id	sid	tid	token	lemma	pos
iogr-1190	1	1	copyright	copyright	NOUN
iogr-1190	1	2	©	©	ADP
iogr-1190	1	3	the	the	DET
iogr-1190	1	4	author(s	author(s	NOUN
iogr-1190	1	5	)	)	PUNCT
iogr-1190	1	6	.	.	PUNCT
iogr-1190	2	1	this	this	DET
iogr-1190	2	2	work	work	NOUN
iogr-1190	2	3	is	be	AUX
iogr-1190	2	4	licensed	license	VERB
iogr-1190	2	5	under	under	ADP
iogr-1190	2	6	a	a	DET
iogr-1190	2	7	creative	creative	ADJ
iogr-1190	2	8	commons	common	NOUN
iogr-1190	2	9	attribution	attribution	NOUN
iogr-1190	2	10	4.0	4.0	NUM
iogr-1190	2	11	international	international	ADJ
iogr-1190	2	12	license	license	NOUN
iogr-1190	2	13	.	.	PUNCT
iogr-1190	3	1	doi:10.14800	doi:10.14800	NOUN
iogr-1190	3	2	/	/	SYM
iogr-1190	4	1	iogr.1190	iogr.1190	PROPN
iogr-1190	4	2	received	receive	VERB
iogr-1190	4	3	april	april	PROPN
iogr-1190	4	4	15	15	NUM
iogr-1190	4	5	,	,	PUNCT
iogr-1190	4	6	2021	2021	NUM
iogr-1190	4	7	;	;	PUNCT
iogr-1190	4	8	revised	revise	VERB
iogr-1190	4	9	july	july	PROPN
iogr-1190	4	10	12	12	NUM
iogr-1190	4	11	,	,	PUNCT
iogr-1190	4	12	2021	2021	NUM
iogr-1190	4	13	;	;	PUNCT
iogr-1190	4	14	accepted	accept	VERB
iogr-1190	4	15	august	august	PROPN
iogr-1190	4	16	12	12	NUM
iogr-1190	4	17	,	,	PUNCT
iogr-1190	4	18	2021	2021	NUM
iogr-1190	4	19	.	.	PUNCT
iogr-1190	5	1	*	*	PUNCT
iogr-1190	5	2	corresponding	correspond	VERB
iogr-1190	5	3	author	author	NOUN
iogr-1190	5	4	:	:	PUNCT
iogr-1190	5	5	minh.vo@chevron.com	minh.vo@chevron.com	PROPN
iogr-1190	5	6	1	1	NUM
iogr-1190	5	7	using	use	VERB
iogr-1190	5	8	machine	machine	NOUN
iogr-1190	5	9	learning	learn	VERB
iogr-1190	5	10	techniques	technique	NOUN
iogr-1190	5	11	for	for	ADP
iogr-1190	5	12	enhancing	enhance	VERB
iogr-1190	5	13	production	production	NOUN
iogr-1190	5	14	forecast	forecast	NOUN
iogr-1190	5	15	in	in	ADP
iogr-1190	5	16	north	north	PROPN
iogr-1190	5	17	malay	malay	PROPN
iogr-1190	5	18	basin	basin	PROPN
iogr-1190	5	19	truc	truc	PROPN
iogr-1190	5	20	(	(	PUNCT
iogr-1190	5	21	trevor	trevor	NOUN
iogr-1190	5	22	)	)	PUNCT
iogr-1190	5	23	doan	doan	NOUN
iogr-1190	5	24	,	,	PUNCT
iogr-1190	5	25	bear	bear	NOUN
iogr-1190	5	26	and	and	CCONJ
iogr-1190	5	27	brook	brook	NOUN
iogr-1190	5	28	consulting	consulting	PROPN
iogr-1190	5	29	,	,	PUNCT
iogr-1190	5	30	brisbane	brisbane	NOUN
iogr-1190	5	31	,	,	PUNCT
iogr-1190	5	32	australia	australia	PROPN
iogr-1190	5	33	;	;	PUNCT
iogr-1190	5	34	and	and	CCONJ
iogr-1190	5	35	minh	minh	INTJ
iogr-1190	5	36	van	van	PROPN
iogr-1190	5	37	vo	vo	PROPN
iogr-1190	5	38	*	*	PROPN
iogr-1190	5	39	,	,	PUNCT
iogr-1190	5	40	chevron	chevron	PROPN
iogr-1190	5	41	unocal	unocal	PROPN
iogr-1190	5	42	east	east	PROPN
iogr-1190	5	43	china	china	PROPN
iogr-1190	5	44	sea	sea	PROPN
iogr-1190	5	45	ltd	ltd	PROPN
iogr-1190	5	46	.	.	PROPN
iogr-1190	5	47	,	,	PUNCT
iogr-1190	5	48	chengdu	chengdu	PROPN
iogr-1190	5	49	,	,	PUNCT
iogr-1190	5	50	china	china	PROPN
iogr-1190	5	51	abstract	abstract	ADJ
iogr-1190	5	52	the	the	DET
iogr-1190	5	53	geological	geological	ADJ
iogr-1190	5	54	environment	environment	NOUN
iogr-1190	5	55	in	in	ADP
iogr-1190	5	56	the	the	DET
iogr-1190	5	57	gulf	gulf	PROPN
iogr-1190	5	58	of	of	ADP
iogr-1190	5	59	thailand	thailand	PROPN
iogr-1190	5	60	(	(	PUNCT
iogr-1190	5	61	got	get	VERB
iogr-1190	5	62	)	)	PUNCT
iogr-1190	5	63	is	be	AUX
iogr-1190	5	64	very	very	ADV
iogr-1190	5	65	complicated	complicated	ADJ
iogr-1190	5	66	,	,	PUNCT
iogr-1190	5	67	with	with	ADP
iogr-1190	5	68	thousands	thousand	NOUN
iogr-1190	5	69	of	of	ADP
iogr-1190	5	70	small	small	ADJ
iogr-1190	5	71	discontinuous	discontinuous	ADJ
iogr-1190	5	72	reservoirs	reservoir	NOUN
iogr-1190	5	73	,	,	PUNCT
iogr-1190	5	74	in	in	ADP
iogr-1190	5	75	part	part	NOUN
iogr-1190	5	76	due	due	ADP
iogr-1190	5	77	to	to	ADP
iogr-1190	5	78	a	a	DET
iogr-1190	5	79	high	high	ADJ
iogr-1190	5	80	density	density	NOUN
iogr-1190	5	81	of	of	ADP
iogr-1190	5	82	faults	fault	NOUN
iogr-1190	5	83	.	.	PUNCT
iogr-1190	6	1	with	with	ADP
iogr-1190	6	2	this	this	DET
iogr-1190	6	3	geological	geological	ADJ
iogr-1190	6	4	characteristic	characteristic	NOUN
iogr-1190	6	5	,	,	PUNCT
iogr-1190	6	6	hundreds	hundred	NOUN
iogr-1190	6	7	of	of	ADP
iogr-1190	6	8	required	require	VERB
iogr-1190	6	9	slim	slim	ADJ
iogr-1190	6	10	-	-	PUNCT
iogr-1190	6	11	hole	hole	NOUN
iogr-1190	6	12	wells	well	NOUN
iogr-1190	6	13	will	will	AUX
iogr-1190	6	14	be	be	AUX
iogr-1190	6	15	planned	plan	VERB
iogr-1190	6	16	and	and	CCONJ
iogr-1190	6	17	drilled	drill	VERB
iogr-1190	6	18	annually	annually	ADV
iogr-1190	6	19	to	to	PART
iogr-1190	6	20	ensure	ensure	VERB
iogr-1190	6	21	enough	enough	ADJ
iogr-1190	6	22	capacity	capacity	NOUN
iogr-1190	6	23	to	to	PART
iogr-1190	6	24	meet	meet	VERB
iogr-1190	6	25	gas	gas	NOUN
iogr-1190	6	26	demand	demand	NOUN
iogr-1190	6	27	in	in	ADP
iogr-1190	6	28	gas	gas	NOUN
iogr-1190	6	29	sale	sale	NOUN
iogr-1190	6	30	agreement	agreement	NOUN
iogr-1190	6	31	.	.	PUNCT
iogr-1190	7	1	hence	hence	ADV
iogr-1190	7	2	,	,	PUNCT
iogr-1190	7	3	production	production	NOUN
iogr-1190	7	4	forecast	forecast	NOUN
iogr-1190	7	5	plays	play	VERB
iogr-1190	7	6	key	key	ADJ
iogr-1190	7	7	role	role	NOUN
iogr-1190	7	8	to	to	PART
iogr-1190	7	9	deal	deal	VERB
iogr-1190	7	10	with	with	ADP
iogr-1190	7	11	drilling	drilling	NOUN
iogr-1190	7	12	schedule	schedule	NOUN
iogr-1190	7	13	and	and	CCONJ
iogr-1190	7	14	operations	operation	NOUN
iogr-1190	7	15	planning	planning	NOUN
iogr-1190	7	16	and	and	CCONJ
iogr-1190	7	17	installing	instal	VERB
iogr-1190	7	18	surface	surface	NOUN
iogr-1190	7	19	facilities	facility	NOUN
iogr-1190	7	20	.	.	PUNCT
iogr-1190	8	1	an	an	DET
iogr-1190	8	2	accuracy	accuracy	NOUN
iogr-1190	8	3	degree	degree	NOUN
iogr-1190	8	4	of	of	ADP
iogr-1190	8	5	production	production	NOUN
iogr-1190	8	6	forecast	forecast	NOUN
iogr-1190	8	7	is	be	AUX
iogr-1190	8	8	required	require	VERB
iogr-1190	8	9	highly	highly	ADV
iogr-1190	8	10	based	base	VERB
iogr-1190	8	11	on	on	ADP
iogr-1190	8	12	production	production	NOUN
iogr-1190	8	13	data	datum	NOUN
iogr-1190	8	14	from	from	ADP
iogr-1190	8	15	existing	exist	VERB
iogr-1190	8	16	produced	produce	VERB
iogr-1190	8	17	wells	well	NOUN
iogr-1190	8	18	and	and	CCONJ
iogr-1190	8	19	future	future	ADJ
iogr-1190	8	20	produced	produce	VERB
iogr-1190	8	21	wells	well	NOUN
iogr-1190	8	22	.	.	PUNCT
iogr-1190	9	1	in	in	ADP
iogr-1190	9	2	recent	recent	ADJ
iogr-1190	9	3	years	year	NOUN
iogr-1190	9	4	,	,	PUNCT
iogr-1190	9	5	machine	machine	NOUN
iogr-1190	9	6	learning	learning	NOUN
iogr-1190	9	7	techniques	technique	NOUN
iogr-1190	9	8	have	have	AUX
iogr-1190	9	9	been	be	AUX
iogr-1190	9	10	widely	widely	ADV
iogr-1190	9	11	applied	apply	VERB
iogr-1190	9	12	to	to	ADP
iogr-1190	9	13	the	the	DET
iogr-1190	9	14	oil	oil	NOUN
iogr-1190	9	15	and	and	CCONJ
iogr-1190	9	16	gas	gas	NOUN
iogr-1190	9	17	industry	industry	NOUN
iogr-1190	9	18	,	,	PUNCT
iogr-1190	9	19	in	in	ADP
iogr-1190	9	20	this	this	DET
iogr-1190	9	21	case	case	NOUN
iogr-1190	9	22	,	,	PUNCT
iogr-1190	9	23	the	the	DET
iogr-1190	9	24	gulf	gulf	PROPN
iogr-1190	9	25	of	of	ADP
iogr-1190	9	26	thailand	thailand	PROPN
iogr-1190	9	27	.	.	PUNCT
iogr-1190	10	1	machine	machine	NOUN
iogr-1190	10	2	learning	learn	VERB
iogr-1190	10	3	methods	method	NOUN
iogr-1190	10	4	of	of	ADP
iogr-1190	10	5	support	support	NOUN
iogr-1190	10	6	vector	vector	NOUN
iogr-1190	10	7	regression	regression	NOUN
iogr-1190	10	8	(	(	PUNCT
iogr-1190	10	9	svr	svr	PROPN
iogr-1190	10	10	)	)	PUNCT
iogr-1190	10	11	and	and	CCONJ
iogr-1190	10	12	kmeans	kmean	NOUN
iogr-1190	10	13	clustering	clustering	NOUN
iogr-1190	10	14	have	have	AUX
iogr-1190	10	15	been	be	AUX
iogr-1190	10	16	applied	apply	VERB
iogr-1190	10	17	effectively	effectively	ADV
iogr-1190	10	18	for	for	ADP
iogr-1190	10	19	removing	remove	VERB
iogr-1190	10	20	outliers	outlier	NOUN
iogr-1190	10	21	or	or	CCONJ
iogr-1190	10	22	noisy	noisy	ADJ
iogr-1190	10	23	data	datum	NOUN
iogr-1190	10	24	.	.	PUNCT
iogr-1190	11	1	by	by	ADP
iogr-1190	11	2	using	use	VERB
iogr-1190	11	3	a	a	DET
iogr-1190	11	4	huge	huge	ADJ
iogr-1190	11	5	dataset	dataset	NOUN
iogr-1190	11	6	of	of	ADP
iogr-1190	11	7	production	production	NOUN
iogr-1190	11	8	data	datum	NOUN
iogr-1190	11	9	from	from	ADP
iogr-1190	11	10	thousands	thousand	NOUN
iogr-1190	11	11	of	of	ADP
iogr-1190	11	12	wells	well	NOUN
iogr-1190	11	13	in	in	ADP
iogr-1190	11	14	this	this	DET
iogr-1190	11	15	area	area	NOUN
iogr-1190	11	16	,	,	PUNCT
iogr-1190	11	17	a	a	DET
iogr-1190	11	18	solution	solution	NOUN
iogr-1190	11	19	can	can	AUX
iogr-1190	11	20	be	be	AUX
iogr-1190	11	21	rapidly	rapidly	ADV
iogr-1190	11	22	made	make	VERB
iogr-1190	11	23	to	to	PART
iogr-1190	11	24	automatically	automatically	ADV
iogr-1190	11	25	eliminate	eliminate	VERB
iogr-1190	11	26	unreliable	unreliable	ADJ
iogr-1190	11	27	data	datum	NOUN
iogr-1190	11	28	in	in	ADP
iogr-1190	11	29	given	give	VERB
iogr-1190	11	30	historical	historical	ADJ
iogr-1190	11	31	data	datum	NOUN
iogr-1190	11	32	from	from	ADP
iogr-1190	11	33	existing	exist	VERB
iogr-1190	11	34	produced	produce	VERB
iogr-1190	11	35	wells	well	NOUN
iogr-1190	11	36	.	.	PUNCT
iogr-1190	12	1	in	in	ADP
iogr-1190	12	2	brief	brief	NOUN
iogr-1190	12	3	,	,	PUNCT
iogr-1190	12	4	this	this	DET
iogr-1190	12	5	study	study	NOUN
