id	sid	tid	token	lemma	pos
fcis-29275	1	1	frontiers	frontier	NOUN
fcis-29275	1	2	in	in	ADP
fcis-29275	1	3	computing	computing	NOUN
fcis-29275	1	4	and	and	CCONJ
fcis-29275	1	5	intelligent	intelligent	ADJ
fcis-29275	1	6	systems	system	NOUN
fcis-29275	1	7	issn	issn	VERB
fcis-29275	1	8	:	:	PUNCT
fcis-29275	1	9	2832	2832	NUM
fcis-29275	1	10	-	-	SYM
fcis-29275	1	11	6024	6024	NUM
fcis-29275	1	12	|	|	NOUN
fcis-29275	1	13	vol	vol	NOUN
fcis-29275	1	14	.	.	PROPN
fcis-29275	2	1	11	11	NUM
fcis-29275	2	2	,	,	PUNCT
fcis-29275	2	3	no	no	INTJ
fcis-29275	2	4	.	.	NOUN
fcis-29275	2	5	1	1	NUM
fcis-29275	2	6	,	,	PUNCT
fcis-29275	2	7	2025	2025	NUM
fcis-29275	2	8	70	70	NUM
fcis-29275	2	9	research	research	NOUN
fcis-29275	2	10	on	on	ADP
fcis-29275	2	11	downhole	downhole	NOUN
fcis-29275	2	12	two‐phase	two‐phase	NOUN
fcis-29275	2	13	flow	flow	NOUN
fcis-29275	2	14	parameter	parameter	NOUN
fcis-29275	2	15	measurement	measurement	NOUN
fcis-29275	2	16	method	method	NOUN
fcis-29275	2	17	based	base	VERB
fcis-29275	2	18	on	on	ADP
fcis-29275	2	19	deep	deep	ADJ
fcis-29275	2	20	neural	neural	ADJ
fcis-29275	2	21	networks	network	NOUN
fcis-29275	2	22	jian	jian	PROPN
fcis-29275	2	23	zhang	zhang	PROPN
fcis-29275	2	24	and	and	CCONJ
fcis-29275	2	25	kang	kang	PROPN
fcis-29275	2	26	chen	chen	PROPN
fcis-29275	2	27	college	college	PROPN
fcis-29275	2	28	of	of	ADP
fcis-29275	2	29	computer	computer	NOUN
fcis-29275	2	30	science	science	NOUN
fcis-29275	2	31	,	,	PUNCT
fcis-29275	2	32	yangtze	yangtze	PROPN
fcis-29275	2	33	university	university	PROPN
fcis-29275	2	34	,	,	PUNCT
fcis-29275	2	35	jingzhou	jingzhou	PROPN
fcis-29275	2	36	,	,	PUNCT
fcis-29275	2	37	hubei	hubei	PROPN
fcis-29275	2	38	434000	434000	NUM
fcis-29275	2	39	,	,	PUNCT
fcis-29275	2	40	china	china	PROPN
fcis-29275	2	41	abstract	abstract	PROPN
fcis-29275	2	42	:	:	PUNCT
fcis-29275	2	43	with	with	ADP
fcis-29275	2	44	the	the	DET
fcis-29275	2	45	rapid	rapid	ADJ
fcis-29275	2	46	development	development	NOUN
fcis-29275	2	47	of	of	ADP
fcis-29275	2	48	the	the	DET
fcis-29275	2	49	oil	oil	NOUN
fcis-29275	2	50	and	and	CCONJ
fcis-29275	2	51	gas	gas	NOUN
fcis-29275	2	52	industry	industry	NOUN
fcis-29275	2	53	,	,	PUNCT
fcis-29275	2	54	accurate	accurate	ADJ
fcis-29275	2	55	measurement	measurement	NOUN
fcis-29275	2	56	of	of	ADP
fcis-29275	2	57	downhole	downhole	ADJ
fcis-29275	2	58	two	two	NUM
fcis-29275	2	59	-	-	PUNCT
fcis-29275	2	60	phase	phase	NOUN
fcis-29275	2	61	flow	flow	NOUN
fcis-29275	2	62	parameters	parameter	NOUN
fcis-29275	2	63	has	have	AUX
fcis-29275	2	64	become	become	VERB
fcis-29275	2	65	particularly	particularly	ADV
fcis-29275	2	66	critical	critical	ADJ
fcis-29275	2	67	.	.	PUNCT
fcis-29275	3	1	however	however	ADV
fcis-29275	3	2	,	,	PUNCT
fcis-29275	3	3	traditional	traditional	ADJ
fcis-29275	3	4	measurement	measurement	NOUN
fcis-29275	3	5	methods	method	NOUN
fcis-29275	3	6	face	face	VERB
fcis-29275	3	7	numerous	numerous	ADJ
fcis-29275	3	8	challenges	challenge	NOUN
fcis-29275	3	9	in	in	ADP
fcis-29275	3	10	complex	complex	ADJ
fcis-29275	3	11	downhole	downhole	NOUN
fcis-29275	3	12	environments	environment	NOUN
fcis-29275	3	13	and	and	CCONJ
fcis-29275	3	14	can	can	AUX
fcis-29275	3	15	not	not	PART
fcis-29275	3	16	meet	meet	VERB
fcis-29275	3	17	the	the	DET
fcis-29275	3	18	modern	modern	ADJ
fcis-29275	3	19	industry	industry	NOUN
fcis-29275	3	20	's	's	PART
fcis-29275	3	21	demands	demand	NOUN
fcis-29275	3	22	for	for	ADP
fcis-29275	3	23	high	high	ADJ
fcis-29275	3	24	precision	precision	NOUN
fcis-29275	3	25	and	and	CCONJ
fcis-29275	3	26	real	real	ADJ
fcis-29275	3	27	-	-	PUNCT
fcis-29275	3	28	time	time	NOUN
fcis-29275	3	29	requirements	requirement	NOUN
fcis-29275	3	30	.	.	PUNCT
fcis-29275	4	1	the	the	DET
fcis-29275	4	2	flow	flow	NOUN
fcis-29275	4	3	behavior	behavior	NOUN
fcis-29275	4	4	of	of	ADP
fcis-29275	4	5	downhole	downhole	NOUN
fcis-29275	4	6	two	two	NUM
fcis-29275	4	7	-	-	PUNCT
fcis-29275	4	8	phase	phase	NOUN
fcis-29275	4	9	flows	flow	NOUN
fcis-29275	4	10	(	(	PUNCT
fcis-29275	4	11	such	such	ADJ
fcis-29275	4	12	as	as	ADP
fcis-29275	4	13	oil	oil	NOUN
fcis-29275	4	14	-	-	PUNCT
fcis-29275	4	15	gas	gas	NOUN
fcis-29275	4	16	,	,	PUNCT
fcis-29275	4	17	water	water	NOUN
fcis-29275	4	18	-	-	PUNCT
fcis-29275	4	19	gas	gas	NOUN
fcis-29275	4	20	,	,	PUNCT
fcis-29275	4	21	etc	etc	X
fcis-29275	4	22	.	.	X
fcis-29275	4	23	)	)	PUNCT
fcis-29275	4	24	directly	directly	ADV
fcis-29275	4	25	affects	affect	VERB
fcis-29275	4	26	the	the	DET
fcis-29275	4	27	production	production	NOUN
fcis-29275	4	28	efficiency	efficiency	NOUN
fcis-29275	4	29	and	and	CCONJ
fcis-29275	4	30	safety	safety	NOUN
fcis-29275	4	31	of	of	ADP
fcis-29275	4	32	oil	oil	NOUN
fcis-29275	4	33	and	and	CCONJ
fcis-29275	4	34	gas	gas	NOUN
fcis-29275	4	35	wells	well	NOUN
fcis-29275	4	36	.	.	PUNCT
fcis-29275	5	1	measuring	measure	VERB
fcis-29275	5	2	key	key	ADJ
fcis-29275	5	3	parameters	parameter	NOUN
fcis-29275	5	4	(	(	PUNCT
fcis-29275	5	5	such	such	ADJ
fcis-29275	5	6	as	as	ADP
fcis-29275	5	7	flow	flow	NOUN
fcis-29275	5	8	rate	rate	NOUN
fcis-29275	5	9	,	,	PUNCT
fcis-29275	5	10	gas	gas	NOUN
fcis-29275	5	11	content	content	NOUN
fcis-29275	5	12	,	,	PUNCT
fcis-29275	5	13	and	and	CCONJ
fcis-29275	5	14	flow	flow	NOUN
fcis-29275	5	15	pattern	pattern	NOUN
fcis-29275	5	16	,	,	PUNCT
fcis-29275	5	17	etc	etc	X
fcis-29275	5	18	.	.	X
fcis-29275	5	19	)	)	PUNCT
fcis-29275	5	20	is	be	AUX
fcis-29275	5	21	crucial	crucial	ADJ
fcis-29275	5	22	for	for	ADP
fcis-29275	5	23	optimizing	optimize	VERB
fcis-29275	5	24	production	production	NOUN
fcis-29275	5	25	processes	process	NOUN
fcis-29275	5	26	,	,	PUNCT
fcis-29275	5	27	improving	improve	VERB
fcis-29275	5	28	recovery	recovery	NOUN
fcis-29275	5	29	rates	rate	NOUN
fcis-29275	5	30	,	,	PUNCT
fcis-29275	5	31	and	and	CCONJ
fcis-29275	5	32	ensuring	ensure	VERB
fcis-29275	5	33	wellbore	wellbore	NOUN
fcis-29275	5	34	safety	safety	NOUN
fcis-29275	5	35	.	.	PUNCT
fcis-29275	6	1	traditional	traditional	ADJ
fcis-29275	6	2	measurement	measurement	NOUN
fcis-29275	6	3	methods	method	NOUN
fcis-29275	6	4	,	,	PUNCT
fcis-29275	6	5	such	such	ADJ
fcis-29275	6	6	as	as	ADP
fcis-29275	6	7	mechanical	mechanical	ADJ
fcis-29275	6	8	flowmeters	flowmeter	NOUN
fcis-29275	6	9	and	and	CCONJ
fcis-29275	6	10	capacitance	capacitance	NOUN
fcis-29275	6	11	sensors	sensor	NOUN
fcis-29275	6	12	,	,	PUNCT
fcis-29275	6	13	are	be	AUX
fcis-29275	6	14	easily	easily	ADV
fcis-29275	6	15	affected	affect	VERB
fcis-29275	6	16	by	by	ADP
fcis-29275	6	17	various	various	ADJ
fcis-29275	6	18	factors	factor	NOUN
fcis-29275	6	19	such	such	ADJ
fcis-29275	6	20	as	as	ADP
fcis-29275	6	21	temperature	temperature	NOUN
fcis-29275	6	22	,	,	PUNCT
fcis-29275	6	23	pressure	pressure	NOUN
fcis-29275	6	24	,	,	PUNCT
fcis-29275	6	25	and	and	CCONJ
fcis-29275	6	26	composition	composition	NOUN
fcis-29275	6	27	changes	change	NOUN
fcis-29275	6	28	in	in	ADP
fcis-29275	6	29	complex	complex	ADJ
fcis-29275	6	30	downhole	downhole	NOUN
fcis-29275	6	31	environments	environment	NOUN
fcis-29275	6	32	,	,	PUNCT
fcis-29275	6	33	leading	lead	VERB
fcis-29275	6	34	to	to	ADP
fcis-29275	6	35	inaccurate	inaccurate	ADJ
fcis-29275	6	36	measurement	measurement	NOUN
fcis-29275	6	37	results	result	NOUN
fcis-29275	6	38	.	.	PUNCT
fcis-29275	7	1	in	in	ADP
fcis-29275	7	2	addition	addition	NOUN
fcis-29275	7	3	,	,	PUNCT
fcis-29275	7	4	traditional	traditional	ADJ
fcis-29275	7	5	methods	method	NOUN
fcis-29275	7	6	usually	usually	ADV
fcis-29275	7	7	require	require	VERB
fcis-29275	7	8	a	a	DET
fcis-29275	7	9	long	long	ADJ
fcis-29275	7	10	response	response	NOUN
fcis-29275	7	11	time	time	NOUN
fcis-29275	7	12	and	and	CCONJ
fcis-29275	7	13	can	can	AUX
fcis-29275	7	14	not	not	PART
fcis-29275	7	15	meet	meet	VERB
fcis-29275	7	16	the	the	DET
fcis-29275	7	17	modern	modern	ADJ
fcis-29275	7	18	industry	industry	NOUN
fcis-29275	7	19	's	's	PART
fcis-29275	7	20	dual	dual	ADJ
fcis-29275	7	21	demands	demand	NOUN
fcis-29275	7	22	for	for	ADP
fcis-29275	7	23	real	real	ADJ
fcis-29275	7	24	-	-	PUNCT
fcis-29275	7	25	time	time	NOUN
fcis-29275	7	26	and	and	CCONJ
fcis-29275	7	27	high	high	ADJ
fcis-29275	7	28	precision	precision	NOUN
fcis-29275	7	29	.	.	PUNCT
fcis-29275	8	1	under	under	ADP
fcis-29275	8	2	these	these	DET
fcis-29275	8	3	circumstances	circumstance	NOUN
fcis-29275	8	4	,	,	PUNCT
fcis-29275	8	5	researching	research	VERB
fcis-29275	8	6	a	a	DET
fcis-29275	8	7	new	new	ADJ
fcis-29275	8	8	,	,	PUNCT
fcis-29275	8	9	high	high	ADJ
fcis-29275	8	10	-	-	PUNCT
fcis-29275	8	11	precision	precision	NOUN
fcis-29275	8	12	downhole	downhole	NOUN
fcis-29275	8	13	two	two	NUM
fcis-29275	8	14	-	-	PUNCT
fcis-29275	8	15	phase	phase	NOUN
fcis-29275	8	16	flow	flow	NOUN
fcis-29275	8	17	parameter	parameter	NOUN
fcis-29275	8	18	measurement	measurement	NOUN
fcis-29275	8	19	method	method	NOUN
fcis-29275	8	20	has	have	AUX
fcis-29275	8	21	become	become	VERB
fcis-29275	8	22	urgent	urgent	ADJ
fcis-29275	8	23	.	.	PUNCT
fcis-29275	9	1	with	with	ADP
fcis-29275	9	2	the	the	DET
fcis-29275	9	3	rapid	rapid	ADJ
fcis-29275	9	4	development	development	NOUN
fcis-29275	9	5	of	of	ADP
fcis-29275	9	6	artificial	artificial	ADJ
fcis-29275	9	7	intelligence	intelligence	NOUN
fcis-29275	9	8	and	and	CCONJ
fcis-29275	9	9	machine	machine	NOUN
fcis-29275	9	10	learning	learning	NOUN
fcis-29275	9	11	technologies	technology	NOUN
fcis-29275	9	12	,	,	PUNCT
fcis-29275	9	13	deep	deep	ADJ
fcis-29275	9	14	neural	neural	ADJ
fcis-29275	9	15	networks	network	NOUN
fcis-29275	9	16	(	(	PUNCT
fcis-29275	9	17	dnn	dnn	PROPN
fcis-29275	9	18	)	)	PUNCT
fcis-29275	9	19	offer	offer	VERB
fcis-29275	9	20	a	a	DET
fcis-29275	9	21	potential	potential	ADJ
fcis-29275	9	22	solution	solution	NOUN
fcis-29275	9	23	due	due	ADP
fcis-29275	9	24	to	to	ADP
fcis-29275	9	25	their	their	PRON
fcis-29275	9	26	powerful	powerful	ADJ
fcis-29275	9	27	data	datum	NOUN
fcis-29275	9	28	processing	processing	NOUN
fcis-29275	9	29	and	and	CCONJ
