id	sid	tid	token	lemma	pos
iogr-1262	1	1	copyright	copyright	NOUN
iogr-1262	1	2	©	©	ADP
iogr-1262	1	3	the	the	DET
iogr-1262	1	4	author(s	author(s	NOUN
iogr-1262	1	5	)	)	PUNCT
iogr-1262	1	6	.	.	PUNCT
iogr-1262	2	1	this	this	DET
iogr-1262	2	2	work	work	NOUN
iogr-1262	2	3	is	be	AUX
iogr-1262	2	4	licensed	license	VERB
iogr-1262	2	5	under	under	ADP
iogr-1262	2	6	a	a	DET
iogr-1262	2	7	creative	creative	ADJ
iogr-1262	2	8	commons	common	NOUN
iogr-1262	2	9	attribution	attribution	NOUN
iogr-1262	2	10	4.0	4.0	NUM
iogr-1262	2	11	international	international	ADJ
iogr-1262	2	12	license	license	NOUN
iogr-1262	2	13	.	.	PUNCT
iogr-1262	3	1	improved	improve	VERB
iogr-1262	3	2	oil	oil	NOUN
iogr-1262	3	3	and	and	CCONJ
iogr-1262	3	4	gas	gas	NOUN
iogr-1262	3	5	recovery	recovery	NOUN
iogr-1262	3	6	doi	doi	NOUN
iogr-1262	3	7	:	:	PUNCT
iogr-1262	3	8	10.14800	10.14800	NUM
iogr-1262	3	9	/	/	SYM
iogr-1262	4	1	iogr.1262	iogr.1262	PROPN
iogr-1262	4	2	received	receive	VERB
iogr-1262	4	3	june	june	PROPN
iogr-1262	4	4	2	2	NUM
iogr-1262	4	5	,	,	PUNCT
iogr-1262	4	6	2023	2023	NUM
iogr-1262	4	7	;	;	PUNCT
iogr-1262	4	8	revised	revise	VERB
iogr-1262	4	9	september	september	PROPN
iogr-1262	4	10	14	14	NUM
iogr-1262	4	11	,	,	PUNCT
iogr-1262	4	12	2023	2023	NUM
iogr-1262	4	13	;	;	PUNCT
iogr-1262	4	14	accepted	accept	VERB
iogr-1262	4	15	november	november	PROPN
iogr-1262	4	16	14	14	NUM
iogr-1262	4	17	,	,	PUNCT
iogr-1262	4	18	2023	2023	NUM
iogr-1262	4	19	.	.	PUNCT
iogr-1262	5	1	*	*	PUNCT
iogr-1262	5	2	corresponding	correspond	VERB
iogr-1262	5	3	author	author	NOUN
iogr-1262	5	4	:	:	PUNCT
iogr-1262	5	5	weirong.li@xsyu.edu.cn	weirong.li@xsyu.edu.cn	PUNCT
iogr-1262	5	6	1	1	NUM
iogr-1262	5	7	an	an	DET
iogr-1262	5	8	innovative	innovative	ADJ
iogr-1262	5	9	method	method	NOUN
iogr-1262	5	10	for	for	ADP
iogr-1262	5	11	hydraulic	hydraulic	ADJ
iogr-1262	5	12	fracturing	fracturing	NOUN
iogr-1262	5	13	parameters	parameter	NOUN
iogr-1262	5	14	optimization	optimization	NOUN
iogr-1262	5	15	to	to	PART
iogr-1262	5	16	enhance	enhance	VERB
iogr-1262	5	17	production	production	NOUN
iogr-1262	5	18	in	in	ADP
iogr-1262	5	19	tight	tight	ADJ
iogr-1262	5	20	oil	oil	NOUN
iogr-1262	5	21	reservoirs	reservoir	NOUN
iogr-1262	5	22	shide	shide	PROPN
iogr-1262	5	23	yan	yan	PROPN
iogr-1262	5	24	,	,	PUNCT
iogr-1262	5	25	weirong	weirong	PROPN
iogr-1262	5	26	li	li	PROPN
iogr-1262	5	27	*	*	PROPN