iogr-1190	12	6	provides	provide	VERB
iogr-1190	12	7	an	an	DET
iogr-1190	12	8	automated	automate	VERB
iogr-1190	12	9	approach	approach	NOUN
iogr-1190	12	10	to	to	PART
iogr-1190	12	11	apply	apply	VERB
iogr-1190	12	12	machine	machine	NOUN
iogr-1190	12	13	learning	learn	VERB
iogr-1190	12	14	algorithms	algorithm	NOUN
iogr-1190	12	15	to	to	PART
iogr-1190	12	16	assist	assist	VERB
iogr-1190	12	17	technical	technical	ADJ
iogr-1190	12	18	teams	team	NOUN
iogr-1190	12	19	in	in	ADP
iogr-1190	12	20	improving	improve	VERB
iogr-1190	12	21	the	the	DET
iogr-1190	12	22	quality	quality	NOUN
iogr-1190	12	23	of	of	ADP
iogr-1190	12	24	data	datum	NOUN
iogr-1190	12	25	in	in	ADP
iogr-1190	12	26	production	production	NOUN
iogr-1190	12	27	data	datum	NOUN
iogr-1190	12	28	analysis	analysis	NOUN
iogr-1190	12	29	,	,	PUNCT
iogr-1190	12	30	with	with	ADP
iogr-1190	12	31	the	the	DET
iogr-1190	12	32	aim	aim	NOUN
iogr-1190	12	33	of	of	ADP
iogr-1190	12	34	enhancing	enhance	VERB
iogr-1190	12	35	reliable	reliable	ADJ
iogr-1190	12	36	production	production	NOUN
iogr-1190	12	37	forecast	forecast	NOUN
iogr-1190	12	38	,	,	PUNCT
iogr-1190	12	39	optimizing	optimize	VERB
iogr-1190	12	40	drilling	drilling	NOUN
iogr-1190	12	41	schedule	schedule	NOUN
iogr-1190	12	42	and	and	CCONJ
iogr-1190	12	43	saving	save	VERB
iogr-1190	12	44	operating	operating	NOUN
iogr-1190	12	45	costs	cost	NOUN
iogr-1190	12	46	.	.	PUNCT
iogr-1190	13	1	introduction	introduction	NOUN
iogr-1190	13	2	a	a	DET
iogr-1190	13	3	several	several	ADJ
iogr-1190	13	4	thousands	thousand	NOUN
iogr-1190	13	5	of	of	ADP
iogr-1190	13	6	wells	well	NOUN
iogr-1190	13	7	have	have	AUX
iogr-1190	13	8	been	be	AUX
iogr-1190	13	9	drilled	drill	VERB
iogr-1190	13	10	with	with	ADP
iogr-1190	13	11	slim	slim	ADJ
iogr-1190	13	12	-	-	PUNCT
iogr-1190	13	13	hole	hole	NOUN
iogr-1190	13	14	well	well	NOUN
iogr-1190	13	15	technologies	technology	NOUN
iogr-1190	13	16	and	and	CCONJ
iogr-1190	13	17	the	the	DET
iogr-1190	13	18	commingle	commingle	ADJ
iogr-1190	13	19	production	production	NOUN
iogr-1190	13	20	strategy	strategy	NOUN
iogr-1190	13	21	has	have	AUX
iogr-1190	13	22	been	be	AUX
iogr-1190	13	23	used	use	VERB
iogr-1190	13	24	in	in	ADP
iogr-1190	13	25	north	north	PROPN
iogr-1190	13	26	malay	malay	NOUN
iogr-1190	13	27	basin	basin	NOUN
iogr-1190	13	28	since	since	SCONJ
iogr-1190	13	29	the	the	DET
iogr-1190	13	30	early	early	ADJ
iogr-1190	13	31	1980s	1980s	NUM
iogr-1190	13	32	.	.	PUNCT
iogr-1190	14	1	for	for	ADP
iogr-1190	14	2	a	a	DET
iogr-1190	14	3	typical	typical	ADJ
iogr-1190	14	4	well	well	NOUN
iogr-1190	14	5	in	in	ADP
iogr-1190	14	6	this	this	DET
iogr-1190	14	7	area	area	NOUN
iogr-1190	14	8	,	,	PUNCT
iogr-1190	14	9	with	with	ADP
iogr-1190	14	10	an	an	DET
iogr-1190	14	11	average	average	NOUN
iogr-1190	14	12	of	of	ADP
iogr-1190	14	13	10	10	NUM
iogr-1190	14	14	pay	pay	NOUN
iogr-1190	14	15	sands	sand	NOUN
iogr-1190	14	16	,	,	PUNCT
iogr-1190	14	17	the	the	DET
iogr-1190	14	18	reservoir	reservoir	NOUN
iogr-1190	14	19	properties	property	NOUN
iogr-1190	14	20	of	of	ADP
iogr-1190	14	21	each	each	DET
iogr-1190	14	22	individual	individual	ADJ
iogr-1190	14	23	sand	sand	NOUN
iogr-1190	14	24	tend	tend	VERB
iogr-1190	14	25	to	to	PART
iogr-1190	14	26	vary	vary	VERB
iogr-1190	14	27	by	by	ADP
iogr-1190	14	28	depth	depth	NOUN
iogr-1190	14	29	and	and	CCONJ
iogr-1190	14	30	by	by	ADP
iogr-1190	14	31	location	location	NOUN
iogr-1190	14	32	.	.	PUNCT
iogr-1190	15	1	figure	figure	NOUN
iogr-1190	15	2	1	1	NUM
iogr-1190	15	3	is	be	AUX
iogr-1190	15	4	used	use	VERB
iogr-1190	15	5	as	as	ADP
iogr-1190	15	6	an	an	DET
iogr-1190	15	7	excellent	excellent	ADJ
iogr-1190	15	8	illustration	illustration	NOUN
iogr-1190	15	9	for	for	ADP
iogr-1190	15	10	a	a	DET
iogr-1190	15	11	drilling	drilling	NOUN
iogr-1190	15	12	program	program	NOUN
iogr-1190	15	13	with	with	ADP
iogr-1190	15	14	a	a	DET
iogr-1190	15	15	complex	complex	ADJ
iogr-1190	15	16	subsurface	subsurface	NOUN
iogr-1190	15	17	picture	picture	NOUN
iogr-1190	15	18	,	,	PUNCT
iogr-1190	15	19	which	which	PRON
iogr-1190	15	20	includes	include	VERB
iogr-1190	15	21	many	many	ADJ
iogr-1190	15	22	small	small	ADJ
iogr-1190	15	23	and	and	CCONJ
iogr-1190	15	24	discontinuous	discontinuous	ADJ
iogr-1190	15	25	gas	gas	NOUN
iogr-1190	15	26	reservoirs	reservoir	NOUN
iogr-1190	15	27	in	in	ADP
iogr-1190	15	28	the	the	DET
iogr-1190	15	29	high	high	ADJ
iogr-1190	15	30	density	density	NOUN
iogr-1190	15	31	of	of	ADP
iogr-1190	15	32	faults	fault	NOUN
iogr-1190	15	33	(	(	PUNCT
iogr-1190	15	34	pinto	pinto	NOUN
iogr-1190	15	35	et	et	PROPN
iogr-1190	15	36	al	al	PROPN
iogr-1190	15	37	.	.	PROPN
iogr-1190	15	38	2004	2004	NUM
iogr-1190	15	39	)	)	PUNCT
iogr-1190	15	40	.	.	PUNCT
iogr-1190	16	1	production	production	NOUN
iogr-1190	16	2	forecast	forecast	NOUN
iogr-1190	16	3	plays	play	VERB
iogr-1190	16	4	a	a	DET
iogr-1190	16	5	critical	critical	ADJ
iogr-1190	16	6	role	role	NOUN
iogr-1190	16	7	to	to	PART
iogr-1190	16	8	provide	provide	VERB
iogr-1190	16	9	production	production	NOUN
iogr-1190	16	10	throughput	throughput	NOUN
iogr-1190	16	11	information	information	NOUN
iogr-1190	16	12	that	that	PRON
iogr-1190	16	13	can	can	AUX
iogr-1190	16	14	be	be	AUX
iogr-1190	16	15	used	use	VERB
iogr-1190	16	16	for	for	ADP
iogr-1190	16	17	facilities	facility	NOUN
iogr-1190	16	18	capacity	capacity	NOUN
iogr-1190	16	19	design	design	NOUN
iogr-1190	16	20	,	,	PUNCT
iogr-1190	16	21	drilling	drill	VERB
iogr-1190	16	22	sequence	sequence	NOUN
iogr-1190	16	23	/	/	SYM
iogr-1190	16	24	schedule	schedule	NOUN
iogr-1190	16	25	,	,	PUNCT
iogr-1190	16	26	and	and	CCONJ
iogr-1190	16	27	then	then	ADV
iogr-1190	16	28	economic	economic	ADJ
iogr-1190	16	29	evaluation	evaluation	NOUN
iogr-1190	16	30	during	during	ADP
iogr-1190	16	31	development	development	NOUN
iogr-1190	16	32	of	of	ADP
iogr-1190	16	33	a	a	DET
iogr-1190	16	34	field	field	NOUN
iogr-1190	16	35	development	development	NOUN
iogr-1190	16	36	plan	plan	NOUN
iogr-1190	16	37	fdp	fdp	PROPN
iogr-1190	16	38	.	.	PUNCT
iogr-1190	17	1	therefore	therefore	ADV
iogr-1190	17	2	,	,	PUNCT
iogr-1190	17	3	a	a	DET
iogr-1190	17	4	reliable	reliable	ADJ
iogr-1190	17	5	degree	degree	NOUN
iogr-1190	17	6	of	of	ADP
iogr-1190	17	7	production	production	NOUN
iogr-1190	17	8	forecast	forecast	NOUN
iogr-1190	17	9	is	be	AUX
iogr-1190	17	10	highly	highly	ADV
iogr-1190	17	11	required	require	VERB
iogr-1190	17	12	,	,	PUNCT
iogr-1190	17	13	which	which	PRON
iogr-1190	17	14	is	be	AUX
iogr-1190	17	15	based	base	VERB
iogr-1190	17	16	on	on	ADP
iogr-1190	17	17	historical	historical	ADJ
iogr-1190	17	18	production	production	NOUN
iogr-1190	17	19	data	datum	NOUN
iogr-1190	17	20	from	from	ADP
iogr-1190	17	21	both	both	CCONJ
iogr-1190	17	22	the	the	DET
iogr-1190	17	23	existing	exist	VERB
iogr-1190	17	24	producing	produce	VERB
iogr-1190	17	25	wells	well	NOUN
iogr-1190	17	26	and	and	CCONJ
iogr-1190	17	27	future	future	ADJ
iogr-1190	17	28	producing	produce	VERB
iogr-1190	17	29	wells	well	NOUN
iogr-1190	17	30	.	.	PUNCT
iogr-1190	18	1	figure	figure	NOUN
iogr-1190	18	2	2	2	NUM
iogr-1190	18	3	explains	explain	VERB
iogr-1190	18	4	how	how	SCONJ
iogr-1190	18	5	importance	importance	NOUN
iogr-1190	18	6	of	of	ADP
iogr-1190	18	7	the	the	DET
iogr-1190	18	8	production	production	NOUN
iogr-1190	18	9	forecast	forecast	NOUN
iogr-1190	18	10	in	in	ADP
iogr-1190	18	11	scheduling	scheduling	NOUN
iogr-1190	18	12	drilling	drilling	NOUN
iogr-1190	18	13	projects	project	NOUN
iogr-1190	18	14	(	(	PUNCT
iogr-1190	18	15	doan	doan	NOUN
iogr-1190	18	16	and	and	CCONJ
iogr-1190	18	17	vo	vo	NOUN
iogr-1190	18	18	2019a	2019a	NUM
iogr-1190	18	19	)	)	PUNCT
iogr-1190	18	20	.	.	PUNCT
iogr-1190	19	1	2	2	NUM
iogr-1190	19	2	figure	figure	NOUN
iogr-1190	19	3	1	1	NUM
iogr-1190	19	4	—	—	PUNCT
iogr-1190	19	5	reservoir	reservoir	NOUN
iogr-1190	19	6	structure	structure	NOUN
iogr-1190	19	7	and	and	CCONJ
iogr-1190	19	8	complexity	complexity	NOUN
iogr-1190	19	9	in	in	ADP
iogr-1190	19	10	the	the	DET
iogr-1190	19	11	north	north	NOUN
iogr-1190	19	12	malay	malay	PROPN
iogr-1190	19	13	basin	basin	PROPN
iogr-1190	19	14	.	.	PUNCT
iogr-1190	20	1	figure	figure	NOUN
iogr-1190	20	2	2	2	NUM
iogr-1190	20	3	—	—	PUNCT
iogr-1190	20	4	an	an	DET
iogr-1190	20	5	illustration	illustration	NOUN
iogr-1190	20	6	of	of	ADP
iogr-1190	20	7	drilling	drilling	NOUN
iogr-1190	20	8	project	project	NOUN
iogr-1190	20	9	timeline	timeline	NOUN
iogr-1190	20	10	and	and	CCONJ
iogr-1190	20	11	number	number	NOUN
iogr-1190	20	12	of	of	ADP
iogr-1190	20	13	rig	rig	NOUN
iogr-1190	20	14	allocation	allocation	NOUN
iogr-1190	20	15	schedule	schedule	NOUN
iogr-1190	20	16	.	.	PUNCT
iogr-1190	21	1	in	in	ADP
iogr-1190	21	2	recent	recent	ADJ
iogr-1190	21	3	years	year	NOUN
iogr-1190	21	4	,	,	PUNCT
iogr-1190	21	5	machine	machine	NOUN
iogr-1190	21	6	learning	learning	NOUN
iogr-1190	21	7	techniques	technique	NOUN
iogr-1190	21	8	have	have	AUX
iogr-1190	21	9	been	be	AUX
iogr-1190	21	10	widely	widely	ADV
iogr-1190	21	11	applied	apply	VERB
iogr-1190	21	12	in	in	ADP
iogr-1190	21	13	the	the	DET
iogr-1190	21	14	oil	oil	NOUN
iogr-1190	21	15	and	and	CCONJ
iogr-1190	21	16	gas	gas	NOUN
iogr-1190	21	17	industry	industry	NOUN
iogr-1190	21	18	,	,	PUNCT