fcis-29275	9	30	non	non	ADJ
fcis-29275	9	31	-	-	ADJ
fcis-29275	9	32	linear	linear	ADJ
fcis-29275	9	33	modeling	modeling	NOUN
fcis-29275	9	34	capabilities	capability	NOUN
fcis-29275	9	35	.	.	PUNCT
fcis-29275	10	1	applying	apply	VERB
fcis-29275	10	2	deep	deep	ADJ
fcis-29275	10	3	neural	neural	ADJ
fcis-29275	10	4	networks	network	NOUN
fcis-29275	10	5	to	to	ADP
fcis-29275	10	6	the	the	DET
fcis-29275	10	7	measurement	measurement	NOUN
fcis-29275	10	8	of	of	ADP
fcis-29275	10	9	downhole	downhole	ADJ
fcis-29275	10	10	two	two	NUM
fcis-29275	10	11	-	-	PUNCT
fcis-29275	10	12	phase	phase	NOUN
fcis-29275	10	13	flow	flow	NOUN
fcis-29275	10	14	parameters	parameter	NOUN
fcis-29275	10	15	can	can	AUX
fcis-29275	10	16	not	not	PART
fcis-29275	10	17	only	only	ADV
fcis-29275	10	18	overcome	overcome	VERB
fcis-29275	10	19	the	the	DET
fcis-29275	10	20	limitations	limitation	NOUN
fcis-29275	10	21	of	of	ADP
fcis-29275	10	22	traditional	traditional	ADJ
fcis-29275	10	23	methods	method	NOUN
fcis-29275	10	24	but	but	CCONJ
fcis-29275	10	25	also	also	ADV
fcis-29275	10	26	significantly	significantly	ADV
fcis-29275	10	27	improve	improve	VERB
fcis-29275	10	28	the	the	DET
fcis-29275	10	29	accuracy	accuracy	NOUN
fcis-29275	10	30	and	and	CCONJ
fcis-29275	10	31	real	real	ADJ
fcis-29275	10	32	-	-	PUNCT
fcis-29275	10	33	time	time	NOUN
fcis-29275	10	34	performance	performance	NOUN
fcis-29275	10	35	of	of	ADP
fcis-29275	10	36	measurements	measurement	NOUN
fcis-29275	10	37	,	,	PUNCT
fcis-29275	10	38	providing	provide	VERB
fcis-29275	10	39	strong	strong	ADJ
fcis-29275	10	40	technical	technical	ADJ
fcis-29275	10	41	support	support	NOUN
fcis-29275	10	42	for	for	ADP
fcis-29275	10	43	the	the	DET
fcis-29275	10	44	oil	oil	NOUN
fcis-29275	10	45	and	and	CCONJ
fcis-29275	10	46	gas	gas	NOUN
fcis-29275	10	47	industry	industry	NOUN
fcis-29275	10	48	.	.	PUNCT
fcis-29275	11	1	therefore	therefore	ADV
fcis-29275	11	2	,	,	PUNCT
fcis-29275	11	3	this	this	DET
fcis-29275	11	4	paper	paper	NOUN
fcis-29275	11	5	proposes	propose	VERB
fcis-29275	11	6	a	a	DET
fcis-29275	11	7	downhole	downhole	NOUN
fcis-29275	11	8	two	two	NUM
fcis-29275	11	9	-	-	PUNCT
fcis-29275	11	10	phase	phase	NOUN
fcis-29275	11	11	flow	flow	NOUN
fcis-29275	11	12	parameter	parameter	NOUN
fcis-29275	11	13	measurement	measurement	NOUN
fcis-29275	11	14	method	method	NOUN
fcis-29275	11	15	that	that	PRON
fcis-29275	11	16	integrates	integrate	VERB
fcis-29275	11	17	deep	deep	ADJ
fcis-29275	11	18	neural	neural	ADJ
fcis-29275	11	19	networks	network	NOUN
fcis-29275	11	20	,	,	PUNCT
fcis-29275	11	21	focusing	focus	VERB
fcis-29275	11	22	on	on	ADP
fcis-29275	11	23	the	the	DET
fcis-29275	11	24	research	research	NOUN
fcis-29275	11	25	of	of	ADP
fcis-29275	11	26	multi	multi	ADJ
fcis-29275	11	27	-	-	ADJ
fcis-29275	11	28	phase	phase	ADJ
fcis-29275	11	29	flow	flow	NOUN
fcis-29275	11	30	parameter	parameter	NOUN
fcis-29275	11	31	measurement	measurement	NOUN
fcis-29275	11	32	technology	technology	NOUN
fcis-29275	11	33	based	base	VERB
fcis-29275	11	34	on	on	ADP
fcis-29275	11	35	deep	deep	ADJ
fcis-29275	11	36	learning	learning	NOUN
fcis-29275	11	37	and	and	CCONJ
fcis-29275	11	38	its	its	PRON
fcis-29275	11	39	application	application	NOUN
fcis-29275	11	40	in	in	ADP
fcis-29275	11	41	the	the	DET
fcis-29275	11	42	production	production	NOUN
fcis-29275	11	43	process	process	NOUN
fcis-29275	11	44	of	of	ADP
fcis-29275	11	45	oil	oil	NOUN
fcis-29275	11	46	and	and	CCONJ
fcis-29275	11	47	gas	gas	NOUN
fcis-29275	11	48	wells	well	NOUN
fcis-29275	11	49	.	.	PUNCT
fcis-29275	12	1	by	by	ADP
fcis-29275	12	2	constructing	construct	VERB
fcis-29275	12	3	and	and	CCONJ
fcis-29275	12	4	optimizing	optimize	VERB
fcis-29275	12	5	models	model	NOUN
fcis-29275	12	6	such	such	ADJ
fcis-29275	12	7	as	as	ADP
fcis-29275	12	8	generative	generative	ADJ
fcis-29275	12	9	adversarial	adversarial	ADJ
fcis-29275	12	10	networks	network	NOUN
fcis-29275	12	11	(	(	PUNCT
fcis-29275	12	12	gan	gan	PROPN
fcis-29275	12	13	)	)	PUNCT
fcis-29275	12	14	,	,	PUNCT
fcis-29275	12	15	bidirectional	bidirectional	ADJ
fcis-29275	12	16	long	long	ADJ
fcis-29275	12	17	short	short	ADJ
fcis-29275	12	18	-	-	PUNCT
fcis-29275	12	19	term	term	NOUN
fcis-29275	12	20	memory	memory	NOUN
fcis-29275	12	21	networks	network	NOUN
fcis-29275	12	22	(	(	PUNCT
fcis-29275	12	23	bi	bi	NOUN
fcis-29275	12	24	-	-	ADJ
fcis-29275	12	25	lstm	lstm	ADJ
fcis-29275	12	26	)	)	PUNCT
fcis-29275	12	27	,	,	PUNCT
fcis-29275	12	28	and	and	CCONJ
fcis-29275	12	29	graph	graph	VERB
fcis-29275	12	30	convolutional	convolutional	ADJ
fcis-29275	12	31	networks	network	NOUN
fcis-29275	12	32	(	(	PUNCT
fcis-29275	12	33	gcn	gcn	NOUN
fcis-29275	12	34	)	)	PUNCT
fcis-29275	12	35	,	,	PUNCT
fcis-29275	12	36	this	this	DET
fcis-29275	12	37	paper	paper	NOUN
fcis-29275	12	38	achieves	achieve	VERB
fcis-29275	12	39	efficient	efficient	ADJ
fcis-29275	12	40	identification	identification	NOUN
fcis-29275	12	41	and	and	CCONJ
fcis-29275	12	42	parameter	parameter	NOUN
fcis-29275	12	43	measurement	measurement	NOUN
fcis-29275	12	44	of	of	ADP
fcis-29275	12	45	downhole	downhole	ADJ
fcis-29275	12	46	two	two	NUM
fcis-29275	12	47	-	-	PUNCT
fcis-29275	12	48	phase	phase	NOUN
fcis-29275	12	49	flow	flow	NOUN
fcis-29275	12	50	pattern	pattern	NOUN
fcis-29275	12	51	characteristics	characteristic	NOUN
fcis-29275	12	52	.	.	PUNCT
fcis-29275	13	1	experimental	experimental	ADJ
fcis-29275	13	2	results	result	NOUN
fcis-29275	13	3	show	show	VERB
fcis-29275	13	4	that	that	SCONJ
fcis-29275	13	5	the	the	DET
fcis-29275	13	6	integrated	integrated	ADJ
fcis-29275	13	7	model	model	NOUN
fcis-29275	13	8	can	can	AUX
fcis-29275	13	9	effectively	effectively	ADV
fcis-29275	13	10	predict	predict	VERB
fcis-29275	13	11	key	key	ADJ
fcis-29275	13	12	parameters	parameter	NOUN
fcis-29275	13	13	of	of	ADP
fcis-29275	13	14	downhole	downhole	NOUN
fcis-29275	13	15	two	two	NUM
fcis-29275	13	16	-	-	PUNCT
fcis-29275	13	17	phase	phase	NOUN
fcis-29275	13	18	flow	flow	NOUN
fcis-29275	13	19	under	under	ADP
fcis-29275	13	20	different	different	ADJ
fcis-29275	13	21	working	work	VERB
fcis-29275	13	22	conditions	condition	NOUN
fcis-29275	13	23	,	,	PUNCT
fcis-29275	13	24	significantly	significantly	ADV
fcis-29275	13	25	improving	improve	VERB
fcis-29275	13	26	measurement	measurement	NOUN
fcis-29275	13	27	accuracy	accuracy	NOUN
fcis-29275	13	28	and	and	CCONJ
fcis-29275	13	29	robustness	robustness	NOUN
fcis-29275	13	30	.	.	PUNCT
fcis-29275	14	1	this	this	DET
fcis-29275	14	2	study	study	NOUN
fcis-29275	14	3	not	not	PART
fcis-29275	14	4	only	only	ADV
fcis-29275	14	5	provides	provide	VERB
fcis-29275	14	6	a	a	DET
fcis-29275	14	7	new	new	ADJ
fcis-29275	14	8	solution	solution	NOUN
fcis-29275	14	9	for	for	ADP
fcis-29275	14	10	the	the	DET
fcis-29275	14	11	measurement	measurement	NOUN
fcis-29275	14	12	of	of	ADP
fcis-29275	14	13	downhole	downhole	ADJ
fcis-29275	14	14	two	two	NUM
fcis-29275	14	15	-	-	PUNCT
fcis-29275	14	16	phase	phase	NOUN
fcis-29275	14	17	flow	flow	NOUN
fcis-29275	14	18	parameters	parameter	NOUN
fcis-29275	14	19	but	but	CCONJ
fcis-29275	14	20	also	also	ADV
fcis-29275	14	21	has	have	VERB
fcis-29275	14	22	important	important	ADJ
fcis-29275	14	23	significance	significance	NOUN
fcis-29275	14	24	for	for	ADP
fcis-29275	14	25	improving	improve	VERB
fcis-29275	14	26	the	the	DET
fcis-29275	14	27	automation	automation	NOUN
fcis-29275	14	28	level	level	NOUN
fcis-29275	14	29	of	of	ADP
fcis-29275	14	30	measurement	measurement	NOUN
fcis-29275	14	31	technology	technology	NOUN
fcis-29275	14	32	,	,	PUNCT
fcis-29275	14	33	reducing	reduce	VERB
fcis-29275	14	34	manual	manual	ADJ
fcis-29275	14	35	intervention	intervention	NOUN
fcis-29275	14	36	,	,	PUNCT
fcis-29275	14	37	and	and	CCONJ
fcis-29275	14	38	reducing	reduce	VERB
fcis-29275	14	39	production	production	NOUN
fcis-29275	14	40	costs	cost	NOUN
fcis-29275	14	41	.	.	PUNCT
fcis-29275	15	1	it	it	PRON
fcis-29275	15	2	further	far	ADV
fcis-29275	15	3	provides	provide	VERB
fcis-29275	15	4	new	new	ADJ
fcis-29275	15	5	ideas	idea	NOUN
fcis-29275	15	6	and	and	CCONJ
fcis-29275	15	7	methods	method	NOUN
fcis-29275	15	8	for	for	ADP
fcis-29275	15	9	solving	solve	VERB
fcis-29275	15	10	complex	complex	ADJ
fcis-29275	15	11	fluid	fluid	ADJ
fcis-29275	15	12	flow	flow	NOUN
fcis-29275	15	13	problems	problem	NOUN
fcis-29275	15	14	in	in	ADP
fcis-29275	15	15	the	the	DET
fcis-29275	15	16	energy	energy	NOUN
fcis-29275	15	17	field	field	NOUN
fcis-29275	15	18	,	,	PUNCT
fcis-29275	15	19	with	with	ADP
fcis-29275	15	20	broad	broad	ADJ
fcis-29275	15	21	application	application	NOUN
fcis-29275	15	22	prospects	prospect	NOUN
fcis-29275	15	23	and	and	CCONJ
fcis-29275	15	24	profound	profound	ADJ
fcis-29275	15	25	practical	practical	ADJ
fcis-29275	15	26	value	value	NOUN
fcis-29275	15	27	.	.	PUNCT
fcis-29275	16	1	keywords	keyword	NOUN
fcis-29275	16	2	:	:	PUNCT
fcis-29275	16	3	deep	deep	ADJ
fcis-29275	16	4	neural	neural	ADJ
fcis-29275	16	5	networks	network	NOUN
fcis-29275	16	6	;	;	PUNCT
fcis-29275	16	7	two	two	NUM
fcis-29275	16	8	-	-	PUNCT
fcis-29275	16	9	phase	phase	NOUN
fcis-29275	16	10	flow	flow	NOUN
fcis-29275	16	11	;	;	PUNCT
fcis-29275	16	12	parameter	parameter	NOUN
fcis-29275	16	13	measurement	measurement	NOUN
fcis-29275	16	14	;	;	PUNCT
fcis-29275	16	15	downhole	downhole	NOUN
fcis-29275	16	16	;	;	PUNCT
fcis-29275	16	17	oil	oil	NOUN
fcis-29275	16	18	and	and	CCONJ
fcis-29275	16	19	gas	gas	NOUN
fcis-29275	16	20	.	.	PUNCT
fcis-29275	17	1	1	1	X
fcis-29275	17	2	.	.	X
fcis-29275	17	3	introduction	introduction	NOUN
fcis-29275	17	4	1.1	1.1	NUM
fcis-29275	17	5	.	.	PUNCT
fcis-29275	18	1	the	the	DET
fcis-29275	18	2	importance	importance	NOUN
fcis-29275	18	3	of	of	ADP
fcis-29275	18	4	downhole	downhole	NOUN
fcis-29275	18	5	two	two	NUM
fcis-29275	18	6	-	-	PUNCT
fcis-29275	18	7	phase	phase	NOUN
fcis-29275	18	8	flow	flow	NOUN
fcis-29275	18	9	parameter	parameter	NOUN
fcis-29275	18	10	measurement	measurement	NOUN
