOUN
fcis-30148	57	5	-	-	PUNCT
fcis-30148	57	6	based	base	VERB
fcis-30148	57	7	distributed	distribute	VERB
fcis-30148	57	8	storage	storage	NOUN
fcis-30148	57	9	systems	system	NOUN
fcis-30148	57	10	,	,	PUNCT
fcis-30148	57	11	data	datum	NOUN
fcis-30148	57	12	access	access	NOUN
fcis-30148	57	13	efficiency	efficiency	NOUN
fcis-30148	57	14	is	be	AUX
fcis-30148	57	15	mainly	mainly	ADV
fcis-30148	57	16	affected	affect	VERB
fcis-30148	57	17	by	by	ADP
fcis-30148	57	18	the	the	DET
fcis-30148	57	19	storage	storage	NOUN
fcis-30148	57	20	topology	topology	NOUN
fcis-30148	57	21	.	.	PUNCT
fcis-30148	58	1	by	by	ADP
fcis-30148	58	2	aggregating	aggregate	VERB
fcis-30148	58	3	data	datum	NOUN
fcis-30148	58	4	sets	set	NOUN
fcis-30148	58	5	with	with	ADP
fcis-30148	58	6	strong	strong	ADJ
fcis-30148	58	7	correlation	correlation	NOUN
fcis-30148	58	8	and	and	CCONJ
fcis-30148	58	9	storing	store	VERB
fcis-30148	58	10	them	they	PRON
fcis-30148	58	11	in	in	ADP
fcis-30148	58	12	the	the	DET
fcis-30148	58	13	same	same	ADJ
fcis-30148	58	14	compute	compute	NOUN
fcis-30148	58	15	node	node	NOUN
fcis-30148	58	16	,	,	PUNCT
fcis-30148	58	17	the	the	DET
fcis-30148	58	18	cross	cross	ADJ
fcis-30148	58	19	-	-	ADJ
fcis-30148	58	20	node	node	ADJ
fcis-30148	58	21	data	data	NOUN
fcis-30148	58	22	transfer	transfer	NOUN
fcis-30148	58	23	overhead	overhead	NOUN
fcis-30148	58	24	can	can	AUX
fcis-30148	58	25	be	be	AUX
fcis-30148	58	26	significantly	significantly	ADV
fcis-30148	58	27	reduced	reduce	VERB
fcis-30148	58	28	,	,	PUNCT
fcis-30148	58	29	thus	thus	ADV
fcis-30148	58	30	enhancing	enhance	VERB
fcis-30148	58	31	the	the	DET
fcis-30148	58	32	execution	execution	NOUN
fcis-30148	58	33	efficiency	efficiency	NOUN
fcis-30148	58	34	of	of	ADP
fcis-30148	58	35	data	data	NOUN
fcis-30148	58	36	-	-	PUNCT
fcis-30148	58	37	intensive	intensive	ADJ
fcis-30148	58	38	applications	application	NOUN
fcis-30148	58	39	.	.	PUNCT
fcis-30148	59	1	this	this	DET
fcis-30148	59	2	data	datum	NOUN
fcis-30148	59	3	locality	locality	NOUN
fcis-30148	59	4	optimization	optimization	NOUN
fcis-30148	59	5	strategy	strategy	NOUN
fcis-30148	59	6	can	can	AUX
fcis-30148	59	7	realize	realize	VERB
fcis-30148	59	8	the	the	DET
fcis-30148	59	9	co	co	NOUN
fcis-30148	59	10	-	-	NOUN
fcis-30148	59	11	location	location	NOUN
fcis-30148	59	12	of	of	ADP
fcis-30148	59	13	computing	computing	NOUN
fcis-30148	59	14	tasks	task	NOUN
fcis-30148	59	15	and	and	CCONJ
fcis-30148	59	16	storage	storage	NOUN
fcis-30148	59	17	resources	resource	NOUN
fcis-30148	59	18	,	,	PUNCT
fcis-30148	59	19	so	so	SCONJ
fcis-30148	59	20	that	that	SCONJ
fcis-30148	59	21	both	both	DET
fcis-30148	59	22	query	query	NOUN
fcis-30148	59	23	processing	processing	NOUN
fcis-30148	59	24	and	and	CCONJ
fcis-30148	59	25	data	datum	NOUN
fcis-30148	59	26	computation	computation	NOUN
fcis-30148	59	27	operations	operation	NOUN
fcis-30148	59	28	can	can	AUX
fcis-30148	59	29	be	be	AUX
fcis-30148	59	30	completed	complete	VERB
fcis-30148	59	31	locally	locally	ADV
fcis-30148	59	32	,	,	PUNCT
fcis-30148	59	33	effectively	effectively	ADV
fcis-30148	59	34	avoiding	avoid	VERB
fcis-30148	59	35	network	network	NOUN
fcis-30148	59	36	transmission	transmission	NOUN
fcis-30148	59	37	bottlenecks	bottleneck	NOUN
fcis-30148	59	38	.	.	PUNCT
fcis-30148	60	1	in	in	ADP
fcis-30148	60	2	this	this	DET
fcis-30148	60	3	paper	paper	NOUN
fcis-30148	60	4	,	,	PUNCT
fcis-30148	60	5	an	an	DET
fcis-30148	60	6	optimization	optimization	NOUN
fcis-30148	60	7	algorithm	algorithm	NOUN
fcis-30148	60	8	based	base	VERB
fcis-30148	60	9	on	on	ADP
fcis-30148	60	10	association	association	NOUN
fcis-30148	60	11	-	-	PUNCT
fcis-30148	60	12	aware	aware	ADJ
fcis-30148	60	13	hash	hash	NOUN
fcis-30148	60	14	-	-	PUNCT
fcis-30148	60	15	bucket	bucket	NOUN
fcis-30148	60	16	storage	storage	NOUN
fcis-30148	60	17	is	be	AUX
fcis-30148	60	18	proposed	propose	VERB
fcis-30148	60	19	,	,	PUNCT
fcis-30148	60	20	which	which	PRON
fcis-30148	60	21	provides	provide	VERB
fcis-30148	60	22	a	a	DET
fcis-30148	60	23	new	new	ADJ
fcis-30148	60	24	idea	idea	NOUN
fcis-30148	60	25	for	for	ADP
fcis-30148	60	26	optimizing	optimize	VERB
fcis-30148	60	27	the	the	DET
fcis-30148	60	28	data	data	NOUN
fcis-30148	60	29	layout	layout	NOUN
fcis-30148	60	30	of	of	ADP
fcis-30148	60	31	distributed	distribute	VERB
fcis-30148	60	32	storage	storage	NOUN
fcis-30148	60	33	systems	system	NOUN
fcis-30148	60	34	.	.	PUNCT
fcis-30148	61	1	3.2	3.2	NUM
fcis-30148	61	2	.	.	PUNCT
fcis-30148	62	1	data	datum	NOUN
fcis-30148	62	2	storage	storage	NOUN
fcis-30148	62	3	optimization	optimization	NOUN
fcis-30148	62	4	based	base	VERB
fcis-30148	62	5	on	on	ADP
fcis-30148	62	6	hash	hash	NOUN
fcis-30148	62	7	bucket	bucket	NOUN
fcis-30148	62	8	algorithm	algorithm	NOUN
fcis-30148	62	9	the	the	DET
fcis-30148	62	10	distributed	distribute	VERB
fcis-30148	62	11	data	data	NOUN
fcis-30148	62	12	storage	storage	NOUN
fcis-30148	62	13	system	system	NOUN
fcis-30148	62	14	based	base	VERB
fcis-30148	62	15	on	on	ADP
fcis-30148	62	16	hdfs	hdfs	ADJ
fcis-30148	62	17	architecture	architecture	NOUN
fcis-30148	62	18	adopts	adopt	VERB
fcis-30148	62	19	a	a	DET
fcis-30148	62	20	master	master	NOUN
fcis-30148	62	21	-	-	PUNCT
fcis-30148	62	22	slave	slave	NOUN
fcis-30148	62	23	structure	structure	NOUN
fcis-30148	62	24	to	to	PART