iogr-1190	21	19	and	and	CCONJ
iogr-1190	21	20	in	in	ADP
iogr-1190	21	21	this	this	DET
iogr-1190	21	22	case	case	NOUN
iogr-1190	21	23	,	,	PUNCT
iogr-1190	21	24	the	the	DET
iogr-1190	21	25	north	north	NOUN
iogr-1190	21	26	malay	malay	NOUN
iogr-1190	21	27	basin	basin	NOUN
iogr-1190	21	28	in	in	ADP
iogr-1190	21	29	the	the	DET
iogr-1190	21	30	gulf	gulf	PROPN
iogr-1190	21	31	of	of	ADP
iogr-1190	21	32	thailand	thailand	PROPN
iogr-1190	21	33	got	get	VERB
iogr-1190	21	34	.	.	PUNCT
iogr-1190	22	1	machine	machine	NOUN
iogr-1190	22	2	learning	learn	VERB
iogr-1190	22	3	methods	method	NOUN
iogr-1190	22	4	of	of	ADP
iogr-1190	22	5	support	support	NOUN
iogr-1190	22	6	vector	vector	NOUN
iogr-1190	22	7	regression	regression	NOUN
iogr-1190	22	8	(	(	PUNCT
iogr-1190	22	9	svr	svr	PROPN
iogr-1190	22	10	)	)	PUNCT
iogr-1190	22	11	and	and	CCONJ
iogr-1190	22	12	k	k	X
iogr-1190	22	13	-	-	PUNCT
iogr-1190	22	14	means	means	NOUN
iogr-1190	22	15	clustering	clustering	NOUN
iogr-1190	22	16	have	have	AUX
iogr-1190	22	17	effectively	effectively	ADV
iogr-1190	22	18	been	be	AUX
iogr-1190	22	19	applied	apply	VERB
iogr-1190	22	20	for	for	ADP
iogr-1190	22	21	removing	remove	VERB
iogr-1190	22	22	outliers	outlier	NOUN
iogr-1190	22	23	or	or	CCONJ
iogr-1190	22	24	noisy	noisy	ADJ
iogr-1190	22	25	data	datum	NOUN
iogr-1190	22	26	.	.	PUNCT
iogr-1190	23	1	by	by	ADP
iogr-1190	23	2	applying	apply	VERB
iogr-1190	23	3	the	the	DET
iogr-1190	23	4	machine	machine	NOUN
iogr-1190	23	5	learning	learn	VERB
iogr-1190	23	6	techniques	technique	NOUN
iogr-1190	23	7	,	,	PUNCT
iogr-1190	23	8	the	the	DET
iogr-1190	23	9	production	production	NOUN
iogr-1190	23	10	forecast	forecast	NOUN
iogr-1190	23	11	can	can	AUX
iogr-1190	23	12	be	be	AUX
iogr-1190	23	13	enhanced	enhance	VERB
iogr-1190	23	14	with	with	ADP
iogr-1190	23	15	the	the	DET
iogr-1190	23	16	high	high	ADJ
iogr-1190	23	17	quality	quality	NOUN
iogr-1190	23	18	of	of	ADP
iogr-1190	23	19	forecasting	forecasting	NOUN
iogr-1190	23	20	in	in	ADP
iogr-1190	23	21	short	short	ADJ
iogr-1190	23	22	term	term	NOUN
iogr-1190	23	23	and	and	CCONJ
iogr-1190	23	24	long	long	ADJ
iogr-1190	23	25	term	term	NOUN
iogr-1190	23	26	.	.	PUNCT
iogr-1190	24	1	with	with	ADP
iogr-1190	24	2	geological	geological	ADJ
iogr-1190	24	3	characteristics	characteristic	NOUN
iogr-1190	24	4	in	in	ADP
iogr-1190	24	5	north	north	PROPN
iogr-1190	24	6	malay	malay	PROPN
iogr-1190	24	7	basin	basin	NOUN
iogr-1190	24	8	,	,	PUNCT
iogr-1190	24	9	hundreds	hundred	NOUN
iogr-1190	24	10	of	of	ADP
iogr-1190	24	11	wells	well	NOUN
iogr-1190	24	12	are	be	AUX
iogr-1190	24	13	annually	annually	ADV
iogr-1190	24	14	required	require	VERB
iogr-1190	24	15	to	to	PART
iogr-1190	24	16	drill	drill	VERB
iogr-1190	24	17	to	to	PART
iogr-1190	24	18	ensure	ensure	VERB
iogr-1190	24	19	enough	enough	ADJ
iogr-1190	24	20	capability	capability	NOUN
iogr-1190	24	21	to	to	PART
iogr-1190	24	22	meet	meet	VERB
iogr-1190	24	23	the	the	DET
iogr-1190	24	24	market	market	NOUN
iogr-1190	24	25	gas	gas	NOUN
iogr-1190	24	26	demand	demand	NOUN
iogr-1190	24	27	(	(	PUNCT
iogr-1190	24	28	figure	figure	NOUN
iogr-1190	24	29	3	3	NUM
iogr-1190	24	30	)	)	PUNCT
iogr-1190	24	31	.	.	PUNCT
iogr-1190	25	1	time	time	NOUN
iogr-1190	25	2	was	be	AUX
iogr-1190	25	3	known	know	VERB
iogr-1190	25	4	to	to	PART
iogr-1190	25	5	be	be	AUX
iogr-1190	25	6	the	the	DET
iogr-1190	25	7	top	top	ADJ
iogr-1190	25	8	priority	priority	NOUN
iogr-1190	25	9	because	because	SCONJ
iogr-1190	25	10	any	any	DET
iogr-1190	25	11	delay	delay	NOUN
iogr-1190	25	12	or	or	CCONJ
iogr-1190	25	13	failure	failure	NOUN
iogr-1190	25	14	to	to	PART
iogr-1190	25	15	deliver	deliver	VERB
iogr-1190	25	16	gas	gas	NOUN
iogr-1190	25	17	to	to	ADP
iogr-1190	25	18	gas	gas	NOUN
iogr-1190	25	19	buyers	buyer	NOUN
iogr-1190	25	20	would	would	AUX
iogr-1190	25	21	make	make	VERB
iogr-1190	25	22	a	a	DET
iogr-1190	25	23	financial	financial	ADJ
iogr-1190	25	24	loss	loss	NOUN
iogr-1190	25	25	to	to	ADP
iogr-1190	25	26	the	the	DET
iogr-1190	25	27	company	company	NOUN
iogr-1190	25	28	and	and	CCONJ
iogr-1190	25	29	its	its	PRON
iogr-1190	25	30	partners	partner	NOUN
iogr-1190	25	31	.	.	PUNCT
iogr-1190	26	1	hence	hence	ADV
iogr-1190	26	2	,	,	PUNCT
iogr-1190	26	3	a	a	DET
iogr-1190	26	4	robust	robust	ADJ
iogr-1190	26	5	solution	solution	NOUN
iogr-1190	26	6	to	to	PART
iogr-1190	26	7	improve	improve	VERB
iogr-1190	26	8	production	production	NOUN
iogr-1190	26	9	forecast	forecast	NOUN
iogr-1190	26	10	is	be	AUX
iogr-1190	26	11	very	very	ADV
iogr-1190	26	12	necessary	necessary	ADJ
iogr-1190	26	13	to	to	PART
iogr-1190	26	14	develop	develop	VERB
iogr-1190	26	15	oil	oil	NOUN
iogr-1190	26	16	and	and	CCONJ
iogr-1190	26	17	gas	gas	NOUN
iogr-1190	26	18	in	in	ADP
iogr-1190	26	19	this	this	DET
iogr-1190	26	20	geological	geological	ADJ
iogr-1190	26	21	environment	environment	NOUN
iogr-1190	26	22	.	.	PUNCT
iogr-1190	27	1	figure	figure	VERB
iogr-1190	27	2	3	3	NUM
iogr-1190	27	3	—	—	PUNCT
iogr-1190	27	4	example	example	NOUN
iogr-1190	27	5	with	with	ADP
iogr-1190	27	6	multiple	multiple	ADJ
iogr-1190	27	7	wells	well	NOUN
iogr-1190	27	8	drilled	drill	VERB
iogr-1190	27	9	in	in	ADP
iogr-1190	27	10	the	the	DET
iogr-1190	27	11	north	north	NOUN
iogr-1190	27	12	malay	malay	PROPN
iogr-1190	27	13	basin	basin	NOUN
iogr-1190	27	14	.	.	PUNCT
iogr-1190	28	1	3	3	NUM
iogr-1190	28	2	methodology	methodology	NOUN
iogr-1190	28	3	the	the	DET
iogr-1190	28	4	methodology	methodology	NOUN
iogr-1190	28	5	is	be	AUX
iogr-1190	28	6	developed	develop	VERB
iogr-1190	28	7	which	which	PRON
iogr-1190	28	8	mainly	mainly	ADV
iogr-1190	28	9	integrates	integrate	VERB
iogr-1190	28	10	the	the	DET
iogr-1190	28	11	machine	machine	NOUN
iogr-1190	28	12	learning	learning	NOUN
iogr-1190	28	13	-	-	PUNCT
iogr-1190	28	14	based	base	VERB
iogr-1190	28	15	techniques	technique	NOUN
iogr-1190	28	16	with	with	ADP
iogr-1190	28	17	the	the	DET
iogr-1190	28	18	approach	approach	NOUN
iogr-1190	28	19	of	of	ADP
iogr-1190	28	20	decline	decline	NOUN
iogr-1190	28	21	curve	curve	NOUN
iogr-1190	28	22	analysis	analysis	NOUN
iogr-1190	28	23	approach	approach	NOUN
iogr-1190	28	24	from	from	ADP
iogr-1190	28	25	a	a	DET
iogr-1190	28	26	huge	huge	ADJ
iogr-1190	28	27	dataset	dataset	NOUN
iogr-1190	28	28	of	of	ADP
iogr-1190	28	29	the	the	DET
iogr-1190	28	30	existing	exist	VERB
iogr-1190	28	31	produced	produce	VERB
iogr-1190	28	32	wells	well	NOUN
iogr-1190	28	33	.	.	PUNCT
iogr-1190	29	1	in	in	ADP
iogr-1190	29	2	production	production	NOUN
iogr-1190	29	3	operation	operation	NOUN
iogr-1190	29	4	,	,	PUNCT
iogr-1190	29	5	measured	measure	VERB
iogr-1190	29	6	data	datum	NOUN
iogr-1190	29	7	are	be	AUX
iogr-1190	29	8	frequently	frequently	ADV
iogr-1190	29	9	contaminated	contaminate	VERB
iogr-1190	29	10	with	with	ADP
iogr-1190	29	11	anomalies	anomaly	NOUN
iogr-1190	29	12	(	(	PUNCT
iogr-1190	29	13	noise	noise	NOUN
iogr-1190	29	14	or	or	CCONJ
iogr-1190	29	15	outliers	outlier	NOUN
iogr-1190	29	16	)	)	PUNCT
iogr-1190	29	17	that	that	PRON
iogr-1190	29	18	can	can	AUX
iogr-1190	29	19	be	be	AUX
iogr-1190	29	20	generated	generate	VERB
iogr-1190	29	21	internally	internally	ADV
iogr-1190	29	22	from	from	ADP
iogr-1190	29	23	the	the	DET
iogr-1190	29	24	measurement	measurement	NOUN
iogr-1190	29	25	device	device	NOUN
iogr-1190	29	26	or	or	CCONJ
iogr-1190	29	27	come	come	VERB
iogr-1190	29	28	in	in	ADP
iogr-1190	29	29	from	from	ADP
iogr-1190	29	30	external	external	ADJ
iogr-1190	29	31	sources	source	NOUN
iogr-1190	29	32	.	.	PUNCT
iogr-1190	30	1	in	in	ADP
iogr-1190	30	2	particular	particular	ADJ
iogr-1190	30	3	,	,	PUNCT
iogr-1190	30	4	the	the	DET
iogr-1190	30	5	solution	solution	NOUN
iogr-1190	30	6	will	will	AUX
iogr-1190	30	7	be	be	AUX
iogr-1190	30	8	built	build	VERB
iogr-1190	30	9	to	to	PART
iogr-1190	30	10	automatically	automatically	ADV
iogr-1190	30	11	eliminate	eliminate	VERB
iogr-1190	30	12	unreliable	unreliable	ADJ
iogr-1190	30	13	data	datum	NOUN
iogr-1190	30	14	points	point	NOUN
iogr-1190	30	15	in	in	ADP
iogr-1190	30	16	given	give	VERB
iogr-1190	30	17	historical	historical	ADJ
iogr-1190	30	18	production	production	NOUN
iogr-1190	30	19	data	datum	NOUN
iogr-1190	30	20	by	by	ADP
iogr-1190	30	21	using	use	VERB
iogr-1190	30	22	machine	machine	NOUN
iogr-1190	30	23	learning	learning	NOUN
iogr-1190	30	24	methods	method	NOUN
iogr-1190	30	25	and	and	CCONJ
iogr-1190	30	26	then	then	ADV
iogr-1190	30	27	to	to	PART
iogr-1190	30	28	estimate	estimate	VERB
iogr-1190	30	29	remaining	remain	VERB
iogr-1190	30	30	hydrocarbon	hydrocarbon	NOUN
iogr-1190	30	31	reserves	reserve	NOUN
iogr-1190	30	32	and	and	CCONJ
iogr-1190	30	33	predict	predict	VERB
iogr-1190	30	34	production	production	NOUN
iogr-1190	30	35	performance	performance	NOUN
iogr-1190	30	36	by	by	ADP
iogr-1190	30	37	using	use	VERB
iogr-1190	30	38	the	the	DET
iogr-1190	30	39	decline	decline	NOUN
iogr-1190	30	40	curve	curve	NOUN
iogr-1190	30	41	analysis	analysis	NOUN
iogr-1190	30	42	.	.	PUNCT
iogr-1190	31	1	decline	decline	NOUN
iogr-1190	31	2	curve	curve	NOUN
iogr-1190	31	3	analysis	analysis	NOUN
iogr-1190	31	4	the	the	DET
iogr-1190	31	5	approach	approach	NOUN
iogr-1190	31	6	of	of	ADP
iogr-1190	31	7	decline	decline	NOUN
iogr-1190	31	8	curve	curve	NOUN