fcis-29275	18	11	downhole	downhole	PROPN
fcis-29275	18	12	two	two	NUM
fcis-29275	18	13	-	-	PUNCT
fcis-29275	18	14	phase	phase	NOUN
fcis-29275	18	15	flow	flow	NOUN
fcis-29275	18	16	parameter	parameter	NOUN
fcis-29275	18	17	measurement	measurement	NOUN
fcis-29275	18	18	plays	play	VERB
fcis-29275	18	19	a	a	DET
fcis-29275	18	20	significant	significant	ADJ
fcis-29275	18	21	role	role	NOUN
fcis-29275	18	22	in	in	ADP
fcis-29275	18	23	oil	oil	NOUN
fcis-29275	18	24	and	and	CCONJ
fcis-29275	18	25	gas	gas	NOUN
fcis-29275	18	26	field	field	NOUN
fcis-29275	18	27	development	development	NOUN
fcis-29275	18	28	.	.	PUNCT
fcis-29275	19	1	accurate	accurate	ADJ
fcis-29275	19	2	two	two	NUM
fcis-29275	19	3	-	-	PUNCT
fcis-29275	19	4	phase	phase	NOUN
fcis-29275	19	5	flow	flow	NOUN
fcis-29275	19	6	parameters	parameter	NOUN
fcis-29275	19	7	can	can	AUX
fcis-29275	19	8	ensure	ensure	VERB
fcis-29275	19	9	efficient	efficient	ADJ
fcis-29275	19	10	oil	oil	NOUN
fcis-29275	19	11	and	and	CCONJ
fcis-29275	19	12	gas	gas	NOUN
fcis-29275	19	13	field	field	NOUN
fcis-29275	19	14	development	development	NOUN
fcis-29275	19	15	and	and	CCONJ
fcis-29275	19	16	avoid	avoid	VERB
fcis-29275	19	17	equipment	equipment	NOUN
fcis-29275	19	18	failures	failure	NOUN
fcis-29275	19	19	and	and	CCONJ
fcis-29275	19	20	safety	safety	NOUN
fcis-29275	19	21	accidents	accident	NOUN
fcis-29275	19	22	caused	cause	VERB
fcis-29275	19	23	by	by	ADP
fcis-29275	19	24	inaccurate	inaccurate	ADJ
fcis-29275	19	25	parameter	parameter	NOUN
fcis-29275	19	26	measurement	measurement	NOUN
fcis-29275	19	27	.	.	PUNCT
fcis-29275	20	1	it	it	PRON
fcis-29275	20	2	can	can	AUX
fcis-29275	20	3	better	well	ADV
fcis-29275	20	4	grasp	grasp	VERB
fcis-29275	20	5	the	the	DET
fcis-29275	20	6	flow	flow	NOUN
fcis-29275	20	7	of	of	ADP
fcis-29275	20	8	fluids	fluid	NOUN
fcis-29275	20	9	underground	underground	ADV
fcis-29275	20	10	,	,	PUNCT
fcis-29275	20	11	improve	improve	VERB
fcis-29275	20	12	oil	oil	NOUN
fcis-29275	20	13	field	field	NOUN
fcis-29275	20	14	production	production	NOUN
fcis-29275	20	15	technology	technology	NOUN
fcis-29275	20	16	,	,	PUNCT
fcis-29275	20	17	and	and	CCONJ
fcis-29275	20	18	the	the	DET
fcis-29275	20	19	rational	rational	ADJ
fcis-29275	20	20	development	development	NOUN
fcis-29275	20	21	of	of	ADP
fcis-29275	20	22	resources	resource	NOUN
fcis-29275	20	23	.	.	PUNCT
fcis-29275	21	1	1.2	1.2	NUM
fcis-29275	21	2	.	.	PUNCT
fcis-29275	21	3	challenges	challenge	NOUN
fcis-29275	21	4	in	in	ADP
fcis-29275	21	5	downhole	downhole	NOUN
fcis-29275	21	6	two	two	NUM
fcis-29275	21	7	-	-	PUNCT
fcis-29275	21	8	phase	phase	NOUN
fcis-29275	21	9	flow	flow	NOUN
fcis-29275	21	10	parameter	parameter	NOUN
fcis-29275	21	11	measurement	measurement	NOUN
fcis-29275	21	12	the	the	DET
fcis-29275	21	13	gas	gas	NOUN
fcis-29275	21	14	-	-	PUNCT
fcis-29275	21	15	liquid	liquid	ADJ
fcis-29275	21	16	two	two	NUM
fcis-29275	21	17	-	-	PUNCT
fcis-29275	21	18	phase	phase	NOUN
fcis-29275	21	19	flow	flow	NOUN
fcis-29275	21	20	in	in	ADP
fcis-29275	21	21	the	the	DET
fcis-29275	21	22	wellbore	wellbore	NOUN
fcis-29275	21	23	is	be	AUX
fcis-29275	21	24	complex	complex	ADJ
fcis-29275	21	25	due	due	ADP
fcis-29275	21	26	to	to	ADP
fcis-29275	21	27	the	the	DET
fcis-29275	21	28	changing	change	VERB
fcis-29275	21	29	shape	shape	NOUN
fcis-29275	21	30	and	and	CCONJ
fcis-29275	21	31	distribution	distribution	NOUN
fcis-29275	21	32	of	of	ADP
fcis-29275	21	33	the	the	DET
fcis-29275	21	34	gas	gas	NOUN
fcis-29275	21	35	-	-	PUNCT
fcis-29275	21	36	liquid	liquid	ADJ
fcis-29275	21	37	interface	interface	NOUN
fcis-29275	21	38	over	over	ADP
fcis-29275	21	39	time	time	NOUN
fcis-29275	21	40	and	and	CCONJ
fcis-29275	21	41	space	space	NOUN
fcis-29275	21	42	,	,	PUNCT
fcis-29275	21	43	and	and	CCONJ
fcis-29275	21	44	there	there	PRON
fcis-29275	21	45	is	be	VERB
fcis-29275	21	46	a	a	DET
fcis-29275	21	47	certain	certain	ADJ
fcis-29275	21	48	velocity	velocity	NOUN
fcis-29275	21	49	difference	difference	NOUN
fcis-29275	21	50	between	between	ADP
fcis-29275	21	51	the	the	DET
fcis-29275	21	52	two	two	NUM
fcis-29275	21	53	phases	phase	NOUN
fcis-29275	21	54	,	,	PUNCT
fcis-29275	21	55	making	make	VERB
fcis-29275	21	56	the	the	DET
fcis-29275	21	57	flow	flow	NOUN
fcis-29275	21	58	process	process	NOUN
fcis-29275	21	59	more	more	ADV
fcis-29275	21	60	complex	complex	ADJ
fcis-29275	21	61	than	than	ADP
fcis-29275	21	62	single	single	ADJ
fcis-29275	21	63	-	-	PUNCT
fcis-29275	21	64	phase	phase	NOUN
fcis-29275	21	65	flow	flow	NOUN
fcis-29275	21	66	.	.	PUNCT
fcis-29275	22	1	in	in	ADP
fcis-29275	22	2	parameter	parameter	PROPN
fcis-29275	22	3	measurement	measurement	PROPN
fcis-29275	22	4	,	,	PUNCT
fcis-29275	22	5	the	the	DET
fcis-29275	22	6	two	two	NUM
fcis-29275	22	7	-	-	PUNCT
fcis-29275	22	8	phase	phase	NOUN
fcis-29275	22	9	flow	flow	NOUN
fcis-29275	22	10	system	system	NOUN
fcis-29275	22	11	is	be	AUX
fcis-29275	22	12	a	a	DET
fcis-29275	22	13	complex	complex	ADJ
fcis-29275	22	14	nonlinear	nonlinear	ADJ
fcis-29275	22	15	system	system	NOUN
fcis-29275	22	16	,	,	PUNCT
fcis-29275	22	17	and	and	CCONJ
fcis-29275	22	18	the	the	DET
fcis-29275	22	19	difficulty	difficulty	NOUN
fcis-29275	22	20	of	of	ADP
fcis-29275	22	21	parameter	parameter	NOUN
fcis-29275	22	22	detection	detection	NOUN
fcis-29275	22	23	is	be	AUX
fcis-29275	22	24	relatively	relatively	ADV
fcis-29275	22	25	high	high	ADJ
fcis-29275	22	26	,	,	PUNCT
fcis-29275	22	27	making	make	VERB
fcis-29275	22	28	two	two	NUM
fcis-29275	22	29	-	-	PUNCT
fcis-29275	22	30	phase	phase	NOUN
fcis-29275	22	31	flow	flow	NOUN
fcis-29275	22	32	parameter	parameter	NOUN
fcis-29275	22	33	detection	detection	NOUN
fcis-29275	22	34	a	a	DET
fcis-29275	22	35	research	research	NOUN
fcis-29275	22	36	field	field	NOUN
fcis-29275	22	37	in	in	ADP
fcis-29275	22	38	urgent	urgent	ADJ
fcis-29275	22	39	need	need	NOUN
fcis-29275	22	40	of	of	ADP
fcis-29275	22	41	development	development	NOUN
fcis-29275	22	42	.	.	PUNCT
fcis-29275	23	1	1.3	1.3	NUM
fcis-29275	23	2	.	.	PUNCT
fcis-29275	24	1	the	the	DET
fcis-29275	24	2	potential	potential	NOUN
fcis-29275	24	3	of	of	ADP
fcis-29275	24	4	deep	deep	ADJ
fcis-29275	24	5	learning	learning	NOUN
fcis-29275	24	6	technology	technology	NOUN
fcis-29275	24	7	in	in	ADP
fcis-29275	24	8	downhole	downhole	NOUN
fcis-29275	24	9	two	two	NUM
fcis-29275	24	10	-	-	PUNCT
fcis-29275	24	11	phase	phase	NOUN
fcis-29275	24	12	flow	flow	NOUN
fcis-29275	24	13	parameter	parameter	NOUN
fcis-29275	24	14	measurement	measurement	NOUN
fcis-29275	24	15	deep	deep	ADJ
fcis-29275	24	16	learning	learning	NOUN
fcis-29275	24	17	technology	technology	NOUN
fcis-29275	24	18	plays	play	VERB
fcis-29275	24	19	an	an	DET
fcis-29275	24	20	important	important	ADJ
fcis-29275	24	21	role	role	NOUN
fcis-29275	24	22	in	in	ADP
fcis-29275	24	23	downhole	downhole	NOUN
fcis-29275	24	24	two	two	NUM
fcis-29275	24	25	-	-	PUNCT
fcis-29275	24	26	phase	phase	NOUN
fcis-29275	24	27	flow	flow	NOUN
fcis-29275	24	28	parameter	parameter	NOUN
fcis-29275	24	29	measurement	measurement	NOUN
fcis-29275	24	30	.	.	PUNCT
fcis-29275	25	1	deep	deep	ADJ
fcis-29275	25	2	learning	learning	NOUN
fcis-29275	25	3	technology	technology	NOUN
fcis-29275	25	4	can	can	AUX
fcis-29275	25	5	learn	learn	VERB
fcis-29275	25	6	and	and	CCONJ
fcis-29275	25	7	extract	extract	VERB
fcis-29275	25	8	features	feature	NOUN
fcis-29275	25	9	from	from	ADP
fcis-29275	25	10	a	a	DET
fcis-29275	25	11	large	large	ADJ
fcis-29275	25	12	amount	amount	NOUN
fcis-29275	25	13	of	of	ADP
fcis-29275	25	14	data	datum	NOUN
fcis-29275	25	15	and	and	CCONJ
fcis-29275	25	16	establish	establish	VERB
fcis-29275	25	17	models	model	NOUN
fcis-29275	25	18	to	to	PART
fcis-29275	25	19	classify	classify	VERB
fcis-29275	25	20	and	and	CCONJ
fcis-29275	25	21	predict	predict	VERB
fcis-29275	25	22	two	two	NUM
fcis-29275	25	23	-	-	PUNCT
fcis-29275	25	24	phase	phase	NOUN
fcis-29275	25	25	flow	flow	NOUN
fcis-29275	25	26	parameters	parameter	NOUN
fcis-29275	25	27	.	.	PUNCT
fcis-29275	26	1	by	by	ADP
fcis-29275	26	2	continuously	continuously	ADV
fcis-29275	26	3	optimizing	optimize	VERB
fcis-29275	26	4	algorithms	algorithm	NOUN
fcis-29275	26	5	and	and	CCONJ
fcis-29275	26	6	models	model	NOUN
fcis-29275	26	7	,	,	PUNCT
fcis-29275	26	8	the	the	DET
fcis-29275	26	9	accuracy	accuracy	NOUN
fcis-29275	26	10	and	and	CCONJ
fcis-29275	26	11	reliability	reliability	NOUN
fcis-29275	26	12	of	of	ADP
fcis-29275	26	13	measurements	measurement	NOUN
fcis-29275	26	14	can	can	AUX
fcis-29275	26	15	be	be	AUX
fcis-29275	26	16	improved	improve	VERB
fcis-29275	26	17	.	.	PUNCT
fcis-29275	27	1	in	in	ADP
fcis-29275	27	2	two	two	NUM
fcis-29275	27	3	-	-	PUNCT
fcis-29275	27	4	phase	phase	NOUN
fcis-29275	27	5	flow	flow	NOUN
fcis-29275	27	6	parameter	parameter	NOUN
fcis-29275	27	7	measurement	measurement	NOUN
fcis-29275	27	8	,	,	PUNCT
fcis-29275	27	9	long	long	ADJ
fcis-29275	27	10	-	-	PUNCT
fcis-29275	27	11	distance	distance	NOUN
fcis-29275	27	12	dependence	dependence	NOUN
fcis-29275	27	13	is	be	AUX
fcis-29275	27	14	an	an	DET
fcis-29275	27	15	important	important	ADJ
fcis-29275	27	16	factor	factor	NOUN
fcis-29275	27	17	.	.	PUNCT
fcis-29275	28	1	long	long	ADJ
fcis-29275	28	2	short	short	ADJ
fcis-29275	28	3	-	-	PUNCT
fcis-29275	28	4	term	term	NOUN
fcis-29275	28	5	memory	memory	NOUN
fcis-29275	28	6	networks	network	NOUN
fcis-29275	28	7	(	(	PUNCT
fcis-29275	28	8	lstm	lstm	NOUN
fcis-29275	28	9	)	)	PUNCT
fcis-29275	28	10	can	can	AUX
fcis-29275	28	11	handle	handle	VERB
fcis-29275	28	12	this	this	DET
fcis-29275	28	13	dependence	dependence	NOUN
fcis-29275	28	14	well	well	ADV
fcis-29275	28	15	,	,	PUNCT
fcis-29275	28	16	and	and	CCONJ
fcis-29275	28	17	flow	flow	VERB
fcis-29275	28	18	measurement	measurement	NOUN
fcis-29275	28	19	methods	method	NOUN
fcis-29275	28	20	based	base	VERB
fcis-29275	28	21	on	on	ADP
fcis-29275	28	22	lstm	lstm	NOUN
fcis-29275	28	23	can	can	AUX
fcis-29275	28	24	improve	improve	VERB