iogr-1262	5	28	,	,	PUNCT
iogr-1262	5	29	min	min	PROPN
iogr-1262	5	30	zhang	zhang	PROPN
iogr-1262	5	31	,	,	PUNCT
iogr-1262	5	32	xi’an	xi’an	PROPN
iogr-1262	5	33	shiyou	shiyou	PROPN
iogr-1262	5	34	university	university	PROPN
iogr-1262	5	35	,	,	PUNCT
iogr-1262	5	36	xi’an	xi’an	PROPN
iogr-1262	5	37	,	,	PUNCT
iogr-1262	5	38	china	china	PROPN
iogr-1262	5	39	;	;	PUNCT
iogr-1262	5	40	zhengbo	zhengbo	PROPN
iogr-1262	5	41	wang	wang	PROPN
iogr-1262	5	42	,	,	PUNCT
iogr-1262	5	43	zhaoxia	zhaoxia	PROPN
iogr-1262	5	44	liu	liu	PROPN
iogr-1262	5	45	,	,	PUNCT
iogr-1262	5	46	research	research	PROPN
iogr-1262	5	47	institute	institute	PROPN
iogr-1262	5	48	of	of	ADP
iogr-1262	5	49	petroleum	petroleum	NOUN
iogr-1262	5	50	exploration	exploration	NOUN
iogr-1262	5	51	and	and	CCONJ
iogr-1262	5	52	development	development	NOUN
iogr-1262	5	53	,	,	PUNCT
iogr-1262	5	54	petrochina	petrochina	NOUN
iogr-1262	5	55	,	,	PUNCT
iogr-1262	5	56	beijing	beijing	PROPN
iogr-1262	5	57	,	,	PUNCT
iogr-1262	5	58	china	china	PROPN
iogr-1262	5	59	;	;	PUNCT
iogr-1262	5	60	keze	keze	PROPN
iogr-1262	5	61	lin	lin	PROPN
iogr-1262	5	62	,	,	PUNCT
iogr-1262	5	63	china	china	PROPN
iogr-1262	5	64	university	university	PROPN
iogr-1262	5	65	of	of	ADP
iogr-1262	5	66	petroleum	petroleum	NOUN
iogr-1262	5	67	(	(	PUNCT
iogr-1262	5	68	beijing	beijing	PROPN
iogr-1262	5	69	)	)	PUNCT
iogr-1262	5	70	,	,	PUNCT
iogr-1262	5	71	beijing	beijing	PROPN
iogr-1262	5	72	,	,	PUNCT
iogr-1262	5	73	china	china	PROPN
iogr-1262	5	74	;	;	PUNCT
iogr-1262	5	75	hongliang	hongliang	PROPN
iogr-1262	5	76	yi	yi	PROPN
iogr-1262	5	77	,	,	PUNCT
iogr-1262	5	78	petrochina	petrochina	PROPN
iogr-1262	5	79	liaohe	liaohe	PROPN
iogr-1262	5	80	oilfield	oilfield	NOUN
iogr-1262	5	81	company	company	NOUN
iogr-1262	5	82	,	,	PUNCT
iogr-1262	5	83	panjin	panjin	NOUN
iogr-1262	5	84	,	,	PUNCT
iogr-1262	5	85	china	china	PROPN
iogr-1262	5	86	abstract	abstract	PROPN
iogr-1262	5	87	the	the	DET
iogr-1262	5	88	hydraulic	hydraulic	NOUN
iogr-1262	5	89	fracturing	fracturing	NOUN
iogr-1262	5	90	technology	technology	NOUN
iogr-1262	5	91	for	for	ADP
iogr-1262	5	92	horizontal	horizontal	ADJ
iogr-1262	5	93	wells	well	NOUN
iogr-1262	5	94	is	be	AUX
iogr-1262	5	95	one	one	NUM
iogr-1262	5	96	of	of	ADP
iogr-1262	5	97	the	the	DET
iogr-1262	5	98	key	key	ADJ
iogr-1262	5	99	techniques	technique	NOUN
iogr-1262	5	100	for	for	ADP