iogr-1190	31	9	analysis	analysis	NOUN
iogr-1190	31	10	(	(	PUNCT
iogr-1190	31	11	dca	dca	PROPN
iogr-1190	31	12	)	)	PUNCT
iogr-1190	31	13	is	be	AUX
iogr-1190	31	14	used	use	VERB
iogr-1190	31	15	to	to	PART
iogr-1190	31	16	generate	generate	VERB
iogr-1190	31	17	production	production	NOUN
iogr-1190	31	18	profiles	profile	NOUN
iogr-1190	31	19	and	and	CCONJ
iogr-1190	31	20	to	to	PART
iogr-1190	31	21	allocate	allocate	VERB
iogr-1190	31	22	gas	gas	NOUN
iogr-1190	31	23	rate	rate	NOUN
iogr-1190	31	24	from	from	ADP
iogr-1190	31	25	every	every	DET
iogr-1190	31	26	single	single	ADJ
iogr-1190	31	27	well	well	ADV
iogr-1190	31	28	/	/	SYM
iogr-1190	31	29	platform	platform	NOUN
iogr-1190	31	30	to	to	PART
iogr-1190	31	31	meet	meet	VERB
iogr-1190	31	32	the	the	DET
iogr-1190	31	33	gas	gas	NOUN
iogr-1190	31	34	sales	sale	NOUN
iogr-1190	31	35	contract	contract	NOUN
iogr-1190	31	36	requirements	requirement	NOUN
iogr-1190	31	37	.	.	PUNCT
iogr-1190	32	1	this	this	DET
iogr-1190	32	2	approach	approach	NOUN
iogr-1190	32	3	is	be	AUX
iogr-1190	32	4	very	very	ADV
iogr-1190	32	5	powerful	powerful	ADJ
iogr-1190	32	6	in	in	ADP
iogr-1190	32	7	estimating	estimate	VERB
iogr-1190	32	8	ultimate	ultimate	ADJ
iogr-1190	32	9	gas	gas	NOUN
iogr-1190	32	10	recoveries	recovery	NOUN
iogr-1190	32	11	and	and	CCONJ
iogr-1190	32	12	in	in	ADP
iogr-1190	32	13	predicting	predict	VERB
iogr-1190	32	14	field	field	NOUN
iogr-1190	32	15	development	development	NOUN
iogr-1190	32	16	performance	performance	NOUN
iogr-1190	32	17	from	from	ADP
iogr-1190	32	18	the	the	DET
iogr-1190	32	19	analysis	analysis	NOUN
iogr-1190	32	20	of	of	ADP
iogr-1190	32	21	long	long	ADJ
iogr-1190	32	22	-	-	PUNCT
iogr-1190	32	23	term	term	NOUN
iogr-1190	32	24	gas	gas	NOUN
iogr-1190	32	25	production	production	NOUN
iogr-1190	32	26	data	datum	NOUN
iogr-1190	32	27	,	,	PUNCT
iogr-1190	32	28	either	either	CCONJ
iogr-1190	32	29	from	from	ADP
iogr-1190	32	30	individual	individual	ADJ
iogr-1190	32	31	wells	well	NOUN
iogr-1190	32	32	or	or	CCONJ
iogr-1190	32	33	from	from	ADP
iogr-1190	32	34	entire	entire	ADJ
iogr-1190	32	35	fields	field	NOUN
iogr-1190	32	36	.	.	PUNCT
iogr-1190	33	1	it	it	PRON
iogr-1190	33	2	is	be	AUX
iogr-1190	33	3	proper	proper	ADJ
iogr-1190	33	4	when	when	SCONJ
iogr-1190	33	5	large	large	ADJ
iogr-1190	33	6	uncertainty	uncertainty	NOUN
iogr-1190	33	7	limits	limit	VERB
iogr-1190	33	8	the	the	DET
iogr-1190	33	9	data	datum	NOUN
iogr-1190	33	10	to	to	PART
iogr-1190	33	11	justify	justify	VERB
iogr-1190	33	12	a	a	DET
iogr-1190	33	13	complex	complex	ADJ
iogr-1190	33	14	reservoir	reservoir	NOUN
iogr-1190	33	15	simulation	simulation	NOUN
iogr-1190	33	16	.	.	PUNCT
iogr-1190	34	1	figure	figure	NOUN
iogr-1190	34	2	4	4	NUM
iogr-1190	34	3	below	below	ADV
iogr-1190	34	4	describes	describe	VERB
iogr-1190	34	5	the	the	DET
iogr-1190	34	6	typical	typical	ADJ
iogr-1190	34	7	production	production	NOUN
iogr-1190	34	8	profile	profile	NOUN
iogr-1190	34	9	for	for	ADP
iogr-1190	34	10	a	a	DET
iogr-1190	34	11	well	well	NOUN
iogr-1190	34	12	,	,	PUNCT
iogr-1190	34	13	when	when	SCONJ
iogr-1190	34	14	the	the	DET
iogr-1190	34	15	initial	initial	ADJ
iogr-1190	34	16	production	production	NOUN
iogr-1190	34	17	is	be	AUX
iogr-1190	34	18	controlled	control	VERB
iogr-1190	34	19	at	at	ADP
iogr-1190	34	20	the	the	DET
iogr-1190	34	21	maximum	maximum	ADJ
iogr-1190	34	22	plateau	plateau	NOUN
iogr-1190	34	23	rate	rate	NOUN
iogr-1190	34	24	for	for	ADP
iogr-1190	34	25	a	a	DET
iogr-1190	34	26	period	period	NOUN
iogr-1190	34	27	and	and	CCONJ
iogr-1190	34	28	then	then	ADV
iogr-1190	34	29	the	the	DET
iogr-1190	34	30	production	production	NOUN
iogr-1190	34	31	will	will	AUX
iogr-1190	34	32	naturally	naturally	ADV
iogr-1190	34	33	decline	decline	VERB
iogr-1190	34	34	.	.	PUNCT
iogr-1190	35	1	figure	figure	VERB
iogr-1190	35	2	4	4	NUM
iogr-1190	35	3	—	—	PUNCT
iogr-1190	35	4	a	a	DET
iogr-1190	35	5	rate	rate	NOUN
iogr-1190	35	6	model	model	NOUN
iogr-1190	35	7	by	by	ADP
iogr-1190	35	8	using	use	VERB
iogr-1190	35	9	decline	decline	NOUN
iogr-1190	35	10	curve	curve	NOUN
iogr-1190	35	11	analysis	analysis	NOUN
iogr-1190	35	12	.	.	PUNCT
iogr-1190	36	1	machine	machine	NOUN
iogr-1190	36	2	learning	learning	NOUN
iogr-1190	36	3	methods	method	NOUN
iogr-1190	36	4	k	k	NOUN
iogr-1190	36	5	-	-	PUNCT
iogr-1190	36	6	means	mean	VERB
iogr-1190	36	7	clustering	clustering	NOUN
iogr-1190	36	8	is	be	AUX
iogr-1190	36	9	an	an	DET
iogr-1190	36	10	unsupervised	unsupervised	ADJ
iogr-1190	36	11	machine	machine	NOUN
iogr-1190	36	12	learning	learn	VERB
iogr-1190	36	13	very	very	ADV
iogr-1190	36	14	popular	popular	ADJ
iogr-1190	36	15	which	which	PRON
iogr-1190	36	16	can	can	AUX
iogr-1190	36	17	be	be	AUX
iogr-1190	36	18	applied	apply	VERB
iogr-1190	36	19	to	to	PART
iogr-1190	36	20	detect	detect	VERB
iogr-1190	36	21	any	any	DET
iogr-1190	36	22	anomalies	anomaly	NOUN
iogr-1190	36	23	in	in	ADP
iogr-1190	36	24	dataset	dataset	NOUN
iogr-1190	36	25	.	.	PUNCT
iogr-1190	37	1	it	it	PRON
iogr-1190	37	2	is	be	AUX
iogr-1190	37	3	a	a	DET
iogr-1190	37	4	centroid	centroid	NOUN
iogr-1190	37	5	-	-	PUNCT
iogr-1190	37	6	based	base	VERB
iogr-1190	37	7	algorithm	algorithm	NOUN
iogr-1190	37	8	,	,	PUNCT
iogr-1190	37	9	or	or	CCONJ
iogr-1190	37	10	a	a	DET
iogr-1190	37	11	distance	distance	NOUN
iogr-1190	37	12	-	-	PUNCT
iogr-1190	37	13	based	base	VERB
iogr-1190	37	14	algorithm	algorithm	NOUN
iogr-1190	37	15	,	,	PUNCT
iogr-1190	37	16	where	where	SCONJ
iogr-1190	37	17	the	the	DET
iogr-1190	37	18	distances	distance	NOUN
iogr-1190	37	19	is	be	AUX
iogr-1190	37	20	calculated	calculate	VERB
iogr-1190	37	21	to	to	PART
iogr-1190	37	22	assign	assign	VERB
iogr-1190	37	23	a	a	DET
iogr-1190	37	24	point	point	NOUN
iogr-1190	37	25	to	to	ADP
iogr-1190	37	26	a	a	DET
iogr-1190	37	27	cluster	cluster	NOUN
iogr-1190	37	28	(	(	PUNCT
iogr-1190	37	29	doan	doan	NOUN
iogr-1190	37	30	and	and	CCONJ
iogr-1190	37	31	vo	vo	NOUN
iogr-1190	37	32	2020	2020	NUM
iogr-1190	37	33	)	)	PUNCT
iogr-1190	37	34	.	.	PUNCT
iogr-1190	38	1	in	in	ADP
iogr-1190	38	2	this	this	DET
iogr-1190	38	3	study	study	NOUN
iogr-1190	38	4	,	,	PUNCT
iogr-1190	38	5	it	it	PRON
iogr-1190	38	6	is	be	AUX
iogr-1190	38	7	used	use	VERB
iogr-1190	38	8	as	as	ADP
iogr-1190	38	9	a	a	DET
iogr-1190	38	10	first	first	ADJ
iogr-1190	38	11	step	step	NOUN
iogr-1190	38	12	of	of	ADP
iogr-1190	38	13	data	datum	NOUN
iogr-1190	38	14	preprocessing	preprocesse	VERB
iogr-1190	38	15	to	to	PART
iogr-1190	38	16	remove	remove	VERB
iogr-1190	38	17	any	any	DET
iogr-1190	38	18	outliers	outlier	NOUN
iogr-1190	38	19	in	in	ADP
iogr-1190	38	20	a	a	DET
iogr-1190	38	21	given	give	VERB
iogr-1190	38	22	dataset	dataset	NOUN
iogr-1190	38	23	before	before	ADP
iogr-1190	38	24	analysis	analysis	NOUN
iogr-1190	38	25	,	,	PUNCT
iogr-1190	38	26	as	as	SCONJ
iogr-1190	38	27	shown	show	VERB
iogr-1190	38	28	in	in	ADP
iogr-1190	38	29	figure	figure	NOUN
iogr-1190	38	30	5	5	NUM
iogr-1190	38	31	.	.	PUNCT
iogr-1190	38	32	figure	figure	NOUN
iogr-1190	38	33	5	5	NUM
iogr-1190	38	34	—	—	PUNCT
iogr-1190	38	35	a	a	DET
iogr-1190	38	36	k	k	NOUN
iogr-1190	38	37	-	-	PUNCT
iogr-1190	38	38	means	mean	VERB
iogr-1190	38	39	clustering	clustering	NOUN
iogr-1190	38	40	method	method	NOUN
iogr-1190	38	41	to	to	PART
iogr-1190	38	42	detecte	detecte	VERB
iogr-1190	38	43	anomalies	anomaly	NOUN
iogr-1190	38	44	or	or	CCONJ
iogr-1190	38	45	outliers	outlier	NOUN
iogr-1190	38	46	.	.	PUNCT
iogr-1190	39	1	4	4	NUM
iogr-1190	39	2	support	support	NOUN
iogr-1190	39	3	vector	vector	NOUN
iogr-1190	39	4	regression	regression	NOUN
iogr-1190	39	5	(	(	PUNCT
iogr-1190	39	6	svr	svr	PROPN
iogr-1190	39	7	)	)	PUNCT
iogr-1190	39	8	uses	use	VERB
iogr-1190	39	9	the	the	DET
iogr-1190	39	10	same	same	ADJ
iogr-1190	39	11	principle	principle	NOUN
iogr-1190	39	12	as	as	ADP
iogr-1190	39	13	support	support	NOUN
iogr-1190	39	14	vector	vector	NOUN
iogr-1190	39	15	machine	machine	NOUN
iogr-1190	39	16	.	.	PUNCT
iogr-1190	40	1	however	however	ADV
iogr-1190	40	2	,	,	PUNCT
iogr-1190	40	3	svr	svr	PROPN
iogr-1190	40	4	allows	allow	VERB
iogr-1190	40	5	to	to	PART
iogr-1190	40	6	be	be	AUX
iogr-1190	40	7	changed	change	VERB
iogr-1190	40	8	easily	easily	ADV
iogr-1190	40	9	in	in	ADP
iogr-1190	40	10	defining	define	VERB
iogr-1190	40	11	how	how	SCONJ
iogr-1190	40	12	much	much	ADJ
iogr-1190	40	13	error	error	NOUN
iogr-1190	40	14	is	be	AUX
iogr-1190	40	15	good	good	ADJ
iogr-1190	40	16	enough	enough	ADV
iogr-1190	40	17	in	in	ADP
iogr-1190	40	18	selecting	select	VERB
iogr-1190	40	19	our	our	PRON
iogr-1190	40	20	model	model	NOUN
iogr-1190	40	21	and	and	CCONJ
iogr-1190	40	22	will	will	AUX
iogr-1190	40	23	find	find	VERB
iogr-1190	40	24	an	an	DET
iogr-1190	40	25	appropriate	appropriate	ADJ
iogr-1190	40	26	line	line	NOUN
iogr-1190	40	27	(	(	PUNCT
iogr-1190	40	28	hyperplane	hyperplane	NOUN
iogr-1190	40	29	in	in	ADP
iogr-1190	40	30	higher	high	ADJ
iogr-1190	40	31	dimension	dimension	NOUN
iogr-1190	40	32	)	)	PUNCT
iogr-1190	40	33	to	to	PART
iogr-1190	40	34	fit	fit	VERB
iogr-1190	40	35	the	the	DET
iogr-1190	40	36	data	datum	NOUN
iogr-1190	40	37	,	,	PUNCT
iogr-1190	40	38	as	as	SCONJ
iogr-1190	40	39	shown	show	VERB
iogr-1190	40	40	in	in	ADP
iogr-1190	40	41	figure	figure	NOUN