fcis-29275	28	25	the	the	DET
fcis-29275	28	26	measurement	measurement	NOUN
fcis-29275	28	27	accuracy	accuracy	NOUN
fcis-29275	28	28	of	of	ADP
fcis-29275	28	29	liquid	liquid	ADJ
fcis-29275	28	30	phase	phase	NOUN
fcis-29275	28	31	flow	flow	NOUN
fcis-29275	28	32	to	to	PART
fcis-29275	28	33	meet	meet	VERB
fcis-29275	28	34	industrial	industrial	ADJ
fcis-29275	28	35	measurement	measurement	NOUN
fcis-29275	28	36	requirements	requirement	NOUN
fcis-29275	28	37	.	.	PUNCT
fcis-29275	29	1	2	2	X
fcis-29275	29	2	.	.	X
fcis-29275	29	3	related	relate	VERB
fcis-29275	29	4	work	work	NOUN
fcis-29275	29	5	2.1	2.1	NUM
fcis-29275	29	6	.	.	PUNCT
fcis-29275	30	1	current	current	ADJ
fcis-29275	30	2	main	main	ADJ
fcis-29275	30	3	technologies	technology	NOUN
fcis-29275	30	4	for	for	ADP
fcis-29275	30	5	downhole	downhole	NOUN
fcis-29275	30	6	two	two	NUM
fcis-29275	30	7	-	-	PUNCT
fcis-29275	30	8	phase	phase	NOUN
fcis-29275	30	9	flow	flow	NOUN
fcis-29275	30	10	parameter	parameter	NOUN
fcis-29275	30	11	measurement	measurement	NOUN
fcis-29275	30	12	the	the	DET
fcis-29275	30	13	current	current	ADJ
fcis-29275	30	14	methods	method	NOUN
fcis-29275	30	15	for	for	ADP
fcis-29275	30	16	measuring	measure	VERB
fcis-29275	30	17	two	two	NUM
fcis-29275	30	18	-	-	PUNCT
fcis-29275	30	19	phase	phase	NOUN
fcis-29275	30	20	flow	flow	NOUN
fcis-29275	30	21	71	71	NUM
fcis-29275	30	22	parameters	parameter	NOUN
fcis-29275	30	23	mainly	mainly	ADV
fcis-29275	30	24	include	include	VERB
fcis-29275	30	25	traditional	traditional	ADJ
fcis-29275	30	26	separated	separate	VERB
fcis-29275	30	27	flow	flow	NOUN
fcis-29275	30	28	measurement	measurement	NOUN
fcis-29275	30	29	technology	technology	NOUN
fcis-29275	30	30	,	,	PUNCT
fcis-29275	30	31	multi	multi	ADJ
fcis-29275	30	32	-	-	ADJ
fcis-29275	30	33	flowmeter	flowmeter	ADJ
fcis-29275	30	34	measurement	measurement	NOUN
fcis-29275	30	35	,	,	PUNCT
fcis-29275	30	36	and	and	CCONJ
fcis-29275	30	37	contact	contact	NOUN
fcis-29275	30	38	measurement	measurement	NOUN
fcis-29275	30	39	technology	technology	NOUN
fcis-29275	30	40	.	.	PUNCT
fcis-29275	31	1	2.2	2.2	NUM
fcis-29275	31	2	.	.	PUNCT
fcis-29275	31	3	analysis	analysis	NOUN
fcis-29275	31	4	of	of	ADP
fcis-29275	31	5	the	the	DET
fcis-29275	31	6	limitations	limitation	NOUN
fcis-29275	31	7	and	and	CCONJ
fcis-29275	31	8	insufficiencies	insufficiency	NOUN
fcis-29275	31	9	of	of	ADP
fcis-29275	31	10	existing	exist	VERB
fcis-29275	31	11	technologies	technology	NOUN
fcis-29275	31	12	traditional	traditional	ADV
fcis-29275	31	13	separated	separate	VERB
fcis-29275	31	14	flow	flow	NOUN
fcis-29275	31	15	measurement	measurement	NOUN
fcis-29275	31	16	technology	technology	NOUN
fcis-29275	31	17	,	,	PUNCT
fcis-29275	31	18	although	although	SCONJ
fcis-29275	31	19	stable	stable	ADJ
fcis-29275	31	20	,	,	PUNCT
fcis-29275	31	21	accurate	accurate	ADJ
fcis-29275	31	22	,	,	PUNCT
fcis-29275	31	23	and	and	CCONJ
fcis-29275	31	24	with	with	ADP
fcis-29275	31	25	a	a	DET
fcis-29275	31	26	wide	wide	ADJ
fcis-29275	31	27	measurement	measurement	NOUN
fcis-29275	31	28	range	range	NOUN
fcis-29275	31	29	,	,	PUNCT
fcis-29275	31	30	is	be	AUX
fcis-29275	31	31	bulky	bulky	ADJ
fcis-29275	31	32	and	and	CCONJ
fcis-29275	31	33	expensive	expensive	ADJ
fcis-29275	31	34	,	,	PUNCT
fcis-29275	31	35	resulting	result	VERB
fcis-29275	31	36	in	in	ADP
fcis-29275	31	37	poor	poor	ADJ
fcis-29275	31	38	economic	economic	ADJ
fcis-29275	31	39	performance	performance	NOUN
fcis-29275	31	40	.	.	PUNCT
fcis-29275	32	1	multi	multi	ADJ
fcis-29275	32	2	-	-	ADJ
fcis-29275	32	3	flowmeter	flowmeter	ADJ
fcis-29275	32	4	measurement	measurement	NOUN
fcis-29275	32	5	method	method	NOUN
fcis-29275	32	6	:	:	PUNCT
fcis-29275	32	7	this	this	DET
fcis-29275	32	8	method	method	NOUN
fcis-29275	32	9	has	have	AUX
fcis-29275	32	10	a	a	DET
fcis-29275	32	11	simple	simple	ADJ
fcis-29275	32	12	device	device	NOUN
fcis-29275	32	13	,	,	PUNCT
fcis-29275	32	14	but	but	CCONJ
fcis-29275	32	15	a	a	DET
fcis-29275	32	16	small	small	ADJ
fcis-29275	32	17	measurement	measurement	NOUN
fcis-29275	32	18	range	range	NOUN
fcis-29275	32	19	and	and	CCONJ
fcis-29275	32	20	is	be	AUX
fcis-29275	32	21	constrained	constrain	VERB
fcis-29275	32	22	by	by	ADP
fcis-29275	32	23	specific	specific	ADJ
fcis-29275	32	24	flow	flow	NOUN
fcis-29275	32	25	patterns	pattern	NOUN
fcis-29275	32	26	.	.	PUNCT
fcis-29275	33	1	in	in	ADP
fcis-29275	33	2	recent	recent	ADJ
fcis-29275	33	3	years	year	NOUN
fcis-29275	33	4	,	,	PUNCT
fcis-29275	33	5	research	research	NOUN
fcis-29275	33	6	on	on	ADP
fcis-29275	33	7	the	the	DET
fcis-29275	33	8	combination	combination	NOUN
fcis-29275	33	9	of	of	ADP
fcis-29275	33	10	a	a	DET
fcis-29275	33	11	single	single	ADJ
fcis-29275	33	12	flowmeter	flowmeter	NOUN
fcis-29275	33	13	and	and	CCONJ
fcis-29275	33	14	a	a	DET
fcis-29275	33	15	ray	ray	NOUN
fcis-29275	33	16	flowmeter	flowmeter	NOUN
fcis-29275	33	17	has	have	AUX
fcis-29275	33	18	been	be	AUX
fcis-29275	33	19	more	more	ADV
fcis-29275	33	20	in	in	ADP
fcis-29275	33	21	-	-	PUNCT
fcis-29275	33	22	depth	depth	NOUN
fcis-29275	33	23	,	,	PUNCT
fcis-29275	33	24	but	but	CCONJ
fcis-29275	33	25	there	there	PRON
fcis-29275	33	26	are	be	VERB
fcis-29275	33	27	still	still	ADV
fcis-29275	33	28	limitations	limitation	NOUN
fcis-29275	33	29	.	.	PUNCT
fcis-29275	34	1	contact	contact	NOUN
fcis-29275	34	2	measurement	measurement	NOUN
fcis-29275	34	3	technology	technology	NOUN
fcis-29275	34	4	:	:	PUNCT
fcis-29275	34	5	the	the	DET
fcis-29275	34	6	measurement	measurement	NOUN
fcis-29275	34	7	value	value	NOUN
fcis-29275	34	8	of	of	ADP
fcis-29275	34	9	this	this	DET
fcis-29275	34	10	probe	probe	NOUN
fcis-29275	34	11	can	can	AUX
fcis-29275	34	12	only	only	ADV
fcis-29275	34	13	reflect	reflect	VERB
fcis-29275	34	14	the	the	DET
fcis-29275	34	15	local	local	ADJ
fcis-29275	34	16	bubble	bubble	NOUN
fcis-29275	34	17	share	share	NOUN
fcis-29275	34	18	mean	mean	NOUN
fcis-29275	34	19	value	value	NOUN
fcis-29275	34	20	and	and	CCONJ
fcis-29275	34	21	causes	cause	VERB
fcis-29275	34	22	certain	certain	ADJ
fcis-29275	34	23	disturbances	disturbance	NOUN
fcis-29275	34	24	to	to	ADP
fcis-29275	34	25	the	the	DET
fcis-29275	34	26	flow	flow	NOUN
fcis-29275	34	27	field	field	NOUN
fcis-29275	34	28	,	,	PUNCT
fcis-29275	34	29	and	and	CCONJ
fcis-29275	34	30	can	can	AUX
fcis-29275	34	31	not	not	PART
fcis-29275	34	32	be	be	AUX
fcis-29275	34	33	measured	measure	VERB
fcis-29275	34	34	online	online	ADV
fcis-29275	34	35	in	in	ADP
fcis-29275	34	36	real	real	ADJ
fcis-29275	34	37	-	-	PUNCT
fcis-29275	34	38	time	time	NOUN
fcis-29275	34	39	.	.	PUNCT
fcis-29275	35	1	3	3	X
fcis-29275	35	2	.	.	X
fcis-29275	35	3	methodology	methodology	NOUN
fcis-29275	35	4	3.1	3.1	NUM
fcis-29275	35	5	.	.	PUNCT
fcis-29275	35	6	data	datum	NOUN
fcis-29275	35	7	collection	collection	NOUN
fcis-29275	35	8	and	and	CCONJ
fcis-29275	35	9	preprocessing	preprocessing	NOUN
fcis-29275	35	10	after	after	ADP
fcis-29275	35	11	the	the	DET
fcis-29275	35	12	successful	successful	ADJ
fcis-29275	35	13	deployment	deployment	NOUN
fcis-29275	35	14	of	of	ADP
fcis-29275	35	15	optical	optical	ADJ
fcis-29275	35	16	fiber	fiber	NOUN
fcis-29275	35	17	sensors	sensor	NOUN
fcis-29275	35	18	,	,	PUNCT
fcis-29275	35	19	a	a	DET
fcis-29275	35	20	distributed	distribute	VERB
fcis-29275	35	21	acoustic	acoustic	ADJ
fcis-29275	35	22	sensing	sense	VERB
fcis-29275	35	23	system	system	NOUN
fcis-29275	35	24	(	(	PUNCT
fcis-29275	35	25	distributed	distribute	VERB
fcis-29275	35	26	acoustic	acoustic	ADJ
fcis-29275	35	27	sensing	sensing	NOUN
fcis-29275	35	28	,	,	PUNCT
fcis-29275	35	29	das	das	PROPN
fcis-29275	35	30	)	)	PUNCT
fcis-29275	35	31	was	be	AUX
fcis-29275	35	32	used	use	VERB
fcis-29275	35	33	to	to	PART
fcis-29275	35	34	continuously	continuously	ADV
fcis-29275	35	35	and	and	CCONJ
fcis-29275	35	36	densely	densely	ADV
fcis-29275	35	37	collect	collect	VERB
fcis-29275	35	38	acoustic	acoustic	ADJ
fcis-29275	35	39	signals	signal	NOUN
fcis-29275	35	40	from	from	ADP
fcis-29275	35	41	the	the	DET
fcis-29275	35	42	wellbore	wellbore	NOUN
fcis-29275	35	43	.	.	PUNCT
fcis-29275	36	1	to	to	PART
fcis-29275	36	2	ensure	ensure	VERB
fcis-29275	36	3	that	that	SCONJ
fcis-29275	36	4	every	every	DET
fcis-29275	36	5	dynamic	dynamic	ADJ
fcis-29275	36	6	change	change	NOUN
fcis-29275	36	7	in	in	ADP
fcis-29275	36	8	the	the	DET
fcis-29275	36	9	fluid	fluid	ADJ
fcis-29275	36	10	flow	flow	NOUN
fcis-29275	36	11	process	process	NOUN
fcis-29275	36	12	is	be	AUX
fcis-29275	36	13	fully	fully	ADV
fcis-29275	36	14	captured	capture	VERB
fcis-29275	36	15	,	,	PUNCT
fcis-29275	36	16	the	the	DET
fcis-29275	36	17	collection	collection	NOUN
fcis-29275	36	18	frequency	frequency	NOUN
fcis-29275	36	19	was	be	AUX
fcis-29275	36	20	set	set	VERB
fcis-29275	36	21	to	to	ADP
fcis-29275	36	22	1khz	1khz	PROPN
fcis-29275	36	23	.	.	PUNCT
fcis-29275	37	1	such	such	DET
fcis-29275	37	2	a	a	DET
fcis-29275	37	3	high	high	ADJ
fcis-29275	37	4	sampling	sampling	NOUN
fcis-29275	37	5	rate	rate	NOUN
fcis-29275	37	6	can	can	AUX
fcis-29275	37	7	not	not	PART
fcis-29275	37	8	only	only	ADV
fcis-29275	37	9	effectively	effectively	ADV
fcis-29275	37	10	capture	capture	VERB
fcis-29275	37	11	the	the	DET
fcis-29275	37	12	instantaneous	instantaneous	ADJ
fcis-29275	37	13	state	state	NOUN
fcis-29275	37	14	of	of	ADP
fcis-29275	37	15	the	the	DET
fcis-29275	37	16	downhole	downhole	NOUN
fcis-29275	37	17	flow	flow	NOUN
fcis-29275	37	18	but	but	CCONJ
fcis-29275	37	19	also	also	ADV
fcis-29275	37	20	record	record	VERB
fcis-29275	37	21	the	the	DET
fcis-29275	37	22	subtle	subtle	ADJ
fcis-29275	37	23	fluctuations	fluctuation	NOUN
fcis-29275	37	24	in	in	ADP
fcis-29275	37	25	the	the	DET
fcis-29275	37	26	flow	flow	NOUN
fcis-29275	37	27	in	in	ADP
fcis-29275	37	28	detail	detail	NOUN
fcis-29275	37	29	,	,	PUNCT
fcis-29275	37	30	providing	provide	VERB
fcis-29275	37	31	rich	rich	ADJ
fcis-29275	37	32	information	information	NOUN