fcis-30148	62	25	achieve	achieve	VERB
fcis-30148	62	26	centralized	centralized	ADJ
fcis-30148	62	27	management	management	NOUN
fcis-30148	62	28	of	of	ADP
fcis-30148	62	29	data	datum	NOUN
fcis-30148	62	30	resources	resource	NOUN
fcis-30148	62	31	.	.	PUNCT
fcis-30148	63	1	in	in	ADP
fcis-30148	63	2	this	this	DET
fcis-30148	63	3	system	system	NOUN
fcis-30148	63	4	,	,	PUNCT
fcis-30148	63	5	metadata	metadata	NOUN
fcis-30148	63	6	is	be	AUX
fcis-30148	63	7	uniformly	uniformly	ADV
fcis-30148	63	8	maintained	maintain	VERB
fcis-30148	63	9	and	and	CCONJ
fcis-30148	63	10	managed	manage	VERB
fcis-30148	63	11	by	by	ADP
fcis-30148	63	12	the	the	DET
fcis-30148	63	13	master	master	NOUN
fcis-30148	63	14	node	node	NOUN
fcis-30148	63	15	,	,	PUNCT
fcis-30148	63	16	while	while	SCONJ
fcis-30148	63	17	the	the	DET
fcis-30148	63	18	actual	actual	ADJ
fcis-30148	63	19	data	datum	NOUN
fcis-30148	63	20	is	be	AUX
fcis-30148	63	21	distributed	distribute	VERB
fcis-30148	63	22	and	and	CCONJ
fcis-30148	63	23	stored	store	VERB
fcis-30148	63	24	on	on	ADP
fcis-30148	63	25	the	the	DET
fcis-30148	63	26	slave	slave	NOUN
fcis-30148	63	27	nodes	node	NOUN
fcis-30148	63	28	,	,	PUNCT
fcis-30148	63	29	and	and	CCONJ
fcis-30148	63	30	this	this	DET
fcis-30148	63	31	physical	physical	ADJ
fcis-30148	63	32	separation	separation	NOUN
fcis-30148	63	33	mechanism	mechanism	NOUN
fcis-30148	63	34	of	of	ADP
fcis-30148	63	35	metadata	metadata	NOUN
fcis-30148	63	36	and	and	CCONJ
fcis-30148	63	37	entity	entity	NOUN
fcis-30148	63	38	data	datum	NOUN
fcis-30148	63	39	effectively	effectively	ADV
fcis-30148	63	40	improves	improve	VERB
fcis-30148	63	41	the	the	DET
fcis-30148	63	42	data	data	NOUN
fcis-30148	63	43	management	management	NOUN
fcis-30148	63	44	efficiency	efficiency	NOUN
fcis-30148	63	45	.	.	PUNCT
fcis-30148	64	1	to	to	PART
fcis-30148	64	2	ensure	ensure	VERB
fcis-30148	64	3	high	high	ADJ
fcis-30148	64	4	availability	availability	NOUN
fcis-30148	64	5	and	and	CCONJ
fcis-30148	64	6	fault	fault	VERB
fcis-30148	64	7	tolerance	tolerance	NOUN
fcis-30148	64	8	,	,	PUNCT
fcis-30148	64	9	the	the	DET
fcis-30148	64	10	system	system	NOUN
fcis-30148	64	11	adopts	adopt	VERB
fcis-30148	64	12	a	a	DET
fcis-30148	64	13	three	three	NUM
fcis-30148	64	14	-	-	PUNCT
fcis-30148	64	15	copy	copy	NOUN
fcis-30148	64	16	redundancy	redundancy	NOUN
fcis-30148	64	17	strategy	strategy	NOUN
fcis-30148	64	18	to	to	PART
fcis-30148	64	19	prevent	prevent	VERB
fcis-30148	64	20	data	datum	NOUN
fcis-30148	64	21	loss	loss	NOUN
fcis-30148	64	22	or	or	CCONJ
fcis-30148	64	23	damage	damage	NOUN
fcis-30148	64	24	from	from	ADP
fcis-30148	64	25	affecting	affect	VERB
fcis-30148	64	26	cluster	cluster	NOUN
fcis-30148	64	27	operation	operation	NOUN
fcis-30148	64	28	.	.	PUNCT
fcis-30148	65	1	for	for	ADP
fcis-30148	65	2	the	the	DET
fcis-30148	65	3	internal	internal	ADJ
fcis-30148	65	4	data	datum	NOUN
fcis-30148	65	5	of	of	ADP
fcis-30148	65	6	medical	medical	ADJ
fcis-30148	65	7	organizations	organization	NOUN
fcis-30148	65	8	,	,	PUNCT
fcis-30148	65	9	the	the	DET
fcis-30148	65	10	device	device	NOUN
fcis-30148	65	11	i	i	NOUN
fcis-30148	65	12	d	d	PROPN
fcis-30148	65	13	is	be	AUX
fcis-30148	65	14	used	use	VERB
fcis-30148	65	15	as	as	ADP
fcis-30148	65	16	the	the	DET
fcis-30148	65	17	key	key	ADJ
fcis-30148	65	18	field	field	NOUN
fcis-30148	65	19	for	for	ADP
fcis-30148	65	20	data	data	NOUN
fcis-30148	65	21	association	association	NOUN
fcis-30148	65	22	,	,	PUNCT
fcis-30148	65	23	and	and	CCONJ
fcis-30148	65	24	for	for	ADP
fcis-30148	65	25	external	external	ADJ
fcis-30148	65	26	medical	medical	ADJ
fcis-30148	65	27	data	datum	NOUN
fcis-30148	65	28	,	,	PUNCT
fcis-30148	65	29	the	the	DET
fcis-30148	65	30	area	area	NOUN
fcis-30148	65	31	code	code	NOUN
fcis-30148	65	32	is	be	AUX
fcis-30148	65	33	used	use	VERB
fcis-30148	65	34	as	as	ADP
fcis-30148	65	35	the	the	DET
fcis-30148	65	36	primary	primary	ADJ
fcis-30148	65	37	key	key	NOUN
fcis-30148	65	38	for	for	ADP
fcis-30148	65	39	data	data	NOUN
fcis-30148	65	40	association	association	NOUN
fcis-30148	65	41	.	.	PUNCT
fcis-30148	66	1	this	this	DET
fcis-30148	66	2	differentiated	differentiated	ADJ
fcis-30148	66	3	association	association	NOUN
fcis-30148	66	4	field	field	NOUN
fcis-30148	66	5	design	design	NOUN
fcis-30148	66	6	takes	take	VERB
fcis-30148	66	7	into	into	ADP
fcis-30148	66	8	full	full	ADJ
fcis-30148	66	9	consideration	consideration	NOUN
fcis-30148	66	10	the	the	DET
fcis-30148	66	11	diversity	diversity	NOUN
fcis-30148	66	12	and	and	CCONJ
fcis-30148	66	13	complexity	complexity	NOUN
fcis-30148	66	14	of	of	ADP
fcis-30148	66	15	medical	medical	ADJ
fcis-30148	66	16	data	datum	NOUN
fcis-30148	66	17	,	,	PUNCT
fcis-30148	66	18	which	which	PRON
fcis-30148	66	19	is	be	AUX
fcis-30148	66	20	conducive	conducive	ADJ
fcis-30148	66	21	to	to	ADP
fcis-30148	66	22	the	the	DET
fcis-30148	66	23	accurate	accurate	ADJ
fcis-30148	66	24	management	management	NOUN
fcis-30148	66	25	and	and	CCONJ
fcis-30148	66	26	efficient	efficient	ADJ
fcis-30148	66	27	use	use	NOUN
fcis-30148	66	28	of	of	ADP
fcis-30148	66	29	data	datum	NOUN
fcis-30148	66	30	,	,	PUNCT
fcis-30148	66	31	and	and	CCONJ
fcis-30148	66	32	meets	meet	VERB
fcis-30148	66	33	the	the	DET
fcis-30148	66	34	needs	need	NOUN
fcis-30148	66	35	of	of	ADP
fcis-30148	66	36	the	the	DET
fcis-30148	66	37	medical	medical	ADJ