iogr-1190	40	42	6	6	NUM
iogr-1190	40	43	.	.	PUNCT
iogr-1190	41	1	it	it	PRON
iogr-1190	41	2	has	have	AUX
iogr-1190	41	3	been	be	AUX
iogr-1190	41	4	applied	apply	VERB
iogr-1190	41	5	effectively	effectively	ADV
iogr-1190	41	6	to	to	PART
iogr-1190	41	7	remove	remove	VERB
iogr-1190	41	8	noise	noise	NOUN
iogr-1190	41	9	data	datum	NOUN
iogr-1190	41	10	in	in	ADP
iogr-1190	41	11	the	the	DET
iogr-1190	41	12	analysis	analysis	NOUN
iogr-1190	41	13	.	.	PUNCT
iogr-1190	42	1	in	in	ADP
iogr-1190	42	2	this	this	DET
iogr-1190	42	3	study	study	NOUN
iogr-1190	42	4	,	,	PUNCT
iogr-1190	42	5	the	the	DET
iogr-1190	42	6	method	method	NOUN
iogr-1190	42	7	is	be	AUX
iogr-1190	42	8	used	use	VERB
iogr-1190	42	9	to	to	PART
iogr-1190	42	10	make	make	VERB
iogr-1190	42	11	a	a	DET
iogr-1190	42	12	more	more	ADV
iogr-1190	42	13	reliable	reliable	ADJ
iogr-1190	42	14	rate	rate	NOUN
iogr-1190	42	15	prediction	prediction	NOUN
iogr-1190	42	16	for	for	ADP
iogr-1190	42	17	the	the	DET
iogr-1190	42	18	existing	exist	VERB
iogr-1190	42	19	produced	produce	VERB
iogr-1190	42	20	wells	well	NOUN
iogr-1190	42	21	.	.	PUNCT
iogr-1190	43	1	figure	figure	VERB
iogr-1190	43	2	6	6	NUM
iogr-1190	43	3	—	—	PUNCT
iogr-1190	43	4	an	an	DET
iogr-1190	43	5	example	example	NOUN
iogr-1190	43	6	of	of	ADP
iogr-1190	43	7	svr	svr	PROPN
iogr-1190	43	8	method	method	NOUN
iogr-1190	43	9	for	for	ADP
iogr-1190	43	10	removing	remove	VERB
iogr-1190	43	11	noisy	noisy	ADJ
iogr-1190	43	12	data	datum	NOUN
iogr-1190	43	13	(	(	PUNCT
iogr-1190	43	14	doan	doan	NOUN
iogr-1190	43	15	and	and	CCONJ
iogr-1190	43	16	vo	vo	NOUN
iogr-1190	43	17	2019b	2019b	NUM
iogr-1190	43	18	)	)	PUNCT
iogr-1190	43	19	based	base	VERB
iogr-1190	43	20	on	on	ADP
iogr-1190	43	21	the	the	DET
iogr-1190	43	22	methodology	methodology	NOUN
iogr-1190	43	23	,	,	PUNCT
iogr-1190	43	24	a	a	DET
iogr-1190	43	25	workflow	workflow	NOUN
iogr-1190	43	26	for	for	ADP
iogr-1190	43	27	this	this	DET
iogr-1190	43	28	approach	approach	NOUN
iogr-1190	43	29	is	be	AUX
iogr-1190	43	30	divided	divide	VERB
iogr-1190	43	31	into	into	ADP
iogr-1190	43	32	five	five	NUM
iogr-1190	43	33	steps	step	NOUN
iogr-1190	43	34	as	as	SCONJ
iogr-1190	43	35	follows	follow	VERB
iogr-1190	43	36	:	:	PUNCT
iogr-1190	43	37	step	step	NOUN
iogr-1190	43	38	1	1	NUM
iogr-1190	43	39	:	:	PUNCT
iogr-1190	43	40	data	datum	NOUN
iogr-1190	43	41	pre	pre	ADJ
iogr-1190	43	42	-	-	ADJ
iogr-1190	43	43	processing	process	VERB
iogr-1190	43	44	this	this	PRON
iogr-1190	43	45	is	be	AUX
iogr-1190	43	46	the	the	DET
iogr-1190	43	47	first	first	ADJ
iogr-1190	43	48	step	step	NOUN
iogr-1190	43	49	to	to	PART
iogr-1190	43	50	identify	identify	VERB
iogr-1190	43	51	and	and	CCONJ
iogr-1190	43	52	reduce	reduce	VERB
iogr-1190	43	53	any	any	DET
iogr-1190	43	54	outliers	outlier	NOUN
iogr-1190	43	55	of	of	ADP
iogr-1190	43	56	historical	historical	ADJ
iogr-1190	43	57	data	datum	NOUN
iogr-1190	43	58	,	,	PUNCT
iogr-1190	43	59	including	include	VERB
iogr-1190	43	60	reservoir	reservoir	NOUN
iogr-1190	43	61	pressure	pressure	NOUN
iogr-1190	43	62	,	,	PUNCT
iogr-1190	43	63	water	water	NOUN
iogr-1190	43	64	cut	cut	NOUN
iogr-1190	43	65	,	,	PUNCT
iogr-1190	43	66	wellhead	wellhead	NOUN
iogr-1190	43	67	pressure	pressure	NOUN
iogr-1190	43	68	,	,	PUNCT
iogr-1190	43	69	choke	choke	VERB
iogr-1190	43	70	size	size	NOUN
iogr-1190	43	71	and	and	CCONJ
iogr-1190	43	72	rate	rate	NOUN
iogr-1190	43	73	,	,	PUNCT
iogr-1190	43	74	which	which	PRON
iogr-1190	43	75	are	be	AUX
iogr-1190	43	76	collected	collect	VERB
iogr-1190	43	77	from	from	ADP
iogr-1190	43	78	a	a	DET
iogr-1190	43	79	huge	huge	ADJ
iogr-1190	43	80	number	number	NOUN
iogr-1190	43	81	of	of	ADP
iogr-1190	43	82	producing	produce	VERB
iogr-1190	43	83	wells	well	NOUN
iogr-1190	43	84	in	in	SCONJ
iogr-1190	43	85	got	get	VERB
iogr-1190	43	86	by	by	ADP
iogr-1190	43	87	using	use	VERB
iogr-1190	43	88	the	the	DET
iogr-1190	43	89	k	k	ADJ
iogr-1190	43	90	-	-	PUNCT
iogr-1190	43	91	means	mean	VERB
iogr-1190	43	92	clustering	clustering	NOUN
iogr-1190	43	93	method	method	NOUN
iogr-1190	43	94	before	before	ADP
iogr-1190	43	95	moving	move	VERB
iogr-1190	43	96	to	to	PART
iogr-1190	43	97	step	step	VERB
iogr-1190	43	98	2	2	NUM
iogr-1190	43	99	.	.	PUNCT
iogr-1190	43	100	step	step	NOUN
iogr-1190	43	101	2	2	NUM
iogr-1190	43	102	:	:	PUNCT
iogr-1190	43	103	dataset	dataset	VERB
iogr-1190	43	104	this	this	DET
iogr-1190	43	105	step	step	NOUN
iogr-1190	43	106	is	be	AUX
iogr-1190	43	107	to	to	PART
iogr-1190	43	108	categorize	categorize	VERB
iogr-1190	43	109	and	and	CCONJ
iogr-1190	43	110	arrange	arrange	VERB
iogr-1190	43	111	the	the	DET
iogr-1190	43	112	data	datum	NOUN
iogr-1190	43	113	in	in	ADP
iogr-1190	43	114	step	step	NOUN
iogr-1190	43	115	1	1	NUM
iogr-1190	43	116	into	into	ADP
iogr-1190	43	117	a	a	DET
iogr-1190	43	118	standard	standard	NOUN
iogr-1190	43	119	dataset	dataset	VERB
iogr-1190	43	120	before	before	ADP
iogr-1190	43	121	proceeding	proceed	VERB
iogr-1190	43	122	in	in	ADP
iogr-1190	43	123	step	step	NOUN
iogr-1190	43	124	3	3	NUM
iogr-1190	43	125	.	.	PUNCT
iogr-1190	43	126	step	step	NOUN
iogr-1190	43	127	3	3	NUM
iogr-1190	43	128	:	:	PUNCT
iogr-1190	43	129	prediction	prediction	NOUN
iogr-1190	43	130	model	model	NOUN
iogr-1190	43	131	this	this	DET
iogr-1190	43	132	step	step	NOUN
iogr-1190	43	133	is	be	AUX
iogr-1190	43	134	to	to	PART
iogr-1190	43	135	apply	apply	VERB
iogr-1190	43	136	the	the	DET
iogr-1190	43	137	svr	svr	PROPN
iogr-1190	43	138	method	method	NOUN
iogr-1190	43	139	to	to	PART
iogr-1190	43	140	remove	remove	VERB
iogr-1190	43	141	any	any	DET
iogr-1190	43	142	noise	noise	NOUN
iogr-1190	43	143	data	datum	NOUN
iogr-1190	43	144	before	before	ADP
iogr-1190	43	145	forecasting	forecast	VERB
iogr-1190	43	146	production	production	NOUN
iogr-1190	43	147	rate	rate	NOUN
iogr-1190	43	148	at	at	ADP
iogr-1190	43	149	the	the	DET
iogr-1190	43	150	well	well	ADJ
iogr-1190	43	151	level	level	NOUN
iogr-1190	43	152	at	at	ADP
iogr-1190	43	153	acceptable	acceptable	ADJ
iogr-1190	43	154	quality	quality	NOUN
iogr-1190	43	155	using	use	VERB
iogr-1190	43	156	decline	decline	NOUN
iogr-1190	43	157	curve	curve	NOUN
iogr-1190	43	158	analysis	analysis	NOUN
iogr-1190	43	159	.	.	PUNCT
iogr-1190	44	1	step	step	NOUN
iogr-1190	44	2	4	4	NUM
iogr-1190	44	3	:	:	PUNCT
iogr-1190	44	4	production	production	NOUN
iogr-1190	44	5	forecast	forecast	NOUN
iogr-1190	44	6	the	the	DET
iogr-1190	44	7	main	main	ADJ
iogr-1190	44	8	task	task	NOUN
iogr-1190	44	9	of	of	ADP
iogr-1190	44	10	this	this	PRON
iogr-1190	44	11	is	be	AUX
iogr-1190	44	12	to	to	PART
iogr-1190	44	13	integrate	integrate	VERB
iogr-1190	44	14	production	production	NOUN
iogr-1190	44	15	profile	profile	NOUN
iogr-1190	44	16	of	of	ADP
iogr-1190	44	17	the	the	DET
iogr-1190	44	18	existing	exist	VERB
iogr-1190	44	19	producing	produce	VERB
iogr-1190	44	20	wells	well	NOUN
iogr-1190	44	21	into	into	ADP
iogr-1190	44	22	the	the	DET
iogr-1190	44	23	production	production	NOUN
iogr-1190	44	24	forecast	forecast	NOUN
iogr-1190	44	25	model	model	NOUN
iogr-1190	44	26	(	(	PUNCT
iogr-1190	44	27	doan	doan	NOUN
iogr-1190	44	28	and	and	CCONJ
iogr-1190	44	29	vo	vo	NOUN
iogr-1190	44	30	2019a	2019a	NUM
iogr-1190	44	31	)	)	PUNCT
iogr-1190	44	32	for	for	ADP
iogr-1190	44	33	generating	generate	VERB
iogr-1190	44	34	many	many	ADJ
iogr-1190	44	35	different	different	ADJ
iogr-1190	44	36	development	development	NOUN
iogr-1190	44	37	scenarios	scenario	NOUN
iogr-1190	44	38	.	.	PUNCT
iogr-1190	45	1	step	step	NOUN
iogr-1190	45	2	5	5	NUM
iogr-1190	45	3	:	:	PUNCT
iogr-1190	45	4	results	result	NOUN
iogr-1190	45	5	at	at	ADP
iogr-1190	45	6	the	the	DET
iogr-1190	45	7	final	final	ADJ
iogr-1190	45	8	step	step	NOUN
iogr-1190	45	9	,	,	PUNCT
iogr-1190	45	10	many	many	ADJ
iogr-1190	45	11	alternatives	alternative	NOUN
iogr-1190	45	12	of	of	ADP
iogr-1190	45	13	perforated	perforated	ADJ
iogr-1190	45	14	sands	sand	NOUN
iogr-1190	45	15	sequencing	sequence	VERB
iogr-1190	45	16	in	in	ADP
iogr-1190	45	17	the	the	DET
iogr-1190	45	18	new	new	ADJ
iogr-1190	45	19	wells	well	NOUN
iogr-1190	45	20	are	be	AUX
iogr-1190	45	21	automatically	automatically	ADV
iogr-1190	45	22	made	make	VERB
iogr-1190	45	23	for	for	ADP
iogr-1190	45	24	economic	economic	ADJ
iogr-1190	45	25	evaluation	evaluation	NOUN
iogr-1190	45	26	.	.	PUNCT
iogr-1190	46	1	the	the	DET
iogr-1190	46	2	diagram	diagram	NOUN
iogr-1190	46	3	in	in	ADP
iogr-1190	46	4	figure	figure	NOUN
iogr-1190	46	5	7	7	NUM
iogr-1190	46	6	below	below	ADV
iogr-1190	46	7	illustrates	illustrate	VERB
iogr-1190	46	8	the	the	DET
iogr-1190	46	9	workflow	workflow	NOUN
iogr-1190	46	10	on	on	ADP
iogr-1190	46	11	how	how	SCONJ
iogr-1190	46	12	to	to	PART
iogr-1190	46	13	improve	improve	VERB
iogr-1190	46	14	production	production	NOUN
iogr-1190	46	15	forecast	forecast	NOUN
iogr-1190	46	16	with	with	ADP
iogr-1190	46	17	machine	machine	NOUN
iogr-1190	46	18	learning	learning	NOUN
iogr-1190	46	19	methods	method	NOUN
iogr-1190	46	20	.	.	PUNCT
iogr-1190	47	1	figure	figure	VERB
iogr-1190	47	2	7	7	NUM
iogr-1190	47	3	—	—	PUNCT
iogr-1190	47	4	workflow	workflow	NOUN
iogr-1190	47	5	in	in	ADP
iogr-1190	47	6	the	the	DET
iogr-1190	47	7	application	application	NOUN
iogr-1190	47	8	of	of	ADP