iogr-1262	5	101	the	the	DET
iogr-1262	5	102	effective	effective	ADJ
iogr-1262	5	103	development	development	NOUN
iogr-1262	5	104	of	of	ADP
iogr-1262	5	105	tight	tight	ADJ
iogr-1262	5	106	oil	oil	NOUN
iogr-1262	5	107	and	and	CCONJ
iogr-1262	5	108	gas	gas	NOUN
iogr-1262	5	109	reservoirs	reservoir	NOUN
iogr-1262	5	110	.	.	PUNCT
iogr-1262	6	1	optimizing	optimize	VERB
iogr-1262	6	2	fracturing	fracturing	NOUN
iogr-1262	6	3	parameters	parameter	NOUN
iogr-1262	6	4	can	can	AUX
iogr-1262	6	5	significantly	significantly	ADV
iogr-1262	6	6	enhance	enhance	VERB
iogr-1262	6	7	fracturing	fracturing	NOUN
iogr-1262	6	8	effectiveness	effectiveness	NOUN
iogr-1262	6	9	,	,	PUNCT
iogr-1262	6	10	reduce	reduce	VERB
iogr-1262	6	11	development	development	NOUN
iogr-1262	6	12	risks	risk	NOUN
iogr-1262	6	13	,	,	PUNCT
iogr-1262	6	14	and	and	CCONJ
iogr-1262	6	15	improve	improve	VERB
iogr-1262	6	16	oil	oil	NOUN
iogr-1262	6	17	and	and	CCONJ
iogr-1262	6	18	gas	gas	NOUN
iogr-1262	6	19	production	production	NOUN
iogr-1262	6	20	as	as	ADV
iogr-1262	6	21	well	well	ADV
iogr-1262	6	22	as	as	ADP
iogr-1262	6	23	economic	economic	ADJ
iogr-1262	6	24	efficiency	efficiency	NOUN
iogr-1262	6	25	.	.	PUNCT
iogr-1262	7	1	rapid	rapid	ADJ
iogr-1262	7	2	and	and	CCONJ
iogr-1262	7	3	accurate	accurate	ADJ
iogr-1262	7	4	optimization	optimization	NOUN
iogr-1262	7	5	of	of	ADP
iogr-1262	7	6	hydraulic	hydraulic	ADJ
iogr-1262	7	7	fracturing	fracturing	NOUN
iogr-1262	7	8	construction	construction	NOUN
iogr-1262	7	9	parameters	parameter	NOUN
iogr-1262	7	10	for	for	ADP
iogr-1262	7	11	tight	tight	ADJ
iogr-1262	7	12	oil	oil	NOUN
iogr-1262	7	13	horizontal	horizontal	ADJ
iogr-1262	7	14	wells	well	NOUN
iogr-1262	7	15	has	have	AUX
iogr-1262	7	16	always	always	ADV
iogr-1262	7	17	been	be	AUX
iogr-1262	7	18	a	a	DET
iogr-1262	7	19	challenge	challenge	NOUN
iogr-1262	7	20	in	in	ADP
iogr-1262	7	21	reservoir	reservoir	NOUN
iogr-1262	7	22	development	development	NOUN
iogr-1262	7	23	and	and	CCONJ
iogr-1262	7	24	management	management	NOUN
iogr-1262	7	25	.	.	PUNCT
iogr-1262	8	1	this	this	DET
iogr-1262	8	2	study	study	NOUN
iogr-1262	8	3	introduces	introduce	VERB
iogr-1262	8	4	a	a	DET
iogr-1262	8	5	novel	novel	ADJ
iogr-1262	8	6	workflow	workflow	NOUN
iogr-1262	8	7	for	for	ADP
iogr-1262	8	8	optimizing	optimize	VERB
iogr-1262	8	9	fracturing	fracturing	NOUN
iogr-1262	8	10	parameters	parameter	NOUN