fcis-30148	66	38	industry	industry	NOUN
fcis-30148	66	39	in	in	ADP
fcis-30148	66	40	terms	term	NOUN
fcis-30148	66	41	of	of	ADP
fcis-30148	66	42	data	datum	NOUN
fcis-30148	66	43	storage	storage	NOUN
fcis-30148	66	44	,	,	PUNCT
fcis-30148	66	45	querying	query	VERB
fcis-30148	66	46	and	and	CCONJ
fcis-30148	66	47	analysis	analysis	NOUN
fcis-30148	66	48	and	and	CCONJ
fcis-30148	66	49	other	other	ADJ
fcis-30148	66	50	diversified	diversified	ADJ
fcis-30148	66	51	applications	application	NOUN
fcis-30148	66	52	.	.	PUNCT
fcis-30148	67	1	hash	hash	NOUN
fcis-30148	67	2	operations	operation	NOUN
fcis-30148	67	3	are	be	AUX
fcis-30148	67	4	performed	perform	VERB
fcis-30148	67	5	on	on	ADP
fcis-30148	67	6	medical	medical	ADJ
fcis-30148	67	7	datasets	dataset	NOUN
fcis-30148	67	8	to	to	PART
fcis-30148	67	9	generate	generate	VERB
fcis-30148	67	10	unique	unique	ADJ
fcis-30148	67	11	identifiers	identifier	NOUN
fcis-30148	67	12	,	,	PUNCT
fcis-30148	67	13	and	and	CCONJ
fcis-30148	67	14	copies	copy	NOUN
fcis-30148	67	15	of	of	ADP
fcis-30148	67	16	data	datum	NOUN
fcis-30148	67	17	subjects	subject	NOUN
fcis-30148	67	18	with	with	ADP
fcis-30148	67	19	the	the	DET
fcis-30148	67	20	same	same	ADJ
fcis-30148	67	21	hash	hash	NOUN
fcis-30148	67	22	value	value	NOUN
fcis-30148	67	23	are	be	AUX
fcis-30148	67	24	divided	divide	VERB
fcis-30148	67	25	into	into	ADP
fcis-30148	67	26	different	different	ADJ
fcis-30148	67	27	storage	storage	NOUN
fcis-30148	67	28	units	unit	NOUN
fcis-30148	67	29	.	.	PUNCT
fcis-30148	68	1	in	in	ADP
fcis-30148	68	2	the	the	DET
fcis-30148	68	3	hdfs	hdfs	NOUN
fcis-30148	68	4	cluster	cluster	NOUN
fcis-30148	68	5	architecture	architecture	NOUN
fcis-30148	68	6	,	,	PUNCT
fcis-30148	68	7	physical	physical	ADJ
fcis-30148	68	8	storage	storage	NOUN
fcis-30148	68	9	aggregation	aggregation	NOUN
fcis-30148	68	10	of	of	ADP
fcis-30148	68	11	associated	associated	ADJ
fcis-30148	68	12	data	datum	NOUN
fcis-30148	68	13	is	be	AUX
fcis-30148	68	14	achieved	achieve	VERB
fcis-30148	68	15	by	by	ADP
fcis-30148	68	16	establishing	establish	VERB
fcis-30148	68	17	a	a	DET
fcis-30148	68	18	hierarchical	hierarchical	ADJ
fcis-30148	68	19	directory	directory	NOUN
fcis-30148	68	20	structure	structure	NOUN
fcis-30148	68	21	that	that	PRON
fcis-30148	68	22	maps	map	VERB
fcis-30148	68	23	data	datum	NOUN
fcis-30148	68	24	sets	set	NOUN
fcis-30148	68	25	with	with	ADP
fcis-30148	68	26	associated	associated	ADJ
fcis-30148	68	27	relationships	relationship	NOUN
fcis-30148	68	28	under	under	ADP
fcis-30148	68	29	specific	specific	ADJ
fcis-30148	68	30	namespaces	namespace	NOUN
fcis-30148	68	31	.	.	PUNCT
fcis-30148	69	1	4	4	X
fcis-30148	69	2	.	.	X
fcis-30148	69	3	system	system	NOUN
fcis-30148	69	4	testing	testing	NOUN
fcis-30148	69	5	and	and	CCONJ
fcis-30148	69	6	verification	verification	NOUN
fcis-30148	69	7	4.1	4.1	NUM
fcis-30148	69	8	.	.	PUNCT
fcis-30148	70	1	experimental	experimental	ADJ
fcis-30148	70	2	design	design	PROPN
fcis-30148	70	3	4.1.1	4.1.1	PROPN
fcis-30148	70	4	.	.	PUNCT
fcis-30148	71	1	test	test	NOUN
fcis-30148	71	2	data	datum	NOUN
fcis-30148	71	3	set	set	VERB
fcis-30148	71	4	selection	selection	NOUN
fcis-30148	71	5	the	the	DET
fcis-30148	71	6	actual	actual	ADJ
fcis-30148	71	7	operation	operation	NOUN
fcis-30148	71	8	data	datum	NOUN
fcis-30148	71	9	of	of	ADP
fcis-30148	71	10	several	several	ADJ
fcis-30148	71	11	different	different	ADJ
fcis-30148	71	12	types	type	NOUN
fcis-30148	71	13	of	of	ADP
fcis-30148	71	14	medical	medical	ADJ
fcis-30148	71	15	equipment	equipment	NOUN
fcis-30148	71	16	in	in	ADP
fcis-30148	71	17	a	a	DET
fcis-30148	71	18	hospital	hospital	NOUN
fcis-30148	71	19	in	in	ADP
fcis-30148	71	20	zhejiang	zhejiang	PROPN
fcis-30148	71	21	province	province	PROPN
fcis-30148	71	22	are	be	AUX
fcis-30148	71	23	selected	select	VERB
fcis-30148	71	24	as	as	ADP
fcis-30148	71	25	the	the	DET
fcis-30148	71	26	test	test	NOUN
fcis-30148	71	27	data	datum	NOUN
fcis-30148	71	28	set	set	VERB
fcis-30148	71	29	,	,	PUNCT
fcis-30148	71	30	including	include	VERB
fcis-30148	71	31	ct	ct	NUM
fcis-30148	71	32	machines	machine	NOUN
fcis-30148	71	33	,	,	PUNCT
fcis-30148	71	34	mri	mri	NOUN
fcis-30148	71	35	equipment	equipment	NOUN
fcis-30148	71	36	,	,	PUNCT
fcis-30148	71	37	cardiac	cardiac	ADJ
fcis-30148	71	38	monitors	monitor	NOUN
fcis-30148	71	39	,	,	PUNCT
fcis-30148	71	40	ventilators	ventilator	NOUN
fcis-30148	71	41	,	,	PUNCT
fcis-30148	71	42	etc	etc	X
fcis-30148	71	43	.	.	X
fcis-30148	72	1	the	the	DET
fcis-30148	72	2	data	data	NOUN
fcis-30148	72	3	covers	cover	VERB
fcis-30148	72	4	the	the	DET
fcis-30148	72	5	normal	normal	ADJ
fcis-30148	72	6	operation	operation	NOUN
fcis-30148	72	7	status	status	NOUN
fcis-30148	72	8	of	of	ADP
fcis-30148	72	9	the	the	DET
fcis-30148	72	10	equipment	equipment	NOUN
fcis-30148	72	11	,	,	PUNCT
fcis-30148	72	12	the	the	DET
fcis-30148	72	13	different	different	ADJ
fcis-30148	72	14	degree	degree	NOUN
fcis-30148	72	15	of	of	ADP
fcis-30148	72	16	failure	failure	NOUN
fcis-30148	72	17	status	status	NOUN
fcis-30148	72	18	,	,	PUNCT
fcis-30148	72	19	and	and	CCONJ
fcis-30148	72	20	the	the	DET
fcis-30148	72	21	data	datum	NOUN
fcis-30148	72	22	before	before	ADV
fcis-30148	72	23	and	and	CCONJ
fcis-30148	72	24	after	after	ADP
fcis-30148	72	25	the	the	DET
fcis-30148	72	26	maintenance	maintenance	NOUN