iogr-1190	47	9	machine	machine	NOUN
iogr-1190	47	10	learning	learn	VERB
iogr-1190	47	11	to	to	PART
iogr-1190	47	12	improve	improve	VERB
iogr-1190	47	13	production	production	NOUN
iogr-1190	47	14	forecast	forecast	NOUN
iogr-1190	47	15	.	.	PUNCT
iogr-1190	48	1	5	5	NUM
iogr-1190	48	2	application	application	NOUN
iogr-1190	48	3	and	and	CCONJ
iogr-1190	48	4	results	result	NOUN
iogr-1190	48	5	based	base	VERB
iogr-1190	48	6	on	on	ADP
iogr-1190	48	7	the	the	DET
iogr-1190	48	8	methodology	methodology	NOUN
iogr-1190	48	9	and	and	CCONJ
iogr-1190	48	10	workflow	workflow	NOUN
iogr-1190	48	11	,	,	PUNCT
iogr-1190	48	12	doan	doan	NOUN
iogr-1190	48	13	and	and	CCONJ
iogr-1190	48	14	vo	vo	X
iogr-1190	48	15	(	(	PUNCT
iogr-1190	48	16	2019a	2019a	NUM
iogr-1190	48	17	)	)	PUNCT
iogr-1190	48	18	have	have	AUX
iogr-1190	48	19	developed	develop	VERB
iogr-1190	48	20	an	an	DET
iogr-1190	48	21	application	application	NOUN
iogr-1190	48	22	to	to	PART
iogr-1190	48	23	improve	improve	VERB
iogr-1190	48	24	production	production	NOUN
iogr-1190	48	25	forecast	forecast	NOUN
iogr-1190	48	26	by	by	ADP
iogr-1190	48	27	integrating	integrate	VERB
iogr-1190	48	28	python	python	NOUN
iogr-1190	48	29	scripts	script	NOUN
iogr-1190	48	30	(	(	PUNCT
iogr-1190	48	31	using	use	VERB
iogr-1190	48	32	for	for	ADP
iogr-1190	48	33	machine	machine	NOUN
iogr-1190	48	34	learning	learn	VERB
iogr-1190	48	35	techniques	technique	NOUN
iogr-1190	48	36	)	)	PUNCT
iogr-1190	48	37	into	into	ADP
iogr-1190	48	38	excel	excel	PROPN
iogr-1190	48	39	vba	vba	PROPN
iogr-1190	48	40	scripts	script	NOUN
iogr-1190	48	41	.	.	PUNCT
iogr-1190	49	1	figure	figure	NOUN
iogr-1190	49	2	8	8	NUM
iogr-1190	49	3	describes	describe	VERB
iogr-1190	49	4	a	a	DET
iogr-1190	49	5	user	user	NOUN
iogr-1190	49	6	-	-	PUNCT
iogr-1190	49	7	friendly	friendly	ADJ
iogr-1190	49	8	interface	interface	NOUN
iogr-1190	49	9	of	of	ADP
iogr-1190	49	10	the	the	DET
iogr-1190	49	11	application	application	NOUN
iogr-1190	49	12	.	.	PUNCT
iogr-1190	50	1	figure	figure	NOUN
iogr-1190	50	2	8	8	NUM
iogr-1190	50	3	—	—	PUNCT
iogr-1190	50	4	an	an	DET
iogr-1190	50	5	interface	interface	NOUN
iogr-1190	50	6	of	of	ADP
iogr-1190	50	7	production	production	NOUN
iogr-1190	50	8	forecast	forecast	NOUN
iogr-1190	50	9	modelling	modelling	NOUN
iogr-1190	50	10	.	.	PUNCT
iogr-1190	51	1	key	key	ADJ
iogr-1190	51	2	features	feature	NOUN
iogr-1190	51	3	of	of	ADP
iogr-1190	51	4	the	the	DET
iogr-1190	51	5	model	model	NOUN
iogr-1190	51	6	are	be	AUX
iogr-1190	51	7	:	:	PUNCT
iogr-1190	51	8			PRON
iogr-1190	51	9	user	user	NOUN
iogr-1190	51	10	-	-	PUNCT
iogr-1190	51	11	friendly	friendly	ADJ
iogr-1190	51	12	interface	interface	NOUN
iogr-1190	51	13	;	;	PUNCT
iogr-1190	51	14			PRON
iogr-1190	51	15	structure	structure	NOUN
iogr-1190	51	16	of	of	ADP
iogr-1190	51	17	a	a	DET
iogr-1190	51	18	simple	simple	ADJ
iogr-1190	51	19	and	and	CCONJ
iogr-1190	51	20	small	small	ADJ
iogr-1190	51	21	model	model	NOUN
iogr-1190	51	22	file	file	NOUN
iogr-1190	51	23	;	;	PUNCT
iogr-1190	51	24			PRON
iogr-1190	51	25	production	production	NOUN
iogr-1190	51	26	forecast	forecast	NOUN
iogr-1190	51	27	support	support	NOUN
iogr-1190	51	28	for	for	ADP
iogr-1190	51	29	both	both	DET
iogr-1190	51	30	modes	mode	NOUN
iogr-1190	51	31	(	(	PUNCT
iogr-1190	51	32	manual	manual	ADJ
iogr-1190	51	33	and	and	CCONJ
iogr-1190	51	34	automatic	automatic	ADJ
iogr-1190	51	35	)	)	PUNCT
iogr-1190	51	36	;	;	PUNCT
iogr-1190	51	37	and	and	CCONJ
iogr-1190	51	38			NOUN
iogr-1190	51	39	rapid	rapid	ADJ
iogr-1190	51	40	execution	execution	NOUN
iogr-1190	51	41	to	to	PART
iogr-1190	51	42	give	give	VERB
iogr-1190	51	43	the	the	DET
iogr-1190	51	44	forecasting	forecasting	NOUN
iogr-1190	51	45	results	result	NOUN
iogr-1190	51	46	and	and	CCONJ
iogr-1190	51	47	economic	economic	ADJ
iogr-1190	51	48	evaluations	evaluation	NOUN
iogr-1190	51	49	.	.	PUNCT
iogr-1190	52	1	production	production	NOUN
iogr-1190	52	2	forecast	forecast	NOUN
iogr-1190	52	3	model	model	NOUN
iogr-1190	52	4	will	will	AUX
iogr-1190	52	5	automatically	automatically	ADV
iogr-1190	52	6	allocate	allocate	VERB
iogr-1190	52	7	gas	gas	NOUN
iogr-1190	52	8	flow	flow	NOUN
iogr-1190	52	9	rate	rate	NOUN
iogr-1190	52	10	of	of	ADP
iogr-1190	52	11	each	each	DET
iogr-1190	52	12	platform	platform	NOUN
iogr-1190	52	13	which	which	PRON
iogr-1190	52	14	contributes	contribute	VERB
iogr-1190	52	15	to	to	PART
iogr-1190	52	16	meet	meet	VERB
iogr-1190	52	17	the	the	DET
iogr-1190	52	18	market	market	NOUN
iogr-1190	52	19	demand	demand	NOUN
iogr-1190	52	20	.	.	PUNCT
iogr-1190	53	1	it	it	PRON
iogr-1190	53	2	also	also	ADV
iogr-1190	53	3	provides	provide	VERB
iogr-1190	53	4	the	the	DET
iogr-1190	53	5	installation	installation	NOUN
iogr-1190	53	6	time	time	NOUN
iogr-1190	53	7	and	and	CCONJ
iogr-1190	53	8	the	the	DET
iogr-1190	53	9	number	number	NOUN
iogr-1190	53	10	of	of	ADP
iogr-1190	53	11	platforms	platform	NOUN
iogr-1190	53	12	to	to	PART
iogr-1190	53	13	be	be	AUX
iogr-1190	53	14	installed	instal	VERB
iogr-1190	53	15	or	or	CCONJ
iogr-1190	53	16	wells	well	NOUN
iogr-1190	53	17	to	to	PART
iogr-1190	53	18	be	be	AUX
iogr-1190	53	19	drilled	drill	VERB
iogr-1190	53	20	,	,	PUNCT
iogr-1190	53	21	which	which	PRON
iogr-1190	53	22	could	could	AUX
iogr-1190	53	23	be	be	AUX
iogr-1190	53	24	necessary	necessary	ADJ
iogr-1190	53	25	to	to	PART
iogr-1190	53	26	satisfy	satisfy	VERB
iogr-1190	53	27	the	the	DET
iogr-1190	53	28	demand	demand	NOUN
iogr-1190	53	29	as	as	SCONJ
iogr-1190	53	30	shown	show	VERB
iogr-1190	53	31	in	in	ADP
iogr-1190	53	32	figure	figure	NOUN
iogr-1190	53	33	9	9	NUM
iogr-1190	53	34	.	.	PUNCT
iogr-1190	53	35	figure	figure	NOUN
iogr-1190	53	36	9	9	NUM
iogr-1190	53	37	—	—	PUNCT
iogr-1190	53	38	drilling	drilling	NOUN
iogr-1190	53	39	project	project	NOUN
iogr-1190	53	40	sequence	sequence	NOUN
iogr-1190	53	41	and	and	CCONJ
iogr-1190	53	42	number	number	NOUN
iogr-1190	53	43	of	of	ADP
iogr-1190	53	44	required	require	VERB
iogr-1190	53	45	whp	whp	PROPN
iogr-1190	53	46	/	/	SYM
iogr-1190	53	47	development	development	NOUN
iogr-1190	53	48	wells	well	NOUN
iogr-1190	53	49	.	.	PUNCT
iogr-1190	54	1	by	by	ADP
iogr-1190	54	2	applying	apply	VERB
iogr-1190	54	3	machine	machine	NOUN
iogr-1190	54	4	learning	learning	NOUN
iogr-1190	54	5	approaches	approach	NOUN
iogr-1190	54	6	,	,	PUNCT
iogr-1190	54	7	the	the	DET
iogr-1190	54	8	results	result	NOUN
iogr-1190	54	9	have	have	AUX
iogr-1190	54	10	provided	provide	VERB
iogr-1190	54	11	an	an	DET
iogr-1190	54	12	effective	effective	ADJ
iogr-1190	54	13	sequence	sequence	NOUN
iogr-1190	54	14	and	and	CCONJ
iogr-1190	54	15	drilling	drilling	NOUN
iogr-1190	54	16	schedule	schedule	NOUN
iogr-1190	54	17	for	for	ADP
iogr-1190	54	18	future	future	ADJ
iogr-1190	54	19	drilling	drilling	NOUN
iogr-1190	54	20	projects	project	NOUN
iogr-1190	54	21	and	and	CCONJ
iogr-1190	54	22	aligned	align	VERB
iogr-1190	54	23	with	with	ADP
iogr-1190	54	24	the	the	DET
iogr-1190	54	25	current	current	ADJ
iogr-1190	54	26	production	production	NOUN
iogr-1190	54	27	capacity	capacity	NOUN
iogr-1190	54	28	of	of	ADP
iogr-1190	54	29	existing	exist	VERB
iogr-1190	54	30	producing	produce	VERB
iogr-1190	54	31	wells	well	NOUN
iogr-1190	54	32	.	.	PUNCT
iogr-1190	55	1	the	the	DET
iogr-1190	55	2	drilling	drilling	NOUN
iogr-1190	55	3	project	project	NOUN
iogr-1190	55	4	timeline	timeline	NOUN
iogr-1190	55	5	and	and	CCONJ
iogr-1190	55	6	number	number	NOUN
iogr-1190	55	7	of	of	ADP
iogr-1190	55	8	rigs	rig	NOUN
iogr-1190	55	9	allocation	allocation	NOUN
iogr-1190	55	10	schedule	schedule	NOUN
iogr-1190	55	11	have	have	AUX
iogr-1190	55	12	refined	refine	VERB
iogr-1190	55	13	to	to	PART
iogr-1190	55	14	be	be	AUX
iogr-1190	55	15	more	more	ADV
iogr-1190	55	16	realistic	realistic	ADJ
iogr-1190	55	17	in	in	ADP
iogr-1190	55	18	compared	compare	VERB
iogr-1190	55	19	with	with	ADP
iogr-1190	55	20	the	the	DET
iogr-1190	55	21	previous	previous	ADJ
iogr-1190	55	22	scenarios	scenario	NOUN
iogr-1190	55	23	(	(	PUNCT
iogr-1190	55	24	figure	figure	NOUN
iogr-1190	55	25	10	10	NUM
iogr-1190	55	26	)	)	PUNCT
iogr-1190	55	27	.	.	PUNCT
iogr-1190	56	1	6	6	NUM
iogr-1190	56	2	old	old	ADJ
iogr-1190	56	3	scenarios	scenario	NOUN
iogr-1190	56	4	new	new	ADJ
iogr-1190	56	5	scenarios	scenario	NOUN
iogr-1190	56	6	figure	figure	VERB
iogr-1190	56	7	10	10	NUM
iogr-1190	56	8	—	—	PUNCT
iogr-1190	56	9	drilling	drilling	NOUN
iogr-1190	56	10	project	project	NOUN
iogr-1190	56	11	timeline	timeline	NOUN
iogr-1190	56	12	and	and	CCONJ
iogr-1190	56	13	number	number	NOUN
iogr-1190	56	14	of	of	ADP
iogr-1190	56	15	rig	rig	NOUN
iogr-1190	56	16	allocation	allocation	NOUN
iogr-1190	56	17	schedule	schedule	NOUN
iogr-1190	56	18	.	.	PUNCT
iogr-1190	57	1	furthermore	furthermore	ADV
iogr-1190	57	2	,	,	PUNCT
iogr-1190	57	3	the	the	DET
iogr-1190	57	4	outputs	output	NOUN
iogr-1190	57	5	provided	provide	VERB
iogr-1190	57	6	not	not	PART
iogr-1190	57	7	only	only	ADV
iogr-1190	57	8	the	the	DET
iogr-1190	57	9	drilling	drilling	NOUN
iogr-1190	57	10	schedule	schedule	NOUN
iogr-1190	57	11	for	for	ADP
iogr-1190	57	12	future	future	ADJ
iogr-1190	57	13	drilling	drilling	NOUN
iogr-1190	57	14	projects	project	NOUN
iogr-1190	57	15	,	,	PUNCT