iogr-1262	8	11	by	by	ADP
iogr-1262	8	12	combining	combine	VERB
iogr-1262	8	13	reservoir	reservoir	PROPN
iogr-1262	8	14	numerical	numerical	PROPN
iogr-1262	8	15	simulation	simulation	PROPN
iogr-1262	8	16	and	and	CCONJ
iogr-1262	8	17	machine	machine	NOUN
iogr-1262	8	18	learning	learn	VERB
iogr-1262	8	19	techniques	technique	NOUN
iogr-1262	8	20	.	.	PUNCT
iogr-1262	9	1	the	the	DET
iogr-1262	9	2	paper	paper	NOUN
iogr-1262	9	3	first	first	ADV
iogr-1262	9	4	establishes	establish	VERB
iogr-1262	9	5	a	a	DET
iogr-1262	9	6	single	single	ADJ
iogr-1262	9	7	-	-	PUNCT
iogr-1262	9	8	well	well	NOUN
iogr-1262	9	9	numerical	numerical	ADJ
iogr-1262	9	10	model	model	NOUN
iogr-1262	9	11	using	use	VERB
iogr-1262	9	12	commercial	commercial	ADJ
iogr-1262	9	13	simulator	simulator	NOUN
iogr-1262	9	14	,	,	PUNCT
iogr-1262	9	15	and	and	CCONJ
iogr-1262	9	16	calibrates	calibrate	VERB
iogr-1262	9	17	the	the	DET
iogr-1262	9	18	reservoir	reservoir	NOUN
iogr-1262	9	19	model	model	NOUN
iogr-1262	9	20	through	through	ADP
iogr-1262	9	21	matching	match	VERB
iogr-1262	9	22	historical	historical	ADJ
iogr-1262	9	23	production	production	NOUN
iogr-1262	9	24	data	datum	NOUN
iogr-1262	9	25	.	.	PUNCT
iogr-1262	10	1	eight	eight	NUM
iogr-1262	10	2	main	main	ADJ
iogr-1262	10	3	parameters	parameter	NOUN
iogr-1262	10	4	are	be	AUX
iogr-1262	10	5	selected	select	VERB
iogr-1262	10	6	,	,	PUNCT
iogr-1262	10	7	and	and	CCONJ
iogr-1262	10	8	an	an	DET
iogr-1262	10	9	initial	initial	ADJ
iogr-1262	10	10	feature	feature	NOUN
iogr-1262	10	11	dataset	dataset	NOUN
iogr-1262	10	12	is	be	AUX
iogr-1262	10	13	generated	generate	VERB
iogr-1262	10	14	using	use	VERB
iogr-1262	10	15	monte	monte	PROPN
iogr-1262	10	16	carlo	carlo	PROPN
iogr-1262	10	17	method	method	NOUN
iogr-1262	10	18	,	,	PUNCT
iogr-1262	10	19	while	while	SCONJ
iogr-1262	10	20	production	production	NOUN
iogr-1262	10	21	dataset	dataset	NOUN
iogr-1262	10	22	is	be	AUX
iogr-1262	10	23	obtained	obtain	VERB
iogr-1262	10	24	from	from	ADP
iogr-1262	10	25	reservoir	reservoir	PROPN
iogr-1262	10	26	numerical	numerical	PROPN
iogr-1262	10	27	simulation	simulation	PROPN
iogr-1262	10	28	.	.	PUNCT
iogr-1262	11	1	subsequently	subsequently	ADV
iogr-1262	11	2	,	,	PUNCT
iogr-1262	11	3	various	various	ADJ
iogr-1262	11	4	machine	machine	NOUN
iogr-1262	11	5	learning	learn	VERB
iogr-1262	11	6	algorithms	algorithm	NOUN
iogr-1262	11	7	are	be	AUX