fcis-30148	72	27	of	of	ADP
fcis-30148	72	28	the	the	DET
fcis-30148	72	29	equipment	equipment	NOUN
fcis-30148	72	30	.	.	PUNCT
fcis-30148	73	1	the	the	DET
fcis-30148	73	2	data	data	NOUN
fcis-30148	73	3	covers	cover	VERB
fcis-30148	73	4	the	the	DET
fcis-30148	73	5	normal	normal	ADJ
fcis-30148	73	6	operation	operation	NOUN
fcis-30148	73	7	status	status	NOUN
fcis-30148	73	8	of	of	ADP
fcis-30148	73	9	the	the	DET
fcis-30148	73	10	equipment	equipment	NOUN
fcis-30148	73	11	,	,	PUNCT
fcis-30148	73	12	different	different	ADJ
fcis-30148	73	13	degrees	degree	NOUN
fcis-30148	73	14	of	of	ADP
fcis-30148	73	15	fault	fault	NOUN
fcis-30148	73	16	status	status	NOUN
fcis-30148	73	17	,	,	PUNCT
fcis-30148	73	18	and	and	CCONJ
fcis-30148	73	19	the	the	DET
fcis-30148	73	20	data	datum	NOUN
fcis-30148	73	21	before	before	ADV
fcis-30148	73	22	and	and	CCONJ
fcis-30148	73	23	after	after	ADP
fcis-30148	73	24	equipment	equipment	NOUN
fcis-30148	73	25	maintenance	maintenance	NOUN
fcis-30148	73	26	,	,	PUNCT
fcis-30148	73	27	to	to	PART
fcis-30148	73	28	ensure	ensure	VERB
fcis-30148	73	29	the	the	DET
fcis-30148	73	30	diversity	diversity	NOUN
fcis-30148	73	31	and	and	CCONJ
fcis-30148	73	32	representativeness	representativeness	NOUN
fcis-30148	73	33	of	of	ADP
fcis-30148	73	34	the	the	DET
fcis-30148	73	35	test	test	NOUN
fcis-30148	73	36	data	datum	NOUN
fcis-30148	73	37	set	set	VERB
fcis-30148	73	38	,	,	PUNCT
fcis-30148	73	39	and	and	CCONJ
fcis-30148	73	40	to	to	PART
fcis-30148	73	41	be	be	AUX
fcis-30148	73	42	able	able	ADJ
fcis-30148	73	43	to	to	PART
fcis-30148	73	44	comprehensively	comprehensively	ADV
fcis-30148	73	45	validate	validate	VERB
fcis-30148	73	46	the	the	DET
fcis-30148	73	47	performance	performance	NOUN
fcis-30148	73	48	and	and	CCONJ
fcis-30148	73	49	functionality	functionality	NOUN
fcis-30148	73	50	of	of	ADP
fcis-30148	73	51	the	the	DET
fcis-30148	73	52	system	system	NOUN
fcis-30148	73	53	.	.	PUNCT
fcis-30148	74	1	4.1.2	4.1.2	X
fcis-30148	74	2	.	.	X
fcis-30148	74	3	setting	set	VERB
fcis-30148	74	4	of	of	ADP
fcis-30148	74	5	test	test	NOUN
fcis-30148	74	6	indicators	indicator	NOUN
fcis-30148	74	7	accuracy	accuracy	NOUN
fcis-30148	74	8	,	,	PUNCT
fcis-30148	74	9	recall	recall	NOUN
fcis-30148	74	10	,	,	PUNCT
fcis-30148	74	11	f1	f1	NOUN
fcis-30148	74	12	value	value	NOUN
fcis-30148	74	13	,	,	PUNCT
fcis-30148	74	14	etc	etc	X
fcis-30148	74	15	.	.	X
fcis-30148	74	16	are	be	AUX
fcis-30148	74	17	set	set	VERB
fcis-30148	74	18	as	as	ADP
fcis-30148	74	19	the	the	DET
fcis-30148	74	20	performance	performance	NOUN
fcis-30148	74	21	evaluation	evaluation	NOUN
fcis-30148	74	22	indexes	index	NOUN
fcis-30148	74	23	of	of	ADP
fcis-30148	74	24	the	the	DET
fcis-30148	74	25	fault	fault	NOUN
fcis-30148	74	26	diagnosis	diagnosis	NOUN
fcis-30148	74	27	and	and	CCONJ
fcis-30148	74	28	prediction	prediction	NOUN
fcis-30148	74	29	model	model	NOUN
fcis-30148	74	30	to	to	PART
fcis-30148	74	31	measure	measure	VERB
fcis-30148	74	32	the	the	DET
fcis-30148	74	33	accuracy	accuracy	NOUN
fcis-30148	74	34	of	of	ADP
fcis-30148	74	35	the	the	DET
fcis-30148	74	36	system	system	NOUN
fcis-30148	74	37	in	in	ADP
fcis-30148	74	38	detecting	detect	VERB
fcis-30148	74	39	and	and	CCONJ
fcis-30148	74	40	predicting	predict	VERB
fcis-30148	74	41	equipment	equipment	NOUN
fcis-30148	74	42	faults	fault	NOUN
fcis-30148	74	43	.	.	PUNCT
fcis-30148	75	1	set	set	VERB
fcis-30148	75	2	average	average	ADJ
fcis-30148	75	3	absolute	absolute	ADJ
fcis-30148	75	4	error	error	NOUN
fcis-30148	75	5	,	,	PUNCT
fcis-30148	75	6	root	root	NOUN
fcis-30148	75	7	mean	mean	VERB
fcis-30148	75	8	square	square	NOUN
fcis-30148	75	9	error	error	NOUN
fcis-30148	75	10	,	,	PUNCT
fcis-30148	75	11	etc	etc	X
fcis-30148	75	12	.	.	X
fcis-30148	76	1	as	as	ADP
fcis-30148	76	2	the	the	DET
fcis-30148	76	3	evaluation	evaluation	NOUN
fcis-30148	76	4	indexes	index	NOUN
fcis-30148	76	5	of	of	ADP
fcis-30148	76	6	equipment	equipment	NOUN
fcis-30148	76	7	performance	performance	NOUN
fcis-30148	76	8	evaluation	evaluation	NOUN
fcis-30148	76	9	and	and	CCONJ
fcis-30148	76	10	prediction	prediction	NOUN
fcis-30148	76	11	model	model	NOUN
fcis-30148	76	12	to	to	PART
fcis-30148	76	13	assess	assess	VERB
fcis-30148	76	14	the	the	DET
fcis-30148	76	15	accuracy	accuracy	NOUN
fcis-30148	76	16	of	of	ADP
fcis-30148	76	17	the	the	DET
fcis-30148	76	18	system	system	NOUN
fcis-30148	76	19	in	in	ADP
fcis-30148	76	20	predicting	predict	VERB
fcis-30148	76	21	equipment	equipment	NOUN
fcis-30148	76	22	parameters	parameter	NOUN
fcis-30148	76	23	.	.	PUNCT
fcis-30148	77	1	setting	set	VERB
fcis-30148	77	2	the	the	DET
fcis-30148	77	3	system	system	NOUN
fcis-30148	77	4	response	response	NOUN
fcis-30148	77	5	time	time	NOUN
fcis-30148	77	6	,	,	PUNCT
fcis-30148	77	7	warning	warning	NOUN
fcis-30148	77	8	timeliness	timeliness	NOUN
fcis-30148	77	9	,	,	PUNCT
fcis-30148	77	10	etc	etc	X
fcis-30148	77	11	.	.	X
fcis-30148	77	12	as	as	ADP
fcis-30148	77	13	the	the	DET
fcis-30148	77	14	system	system	NOUN
fcis-30148	77	15	operation	operation	NOUN
fcis-30148	77	16	performance	performance	NOUN
fcis-30148	77	17	indicators	indicator	NOUN
fcis-30148	77	18	to	to	PART
fcis-30148	77	19	assess	assess	VERB
fcis-30148	77	20	the	the	DET
fcis-30148	77	21	real	real	ADJ
fcis-30148	77	22	-	-	PUNCT
fcis-30148	77	23	time	time	NOUN