iogr-1190	57	16	but	but	CCONJ
iogr-1190	57	17	also	also	ADV
iogr-1190	57	18	risk	risk	NOUN
iogr-1190	57	19	mitigation	mitigation	NOUN
iogr-1190	57	20	in	in	ADP
iogr-1190	57	21	project	project	NOUN
iogr-1190	57	22	planning	planning	NOUN
iogr-1190	57	23	and	and	CCONJ
iogr-1190	57	24	management	management	NOUN
iogr-1190	57	25	to	to	PART
iogr-1190	57	26	optimize	optimize	VERB
iogr-1190	57	27	the	the	DET
iogr-1190	57	28	logistic	logistic	ADJ
iogr-1190	57	29	work	work	NOUN
iogr-1190	57	30	(	(	PUNCT
iogr-1190	57	31	mobilize	mobilize	VERB
iogr-1190	57	32	/	/	SYM
iogr-1190	57	33	demobilize	demobilize	NOUN
iogr-1190	57	34	,	,	PUNCT
iogr-1190	57	35	long	long	ADJ
iogr-1190	57	36	lead	lead	NOUN
iogr-1190	57	37	items	item	NOUN
iogr-1190	57	38	,	,	PUNCT
iogr-1190	57	39	and	and	CCONJ
iogr-1190	57	40	labor	labor	NOUN
iogr-1190	57	41	costs	cost	NOUN
iogr-1190	57	42	)	)	PUNCT
iogr-1190	57	43	.	.	PUNCT
iogr-1190	58	1	conclusions	conclusion	NOUN
iogr-1190	58	2	this	this	DET
iogr-1190	58	3	study	study	NOUN
iogr-1190	58	4	provided	provide	VERB
iogr-1190	58	5	an	an	DET
iogr-1190	58	6	integrated	integrate	VERB
iogr-1190	58	7	solution	solution	NOUN
iogr-1190	58	8	using	use	VERB
iogr-1190	58	9	machine	machine	NOUN
iogr-1190	58	10	learning	learning	NOUN
iogr-1190	58	11	methods	method	NOUN
iogr-1190	58	12	to	to	PART
iogr-1190	58	13	improve	improve	VERB
iogr-1190	58	14	the	the	DET
iogr-1190	58	15	quality	quality	NOUN
iogr-1190	58	16	of	of	ADP
iogr-1190	58	17	production	production	NOUN
iogr-1190	58	18	forecast	forecast	NOUN
iogr-1190	58	19	and	and	CCONJ
iogr-1190	58	20	drilling	drilling	NOUN
iogr-1190	58	21	schedule	schedule	NOUN
iogr-1190	58	22	.	.	PUNCT
iogr-1190	59	1	the	the	DET
iogr-1190	59	2	results	result	NOUN
iogr-1190	59	3	have	have	AUX
iogr-1190	59	4	effectively	effectively	ADV
iogr-1190	59	5	supported	support	VERB
iogr-1190	59	6	engineers	engineer	NOUN
iogr-1190	59	7	to	to	PART
iogr-1190	59	8	make	make	VERB
iogr-1190	59	9	decisions	decision	NOUN
iogr-1190	59	10	for	for	ADP
iogr-1190	59	11	both	both	CCONJ
iogr-1190	59	12	short	short	ADJ
iogr-1190	59	13	-	-	PUNCT
iogr-1190	59	14	term	term	NOUN
iogr-1190	59	15	and	and	CCONJ
iogr-1190	59	16	long	long	ADJ
iogr-1190	59	17	-	-	PUNCT
iogr-1190	59	18	term	term	NOUN
iogr-1190	59	19	asset	asset	NOUN
iogr-1190	59	20	development	development	NOUN
iogr-1190	59	21	and	and	CCONJ
iogr-1190	59	22	to	to	PART
iogr-1190	59	23	make	make	VERB
iogr-1190	59	24	significant	significant	ADJ
iogr-1190	59	25	savings	saving	NOUN
iogr-1190	59	26	in	in	ADP
iogr-1190	59	27	operating	operating	NOUN
iogr-1190	59	28	costs	cost	NOUN
iogr-1190	59	29	.	.	PUNCT
iogr-1190	60	1	it	it	PRON
iogr-1190	60	2	is	be	AUX
iogr-1190	60	3	strongly	strongly	ADV
iogr-1190	60	4	believed	believe	VERB
iogr-1190	60	5	that	that	SCONJ
iogr-1190	60	6	the	the	DET
iogr-1190	60	7	model	model	NOUN
iogr-1190	60	8	can	can	AUX
iogr-1190	60	9	be	be	AUX
iogr-1190	60	10	applied	apply	VERB
iogr-1190	60	11	to	to	PART
iogr-1190	60	12	solve	solve	VERB
iogr-1190	60	13	many	many	ADJ
iogr-1190	60	14	similar	similar	ADJ
iogr-1190	60	15	engineering	engineering	NOUN
iogr-1190	60	16	challenges	challenge	NOUN
iogr-1190	60	17	in	in	ADP
iogr-1190	60	18	the	the	DET
iogr-1190	60	19	oil	oil	NOUN
iogr-1190	60	20	and	and	CCONJ
iogr-1190	60	21	gas	gas	NOUN
iogr-1190	60	22	field	field	NOUN
iogr-1190	60	23	,	,	PUNCT
iogr-1190	60	24	especially	especially	ADV
iogr-1190	60	25	for	for	ADP
iogr-1190	60	26	oil	oil	NOUN
iogr-1190	60	27	and	and	CCONJ
iogr-1190	60	28	gas	gas	NOUN
iogr-1190	60	29	fields	field	NOUN
iogr-1190	60	30	that	that	PRON
iogr-1190	60	31	have	have	VERB
iogr-1190	60	32	many	many	ADJ
iogr-1190	60	33	wells	well	NOUN
iogr-1190	60	34	and	and	CCONJ
iogr-1190	60	35	a	a	DET
iogr-1190	60	36	complicated	complicated	ADJ
iogr-1190	60	37	dataset	dataset	NOUN
iogr-1190	60	38	in	in	ADP
iogr-1190	60	39	the	the	DET
iogr-1190	60	40	north	north	NOUN
iogr-1190	60	41	malay	malay	PROPN
iogr-1190	60	42	basin	basin	NOUN
iogr-1190	60	43	.	.	PUNCT
iogr-1190	61	1	nomenclature	nomenclature	NOUN
iogr-1190	61	2	dca	dca	PROPN
iogr-1190	61	3	=	=	PUNCT
iogr-1190	61	4	decline	decline	NOUN
iogr-1190	61	5	curve	curve	NOUN
iogr-1190	61	6	analysis	analysis	NOUN
iogr-1190	61	7	svr	svr	NOUN
iogr-1190	61	8	=	=	PUNCT
iogr-1190	61	9	support	support	NOUN
iogr-1190	61	10	vector	vector	NOUN
iogr-1190	61	11	regression	regression	NOUN
iogr-1190	61	12	got	get	VERB
iogr-1190	61	13	=	=	PUNCT
iogr-1190	61	14	gulf	gulf	PROPN
iogr-1190	61	15	of	of	ADP
iogr-1190	61	16	thailand	thailand	PROPN
iogr-1190	61	17	whp	whp	PROPN
iogr-1190	61	18	=	=	SYM
iogr-1190	62	1	well	well	ADJ
iogr-1190	62	2	head	head	NOUN
iogr-1190	62	3	platform	platform	NOUN
iogr-1190	62	4	ml	ml	NOUN
iogr-1190	62	5	=	=	NOUN
iogr-1190	62	6	machine	machine	NOUN
iogr-1190	62	7	learning	learn	VERB
iogr-1190	62	8	vba	vba	PROPN
iogr-1190	62	9	=	=	SYM
iogr-1190	62	10	visual	visual	ADJ
iogr-1190	62	11	basic	basic	ADJ
iogr-1190	62	12	application	application	NOUN
iogr-1190	62	13	conflicts	conflict	NOUN
iogr-1190	62	14	of	of	ADP
iogr-1190	62	15	interest	interest	NOUN
iogr-1190	62	16	the	the	DET
iogr-1190	62	17	author(s	author(s	NOUN
iogr-1190	62	18	)	)	PUNCT
iogr-1190	62	19	declare	declare	VERB
iogr-1190	62	20	that	that	SCONJ
iogr-1190	62	21	they	they	PRON
iogr-1190	62	22	have	have	VERB
iogr-1190	62	23	no	no	DET
iogr-1190	62	24	conflicting	conflict	VERB
iogr-1190	62	25	interests	interest	NOUN
iogr-1190	62	26	.	.	PUNCT
iogr-1190	63	1	references	reference	NOUN
iogr-1190	63	2	pinto	pinto	NOUN
iogr-1190	63	3	,	,	PUNCT
iogr-1190	63	4	c.j	c.j	PROPN
iogr-1190	63	5	.	.	PROPN
iogr-1190	63	6	,	,	PUNCT
iogr-1190	63	7	pendleton	pendleton	PROPN
iogr-1190	63	8	,	,	PUNCT
iogr-1190	63	9	l.e	l.e	PROPN
iogr-1190	63	10	.	.	PROPN
iogr-1190	63	11	,	,	PUNCT
iogr-1190	63	12	dick	dick	PROPN
iogr-1190	63	13	,	,	PUNCT
iogr-1190	63	14	j.l	j.l	PROPN
iogr-1190	63	15	.	.	PROPN
iogr-1190	63	16	,	,	PUNCT
iogr-1190	63	17	et	et	PROPN
iogr-1190	63	18	al	al	PROPN
iogr-1190	63	19	.	.	PROPN
iogr-1190	63	20	2004	2004	NUM
iogr-1190	63	21	.	.	PUNCT
iogr-1190	64	1	ultrafast	ultrafast	ADJ
iogr-1190	64	2	drilling	drill	VERB
iogr-1190	64	3	in	in	ADP
iogr-1190	64	4	the	the	DET
iogr-1190	64	5	gulf	gulf	PROPN
iogr-1190	64	6	of	of	ADP
iogr-1190	64	7	thailand	thailand	PROPN
iogr-1190	64	8	:	:	PUNCT
iogr-1190	64	9	putting	put	VERB
iogr-1190	64	10	science	science	NOUN
iogr-1190	64	11	into	into	ADP
iogr-1190	64	12	the	the	DET
iogr-1190	64	13	design	design	NOUN
iogr-1190	64	14	process	process	NOUN
iogr-1190	64	15	.	.	PUNCT
iogr-1190	65	1	paper	paper	NOUN
iogr-1190	65	2	presented	present	VERB
iogr-1190	65	3	at	at	ADP
iogr-1190	65	4	the	the	DET
iogr-1190	65	5	iadc	iadc	NOUN
iogr-1190	65	6	/	/	SYM
iogr-1190	65	7	spe	spe	PROPN
iogr-1190	65	8	drilling	drilling	NOUN
iogr-1190	65	9	conference	conference	NOUN
iogr-1190	65	10	,	,	PUNCT
iogr-1190	65	11	dallas	dallas	PROPN
iogr-1190	65	12	,	,	PUNCT
iogr-1190	65	13	texas	texas	PROPN
iogr-1190	65	14	,	,	PUNCT
iogr-1190	65	15	2	2	NUM
iogr-1190	65	16	-	-	SYM
iogr-1190	65	17	4	4	NUM
iogr-1190	65	18	march	march	NOUN
iogr-1190	65	19	.	.	PUNCT
iogr-1190	66	1	spe87173	spe87173	PROPN
iogr-1190	66	2	-	-	PUNCT
iogr-1190	66	3	ms	ms	PROPN
iogr-1190	66	4	.	.	PROPN
iogr-1190	66	5	doan	doan	PROPN
iogr-1190	66	6	,	,	PUNCT
iogr-1190	66	7	t.t	t.t	PROPN
iogr-1190	66	8	.	.	PROPN
iogr-1190	66	9	and	and	CCONJ
iogr-1190	66	10	vo	vo	PROPN
iogr-1190	66	11	,	,	PUNCT
iogr-1190	66	12	m.v	m.v	PROPN
iogr-1190	66	13	.	.	PROPN
iogr-1190	66	14	2019a	2019a	PROPN
iogr-1190	66	15	.	.	PUNCT
iogr-1190	67	1	a	a	DET
iogr-1190	67	2	rapid	rapid	ADJ
iogr-1190	67	3	modelling	modelling	NOUN
iogr-1190	67	4	approach	approach	NOUN
iogr-1190	67	5	to	to	PART
iogr-1190	67	6	optimize	optimize	VERB
iogr-1190	67	7	drilling	drilling	NOUN
iogr-1190	67	8	and	and	CCONJ
iogr-1190	67	9	production	production	NOUN
iogr-1190	67	10	for	for	ADP
iogr-1190	67	11	a	a	DET
iogr-1190	67	12	complex	complex	ADJ
iogr-1190	67	13	field	field	NOUN
iogr-1190	67	14	development	development	NOUN
iogr-1190	67	15	in	in	ADP
iogr-1190	67	16	north	north	PROPN
iogr-1190	67	17	malay	malay	PROPN
iogr-1190	67	18	basin	basin	NOUN
iogr-1190	67	19	.	.	PUNCT
iogr-1190	68	1	paper	paper	NOUN
iogr-1190	68	2	presented	present	VERB
iogr-1190	68	3	at	at	ADP
iogr-1190	68	4	international	international	ADJ
iogr-1190	68	5	petroleum	petroleum	NOUN
iogr-1190	68	6	and	and	CCONJ
iogr-1190	68	7	petrochemical	petrochemical	NOUN
iogr-1190	68	8	technology	technology	NOUN
iogr-1190	68	9	conference	conference	NOUN
iogr-1190	68	10	,	,	PUNCT
iogr-1190	68	11	xi'an	xi'an	PROPN
iogr-1190	68	12	,	,	PUNCT
iogr-1190	68	13	china	china	PROPN
iogr-1190	68	14	,	,	PUNCT
iogr-1190	68	15	3	3	NUM
iogr-1190	68	16	-	-	SYM
iogr-1190	68	17	5	5	NUM
iogr-1190	68	18	july	july	NOUN
iogr-1190	68	19	.	.	PUNCT
iogr-1190	69	1	doan	doan	PROPN
iogr-1190	69	2	,	,	PUNCT
iogr-1190	69	3	t.t	t.t	PROPN
iogr-1190	69	4	.	.	PROPN
iogr-1190	69	5	and	and	CCONJ
iogr-1190	69	6	vo	vo	PROPN
iogr-1190	69	7	,	,	PUNCT
iogr-1190	69	8	m.v	m.v	PROPN
iogr-1190	69	9	.	.	PROPN
iogr-1190	69	10	2019b	2019b	NOUN
iogr-1190	69	11	.	.	PUNCT
iogr-1190	70	1	using	use	VERB
iogr-1190	70	2	machine	machine	NOUN