iogr-1262	11	8	employed	employ	VERB
iogr-1262	11	9	to	to	PART
iogr-1262	11	10	construct	construct	VERB
iogr-1262	11	11	fracture	fracture	NOUN
iogr-1262	11	12	productivity	productivity	NOUN
iogr-1262	11	13	models	model	NOUN
iogr-1262	11	14	under	under	ADP
iogr-1262	11	15	different	different	ADJ
iogr-1262	11	16	combinations	combination	NOUN
iogr-1262	11	17	of	of	ADP
iogr-1262	11	18	reservoir	reservoir	NOUN
iogr-1262	11	19	and	and	CCONJ
iogr-1262	11	20	hydraulic	hydraulic	ADJ
iogr-1262	11	21	fracture	fracture	NOUN
iogr-1262	11	22	parameters	parameter	NOUN
iogr-1262	11	23	.	.	PUNCT
iogr-1262	12	1	the	the	DET
iogr-1262	12	2	selected	select	VERB
iogr-1262	12	3	machine	machine	NOUN
iogr-1262	12	4	learning	learning	NOUN
iogr-1262	12	5	model	model	NOUN
iogr-1262	12	6	with	with	ADP
iogr-1262	12	7	best	good	ADJ
iogr-1262	12	8	performance	performance	NOUN
iogr-1262	12	9	is	be	AUX
iogr-1262	12	10	then	then	ADV
iogr-1262	12	11	integrated	integrate	VERB
iogr-1262	12	12	with	with	ADP
iogr-1262	12	13	an	an	DET
iogr-1262	12	14	economic	economic	ADJ
iogr-1262	12	15	evaluation	evaluation	NOUN
iogr-1262	12	16	model	model	NOUN
iogr-1262	12	17	to	to	PART
iogr-1262	12	18	establish	establish	VERB
iogr-1262	12	19	an	an	DET
iogr-1262	12	20	optimization	optimization	NOUN
iogr-1262	12	21	model	model	NOUN
iogr-1262	12	22	for	for	ADP
iogr-1262	12	23	hydraulic	hydraulic	ADJ
iogr-1262	12	24	fracturing	fracturing	NOUN
iogr-1262	12	25	parameters	parameter	NOUN
iogr-1262	12	26	optimization	optimization	NOUN
iogr-1262	12	27	for	for	ADP
iogr-1262	12	28	tight	tight	ADJ
iogr-1262	12	29	oil	oil	NOUN
iogr-1262	12	30	horizontal	horizontal	ADJ
iogr-1262	12	31	wells	well	NOUN
iogr-1262	12	32	.	.	PUNCT
iogr-1262	13	1	the	the	DET
iogr-1262	13	2	research	research	NOUN
iogr-1262	13	3	indicates	indicate	VERB
iogr-1262	13	4	that	that	SCONJ
iogr-1262	13	5	the	the	DET
iogr-1262	13	6	production	production	NOUN
iogr-1262	13	7	prediction	prediction	NOUN
iogr-1262	13	8	model	model	NOUN
iogr-1262	13	9	established	establish	VERB
iogr-1262	13	10	based	base	VERB
iogr-1262	13	11	on	on	ADP
iogr-1262	13	12	the	the	DET
iogr-1262	13	13	cnn	cnn	PROPN
iogr-1262	13	14	-	-	PUNCT
iogr-1262	13	15	lstm	lstm	PROPN
iogr-1262	13	16	method	method	NOUN
iogr-1262	13	17	exhibits	exhibit	VERB
iogr-1262	13	18	a	a	DET
iogr-1262	13	19	high	high	ADJ
iogr-1262	13	20	level	level	NOUN