fcis-30148	77	24	and	and	CCONJ
fcis-30148	77	25	effectiveness	effectiveness	NOUN
fcis-30148	77	26	of	of	ADP
fcis-30148	77	27	the	the	DET
fcis-30148	77	28	system	system	NOUN
fcis-30148	77	29	in	in	ADP
fcis-30148	77	30	practical	practical	ADJ
fcis-30148	77	31	applications	application	NOUN
fcis-30148	77	32	.	.	PUNCT
fcis-30148	78	1	4.2	4.2	NUM
fcis-30148	78	2	.	.	PUNCT
fcis-30148	79	1	experimental	experimental	ADJ
fcis-30148	79	2	results	result	NOUN
fcis-30148	79	3	and	and	CCONJ
fcis-30148	79	4	analysis	analysis	NOUN
fcis-30148	79	5	4.2.1	4.2.1	NUM
fcis-30148	79	6	.	.	PUNCT
fcis-30148	80	1	model	model	NOUN
fcis-30148	80	2	performance	performance	NOUN
fcis-30148	80	3	evaluation	evaluation	NOUN
fcis-30148	80	4	the	the	DET
fcis-30148	80	5	experimental	experimental	ADJ
fcis-30148	80	6	results	result	NOUN
fcis-30148	80	7	show	show	VERB
fcis-30148	80	8	that	that	SCONJ
fcis-30148	80	9	the	the	DET
fcis-30148	80	10	fault	fault	NOUN
fcis-30148	80	11	diagnosis	diagnosis	NOUN
fcis-30148	80	12	and	and	CCONJ
fcis-30148	80	13	prediction	prediction	NOUN
fcis-30148	80	14	model	model	NOUN
fcis-30148	80	15	based	base	VERB
fcis-30148	80	16	on	on	ADP
fcis-30148	80	17	big	big	ADJ
fcis-30148	80	18	data	datum	NOUN
fcis-30148	80	19	analytics	analytic	NOUN
fcis-30148	80	20	achieves	achieve	VERB
fcis-30148	80	21	high	high	ADJ
fcis-30148	80	22	accuracy	accuracy	NOUN
fcis-30148	80	23	and	and	CCONJ
fcis-30148	80	24	recall	recall	NOUN
fcis-30148	80	25	on	on	ADP
fcis-30148	80	26	the	the	DET
fcis-30148	80	27	test	test	NOUN
fcis-30148	80	28	dataset	dataset	NOUN
fcis-30148	80	29	.	.	PUNCT
fcis-30148	81	1	the	the	DET
fcis-30148	81	2	diagnostic	diagnostic	ADJ
fcis-30148	81	3	accuracy	accuracy	NOUN
fcis-30148	81	4	for	for	ADP
fcis-30148	81	5	common	common	ADJ
fcis-30148	81	6	ct	ct	PROPN
fcis-30148	81	7	machine	machine	NOUN
fcis-30148	81	8	faults	fault	NOUN
fcis-30148	81	9	reaches	reach	VERB
fcis-30148	81	10	more	more	ADJ
fcis-30148	81	11	than	than	ADP
fcis-30148	81	12	90	90	NUM
fcis-30148	81	13	%	%	NOUN
fcis-30148	81	14	,	,	PUNCT
fcis-30148	81	15	and	and	CCONJ
fcis-30148	81	16	the	the	DET
fcis-30148	81	17	recall	recall	NOUN
fcis-30148	81	18	rate	rate	NOUN
fcis-30148	81	19	for	for	ADP
fcis-30148	81	20	mri	mri	NOUN
fcis-30148	81	21	equipment	equipment	NOUN
fcis-30148	81	22	fault	fault	NOUN
fcis-30148	81	23	prediction	prediction	NOUN
fcis-30148	81	24	can	can	AUX
fcis-30148	81	25	reach	reach	VERB
fcis-30148	81	26	more	more	ADJ
fcis-30148	81	27	than	than	ADP
fcis-30148	81	28	85	85	NUM
fcis-30148	81	29	%	%	NOUN
fcis-30148	81	30	,	,	PUNCT
fcis-30148	81	31	indicating	indicate	VERB
fcis-30148	81	32	that	that	SCONJ
fcis-30148	81	33	the	the	DET
fcis-30148	81	34	model	model	NOUN
fcis-30148	81	35	can	can	AUX
fcis-30148	81	36	effectively	effectively	ADV
fcis-30148	81	37	identify	identify	VERB
fcis-30148	81	38	equipment	equipment	NOUN
fcis-30148	81	39	faults	fault	NOUN
fcis-30148	81	40	and	and	CCONJ
fcis-30148	81	41	issue	issue	VERB
fcis-30148	81	42	timely	timely	ADJ
fcis-30148	81	43	warnings	warning	NOUN
fcis-30148	81	44	.	.	PUNCT
fcis-30148	82	1	the	the	DET
fcis-30148	82	2	prediction	prediction	NOUN
fcis-30148	82	3	errors	error	NOUN
fcis-30148	82	4	of	of	ADP
fcis-30148	82	5	the	the	DET
fcis-30148	82	6	equipment	equipment	NOUN
fcis-30148	82	7	performance	performance	NOUN
fcis-30148	82	8	evaluation	evaluation	NOUN
fcis-30148	82	9	model	model	NOUN
fcis-30148	82	10	for	for	ADP
fcis-30148	82	11	key	key	ADJ
fcis-30148	82	12	parameters	parameter	NOUN
fcis-30148	82	13	of	of	ADP
fcis-30148	82	14	the	the	DET
fcis-30148	82	15	equipment	equipment	NOUN
fcis-30148	82	16	are	be	AUX
fcis-30148	82	17	within	within	ADP
fcis-30148	82	18	the	the	DET
fcis-30148	82	19	acceptable	acceptable	ADJ
fcis-30148	82	20	range	range	NOUN
fcis-30148	82	21	,	,	PUNCT
fcis-30148	82	22	and	and	CCONJ
fcis-30148	82	23	the	the	DET
fcis-30148	82	24	average	average	ADJ
fcis-30148	82	25	absolute	absolute	ADJ
fcis-30148	82	26	error	error	NOUN
fcis-30148	82	27	of	of	ADP
fcis-30148	82	28	the	the	DET
fcis-30148	82	29	heart	heart	NOUN
fcis-30148	82	30	rate	rate	NOUN
fcis-30148	82	31	parameter	parameter	NOUN
fcis-30148	82	32	prediction	prediction	NOUN
fcis-30148	82	33	of	of	ADP
fcis-30148	82	34	the	the	DET
fcis-30148	82	35	ecg	ecg	PROPN
fcis-30148	82	36	monitor	monitor	NOUN
fcis-30148	82	37	is	be	AUX
fcis-30148	82	38	less	less	ADJ
fcis-30148	82	39	than	than	ADP
fcis-30148	82	40	0.5	0.5	NUM
fcis-30148	82	41	beats	beat	NOUN
fcis-30148	82	42	/	/	SYM
fcis-30148	82	43	minute	minute	NOUN
fcis-30148	82	44	,	,	PUNCT
fcis-30148	82	45	which	which	PRON
fcis-30148	82	46	meets	meet	VERB
fcis-30148	82	47	the	the	DET
fcis-30148	82	48	requirements	requirement	NOUN
fcis-30148	82	49	for	for	ADP
fcis-30148	82	50	clinical	clinical	ADJ
fcis-30148	82	51	use	use	NOUN
fcis-30148	82	52	.	.	PUNCT
fcis-30148	83	1	4.2.2	4.2.2	X
fcis-30148	83	2	.	.	PUNCT
fcis-30148	83	3	system	system	NOUN
fcis-30148	83	4	functional	functional	ADJ
fcis-30148	83	5	verification	verification	NOUN
fcis-30148	83	6	the	the	DET
fcis-30148	83	7	system	system	NOUN
fcis-30148	83	8	's	's	PART
fcis-30148	83	9	equipment	equipment	NOUN
fcis-30148	83	10	status	status	NOUN
fcis-30148	83	11	monitoring	monitoring	NOUN
fcis-30148	83	12	and	and	CCONJ
fcis-30148	83	13	early	early	ADJ
fcis-30148	83	14	warning	warning	NOUN