iogr-1190	70	3	learning	learn	VERB
iogr-1190	70	4	techniques	technique	NOUN
iogr-1190	70	5	to	to	PART
iogr-1190	70	6	evaluate	evaluate	VERB
iogr-1190	70	7	performance	performance	NOUN
iogr-1190	70	8	for	for	ADP
iogr-1190	70	9	existing	exist	VERB
iogr-1190	70	10	waterflood	waterflood	NOUN
iogr-1190	70	11	projects	project	NOUN
iogr-1190	70	12	in	in	ADP
iogr-1190	70	13	the	the	DET
iogr-1190	70	14	gulf	gulf	PROPN
iogr-1190	70	15	of	of	ADP
iogr-1190	70	16	thailand	thailand	PROPN
iogr-1190	70	17	.	.	PUNCT
iogr-1190	71	1	paper	paper	PROPN
iogr-1190	71	2	presented	present	VERB
iogr-1190	71	3	at	at	ADP
iogr-1190	71	4	spe	spe	PROPN
iogr-1190	71	5	workshop	workshop	NOUN
iogr-1190	71	6	:	:	PUNCT
iogr-1190	71	7	water	water	NOUN
iogr-1190	71	8	injection	injection	NOUN
iogr-1190	71	9	excellence	excellence	NOUN
iogr-1190	71	10	,	,	PUNCT
iogr-1190	71	11	kuala	kuala	PROPN
iogr-1190	71	12	lumpur	lumpur	PROPN
iogr-1190	71	13	malaysia	malaysia	PROPN
iogr-1190	71	14	,	,	PUNCT
iogr-1190	71	15	3	3	NUM
iogr-1190	71	16	-	-	SYM
iogr-1190	71	17	5	5	NUM
iogr-1190	71	18	march	march	NOUN
iogr-1190	71	19	.	.	PUNCT
iogr-1190	72	1	doan	doan	PROPN
iogr-1190	72	2	,	,	PUNCT
iogr-1190	72	3	t.t	t.t	PROPN
iogr-1190	72	4	.	.	PROPN
iogr-1190	72	5	and	and	CCONJ
iogr-1190	72	6	vo	vo	PROPN
iogr-1190	72	7	,	,	PUNCT
iogr-1190	72	8	m.v	m.v	PROPN
iogr-1190	72	9	.	.	PROPN
iogr-1190	72	10	2020	2020	NUM
iogr-1190	72	11	.	.	PUNCT
iogr-1190	73	1	application	application	NOUN
iogr-1190	73	2	of	of	ADP
iogr-1190	73	3	machine	machine	NOUN
iogr-1190	73	4	learning	learn	VERB
iogr-1190	73	5	for	for	ADP
iogr-1190	73	6	initial	initial	ADJ
iogr-1190	73	7	completion	completion	NOUN
iogr-1190	73	8	plan	plan	NOUN
iogr-1190	73	9	of	of	ADP
iogr-1190	73	10	multiple	multiple	ADJ
iogr-1190	73	11	zone	zone	NOUN
iogr-1190	73	12	gas	gas	NOUN
iogr-1190	73	13	wells	well	NOUN
iogr-1190	73	14	in	in	ADP
iogr-1190	73	15	north	north	PROPN
iogr-1190	73	16	malay	malay	PROPN
iogr-1190	73	17	basin	basin	NOUN
iogr-1190	73	18	.	.	PUNCT
iogr-1190	74	1	proceedings	proceeding	NOUN
iogr-1190	74	2	of	of	ADP
iogr-1190	74	3	the	the	DET
iogr-1190	74	4	international	international	ADJ
iogr-1190	74	5	petroleum	petroleum	NOUN
iogr-1190	74	6	and	and	CCONJ
iogr-1190	74	7	petrochemical	petrochemical	NOUN
iogr-1190	74	8	technology	technology	NOUN
iogr-1190	74	9	conference	conference	NOUN
iogr-1190	74	10	&	&	CCONJ
iogr-1190	74	11	exhibition	exhibition	PROPN
iogr-1190	74	12	,	,	PUNCT
iogr-1190	74	13	beijing	beijing	PROPN
iogr-1190	74	14	,	,	PUNCT
iogr-1190	74	15	china	china	PROPN
iogr-1190	74	16	,	,	PUNCT
iogr-1190	74	17	11	11	NUM
iogr-1190	74	18	-	-	SYM
iogr-1190	74	19	13	13	NUM
iogr-1190	74	20	september	september	NOUN
iogr-1190	74	21	.	.	PUNCT
iogr-1190	75	1	7	7	NUM
iogr-1190	75	2	truc	truc	X
iogr-1190	75	3	(	(	PUNCT
iogr-1190	75	4	trevor	trevor	NOUN
iogr-1190	75	5	)	)	PUNCT
iogr-1190	75	6	doan	doan	PROPN
iogr-1190	75	7	,	,	PUNCT
iogr-1190	75	8	spe	spe	PROPN
iogr-1190	75	9	,	,	PUNCT
iogr-1190	75	10	is	be	AUX
iogr-1190	75	11	a	a	DET
iogr-1190	75	12	senior	senior	ADJ
iogr-1190	75	13	petroleum	petroleum	NOUN
iogr-1190	75	14	engineer	engineer	NOUN
iogr-1190	75	15	at	at	ADP
iogr-1190	75	16	bear	bear	NOUN
iogr-1190	75	17	and	and	CCONJ
iogr-1190	75	18	brook	brook	NOUN
iogr-1190	75	19	consulting	consulting	NOUN
iogr-1190	75	20	.	.	PUNCT
iogr-1190	76	1	before	before	ADP
iogr-1190	76	2	that	that	PRON
iogr-1190	76	3	,	,	PUNCT
iogr-1190	76	4	he	he	PRON
iogr-1190	76	5	had	have	AUX
iogr-1190	76	6	worked	work	VERB
iogr-1190	76	7	as	as	ADP
iogr-1190	76	8	petroleum	petroleum	NOUN
iogr-1190	76	9	engineering	engineering	NOUN
iogr-1190	76	10	lecturer	lecturer	NOUN
iogr-1190	76	11	for	for	ADP
iogr-1190	76	12	2	2	NUM
iogr-1190	76	13	+	+	NUM
iogr-1190	76	14	years	year	NOUN
iogr-1190	76	15	at	at	ADP
iogr-1190	76	16	ho	ho	PROPN
iogr-1190	76	17	chi	chi	PROPN
iogr-1190	76	18	minh	minh	PROPN
iogr-1190	76	19	city	city	PROPN
iogr-1190	76	20	university	university	PROPN
iogr-1190	76	21	of	of	ADP
iogr-1190	76	22	technology	technology	NOUN
iogr-1190	76	23	hcmut	hcmut	ADV
iogr-1190	76	24	and	and	CCONJ
iogr-1190	76	25	as	as	ADP
iogr-1190	76	26	petroleum	petroleum	NOUN
iogr-1190	76	27	engineer	engineer	NOUN
iogr-1190	76	28	for	for	ADP
iogr-1190	76	29	chevron	chevron	NOUN
iogr-1190	76	30	for	for	ADP
iogr-1190	76	31	10	10	NUM
iogr-1190	76	32	+	+	NUM
iogr-1190	76	33	years	year	NOUN
iogr-1190	76	34	at	at	ADP
iogr-1190	76	35	various	various	ADJ
iogr-1190	76	36	locations	location	NOUN
iogr-1190	76	37	.	.	PUNCT
iogr-1190	77	1	he	he	PRON
iogr-1190	77	2	holds	hold	VERB
iogr-1190	77	3	bachelor	bachelor	NOUN
iogr-1190	77	4	's	's	PART
iogr-1190	77	5	in	in	ADP
iogr-1190	77	6	petroleum	petroleum	NOUN
iogr-1190	77	7	engineering	engineering	NOUN
iogr-1190	77	8	from	from	ADP
iogr-1190	77	9	hcmut	hcmut	ADJ
iogr-1190	77	10	,	,	PUNCT
iogr-1190	77	11	master	master	NOUN
iogr-1190	77	12	’s	’s	PART
iogr-1190	77	13	degree	degree	NOUN
iogr-1190	77	14	in	in	ADP
iogr-1190	77	15	petroleum	petroleum	NOUN
iogr-1190	77	16	engineering	engineering	NOUN
iogr-1190	77	17	from	from	ADP
iogr-1190	77	18	ait	ait	NOUN
iogr-1190	77	19	,	,	PUNCT
iogr-1190	77	20	and	and	CCONJ
iogr-1190	77	21	currently	currently	ADV
iogr-1190	77	22	,	,	PUNCT
iogr-1190	77	23	has	have	AUX
iogr-1190	77	24	been	be	AUX
iogr-1190	77	25	studying	study	VERB
iogr-1190	77	26	for	for	ADP
iogr-1190	77	27	phd	phd	NOUN
iogr-1190	77	28	degree	degree	NOUN
iogr-1190	77	29	at	at	ADP
iogr-1190	77	30	school	school	NOUN
iogr-1190	77	31	of	of	ADP
iogr-1190	77	32	engineering	engineering	NOUN
iogr-1190	77	33	,	,	PUNCT
iogr-1190	77	34	edith	edith	PROPN
iogr-1190	77	35	cowan	cowan	PROPN
iogr-1190	77	36	university	university	PROPN
iogr-1190	77	37	in	in	ADP
iogr-1190	77	38	australia	australia	PROPN
iogr-1190	77	39	.	.	PUNCT
iogr-1190	78	1	minh	minh	PROPN
iogr-1190	78	2	vo	vo	PROPN
iogr-1190	78	3	,	,	PUNCT
iogr-1190	78	4	spe	spe	PROPN
iogr-1190	78	5	,	,	PUNCT
iogr-1190	78	6	is	be	AUX
iogr-1190	78	7	currently	currently	ADV
iogr-1190	78	8	subsurface	subsurface	NOUN
iogr-1190	78	9	manager	manager	NOUN
iogr-1190	78	10	in	in	ADP
iogr-1190	78	11	unocal	unocal	PROPN
iogr-1190	78	12	east	east	PROPN
iogr-1190	78	13	china	china	PROPN
iogr-1190	78	14	sea	sea	PROPN
iogr-1190	78	15	ltd	ltd	PROPN
iogr-1190	78	16	.	.	PROPN
iogr-1190	78	17	,	,	PUNCT
iogr-1190	78	18	where	where	SCONJ
iogr-1190	78	19	he	he	PRON
iogr-1190	78	20	has	have	AUX
iogr-1190	78	21	worked	work	VERB
iogr-1190	78	22	for	for	ADP
iogr-1190	78	23	the	the	DET
iogr-1190	78	24	last	last	ADJ
iogr-1190	78	25	6	6	NUM
iogr-1190	78	26	+	+	NUM
iogr-1190	78	27	years	year	NOUN
iogr-1190	78	28	.	.	PUNCT
iogr-1190	79	1	he	he	PRON
iogr-1190	79	2	has	have	AUX
iogr-1190	79	3	had	have	VERB
iogr-1190	79	4	25	25	NUM
iogr-1190	79	5	+	+	NUM
iogr-1190	79	6	years	year	NOUN
iogr-1190	79	7	of	of	ADP
iogr-1190	79	8	experience	experience	NOUN
iogr-1190	79	9	in	in	ADP
iogr-1190	79	10	the	the	DET
iogr-1190	79	11	oil	oil	NOUN
iogr-1190	79	12	and	and	CCONJ
iogr-1190	79	13	gas	gas	NOUN
iogr-1190	79	14	industry	industry	NOUN
iogr-1190	79	15	with	with	ADP
iogr-1190	79	16	multiple	multiple	ADJ
iogr-1190	79	17	global	global	ADJ
iogr-1190	79	18	locations	location	NOUN
iogr-1190	79	19	.	.	PUNCT
iogr-1190	80	1	his	his	PRON
iogr-1190	80	2	research	research	NOUN
iogr-1190	80	3	interests	interest	NOUN
iogr-1190	80	4	are	be	AUX
iogr-1190	80	5	in	in	ADP
iogr-1190	80	6	reservoir	reservoir	PROPN
iogr-1190	80	7	engineering	engineering	NOUN
iogr-1190	80	8	,	,	PUNCT
iogr-1190	80	9	production	production	NOUN
iogr-1190	80	10	optimization	optimization	NOUN
iogr-1190	80	11	,	,	PUNCT
iogr-1190	80	12	and	and	CCONJ
iogr-1190	80	13	systems	system	NOUN
iogr-1190	80	14	engineering	engineering	NOUN
iogr-1190	80	15	.	.	PUNCT
iogr-1190	81	1	he	he	PRON
iogr-1190	81	2	holds	hold	VERB
iogr-1190	81	3	several	several	ADJ
iogr-1190	81	4	master	master	NOUN
iogr-1190	81	5	’s	’s	PART
iogr-1190	81	6	degrees	degree	NOUN
iogr-1190	81	7	from	from	ADP
iogr-1190	81	8	unsw	unsw	NOUN
iogr-1190	81	9	in	in	ADP
iogr-1190	81	10	petroleum	petroleum	NOUN
iogr-1190	81	11	engineering	engineering	NOUN
iogr-1190	81	12	,	,	PUNCT
iogr-1190	81	13	from	from	ADP
iogr-1190	81	14	rmit	rmit	PROPN
iogr-1190	81	15	in	in	ADP
iogr-1190	81	16	systems	system	NOUN
iogr-1190	81	17	engineering	engineering	NOUN
iogr-1190	81	18	,	,	PUNCT
iogr-1190	81	19	and	and	CCONJ
iogr-1190	81	20	mba	mba	NOUN
iogr-1190	81	21	from	from	ADP
iogr-1190	81	22	nyu	nyu	PROPN
iogr-1190	81	23	.	.	PUNCT
iogr-1190	82	1	abstract	abstract	ADJ
iogr-1190	82	2	introduction	introduction	NOUN
iogr-1190	82	3	methodology	methodology	NOUN
iogr-1190	82	4	decline	decline	NOUN
iogr-1190	82	5	curve	curve	NOUN
iogr-1190	82	6	analysis	analysis	NOUN
iogr-1190	82	7	machine	machine	NOUN
iogr-1190	82	8	learning	learn	VERB
iogr-1190	82	9	methods	method	NOUN
iogr-1190	82	10	application	application	NOUN
iogr-1190	82	11	and	and	CCONJ
iogr-1190	82	12	results	result	VERB
iogr-1190	82	13	conclusions	conclusion	NOUN
iogr-1190	82	14	nomenclature	nomenclature	ADJ
iogr-1190	82	15	conflicts	conflict	NOUN
iogr-1190	82	16	of	of	ADP
iogr-1190	82	17	interest	interest	NOUN
iogr-1190	82	18	references	reference	NOUN