fcis-29275	37	33	for	for	ADP
fcis-29275	37	34	subsequent	subsequent	ADJ
fcis-29275	37	35	data	datum	NOUN
fcis-29275	37	36	analysis	analysis	NOUN
fcis-29275	37	37	.	.	PUNCT
fcis-29275	38	1	however	however	ADV
fcis-29275	38	2	,	,	PUNCT
fcis-29275	38	3	due	due	ADP
fcis-29275	38	4	to	to	ADP
fcis-29275	38	5	the	the	DET
fcis-29275	38	6	extremely	extremely	ADV
fcis-29275	38	7	complex	complex	ADJ
fcis-29275	38	8	downhole	downhole	NOUN
fcis-29275	38	9	environment	environment	NOUN
fcis-29275	38	10	,	,	PUNCT
fcis-29275	38	11	the	the	DET
fcis-29275	38	12	original	original	ADJ
fcis-29275	38	13	acoustic	acoustic	ADJ
fcis-29275	38	14	data	datum	NOUN
fcis-29275	38	15	collected	collect	VERB
fcis-29275	38	16	inevitably	inevitably	ADV
fcis-29275	38	17	contains	contain	VERB
fcis-29275	38	18	various	various	ADJ
fcis-29275	38	19	noise	noise	NOUN
fcis-29275	38	20	and	and	CCONJ
fcis-29275	38	21	interference	interference	NOUN
fcis-29275	38	22	signals	signal	NOUN
fcis-29275	38	23	.	.	PUNCT
fcis-29275	39	1	these	these	DET
fcis-29275	39	2	noises	noise	NOUN
fcis-29275	39	3	may	may	AUX
fcis-29275	39	4	come	come	VERB
fcis-29275	39	5	from	from	ADP
fcis-29275	39	6	the	the	DET
fcis-29275	39	7	equipment	equipment	NOUN
fcis-29275	39	8	's	's	PART
fcis-29275	39	9	own	own	ADJ
fcis-29275	39	10	vibration	vibration	NOUN
fcis-29275	39	11	,	,	PUNCT
fcis-29275	39	12	interference	interference	NOUN
fcis-29275	39	13	from	from	ADP
fcis-29275	39	14	surrounding	surround	VERB
fcis-29275	39	15	geological	geological	ADJ
fcis-29275	39	16	activities	activity	NOUN
fcis-29275	39	17	,	,	PUNCT
fcis-29275	39	18	or	or	CCONJ
fcis-29275	39	19	other	other	ADJ
fcis-29275	39	20	impacts	impact	NOUN
fcis-29275	39	21	from	from	ADP
fcis-29275	39	22	wellbore	wellbore	NOUN
fcis-29275	39	23	operations	operation	NOUN
fcis-29275	39	24	.	.	PUNCT
fcis-29275	40	1	the	the	DET
fcis-29275	40	2	existence	existence	NOUN
fcis-29275	40	3	of	of	ADP
fcis-29275	40	4	these	these	DET
fcis-29275	40	5	adverse	adverse	ADJ
fcis-29275	40	6	factors	factor	NOUN
fcis-29275	40	7	poses	pose	VERB
fcis-29275	40	8	a	a	DET
fcis-29275	40	9	significant	significant	ADJ
fcis-29275	40	10	challenge	challenge	NOUN
fcis-29275	40	11	to	to	ADP
fcis-29275	40	12	the	the	DET
fcis-29275	40	13	accuracy	accuracy	NOUN
fcis-29275	40	14	and	and	CCONJ
fcis-29275	40	15	reliability	reliability	NOUN
fcis-29275	40	16	of	of	ADP
fcis-29275	40	17	the	the	DET
fcis-29275	40	18	data	datum	NOUN
fcis-29275	40	19	.	.	PUNCT
fcis-29275	41	1	deep	deep	ADJ
fcis-29275	41	2	learning	learning	NOUN
fcis-29275	41	3	model	model	NOUN
fcis-29275	41	4	construction	construction	NOUN
fcis-29275	41	5	3.1.1	3.1.1	NUM
fcis-29275	41	6	.	.	PUNCT
fcis-29275	42	1	introduction	introduction	NOUN
fcis-29275	42	2	to	to	PART
fcis-29275	42	3	gan	gan	VERB
fcis-29275	42	4	model	model	NOUN
fcis-29275	42	5	the	the	DET
fcis-29275	42	6	gan	gan	PROPN
fcis-29275	42	7	consists	consist	VERB
fcis-29275	42	8	of	of	ADP
fcis-29275	42	9	a	a	DET
fcis-29275	42	10	generator	generator	NOUN
fcis-29275	42	11	and	and	CCONJ
fcis-29275	42	12	a	a	DET
fcis-29275	42	13	discriminator	discriminator	NOUN
fcis-29275	42	14	.	.	PUNCT
fcis-29275	43	1	the	the	DET
fcis-29275	43	2	generator	generator	NOUN
fcis-29275	43	3	is	be	AUX
fcis-29275	43	4	responsible	responsible	ADJ
fcis-29275	43	5	for	for	ADP
fcis-29275	43	6	capturing	capture	VERB
fcis-29275	43	7	the	the	DET
fcis-29275	43	8	distribution	distribution	NOUN
fcis-29275	43	9	of	of	ADP
fcis-29275	43	10	real	real	ADJ
fcis-29275	43	11	samples	sample	NOUN
fcis-29275	43	12	and	and	CCONJ
fcis-29275	43	13	generating	generate	VERB
fcis-29275	43	14	new	new	ADJ
fcis-29275	43	15	fake	fake	ADJ
fcis-29275	43	16	samples	sample	NOUN
fcis-29275	43	17	;	;	PUNCT
fcis-29275	43	18	the	the	DET
fcis-29275	43	19	discriminator	discriminator	NOUN
fcis-29275	43	20	is	be	AUX
fcis-29275	43	21	a	a	DET
fcis-29275	43	22	binary	binary	ADJ
fcis-29275	43	23	classifier	classifier	NOUN
fcis-29275	43	24	used	use	VERB
fcis-29275	43	25	to	to	PART
fcis-29275	43	26	determine	determine	VERB
fcis-29275	43	27	whether	whether	SCONJ
fcis-29275	43	28	the	the	DET
fcis-29275	43	29	input	input	NOUN
fcis-29275	43	30	is	be	AUX
fcis-29275	43	31	a	a	DET
fcis-29275	43	32	real	real	ADJ
fcis-29275	43	33	sample	sample	NOUN
fcis-29275	43	34	or	or	CCONJ
fcis-29275	43	35	a	a	DET
fcis-29275	43	36	generated	generate	VERB
fcis-29275	43	37	fake	fake	ADJ
fcis-29275	43	38	sample	sample	NOUN
fcis-29275	43	39	.	.	PUNCT
fcis-29275	44	1	through	through	ADP
fcis-29275	44	2	continuous	continuous	ADJ
fcis-29275	44	3	adversarial	adversarial	ADJ
fcis-29275	44	4	training	training	NOUN
fcis-29275	44	5	,	,	PUNCT
fcis-29275	44	6	the	the	DET
fcis-29275	44	7	samples	sample	NOUN
fcis-29275	44	8	generated	generate	VERB
fcis-29275	44	9	by	by	ADP
fcis-29275	44	10	the	the	DET
fcis-29275	44	11	generator	generator	NOUN
fcis-29275	44	12	become	become	VERB
fcis-29275	44	13	increasingly	increasingly	ADV
fcis-29275	44	14	difficult	difficult	ADJ
fcis-29275	44	15	for	for	SCONJ
fcis-29275	44	16	the	the	DET
fcis-29275	44	17	discriminator	discriminator	NOUN
fcis-29275	44	18	to	to	PART
fcis-29275	44	19	distinguish	distinguish	VERB
fcis-29275	44	20	from	from	ADP
fcis-29275	44	21	real	real	ADJ
fcis-29275	44	22	samples	sample	NOUN
fcis-29275	44	23	.	.	PUNCT
fcis-29275	45	1	3.1.2	3.1.2	X
fcis-29275	45	2	.	.	PUNCT
fcis-29275	45	3	introduction	introduction	NOUN
fcis-29275	45	4	to	to	ADP
fcis-29275	45	5	bi	bi	ADJ
fcis-29275	45	6	-	-	ADJ
fcis-29275	45	7	lstm	lstm	ADJ
fcis-29275	45	8	model	model	NOUN
fcis-29275	45	9	the	the	DET
fcis-29275	45	10	bi	bi	ADJ
fcis-29275	45	11	-	-	ADJ
fcis-29275	45	12	lstm	lstm	ADJ
fcis-29275	45	13	model	model	NOUN
fcis-29275	45	14	includes	include	VERB
fcis-29275	45	15	forward	forward	ADV
fcis-29275	45	16	and	and	CCONJ
fcis-29275	45	17	backward	backward	ADJ
fcis-29275	45	18	two	two	NUM
fcis-29275	45	19	lstm	lstm	ADJ
fcis-29275	45	20	layers	layer	NOUN
fcis-29275	45	21	,	,	PUNCT
fcis-29275	45	22	which	which	PRON
fcis-29275	45	23	process	process	VERB
fcis-29275	45	24	the	the	DET
fcis-29275	45	25	positive	positive	ADJ
fcis-29275	45	26	and	and	CCONJ
fcis-29275	45	27	negative	negative	ADJ
fcis-29275	45	28	information	information	NOUN
fcis-29275	45	29	of	of	ADP
fcis-29275	45	30	the	the	DET
fcis-29275	45	31	input	input	NOUN
fcis-29275	45	32	sequence	sequence	NOUN
fcis-29275	45	33	,	,	PUNCT
fcis-29275	45	34	respectively	respectively	ADV
fcis-29275	45	35	.	.	PUNCT
fcis-29275	46	1	through	through	ADP
fcis-29275	46	2	this	this	DET
fcis-29275	46	3	bidirectional	bidirectional	ADJ
fcis-29275	46	4	processing	processing	NOUN
fcis-29275	46	5	method	method	NOUN
fcis-29275	46	6	,	,	PUNCT
fcis-29275	46	7	the	the	DET
fcis-29275	46	8	model	model	NOUN
fcis-29275	46	9	can	can	AUX
fcis-29275	46	10	consider	consider	VERB
fcis-29275	46	11	both	both	PRON
fcis-29275	46	12	past	past	ADJ
fcis-29275	46	13	and	and	CCONJ
fcis-29275	46	14	future	future	ADJ
fcis-29275	46	15	time	time	NOUN
fcis-29275	46	16	information	information	NOUN
fcis-29275	46	17	,	,	PUNCT
fcis-29275	46	18	capturing	capture	VERB
fcis-29275	46	19	a	a	DET
fcis-29275	46	20	more	more	ADV
fcis-29275	46	21	comprehensive	comprehensive	ADJ
fcis-29275	46	22	flow	flow	NOUN
fcis-29275	46	23	pattern	pattern	NOUN
fcis-29275	46	24	feature	feature	NOUN
fcis-29275	46	25	.	.	PUNCT
fcis-29275	47	1	after	after	ADP
fcis-29275	47	2	the	the	DET
fcis-29275	47	3	bi	bi	ADJ
fcis-29275	47	4	-	-	ADJ
fcis-29275	47	5	lstm	lstm	ADJ
fcis-29275	47	6	layer	layer	NOUN
fcis-29275	47	7	,	,	PUNCT
fcis-29275	47	8	a	a	DET
fcis-29275	47	9	fully	fully	ADV
fcis-29275	47	10	connected	connect	VERB
fcis-29275	47	11	layer	layer	NOUN
fcis-29275	47	12	is	be	AUX
fcis-29275	47	13	added	add	VERB
fcis-29275	47	14	to	to	ADP
fcis-29275	47	15	further	further	ADJ
fcis-29275	47	16	process	process	VERB
fcis-29275	47	17	and	and	CCONJ
fcis-29275	47	18	classify	classify	VERB
fcis-29275	47	19	the	the	DET
fcis-29275	47	20	extracted	extract	VERB
fcis-29275	47	21	features	feature	NOUN
fcis-29275	47	22	,	,	PUNCT
fcis-29275	47	23	ultimately	ultimately	ADV
fcis-29275	47	24	outputting	output	VERB
fcis-29275	47	25	the	the	DET
fcis-29275	47	26	flow	flow	NOUN
fcis-29275	47	27	pattern	pattern	NOUN
fcis-29275	47	28	recognition	recognition	NOUN
fcis-29275	47	29	results	result	NOUN
fcis-29275	47	30	of	of	ADP
fcis-29275	47	31	downhole	downhole	NOUN
fcis-29275	47	32	two	two	NUM
fcis-29275	47	33	-	-	PUNCT
fcis-29275	47	34	phase	phase	NOUN
fcis-29275	47	35	flow	flow	NOUN
fcis-29275	47	36	.	.	PUNCT
fcis-29275	48	1	the	the	DET
fcis-29275	48	2	introduction	introduction	NOUN
fcis-29275	48	3	of	of	ADP
fcis-29275	48	4	the	the	DET
fcis-29275	48	5	fully	fully	ADV
fcis-29275	48	6	connected	connected	ADJ
fcis-29275	48	7	layer	layer	NOUN
fcis-29275	48	8	not	not	PART
fcis-29275	48	9	only	only	ADV
fcis-29275	48	10	maps	map	VERB
fcis-29275	48	11	high	high	ADJ
fcis-29275	48	12	-	-	PUNCT
fcis-29275	48	13	dimensional	dimensional	ADJ
fcis-29275	48	14	features	feature	NOUN
fcis-29275	48	15	to	to	ADP
fcis-29275	48	16	the	the	DET
fcis-29275	48	17	output	output	NOUN
fcis-29275	48	18	category	category	NOUN
fcis-29275	48	19	space	space	NOUN
fcis-29275	48	20	but	but	CCONJ
fcis-29275	48	21	also	also	ADV
fcis-29275	48	22	optimizes	optimize	VERB
fcis-29275	48	23	the	the	DET
fcis-29275	48	24	feature	feature	NOUN
fcis-29275	48	25	extraction	extraction	NOUN
fcis-29275	48	26	process	process	NOUN
fcis-29275	48	27	through	through	ADP
fcis-29275	48	28	backpropagation	backpropagation	NOUN
fcis-29275	48	29	,	,	PUNCT
fcis-29275	48	30	improving	improve	VERB
fcis-29275	48	31	the	the	DET
fcis-29275	48	32	model	model	NOUN
fcis-29275	48	33	's	's	PART
fcis-29275	48	34	recognition	recognition	NOUN
fcis-29275	48	35	accuracy	accuracy	NOUN
fcis-29275	48	36	.	.	PUNCT
fcis-29275	49	1	4	4	X
fcis-29275	49	2	.	.	X
fcis-29275	49	3	experimental	experimental	ADJ
fcis-29275	49	4	design	design	NOUN