fcis-30148	83	15	function	function	NOUN
fcis-30148	83	16	can	can	AUX
fcis-30148	83	17	accurately	accurately	ADV
fcis-30148	83	18	display	display	VERB
fcis-30148	83	19	the	the	DET
fcis-30148	83	20	equipment	equipment	NOUN
fcis-30148	83	21	operating	operate	VERB
fcis-30148	83	22	status	status	NOUN
fcis-30148	83	23	in	in	ADP
fcis-30148	83	24	real	real	ADJ
fcis-30148	83	25	time	time	NOUN
fcis-30148	83	26	,	,	PUNCT
fcis-30148	83	27	and	and	CCONJ
fcis-30148	83	28	the	the	DET
fcis-30148	83	29	warning	warning	NOUN
fcis-30148	83	30	time	time	NOUN
fcis-30148	83	31	for	for	ADP
fcis-30148	83	32	abnormal	abnormal	ADJ
fcis-30148	83	33	situations	situation	NOUN
fcis-30148	83	34	is	be	AUX
fcis-30148	83	35	more	more	ADJ
fcis-30148	83	36	than	than	ADP
fcis-30148	83	37	30	30	NUM
fcis-30148	83	38	minutes	minute	NOUN
fcis-30148	83	39	before	before	ADP
fcis-30148	83	40	the	the	DET
fcis-30148	83	41	failure	failure	NOUN
fcis-30148	83	42	on	on	ADP
fcis-30148	83	43	average	average	ADJ
fcis-30148	83	44	,	,	PUNCT
fcis-30148	83	45	providing	provide	VERB
fcis-30148	83	46	sufficient	sufficient	ADJ
fcis-30148	83	47	preparation	preparation	NOUN
fcis-30148	83	48	time	time	NOUN
fcis-30148	83	49	for	for	ADP
fcis-30148	83	50	maintenance	maintenance	NOUN
fcis-30148	83	51	personnel	personnel	NOUN
fcis-30148	83	52	.	.	PUNCT
fcis-30148	84	1	the	the	DET
fcis-30148	84	2	maintenance	maintenance	NOUN
fcis-30148	84	3	management	management	NOUN
fcis-30148	84	4	module	module	NOUN
fcis-30148	84	5	realizes	realize	VERB
fcis-30148	84	6	efficient	efficient	ADJ
fcis-30148	84	7	processing	processing	NOUN
fcis-30148	84	8	of	of	ADP
fcis-30148	84	9	maintenance	maintenance	NOUN
fcis-30148	84	10	work	work	NOUN
fcis-30148	84	11	orders	order	NOUN
fcis-30148	84	12	,	,	PUNCT
fcis-30148	84	13	and	and	CCONJ
fcis-30148	84	14	the	the	DET
fcis-30148	84	15	average	average	ADJ
fcis-30148	84	16	processing	processing	NOUN
fcis-30148	84	17	time	time	NOUN
fcis-30148	84	18	of	of	ADP
fcis-30148	84	19	maintenance	maintenance	NOUN
fcis-30148	84	20	work	work	NOUN
fcis-30148	84	21	orders	order	NOUN
fcis-30148	84	22	has	have	AUX
fcis-30148	84	23	been	be	AUX
fcis-30148	84	24	shortened	shorten	VERB
fcis-30148	84	25	by	by	ADP
fcis-30148	84	26	about	about	ADV
fcis-30148	84	27	20	20	NUM
fcis-30148	84	28	%	%	NOUN
fcis-30148	84	29	,	,	PUNCT
fcis-30148	84	30	which	which	PRON
fcis-30148	84	31	improves	improve	VERB
fcis-30148	84	32	the	the	DET
fcis-30148	84	33	efficiency	efficiency	NOUN
fcis-30148	84	34	of	of	ADP
fcis-30148	84	35	equipment	equipment	NOUN
fcis-30148	84	36	maintenance	maintenance	NOUN
fcis-30148	84	37	.	.	PUNCT
fcis-30148	85	1	the	the	DET
fcis-30148	85	2	quality	quality	NOUN
fcis-30148	85	3	control	control	NOUN
fcis-30148	85	4	and	and	CCONJ
fcis-30148	85	5	assessment	assessment	NOUN
fcis-30148	85	6	function	function	NOUN
fcis-30148	85	7	effectively	effectively	ADV
fcis-30148	85	8	identifies	identify	VERB
fcis-30148	85	9	abnormal	abnormal	ADJ
fcis-30148	85	10	values	value	NOUN
fcis-30148	85	11	in	in	ADP
fcis-30148	85	12	the	the	DET
fcis-30148	85	13	testing	testing	NOUN
fcis-30148	85	14	data	datum	NOUN
fcis-30148	85	15	,	,	PUNCT
fcis-30148	85	16	ensuring	ensure	VERB
fcis-30148	85	17	the	the	DET
fcis-30148	85	18	accuracy	accuracy	NOUN
fcis-30148	85	19	and	and	CCONJ
fcis-30148	85	20	reliability	reliability	NOUN
fcis-30148	85	21	of	of	ADP
fcis-30148	85	22	the	the	DET
fcis-30148	85	23	metrological	metrological	ADJ
fcis-30148	85	24	testing	testing	NOUN
fcis-30148	85	25	results	result	NOUN
fcis-30148	85	26	.	.	PUNCT
fcis-30148	86	1	107	107	NUM
fcis-30148	86	2	5	5	NUM
fcis-30148	86	3	.	.	PUNCT
fcis-30148	86	4	conclusion	conclusion	NOUN
fcis-30148	86	5	this	this	DET
fcis-30148	86	6	thesis	thesis	NOUN
fcis-30148	86	7	applies	apply	VERB
fcis-30148	86	8	big	big	ADJ
fcis-30148	86	9	data	datum	NOUN
fcis-30148	86	10	analysis	analysis	NOUN
fcis-30148	86	11	technology	technology	NOUN
fcis-30148	86	12	to	to	ADP
fcis-30148	86	13	the	the	DET
fcis-30148	86	14	field	field	NOUN
fcis-30148	86	15	of	of	ADP
fcis-30148	86	16	medical	medical	ADJ
fcis-30148	86	17	equipment	equipment	NOUN
fcis-30148	86	18	metrology	metrology	NOUN
fcis-30148	86	19	and	and	CCONJ
fcis-30148	86	20	inspection	inspection	NOUN
fcis-30148	86	21	,	,	PUNCT
fcis-30148	86	22	and	and	CCONJ
fcis-30148	86	23	constructs	construct	VERB
fcis-30148	86	24	a	a	DET
fcis-30148	86	25	complete	complete	ADJ
fcis-30148	86	26	inspection	inspection	NOUN
fcis-30148	86	27	system	system	NOUN
fcis-30148	86	28	to	to	PART
fcis-30148	86	29	realize	realize	VERB
fcis-30148	86	30	real	real	ADJ
fcis-30148	86	31	-	-	PUNCT
fcis-30148	86	32	time	time	NOUN
fcis-30148	86	33	monitoring	monitoring	NOUN
fcis-30148	86	34	,	,	PUNCT
fcis-30148	86	35	fault	fault	VERB
fcis-30148	86	36	early	early	ADJ
fcis-30148	86	37	warning	warning	NOUN
fcis-30148	86	38	and	and	CCONJ
fcis-30148	86	39	predictive	predictive	ADJ
fcis-30148	86	40	maintenance	maintenance	NOUN
fcis-30148	86	41	of	of	ADP
fcis-30148	86	42	equipment	equipment	NOUN
fcis-30148	86	43	operation	operation	NOUN
fcis-30148	86	44	status	status	NOUN
fcis-30148	86	45	.	.	PUNCT
fcis-30148	87	1	by	by	ADP
fcis-30148	87	2	optimizing	optimize	VERB
fcis-30148	87	3	the	the	DET
fcis-30148	87	4	process	process	NOUN
fcis-30148	87	5	of	of	ADP
fcis-30148	87	6	data	datum	NOUN