fcis-29275	49	5	and	and	CCONJ
fcis-29275	49	6	result	result	VERB
fcis-29275	49	7	analysis	analysis	NOUN
fcis-29275	49	8	4.1	4.1	NUM
fcis-29275	49	9	.	.	PUNCT
fcis-29275	50	1	description	description	NOUN
fcis-29275	50	2	of	of	ADP
fcis-29275	50	3	experimental	experimental	ADJ
fcis-29275	50	4	environment	environment	NOUN
fcis-29275	50	5	setup	setup	NOUN
fcis-29275	50	6	and	and	CCONJ
fcis-29275	50	7	parameter	parameter	NOUN
fcis-29275	50	8	settings	setting	NOUN
fcis-29275	50	9	to	to	PART
fcis-29275	50	10	verify	verify	VERB
fcis-29275	50	11	the	the	DET
fcis-29275	50	12	performance	performance	NOUN
fcis-29275	50	13	of	of	ADP
fcis-29275	50	14	the	the	DET
fcis-29275	50	15	gcn	gcn	ADJ
fcis-29275	50	16	-	-	PUNCT
fcis-29275	50	17	bi	bi	ADJ
fcis-29275	50	18	-	-	ADJ
fcis-29275	50	19	lstm	lstm	ADJ
fcis-29275	50	20	integrated	integrate	VERB
fcis-29275	50	21	model	model	NOUN
fcis-29275	50	22	,	,	PUNCT
fcis-29275	50	23	this	this	DET
fcis-29275	50	24	study	study	NOUN
fcis-29275	50	25	conducted	conduct	VERB
fcis-29275	50	26	data	datum	NOUN
fcis-29275	50	27	collection	collection	NOUN
fcis-29275	50	28	in	in	ADP
fcis-29275	50	29	an	an	DET
fcis-29275	50	30	oil	oil	NOUN
fcis-29275	50	31	field	field	NOUN
fcis-29275	50	32	in	in	ADP
fcis-29275	50	33	western	western	ADJ
fcis-29275	50	34	china	china	PROPN
fcis-29275	50	35	for	for	ADP
fcis-29275	50	36	three	three	NUM
fcis-29275	50	37	years	year	NOUN
fcis-29275	50	38	,	,	PUNCT
fcis-29275	50	39	covering	cover	VERB
fcis-29275	50	40	200	200	NUM
fcis-29275	50	41	oil	oil	NOUN
fcis-29275	50	42	and	and	CCONJ
fcis-29275	50	43	gas	gas	NOUN
fcis-29275	50	44	wells	well	NOUN
fcis-29275	50	45	from	from	ADP
fcis-29275	50	46	2018	2018	NUM
fcis-29275	50	47	to	to	ADP
fcis-29275	50	48	2020	2020	NUM
fcis-29275	50	49	.	.	PUNCT
fcis-29275	51	1	the	the	DET
fcis-29275	51	2	experimental	experimental	ADJ
fcis-29275	51	3	environment	environment	NOUN
fcis-29275	51	4	setup	setup	NOUN
fcis-29275	51	5	includes	include	VERB
fcis-29275	51	6	both	both	DET
fcis-29275	51	7	hardware	hardware	NOUN
fcis-29275	51	8	and	and	CCONJ
fcis-29275	51	9	software	software	NOUN
fcis-29275	51	10	.	.	PUNCT
fcis-29275	52	1	on	on	ADP
fcis-29275	52	2	the	the	DET
fcis-29275	52	3	hardware	hardware	NOUN
fcis-29275	52	4	side	side	NOUN
fcis-29275	52	5	,	,	PUNCT
fcis-29275	52	6	the	the	DET
fcis-29275	52	7	laboratory	laboratory	NOUN
fcis-29275	52	8	is	be	AUX
fcis-29275	52	9	equipped	equip	VERB
fcis-29275	52	10	with	with	ADP
fcis-29275	52	11	highperformance	highperformance	NOUN
fcis-29275	52	12	computing	computing	NOUN
fcis-29275	52	13	servers	server	NOUN
fcis-29275	52	14	,	,	PUNCT
fcis-29275	52	15	equipped	equip	VERB
fcis-29275	52	16	with	with	ADP
fcis-29275	52	17	multiple	multiple	ADJ
fcis-29275	52	18	gpus	gpu	NOUN
fcis-29275	52	19	to	to	PART
fcis-29275	52	20	accelerate	accelerate	VERB
fcis-29275	52	21	model	model	NOUN
fcis-29275	52	22	training	training	NOUN
fcis-29275	52	23	and	and	CCONJ
fcis-29275	52	24	inference	inference	NOUN
fcis-29275	52	25	processes	process	NOUN
fcis-29275	52	26	.	.	PUNCT
fcis-29275	53	1	these	these	DET
fcis-29275	53	2	computing	compute	VERB
fcis-29275	53	3	servers	server	NOUN
fcis-29275	53	4	have	have	VERB
fcis-29275	53	5	strong	strong	ADJ
fcis-29275	53	6	computing	computing	NOUN
fcis-29275	53	7	power	power	NOUN
fcis-29275	53	8	and	and	CCONJ
fcis-29275	53	9	large	large	ADJ
fcis-29275	53	10	-	-	PUNCT
fcis-29275	53	11	capacity	capacity	NOUN
fcis-29275	53	12	storage	storage	NOUN
fcis-29275	53	13	space	space	NOUN
fcis-29275	53	14	,	,	PUNCT
fcis-29275	53	15	which	which	PRON
fcis-29275	53	16	can	can	AUX
fcis-29275	53	17	support	support	VERB
fcis-29275	53	18	efficient	efficient	ADJ
fcis-29275	53	19	processing	processing	NOUN
fcis-29275	53	20	of	of	ADP
fcis-29275	53	21	large	large	ADJ
fcis-29275	53	22	-	-	PUNCT
fcis-29275	53	23	scale	scale	NOUN
fcis-29275	53	24	datasets	dataset	NOUN
fcis-29275	53	25	and	and	CCONJ
fcis-29275	53	26	training	training	NOUN
fcis-29275	53	27	of	of	ADP
fcis-29275	53	28	complex	complex	ADJ
fcis-29275	53	29	models	model	NOUN
fcis-29275	53	30	.	.	PUNCT
fcis-29275	54	1	on	on	ADP
fcis-29275	54	2	the	the	DET
fcis-29275	54	3	software	software	NOUN
fcis-29275	54	4	side	side	NOUN
fcis-29275	54	5	,	,	PUNCT
fcis-29275	54	6	deep	deep	ADJ
fcis-29275	54	7	learning	learning	NOUN
fcis-29275	54	8	frameworks	framework	NOUN
fcis-29275	54	9	such	such	ADJ
fcis-29275	54	10	as	as	ADP
fcis-29275	54	11	tensorflow	tensorflow	NOUN
fcis-29275	54	12	and	and	CCONJ
fcis-29275	54	13	pytorch	pytorch	NOUN
fcis-29275	54	14	were	be	AUX
fcis-29275	54	15	used	use	VERB
fcis-29275	54	16	,	,	PUNCT
fcis-29275	54	17	and	and	CCONJ
fcis-29275	54	18	a	a	DET
fcis-29275	54	19	set	set	NOUN
fcis-29275	54	20	of	of	ADP
fcis-29275	54	21	specialized	specialized	ADJ
fcis-29275	54	22	data	datum	NOUN
fcis-29275	54	23	processing	processing	NOUN
fcis-29275	54	24	and	and	CCONJ
fcis-29275	54	25	analysis	analysis	NOUN
fcis-29275	54	26	tools	tool	NOUN
fcis-29275	54	27	were	be	AUX
fcis-29275	54	28	developed	develop	VERB
fcis-29275	54	29	.	.	PUNCT
fcis-29275	55	1	these	these	DET
fcis-29275	55	2	tools	tool	NOUN
fcis-29275	55	3	can	can	AUX
fcis-29275	55	4	efficiently	efficiently	ADV
fcis-29275	55	5	perform	perform	VERB
fcis-29275	55	6	data	datum	NOUN
fcis-29275	55	7	preprocessing	preprocessing	NOUN
fcis-29275	55	8	,	,	PUNCT
fcis-29275	55	9	model	model	NOUN
fcis-29275	55	10	training	training	NOUN
fcis-29275	55	11	,	,	PUNCT
fcis-29275	55	12	evaluation	evaluation	NOUN
fcis-29275	55	13	,	,	PUNCT
fcis-29275	55	14	and	and	CCONJ
fcis-29275	55	15	visualization	visualization	NOUN
fcis-29275	55	16	,	,	PUNCT
fcis-29275	55	17	improving	improve	VERB
fcis-29275	55	18	the	the	DET
fcis-29275	55	19	efficiency	efficiency	NOUN
fcis-29275	55	20	and	and	CCONJ
fcis-29275	55	21	accuracy	accuracy	NOUN
fcis-29275	55	22	of	of	ADP
fcis-29275	55	23	the	the	DET
fcis-29275	55	24	overall	overall	ADJ
fcis-29275	55	25	experimental	experimental	ADJ
fcis-29275	55	26	process	process	NOUN
fcis-29275	55	27	.	.	PUNCT
fcis-29275	56	1	4.2	4.2	NUM
fcis-29275	56	2	.	.	PUNCT
fcis-29275	57	1	experimental	experimental	ADJ
fcis-29275	57	2	results	result	NOUN
fcis-29275	57	3	,	,	PUNCT
fcis-29275	57	4	and	and	CCONJ
fcis-29275	57	5	comparative	comparative	ADJ
fcis-29275	57	6	analysis	analysis	NOUN
fcis-29275	57	7	with	with	ADP
fcis-29275	57	8	traditional	traditional	ADJ
fcis-29275	57	9	methods	method	NOUN
fcis-29275	57	10	table	table	NOUN
fcis-29275	57	11	1	1	NUM
fcis-29275	57	12	.	.	PUNCT
fcis-29275	57	13	performance	performance	NOUN
fcis-29275	57	14	of	of	ADP
fcis-29275	57	15	different	different	ADJ
fcis-29275	57	16	models	model	NOUN
fcis-29275	57	17	in	in	ADP
fcis-29275	57	18	downhole	downhole	NOUN
fcis-29275	57	19	two	two	NUM
fcis-29275	57	20	-	-	PUNCT
fcis-29275	57	21	phase	phase	NOUN
fcis-29275	57	22	flow	flow	NOUN
fcis-29275	57	23	parameter	parameter	NOUN
fcis-29275	57	24	measurement	measurement	NOUN
fcis-29275	57	25	model	model	PROPN
fcis-29275	57	26	name	name	PROPN
fcis-29275	57	27	measurement	measurement	NOUN
fcis-29275	57	28	accuracy	accuracy	NOUN
fcis-29275	57	29	(	(	PUNCT
fcis-29275	57	30	%	%	INTJ
fcis-29275	57	31	)	)	PUNCT
fcis-29275	57	32	stability	stability	NOUN
fcis-29275	57	33	(	(	PUNCT
fcis-29275	57	34	%	%	INTJ
fcis-29275	57	35	)	)	PUNCT
fcis-29275	57	36	ability	ability	NOUN
fcis-29275	57	37	to	to	PART
fcis-29275	57	38	handle	handle	VERB
fcis-29275	57	39	complex	complex	ADJ
fcis-29275	57	40	flow	flow	NOUN
fcis-29275	57	41	patterns	pattern	NOUN
fcis-29275	57	42	(	(	PUNCT
fcis-29275	57	43	%	%	INTJ
fcis-29275	57	44	)	)	PUNCT
fcis-29275	57	45	traditional	traditional	ADJ
fcis-29275	57	46	physical	physical	ADJ
fcis-29275	57	47	model	model	NOUN
fcis-29275	57	48	85.0	85.0	NUM
fcis-29275	57	49	80.0	80.0	NUM
fcis-29275	57	50	70.0	70.0	NUM
fcis-29275	57	51	shallow	shallow	ADJ
fcis-29275	57	52	machine	machine	NOUN
fcis-29275	57	53	learning	learning	NOUN
fcis-29275	57	54	model	model	NOUN
fcis-29275	57	55	88.0	88.0	NUM
fcis-29275	57	56	85.0	85.0	NUM
fcis-29275	57	57	75.0	75.0	NUM
fcis-29275	57	58	integrated	integrate	VERB
fcis-29275	57	59	deep	deep	ADJ
fcis-29275	57	60	neural	neural	ADJ
fcis-29275	57	61	network	network	NOUN
fcis-29275	57	62	95.0	95.0	NUM
fcis-29275	57	63	93.0	93.0	NUM
fcis-29275	57	64	90.0	90.0	NUM
fcis-29275	57	65	gcn	gcn	ADJ
fcis-29275	57	66	-	-	PUNCT
fcis-29275	57	67	bi	bi	ADJ
fcis-29275	57	68	-	-	ADJ
fcis-29275	57	69	lstm	lstm	ADJ
fcis-29275	57	70	integrated	integrated	ADJ
fcis-29275	57	71	model	model	NOUN
fcis-29275	57	72	97.5	97.5	NUM
fcis-29275	57	73	96.0	96.0	NUM
fcis-29275	57	74	95.0	95.0	NUM
fcis-29275	57	75	72	72	NUM
fcis-29275	57	76	5	5	NUM
fcis-29275	57	77	.	.	PUNCT
fcis-29275	57	78	conclusion	conclusion	NOUN
fcis-29275	57	79	this	this	DET
fcis-29275	57	80	chapter	chapter	NOUN
fcis-29275	57	81	comprehensively	comprehensively	ADV
fcis-29275	57	82	discusses	discuss	VERB
fcis-29275	57	83	the	the	DET
fcis-29275	57	84	research	research	NOUN
fcis-29275	57	85	process	process	NOUN
fcis-29275	57	86	and	and	CCONJ
fcis-29275	57	87	experimental	experimental	ADJ
fcis-29275	57	88	results	result	NOUN
fcis-29275	57	89	of	of	ADP
fcis-29275	57	90	the	the	DET
fcis-29275	57	91	downhole	downhole	NOUN
fcis-29275	57	92	two	two	NUM
fcis-29275	57	93	-	-	PUNCT
fcis-29275	57	94	phase	phase	NOUN
fcis-29275	57	95	flow	flow	NOUN
fcis-29275	57	96	parameter	parameter	NOUN
fcis-29275	57	97	measurement	measurement	NOUN
fcis-29275	57	98	method	method	NOUN
fcis-29275	57	99	based	base	VERB
fcis-29275	57	100	on	on	ADP
fcis-29275	57	101	the	the	DET
fcis-29275	57	102	gcn	gcn	ADJ
fcis-29275	57	103	-	-	PUNCT
fcis-29275	57	104	bilstm	bilstm	ADJ
fcis-29275	57	105	integrated	integrate	VERB
fcis-29275	57	106	model	model	NOUN
fcis-29275	57	107	.	.	PUNCT
fcis-29275	58	1	through	through	ADP
fcis-29275	58	2	comparative	comparative	ADJ
fcis-29275	58	3	analysis	analysis	NOUN
fcis-29275	58	4	and	and	CCONJ
fcis-29275	58	5	experimental	experimental	ADJ
fcis-29275	58	6	verification	verification	NOUN
fcis-29275	58	7	,	,	PUNCT
fcis-29275	58	8	it	it	PRON
fcis-29275	58	9	proves	prove	VERB
fcis-29275	58	10	the	the	DET
fcis-29275	58	11	superiority	superiority	NOUN
fcis-29275	58	12	of	of	ADP
fcis-29275	58	13	this	this	DET
fcis-29275	58	14	method	method	NOUN
fcis-29275	58	15	in	in	ADP
fcis-29275	58	16	improving	improve	VERB
fcis-29275	58	17	measurement	measurement	NOUN
fcis-29275	58	18	accuracy	accuracy	NOUN
fcis-29275	58	19	and	and	CCONJ
fcis-29275	58	20	the	the	DET
fcis-29275	58	21	ability	ability	NOUN
fcis-29275	58	22	to	to	PART
fcis-29275	58	23	handle	handle	VERB
fcis-29275	58	24	complex	complex	ADJ
fcis-29275	58	25	flow	flow	NOUN
fcis-29275	58	26	patterns	pattern	NOUN
fcis-29275	58	27	,	,	PUNCT
fcis-29275	58	28	providing	provide	VERB
fcis-29275	58	29	new	new	ADJ
fcis-29275	58	30	technical	technical	ADJ
fcis-29275	58	31	paths	path	NOUN
fcis-29275	58	32	and	and	CCONJ
fcis-29275	58	33	methodological	methodological	ADJ
fcis-29275	58	34	support	support	NOUN
fcis-29275	58	35	for	for	ADP
fcis-29275	58	36	downhole	downhole	NOUN
fcis-29275	58	37	engineering	engineering	NOUN
fcis-29275	58	38	practice	practice	NOUN
fcis-29275	58	39	.	.	PUNCT
fcis-29275	59	1	references	reference	NOUN
fcis-29275	59	2	[	[	X
fcis-29275	59	3	1	1	NUM
fcis-29275	59	4	]	]	PUNCT
fcis-29275	59	5	lee	lee	PROPN
fcis-29275	59	6	s	s	PROPN
fcis-29275	59	7	c	c	PROPN
fcis-29275	59	8	,	,	PUNCT
fcis-29275	59	9	hamon	hamon	PROPN
fcis-29275	59	10	p	p	PROPN
fcis-29275	59	11	f	f	PROPN
fcis-29275	59	12	,	,	PUNCT
fcis-29275	59	13	castelletto	castelletto	ADJ
fcis-29275	59	14	n	n	PROPN
fcis-29275	59	15	,	,	PUNCT
fcis-29275	59	16	et	et	PROPN
fcis-29275	59	17	al	al	PROPN
fcis-29275	59	18	.	.	PROPN
fcis-29275	60	1	multilevel	multilevel	PROPN
fcis-29275	60	2	well	well	NOUN
fcis-29275	60	3	modeling	modeling	NOUN
fcis-29275	60	4	in	in	ADP
fcis-29275	60	5	aggregation	aggregation	NOUN
fcis-29275	60	6	-	-	PUNCT
fcis-29275	60	7	based	base	VERB
fcis-29275	60	8	nonlinear	nonlinear	ADJ
fcis-29275	60	9	multigrid	multigrid	NOUN
fcis-29275	60	10	for	for	ADP
fcis-29275	60	11	multiphase	multiphase	NOUN
fcis-29275	60	12	flow	flow	NOUN
fcis-29275	60	13	in	in	ADP
fcis-29275	60	14	porous	porous	ADJ
fcis-29275	60	15	media	medium	NOUN
fcis-29275	61	1	[	[	X
fcis-29275	61	2	j	j	X
fcis-29275	61	3	]	]	X
fcis-29275	61	4	.	.	PUNCT
fcis-29275	62	1	journal	journal	PROPN
fcis-29275	62	2	of	of	ADP
fcis-29275	62	3	computational	computational	ADJ
fcis-29275	62	4	physics	physics	NOUN
fcis-29275	62	5	,	,	PUNCT
fcis-29275	62	6	2024	2024	NUM
fcis-29275	62	7	,	,	PUNCT
fcis-29275	62	8	513	513	NUM
fcis-29275	62	9	113163-	113163-	NOUN
fcis-29275	62	10	.	.	PUNCT
fcis-29275	63	1	[	[	X
fcis-29275	63	2	2	2	NUM
fcis-29275	63	3	]	]	X
fcis-29275	63	4	xiao	xiao	PROPN
fcis-29275	63	5	-	-	PUNCT
fcis-29275	63	6	bin	bin	PROPN
fcis-29275	63	7	l	l	PROPN
fcis-29275	63	8	,	,	PUNCT
fcis-29275	63	9	xue	xue	PROPN
fcis-29275	63	10	-	-	PUNCT
fcis-29275	63	11	ying	ying	PROPN
fcis-29275	63	12	h	h	NOUN
fcis-29275	63	13	,	,	PUNCT
fcis-29275	63	14	hong	hong	PROPN
fcis-29275	63	15	-	-	PUNCT
fcis-29275	63	16	na	na	NOUN
fcis-29275	63	17	z	z	PROPN
fcis-29275	63	18	,	,	PUNCT
fcis-29275	63	19	et	et	PROPN
fcis-29275	63	20	al	al	PROPN
fcis-29275	63	21	.	.	PROPN
fcis-29275	63	22	review	review	NOUN
fcis-29275	63	23	on	on	ADP
fcis-29275	63	24	multiparameter	multiparameter	NOUN
fcis-29275	63	25	simultaneous	simultaneous	ADJ
fcis-29275	63	26	measurement	measurement	NOUN
fcis-29275	63	27	techniques	technique	NOUN
fcis-29275	63	28	for	for	ADP
fcis-29275	63	29	multiphase	multiphase	NOUN
fcis-29275	63	30	flow	flow	NOUN
fcis-29275	63	31	–	–	PUNCT
fcis-29275	63	32	part	part	NOUN
fcis-29275	63	33	a	a	DET
fcis-29275	63	34	:	:	PUNCT
fcis-29275	63	35	velocity	velocity	NOUN
fcis-29275	63	36	and	and	CCONJ
fcis-29275	63	37	temperature	temperature	NOUN
fcis-29275	63	38	/	/	SYM
fcis-29275	63	39	pressure	pressure	NOUN
fcis-29275	63	40	[	[	X
fcis-29275	63	41	j	j	X
fcis-29275	63	42	]	]	X
fcis-29275	63	43	.	.	PUNCT
fcis-29275	64	1	measurement	measurement	PROPN
fcis-29275	64	2	,	,	PUNCT
fcis-29275	64	3	2023	2023	NUM
fcis-29275	64	4	,	,	PUNCT
fcis-29275	64	5	223	223	NUM
fcis-29275	64	6	.	.	PUNCT
fcis-29275	65	1	[	[	X
fcis-29275	65	2	3	3	X
fcis-29275	65	3	]	]	X
fcis-29275	65	4	xue	xue	PROPN
fcis-29275	65	5	-	-	PUNCT
fcis-29275	65	6	ying	ying	PROPN
fcis-29275	65	7	h	h	PROPN
fcis-29275	65	8	,	,	PUNCT
fcis-29275	65	9	xiao	xiao	PROPN
fcis-29275	65	10	-	-	PUNCT
fcis-29275	65	11	bin	bin	PROPN
fcis-29275	65	12	l	l	NOUN
fcis-29275	65	13	,	,	PUNCT
fcis-29275	65	14	hong	hong	PROPN
fcis-29275	65	15	-	-	PUNCT
fcis-29275	65	16	na	na	NOUN
fcis-29275	65	17	z	z	PROPN
fcis-29275	65	18	,	,	PUNCT
fcis-29275	65	19	et	et	PROPN
fcis-29275	65	20	al	al	PROPN
fcis-29275	65	21	.	.	PROPN
fcis-29275	65	22	review	review	NOUN
fcis-29275	65	23	on	on	ADP
fcis-29275	65	24	multiparameter	multiparameter	NOUN
fcis-29275	65	25	simultaneous	simultaneous	ADJ
fcis-29275	65	26	measurement	measurement	NOUN
fcis-29275	65	27	techniques	technique	NOUN
fcis-29275	65	28	for	for	ADP
fcis-29275	65	29	multiphase	multiphase	NOUN
fcis-29275	65	30	flow	flow	NOUN
fcis-29275	65	31	part	part	NOUN
fcis-29275	65	32	b	b	NOUN
fcis-29275	65	33	:	:	PUNCT
fcis-29275	65	34	basic	basic	ADJ
fcis-29275	65	35	physical	physical	ADJ
fcis-29275	65	36	parameters	parameter	NOUN
fcis-29275	65	37	and	and	CCONJ
fcis-29275	65	38	phase	phase	NOUN
fcis-29275	65	39	characteristics	characteristic	NOUN
fcis-29275	65	40	[	[	X
fcis-29275	65	41	j	j	X
fcis-29275	65	42	]	]	X
fcis-29275	65	43	.	.	PUNCT
fcis-29275	66	1	measurement	measurement	PROPN
fcis-29275	66	2	,	,	PUNCT
fcis-29275	66	3	2023	2023	NUM
fcis-29275	66	4	,	,	PUNCT
fcis-29275	66	5	220	220	NUM
fcis-29275	66	6	.	.	PUNCT
fcis-29275	67	1	[	[	X
fcis-29275	67	2	4	4	X
fcis-29275	67	3	]	]	PUNCT
fcis-29275	67	4	z.	z.	PROPN
fcis-29275	67	5	m	m	PROPN
fcis-29275	68	1	p.	p.	NOUN
fcis-29275	68	2	on	on	ADP
fcis-29275	68	3	the	the	DET
fcis-29275	68	4	importance	importance	NOUN
fcis-29275	68	5	of	of	ADP
fcis-29275	68	6	consistency	consistency	NOUN
fcis-29275	68	7	of	of	ADP
fcis-29275	68	8	multiple	multiple	ADJ
fcis-29275	68	9	-	-	PUNCT
fcis-29275	68	10	level	level	NOUN
fcis-29275	68	11	modeling	modeling	NOUN
fcis-29275	68	12	of	of	ADP
fcis-29275	68	13	multiphase	multiphase	NOUN
fcis-29275	68	14	flow	flow	NOUN
fcis-29275	68	15	in	in	ADP
fcis-29275	68	16	reactor	reactor	NOUN
fcis-29275	68	17	systems	system	NOUN
fcis-29275	69	1	[	[	X
fcis-29275	69	2	j	j	X
fcis-29275	69	3	]	]	X
fcis-29275	69	4	.	.	PUNCT
fcis-29275	70	1	nuclear	nuclear	ADJ
fcis-29275	70	2	engineering	engineering	NOUN
fcis-29275	70	3	and	and	CCONJ
fcis-29275	70	4	design	design	NOUN
fcis-29275	70	5	,	,	PUNCT
fcis-29275	70	6	2023	2023	NUM
fcis-29275	70	7	,	,	PUNCT
fcis-29275	70	8	409	409	NUM
fcis-29275	70	9	.	.	PUNCT
fcis-29275	71	1	[	[	X
fcis-29275	71	2	5	5	X
fcis-29275	71	3	]	]	PUNCT
fcis-29275	71	4	jinhua	jinhua	PROPN
fcis-29275	71	5	l	l	PROPN
fcis-29275	71	6	,	,	PUNCT
fcis-29275	71	7	a	a	DET
fcis-29275	71	8	n	n	NOUN
fcis-29275	71	9	a	a	PRON
fcis-29275	71	10	,	,	PUNCT
fcis-29275	71	11	peng	peng	PROPN
fcis-29275	71	12	y	y	PROPN
fcis-29275	71	13	.	.	PUNCT
fcis-29275	72	1	analysis	analysis	NOUN
fcis-29275	72	2	and	and	CCONJ
fcis-29275	72	3	reconstruction	reconstruction	NOUN
fcis-29275	72	4	of	of	ADP
fcis-29275	72	5	the	the	DET
fcis-29275	72	6	multiphase	multiphase	PROPN
fcis-29275	72	7	lattice	lattice	PROPN
fcis-29275	72	8	boltzmann	boltzmann	PROPN
fcis-29275	72	9	flux	flux	PROPN
fcis-29275	72	10	solver	solver	VERB
fcis-29275	72	11	for	for	ADP
fcis-29275	72	12	multiphase	multiphase	NOUN
fcis-29275	72	13	flows	flow	NOUN
fcis-29275	72	14	with	with	ADP
fcis-29275	72	15	large	large	ADJ
fcis-29275	72	16	density	density	NOUN
fcis-29275	72	17	ratios	ratio	NOUN
fcis-29275	72	18	.	.	PUNCT
fcis-29275	73	1	[	[	X
fcis-29275	73	2	j	j	X
fcis-29275	73	3	]	]	X
fcis-29275	73	4	.	.	PUNCT
fcis-29275	73	5	physical	physical	PROPN
fcis-29275	73	6	review	review	PROPN
fcis-29275	73	7	.	.	PUNCT
fcis-29275	74	1	e	e	X
fcis-29275	74	2	,	,	PUNCT
fcis-29275	74	3	2022	2022	NUM
fcis-29275	74	4	,	,	PUNCT
fcis-29275	74	5	106	106	NUM
fcis-29275	74	6	(	(	PUNCT
fcis-29275	74	7	42	42	NUM
fcis-29275	74	8	):	):	PUNCT
fcis-29275	74	9	045305	045305	NUM
fcis-29275	74	10	-	-	SYM
fcis-29275	74	11	045305	045305	NUM
fcis-29275	74	12	.	.	PUNCT
fcis-29275	75	1	[	[	X
fcis-29275	75	2	6	6	NUM
fcis-29275	75	3	]	]	SYM
fcis-29275	75	4	li	li	PROPN
fcis-29275	75	5	,	,	PUNCT
fcis-29275	75	6	qiang	qiang	PROPN
fcis-29275	75	7	,	,	PUNCT
fcis-29275	75	8	pistorius	pistorius	PROPN
fcis-29275	75	9	,	,	PUNCT
fcis-29275	75	10	et	et	PROPN
fcis-29275	75	11	al	al	PROPN
fcis-29275	75	12	.	.	PROPN
fcis-29275	76	1	toward	toward	ADP
fcis-29275	76	2	multiscale	multiscale	ADJ
fcis-29275	76	3	model	model	NOUN
fcis-29275	76	4	development	development	NOUN
fcis-29275	76	5	for	for	ADP
fcis-29275	76	6	multiphase	multiphase	NOUN
fcis-29275	76	7	flow	flow	NOUN
fcis-29275	76	8	:	:	PUNCT
fcis-29275	76	9	direct	direct	PROPN
fcis-29275	76	10	numerical	numerical	PROPN
fcis-29275	76	11	simulation	simulation	PROPN
fcis-29275	76	12	of	of	ADP
fcis-29275	76	13	dispersed	disperse	VERB
fcis-29275	76	14	phases	phase	NOUN
fcis-29275	76	15	and	and	CCONJ
fcis-29275	76	16	multiscale	multiscale	ADJ
fcis-29275	76	17	interfaces	interface	NOUN
fcis-29275	76	18	in	in	ADP
fcis-29275	76	19	a	a	DET
fcis-29275	76	20	gas	gas	NOUN
fcis-29275	76	21	-	-	PUNCT
fcis-29275	76	22	stirred	stir	VERB
fcis-29275	76	23	ladle	ladle	NOUN
fcis-29275	77	1	[	[	X
fcis-29275	77	2	j	j	X
fcis-29275	77	3	]	]	X
fcis-29275	77	4	.	.	PUNCT
fcis-29275	78	1	jom	jom	PROPN
fcis-29275	78	2	,	,	PUNCT
fcis-29275	78	3	2021	2021	NUM
fcis-29275	78	4	,	,	PUNCT
fcis-29275	78	5	73	73	NUM
fcis-29275	78	6	(	(	PUNCT
fcis-29275	78	7	10	10	NUM