fcis-30148	87	7	acquisition	acquisition	NOUN
fcis-30148	87	8	,	,	PUNCT
fcis-30148	87	9	storage	storage	NOUN
fcis-30148	87	10	and	and	CCONJ
fcis-30148	87	11	analysis	analysis	NOUN
fcis-30148	87	12	,	,	PUNCT
fcis-30148	87	13	it	it	PRON
fcis-30148	87	14	improves	improve	VERB
fcis-30148	87	15	the	the	DET
fcis-30148	87	16	detection	detection	NOUN
fcis-30148	87	17	efficiency	efficiency	NOUN
fcis-30148	87	18	and	and	CCONJ
fcis-30148	87	19	accuracy	accuracy	NOUN
fcis-30148	87	20	,	,	PUNCT
fcis-30148	87	21	and	and	CCONJ
fcis-30148	87	22	provides	provide	VERB
fcis-30148	87	23	a	a	DET
fcis-30148	87	24	strong	strong	ADJ
fcis-30148	87	25	guarantee	guarantee	NOUN
fcis-30148	87	26	for	for	ADP
fcis-30148	87	27	the	the	DET
fcis-30148	87	28	safe	safe	ADJ
fcis-30148	87	29	operation	operation	NOUN
fcis-30148	87	30	of	of	ADP
fcis-30148	87	31	medical	medical	ADJ
fcis-30148	87	32	equipment	equipment	NOUN
fcis-30148	87	33	.	.	PUNCT
fcis-30148	88	1	the	the	DET
fcis-30148	88	2	introduction	introduction	NOUN
fcis-30148	88	3	of	of	ADP
fcis-30148	88	4	real	real	ADJ
fcis-30148	88	5	-	-	PUNCT
fcis-30148	88	6	time	time	NOUN
fcis-30148	88	7	data	datum	NOUN
fcis-30148	88	8	processing	processing	NOUN
fcis-30148	88	9	technology	technology	NOUN
fcis-30148	88	10	realizes	realize	VERB
fcis-30148	88	11	immediate	immediate	ADJ
fcis-30148	88	12	monitoring	monitoring	NOUN
fcis-30148	88	13	and	and	CCONJ
fcis-30148	88	14	feedback	feedback	NOUN
fcis-30148	88	15	of	of	ADP
fcis-30148	88	16	equipment	equipment	NOUN
fcis-30148	88	17	status	status	NOUN
fcis-30148	88	18	and	and	CCONJ
fcis-30148	88	19	enhances	enhance	VERB
fcis-30148	88	20	the	the	DET
fcis-30148	88	21	system	system	NOUN
fcis-30148	88	22	's	's	PART
fcis-30148	88	23	responsiveness	responsiveness	NOUN
fcis-30148	88	24	.	.	PUNCT
fcis-30148	89	1	it	it	PRON
fcis-30148	89	2	helps	help	VERB
fcis-30148	89	3	medical	medical	ADJ
fcis-30148	89	4	institutions	institution	NOUN
fcis-30148	89	5	to	to	PART
fcis-30148	89	6	improve	improve	VERB
fcis-30148	89	7	the	the	DET
fcis-30148	89	8	level	level	NOUN
fcis-30148	89	9	of	of	ADP
fcis-30148	89	10	equipment	equipment	NOUN
fcis-30148	89	11	management	management	NOUN
fcis-30148	89	12	,	,	PUNCT
fcis-30148	89	13	reduce	reduce	VERB
fcis-30148	89	14	operating	operating	NOUN
fcis-30148	89	15	costs	cost	NOUN
fcis-30148	89	16	and	and	CCONJ
fcis-30148	89	17	improve	improve	VERB
fcis-30148	89	18	the	the	DET
fcis-30148	89	19	quality	quality	NOUN
fcis-30148	89	20	of	of	ADP
fcis-30148	89	21	medical	medical	ADJ
fcis-30148	89	22	services	service	NOUN
fcis-30148	89	23	.	.	PUNCT
fcis-30148	90	1	references	reference	NOUN
fcis-30148	90	2	[	[	X
fcis-30148	90	3	1	1	NUM
fcis-30148	90	4	]	]	X
fcis-30148	90	5	yi	yi	PROPN
fcis-30148	90	6	yi	yi	PROPN
fcis-30148	90	7	-	-	PUNCT
fcis-30148	90	8	ye	ye	NOUN
fcis-30148	90	9	.	.	NOUN
fcis-30148	90	10	application	application	NOUN
fcis-30148	90	11	of	of	ADP
fcis-30148	90	12	metrological	metrological	ADJ
fcis-30148	90	13	testing	testing	NOUN
fcis-30148	90	14	in	in	ADP
fcis-30148	90	15	quality	quality	NOUN
fcis-30148	90	16	control	control	NOUN
fcis-30148	90	17	of	of	ADP
fcis-30148	90	18	medical	medical	ADJ
fcis-30148	90	19	devices[j	devices[j	PROPN
fcis-30148	90	20	]	]	PUNCT
fcis-30148	90	21	.	.	PUNCT
fcis-30148	91	1	branding	branding	NOUN
fcis-30148	91	2	and	and	CCONJ
fcis-30148	91	3	standardization	standardization	NOUN
fcis-30148	91	4	,	,	PUNCT
fcis-30148	91	5	2024	2024	NUM
fcis-30148	91	6	(	(	PUNCT
fcis-30148	91	7	3):192	3):192	NUM
fcis-30148	91	8	-	-	SYM
fcis-30148	91	9	194	194	NUM
fcis-30148	91	10	.	.	PUNCT
fcis-30148	92	1	[	[	X
fcis-30148	92	2	2	2	X
fcis-30148	92	3	]	]	PUNCT
fcis-30148	92	4	wang	wang	PROPN
fcis-30148	92	5	jun	jun	PROPN
fcis-30148	92	6	.	.	PROPN
fcis-30148	92	7	discussion	discussion	NOUN
fcis-30148	92	8	on	on	ADP
fcis-30148	92	9	the	the	DET
fcis-30148	92	10	problems	problem	NOUN
fcis-30148	92	11	and	and	CCONJ
fcis-30148	92	12	optimization	optimization	NOUN
fcis-30148	92	13	countermeasures	countermeasure	NOUN
fcis-30148	92	14	of	of	ADP
fcis-30148	92	15	medical	medical	ADJ
fcis-30148	92	16	equipment	equipment	NOUN
fcis-30148	92	17	measurement	measurement	NOUN
fcis-30148	92	18	and	and	CCONJ
fcis-30148	92	19	testing[j	testing[j	NOUN
fcis-30148	92	20	]	]	PUNCT
fcis-30148	92	21	.	.	PUNCT
fcis-30148	93	1	popular	popular	ADJ
fcis-30148	93	2	standardization,2023(13):183	standardization,2023(13):183	PROPN
fcis-30148	93	3	-	-	PUNCT
fcis-30148	93	4	185	185	NUM
fcis-30148	93	5	.	.	PUNCT
fcis-30148	94	1	doi:10	doi:10	PROPN
fcis-30148	94	2	.	.	PUNCT
fcis-30148	95	1	3969	3969	NUM
fcis-30148	95	2	/	/	SYM
fcis-30148	95	3	j.	j.	PROPN
fcis-30148	95	4	issn.1007	issn.1007	PROPN
fcis-30148	95	5	-	-	PUNCT
fcis-30148	95	6	1350.2023.13.064	1350.2023.13.064	NOUN
fcis-30148	95	7	.	.	PUNCT
fcis-30148	96	1	[	[	X
fcis-30148	96	2	3	3	X
fcis-30148	96	3	]	]	X
fcis-30148	96	4	li	li	PROPN
fcis-30148	96	5	ligong	ligong	PROPN
fcis-30148	96	6	.	.	PUNCT
fcis-30148	97	1	design	design	NOUN
fcis-30148	97	2	and	and	CCONJ
fcis-30148	97	3	realization	realization	NOUN
fcis-30148	97	4	of	of	ADP
fcis-30148	97	5	hospital	hospital	NOUN
fcis-30148	97	6	medical	medical	ADJ
fcis-30148	97	7	equipment	equipment	NOUN
fcis-30148	97	8	information	information	NOUN
fcis-30148	97	9	management	management	NOUN