fcis-29275	78	8	):	):	PUNCT
fcis-29275	78	9	1	1	NUM
fcis-29275	78	10	-	-	SYM
fcis-29275	78	11	12	12	NUM
fcis-29275	78	12	.	.	PUNCT
fcis-29275	79	1	[	[	X
fcis-29275	79	2	7	7	X
fcis-29275	79	3	]	]	X
fcis-29275	79	4	j.w.j	j.w.j	NOUN
fcis-29275	79	5	.	.	PUNCT
fcis-29275	80	1	k	k	PROPN
fcis-29275	80	2	,	,	PUNCT
fcis-29275	80	3	d.	d.	PROPN
fcis-29275	80	4	a	a	PROPN
fcis-29275	80	5	,	,	PUNCT
fcis-29275	80	6	f.	f.	PROPN
fcis-29275	80	7	f	f	PROPN
fcis-29275	80	8	,	,	PUNCT
fcis-29275	80	9	et	et	PROPN
fcis-29275	80	10	al	al	PROPN
fcis-29275	80	11	.	.	PUNCT
fcis-29275	81	1	a	a	DET
fcis-29275	81	2	multiresolution	multiresolution	NOUN
fcis-29275	81	3	local	local	ADJ
fcis-29275	81	4	-	-	PUNCT
fcis-29275	81	5	timestepping	timesteppe	VERB
fcis-29275	81	6	scheme	scheme	NOUN
fcis-29275	81	7	for	for	ADP
fcis-29275	81	8	particle	particle	NOUN
fcis-29275	81	9	–	–	PUNCT
fcis-29275	81	10	laden	laden	ADJ
fcis-29275	81	11	multiphase	multiphase	NOUN
fcis-29275	81	12	flow	flow	NOUN
fcis-29275	81	13	simulations	simulation	NOUN
fcis-29275	81	14	using	use	VERB
fcis-29275	81	15	a	a	DET
fcis-29275	81	16	level	level	NOUN
fcis-29275	81	17	-	-	PUNCT
fcis-29275	81	18	set	set	VERB
fcis-29275	81	19	and	and	CCONJ
fcis-29275	81	20	point	point	NOUN
fcis-29275	81	21	-	-	PUNCT
fcis-29275	81	22	particle	particle	NOUN
fcis-29275	81	23	approach	approach	NOUN
fcis-29275	81	24	[	[	X
fcis-29275	81	25	j	j	X
fcis-29275	81	26	]	]	X
fcis-29275	81	27	.	.	PUNCT
fcis-29275	82	1	computer	computer	NOUN
fcis-29275	82	2	methods	method	NOUN
fcis-29275	82	3	in	in	ADP
fcis-29275	82	4	applied	applied	ADJ
fcis-29275	82	5	mechanics	mechanic	NOUN
fcis-29275	82	6	and	and	CCONJ
fcis-29275	82	7	engineering	engineering	NOUN
fcis-29275	82	8	,	,	PUNCT
fcis-29275	82	9	2021	2021	NUM
fcis-29275	82	10	,	,	PUNCT
fcis-29275	82	11	384	384	NUM
fcis-29275	82	12	.	.	PUNCT
fcis-29275	83	1	[	[	X
fcis-29275	83	2	8	8	NUM
fcis-29275	83	3	]	]	X
fcis-29275	83	4	omid	omid	PROPN
fcis-29275	83	5	k	k	PROPN
fcis-29275	83	6	,	,	PUNCT
fcis-29275	83	7	hossein	hossein	PROPN
fcis-29275	83	8	a	a	PRON
fcis-29275	83	9	.	.	PUNCT
fcis-29275	84	1	design	design	NOUN
fcis-29275	84	2	and	and	CCONJ
fcis-29275	84	3	simulation	simulation	NOUN
fcis-29275	84	4	of	of	ADP
fcis-29275	84	5	a	a	DET
fcis-29275	84	6	multienergy	multienergy	PROPN
fcis-29275	84	7	gamma	gamma	PROPN
fcis-29275	84	8	ray	ray	PROPN
fcis-29275	84	9	absorptiometry	absorptiometry	NOUN
fcis-29275	84	10	system	system	NOUN
fcis-29275	84	11	for	for	ADP
fcis-29275	84	12	multiphase	multiphase	NOUN
fcis-29275	84	13	flow	flow	NOUN
fcis-29275	84	14	metering	metering	NOUN
fcis-29275	84	15	with	with	ADP
fcis-29275	84	16	accurate	accurate	ADJ
fcis-29275	84	17	void	void	ADJ
fcis-29275	84	18	fraction	fraction	NOUN
fcis-29275	84	19	and	and	CCONJ
fcis-29275	84	20	water	water	NOUN
fcis-29275	84	21	-	-	PUNCT
fcis-29275	84	22	liquid	liquid	ADJ
fcis-29275	84	23	ratio	ratio	NOUN
fcis-29275	84	24	approximation	approximation	NOUN
fcis-29275	84	25	[	[	X
fcis-29275	84	26	j	j	X
fcis-29275	84	27	]	]	X
fcis-29275	84	28	.	.	PUNCT
fcis-29275	84	29	nukleonika	nukleonika	PROPN
fcis-29275	84	30	,	,	PUNCT
fcis-29275	84	31	2019	2019	NUM
fcis-29275	84	32	,	,	PUNCT
fcis-29275	84	33	64	64	NUM
fcis-29275	84	34	(	(	PUNCT
fcis-29275	84	35	1	1	NUM
fcis-29275	84	36	):	):	PUNCT
fcis-29275	84	37	19	19	NUM
fcis-29275	84	38	-	-	SYM
fcis-29275	84	39	29	29	NUM
fcis-29275	84	40	.	.	PUNCT
fcis-29275	85	1	[	[	X
fcis-29275	85	2	9	9	NUM
fcis-29275	85	3	]	]	X
fcis-29275	85	4	hibi	hibi	PROPN
fcis-29275	85	5	y	y	PROPN
fcis-29275	85	6	,	,	PUNCT
fcis-29275	85	7	tomigashi	tomigashi	VERB
fcis-29275	85	8	a	a	PRON
fcis-29275	85	9	.	.	PUNCT
fcis-29275	86	1	a	a	DET
fcis-29275	86	2	numerical	numerical	PROPN
fcis-29275	86	3	simulation	simulation	PROPN
fcis-29275	86	4	model	model	NOUN
fcis-29275	86	5	for	for	ADP
fcis-29275	86	6	a	a	DET
fcis-29275	86	7	coupled	couple	VERB
fcis-29275	86	8	porous	porous	ADJ
fcis-29275	86	9	medium	medium	ADJ
fcis-29275	86	10	and	and	CCONJ
fcis-29275	86	11	surface	surface	NOUN
fcis-29275	86	12	fluid	fluid	NOUN
fcis-29275	86	13	system	system	NOUN
fcis-29275	86	14	with	with	ADP
fcis-29275	86	15	multiphase	multiphase	NOUN
fcis-29275	86	16	flow	flow	NOUN
fcis-29275	86	17	[	[	X
fcis-29275	86	18	j	j	X
fcis-29275	86	19	]	]	X
fcis-29275	86	20	.	.	PUNCT
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fcis-29275	87	4	hydrology	hydrology	NOUN
fcis-29275	87	5	,	,	PUNCT
fcis-29275	87	6	2019	2019	NUM
fcis-29275	87	7	,	,	PUNCT
fcis-29275	87	8	60	60	NUM
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fcis-29275	87	10	4	4	NUM
fcis-29275	87	11	):	):	PUNCT
fcis-29275	87	12	409	409	NUM
fcis-29275	87	13	-	-	SYM
fcis-29275	87	14	434	434	NUM
fcis-29275	87	15	.	.	PUNCT
fcis-29275	88	1	[	[	X
fcis-29275	88	2	10	10	NUM
fcis-29275	88	3	]	]	X
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fcis-29275	88	5	t	t	PROPN
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fcis-29275	89	4	.	.	PUNCT
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fcis-29275	90	2	stability	stability	NOUN
fcis-29275	90	3	analysis	analysis	NOUN
fcis-29275	90	4	of	of	ADP
fcis-29275	90	5	air	air	NOUN
fcis-29275	90	6	-	-	PUNCT
fcis-29275	90	7	water	water	NOUN
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fcis-29275	90	9	in	in	ADP
fcis-29275	90	10	a	a	DET
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fcis-29275	91	1	[	[	X
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fcis-29275	91	4	.	.	PUNCT
fcis-29275	92	1	journal	journal	PROPN
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fcis-29275	92	3	japan	japan	PROPN
fcis-29275	92	4	society	society	PROPN
fcis-29275	92	5	of	of	ADP
fcis-29275	92	6	civil	civil	ADJ
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fcis-29275	92	8	,	,	PUNCT
fcis-29275	92	9	ser	ser	PROPN
fcis-29275	92	10	.	.	PROPN
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fcis-29275	93	4	engineering	engineering	NOUN
fcis-29275	93	5	)	)	PUNCT
fcis-29275	93	6	,	,	PUNCT
fcis-29275	93	7	2018	2018	NUM
fcis-29275	93	8	,	,	PUNCT
fcis-29275	93	9	74	74	NUM
fcis-29275	93	10	(	(	PUNCT
fcis-29275	93	11	5	5	NUM
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fcis-29275	94	9	,	,	PUNCT
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fcis-29275	94	12	.	.	PUNCT
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fcis-29275	95	9	-	-	PUNCT
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fcis-29275	95	17	threedimensional	threedimensional	ADJ
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fcis-29275	95	19	flows	flow	VERB
fcis-29275	95	20	[	[	X
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fcis-29275	95	22	]	]	X
fcis-29275	95	23	.	.	PUNCT
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fcis-29275	96	2	and	and	CCONJ
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fcis-29275	96	4	with	with	ADP
fcis-29275	96	5	applications	application	NOUN
fcis-29275	96	6	,	,	PUNCT
fcis-29275	96	7	2021	2021	NUM
fcis-29275	96	8	,	,	PUNCT
fcis-29275	96	9	73	73	NUM
fcis-29275	96	10	(	(	PUNCT
fcis-29275	96	11	7	7	NUM
fcis-29275	96	12	):	):	PUNCT
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fcis-29275	96	14	-	-	SYM
fcis-29275	96	15	1538	1538	NUM
fcis-29275	96	16	.	.	PUNCT
fcis-29275	97	1	[	[	X
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fcis-29275	97	3	]	]	X
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fcis-29275	97	7	;	;	PUNCT
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fcis-29275	97	18	data	datum	NOUN
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fcis-29275	97	21	mathematics	mathematic	NOUN
fcis-29275	97	22	(	(	PUNCT
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fcis-29275	97	31	-	-	PUNCT
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fcis-29275	97	38	-	-	PUNCT
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fcis-29275	97	42	)	)	PUNCT
fcis-29275	98	1	[	[	X
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fcis-29275	98	4	.	.	PUNCT
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fcis-29275	99	10	-	-	SYM
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fcis-29275	99	12	.	.	PUNCT
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fcis-29275	100	21	method	method	NOUN
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fcis-29275	100	24	for	for	ADP
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fcis-29275	100	27	multiphase	multiphase	NOUN
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fcis-29275	101	1	[	[	X
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fcis-29275	101	3	]	]	X
fcis-29275	101	4	.	.	PUNCT
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fcis-29275	102	13	-	-	SYM
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fcis-29275	102	15	.	.	PUNCT
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fcis-29275	103	20	coupling	couple	VERB
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fcis-29275	103	22	for	for	ADP
fcis-29275	103	23	darcy	darcy	PROPN
fcis-29275	103	24	–	–	PUNCT
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fcis-29275	103	26	stokes	stokes	PROPN
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fcis-29275	103	28	flow	flow	NOUN
fcis-29275	103	29	:	:	PUNCT
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fcis-29275	103	34	2	2	NUM
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fcis-29275	103	39	.	.	PUNCT
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fcis-29275	104	12	-	-	SYM
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fcis-29275	105	9	.	.	PUNCT
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fcis-29275	106	2	-	-	PUNCT
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fcis-29275	106	15	.	.	PUNCT
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fcis-29275	107	4	,	,	PUNCT
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fcis-29275	107	7	-	-	SYM
fcis-29275	107	8	176	176	NUM
fcis-29275	107	9	.	.	PUNCT