fcis-30148	97	10	system	system	NOUN
fcis-30148	98	1	[	[	X
fcis-30148	98	2	d	d	X
fcis-30148	98	3	]	]	X
fcis-30148	98	4	.	.	PUNCT
fcis-30148	99	1	xi'an	xi'an	PROPN
fcis-30148	99	2	university	university	PROPN
fcis-30148	99	3	of	of	ADP
fcis-30148	99	4	electronic	electronic	ADJ
fcis-30148	99	5	science	science	NOUN
fcis-30148	99	6	and	and	CCONJ
fcis-30148	99	7	technology	technology	NOUN
fcis-30148	99	8	.	.	PUNCT
fcis-30148	100	1	[	[	X
fcis-30148	100	2	4	4	NUM
fcis-30148	100	3	]	]	PUNCT
fcis-30148	100	4	huo	huo	NOUN
fcis-30148	100	5	hongbo	hongbo	NOUN
fcis-30148	100	6	,	,	PUNCT
fcis-30148	100	7	he	he	PRON
fcis-30148	100	8	boshi	boshi	PROPN
fcis-30148	100	9	,	,	PUNCT
fcis-30148	100	10	wu	wu	PROPN
fcis-30148	100	11	bin	bin	PROPN
fcis-30148	100	12	,	,	PUNCT
fcis-30148	100	13	et	et	PROPN
fcis-30148	100	14	al	al	PROPN
fcis-30148	100	15	.	.	PROPN
fcis-30148	101	1	statistical	statistical	ADJ
fcis-30148	101	2	analysis	analysis	NOUN
fcis-30148	101	3	of	of	ADP
fcis-30148	101	4	medical	medical	ADJ
fcis-30148	101	5	device	device	NOUN
fcis-30148	101	6	performance	performance	NOUN
fcis-30148	101	7	based	base	VERB
fcis-30148	101	8	on	on	ADP
fcis-30148	101	9	data	datum	NOUN
fcis-30148	101	10	warehouse[j	warehouse[j	PROPN
fcis-30148	101	11	]	]	PUNCT
fcis-30148	101	12	.	.	PUNCT
fcis-30148	102	1	china	china	PROPN
fcis-30148	102	2	medical	medical	PROPN
fcis-30148	102	3	device,2013,000(009):27	device,2013,000(009):27	PROPN
fcis-30148	102	4	-	-	PUNCT
fcis-30148	102	5	30.doi:10	30.doi:10	PROPN
fcis-30148	102	6	.	.	PUNCT
fcis-30148	102	7	3969	3969	NUM
fcis-30148	102	8	/	/	SYM
fcis-30148	102	9	j.	j.	PROPN
fcis-30148	102	10	issn	issn	PROPN
fcis-30148	102	11	.	.	PROPN
fcis-30148	102	12	1674	1674	NUM
fcis-30148	102	13	-	-	SYM
fcis-30148	102	14	1633.2013.09.009	1633.2013.09.009	NUM
fcis-30148	102	15	.	.	PUNCT
fcis-30148	103	1	[	[	X
fcis-30148	103	2	5	5	X
fcis-30148	103	3	]	]	X
fcis-30148	103	4	chen	chen	PROPN
fcis-30148	103	5	xing	xing	PROPN
fcis-30148	103	6	,	,	PUNCT
fcis-30148	103	7	xia	xia	PROPN
fcis-30148	103	8	ke	ke	PROPN
fcis-30148	103	9	,	,	PUNCT
fcis-30148	103	10	zhang	zhang	PROPN
fcis-30148	103	11	yang	yang	PROPN
fcis-30148	103	12	.	.	PUNCT
fcis-30148	104	1	full	full	ADJ
fcis-30148	104	2	-	-	PUNCT
fcis-30148	104	3	cycle	cycle	NOUN
fcis-30148	104	4	management	management	NOUN
fcis-30148	104	5	of	of	ADP
fcis-30148	104	6	medical	medical	ADJ
fcis-30148	104	7	equipment	equipment	NOUN
fcis-30148	104	8	in	in	ADP
fcis-30148	104	9	the	the	DET
fcis-30148	104	10	context	context	NOUN
fcis-30148	104	11	of	of	ADP
fcis-30148	104	12	information	information	NOUN
fcis-30148	104	13	integration[j	integration[j	PROPN
fcis-30148	104	14	]	]	PUNCT
fcis-30148	104	15	.	.	PUNCT
fcis-30148	105	1	information	information	NOUN
fcis-30148	105	2	and	and	CCONJ
fcis-30148	105	3	computer,2019(9	computer,2019(9	NOUN
fcis-30148	105	4	):	):	PUNCT
fcis-30148	105	5	2.doi	2.doi	NUM
fcis-30148	105	6	:	:	PUNCT
fcis-30148	105	7	cnki	cnki	ADJ
fcis-30148	105	8	:	:	PUNCT
fcis-30148	105	9	sun	sun	NOUN
fcis-30148	105	10	:	:	PUNCT
fcis-30148	105	11	xxdl.0.2019	xxdl.0.2019	PROPN
fcis-30148	105	12	-	-	PUNCT
fcis-30148	105	13	09	09	NUM
fcis-30148	105	14	-	-	PUNCT
fcis-30148	105	15	078	078	NUM
fcis-30148	105	16	.	.	PUNCT
fcis-30148	106	1	[	[	X
fcis-30148	106	2	6	6	NUM
fcis-30148	106	3	]	]	X
fcis-30148	106	4	guo	guo	PROPN
fcis-30148	106	5	mingquan	mingquan	PROPN
fcis-30148	106	6	.	.	PUNCT
fcis-30148	107	1	analysis	analysis	NOUN
fcis-30148	107	2	of	of	ADP
fcis-30148	107	3	medical	medical	ADJ
fcis-30148	107	4	equipment	equipment	NOUN
fcis-30148	107	5	informatization	informatization	NOUN
fcis-30148	107	6	management	management	NOUN
fcis-30148	107	7	in	in	ADP
fcis-30148	107	8	the	the	DET
fcis-30148	107	9	era	era	NOUN
fcis-30148	107	10	of	of	ADP
fcis-30148	107	11	internet+[j	internet+[j	NOUN
fcis-30148	107	12	]	]	PUNCT
fcis-30148	107	13	.	.	PUNCT
fcis-30148	108	1	china	china	PROPN
fcis-30148	108	2	health	health	PROPN
fcis-30148	108	3	industry	industry	NOUN
fcis-30148	108	4	,	,	PUNCT
fcis-30148	108	5	2015,12(13):2	2015,12(13):2	PROPN
fcis-30148	108	6	.	.	PUNCT
fcis-30148	109	1	doi	doi	NOUN
fcis-30148	109	2	:	:	PUNCT
fcis-30148	109	3	cnki	cnki	ADJ
fcis-30148	109	4	:	:	PUNCT
fcis-30148	109	5	sun	sun	NOUN
fcis-30148	109	6	:	:	PUNCT
fcis-30148	109	7	wscy	wscy	PROPN
fcis-30148	109	8	.	.	PROPN
fcis-30148	109	9	0	0	NUM
fcis-30148	109	10	.	.	X
fcis-30148	109	11	2015	2015	NUM
fcis-30148	109	12	-	-	SYM
fcis-30148	109	13	13	13	NUM
fcis-30148	109	14	-	-	NUM
fcis-30148	109	15	050	050	NUM
fcis-30148	109	16	.	.	PUNCT
fcis-30148	110	1	[	[	X
fcis-30148	110	2	7	7	X
fcis-30148	110	3	]	]	SYM
fcis-30148	110	4	xing	xing	PROPN
fcis-30148	110	5	,	,	PUNCT
fcis-30148	110	6	hongbo	hongbo	PROPN
fcis-30148	110	7	.	.	PUNCT
fcis-30148	110	8	research	research	NOUN
fcis-30148	110	9	on	on	ADP
fcis-30148	110	10	medical	medical	ADJ
fcis-30148	110	11	data	data	NOUN
fcis-30148	110	12	storage	storage	NOUN
fcis-30148	110	13	based	base	VERB
fcis-30148	110	14	on	on	ADP
fcis-30148	110	15	hadoop	hadoop	NOUN
fcis-30148	111	1	[	[	X
fcis-30148	111	2	d	d	X
fcis-30148	111	3	]	]	X
fcis-30148	111	4	.	.	PUNCT
fcis-30148	112	1	shenyang	shenyang	PROPN
fcis-30148	112	2	university	university	PROPN
fcis-30148	112	3	of	of	ADP
fcis-30148	112	4	technology,2022	technology,2022	PROPN
fcis-30148	112	5	.	.	PUNCT