iogr-1262	13	21	of	of	ADP
iogr-1262	13	22	accuracy	accuracy	NOUN
iogr-1262	13	23	.	.	PUNCT
iogr-1262	14	1	the	the	DET
iogr-1262	14	2	optimization	optimization	NOUN
iogr-1262	14	3	model	model	NOUN
iogr-1262	14	4	for	for	ADP
iogr-1262	14	5	hydraulic	hydraulic	ADJ
iogr-1262	14	6	fracturing	fracturing	NOUN
iogr-1262	14	7	parameters	parameter	NOUN
iogr-1262	14	8	in	in	ADP
iogr-1262	14	9	tight	tight	ADJ
iogr-1262	14	10	oil	oil	NOUN
iogr-1262	14	11	horizontal	horizontal	ADJ
iogr-1262	14	12	wells	well	NOUN
iogr-1262	14	13	can	can	AUX
iogr-1262	14	14	rapidly	rapidly	ADV
iogr-1262	14	15	optimize	optimize	VERB
iogr-1262	14	16	fracturing	fracturing	NOUN
iogr-1262	14	17	parameters	parameter	NOUN
iogr-1262	14	18	.	.	PUNCT
iogr-1262	15	1	the	the	DET
iogr-1262	15	2	proposed	propose	VERB
iogr-1262	15	3	methodology	methodology	NOUN
iogr-1262	15	4	in	in	ADP
iogr-1262	15	5	the	the	DET
iogr-1262	15	6	paper	paper	NOUN
iogr-1262	15	7	has	have	VERB
iogr-1262	15	8	the	the	DET
iogr-1262	15	9	potential	potential	NOUN
iogr-1262	15	10	to	to	PART
iogr-1262	15	11	enhance	enhance	VERB
iogr-1262	15	12	horizontal	horizontal	ADJ
iogr-1262	15	13	well	well	ADJ
iogr-1262	15	14	production	production	NOUN
iogr-1262	15	15	and	and	CCONJ
iogr-1262	15	16	improve	improve	VERB
iogr-1262	15	17	economic	economic	ADJ
iogr-1262	15	18	benefits	benefit	NOUN
iogr-1262	15	19	in	in	ADP
iogr-1262	15	20	tight	tight	ADJ
iogr-1262	15	21	oil	oil	NOUN
iogr-1262	15	22	horizontal	horizontal	ADJ
iogr-1262	15	23	wells	well	NOUN
iogr-1262	15	24	,	,	PUNCT
iogr-1262	15	25	and	and	CCONJ
iogr-1262	15	26	can	can	AUX
iogr-1262	15	27	also	also	ADV
iogr-1262	15	28	be	be	AUX
iogr-1262	15	29	applied	apply	VERB
iogr-1262	15	30	to	to	ADP
iogr-1262	15	31	similar	similar	ADJ
iogr-1262	15	32	field	field	NOUN
iogr-1262	15	33	development	development	NOUN
iogr-1262	15	34	and	and	CCONJ
iogr-1262	15	35	engineering	engineering	NOUN
iogr-1262	15	36	parameter	parameter	NOUN
iogr-1262	15	37	optimization	optimization	NOUN
iogr-1262	15	38	scenarios	scenario	NOUN
iogr-1262	15	39	.	.	PUNCT
iogr-1262	16	1	introduction	introduction	NOUN
iogr-1262	16	2	currently	currently	ADV
iogr-1262	16	3	,	,	PUNCT
iogr-1262	16	4	crude	crude	ADJ
iogr-1262	16	5	oil	oil	NOUN
iogr-1262	16	6	and	and	CCONJ
iogr-1262	16	7	natural	natural	ADJ
iogr-1262	16	8	gas	gas	NOUN
iogr-1262	16	9	play	play	VERB
iogr-1262	16	10	crucial	crucial	ADJ
iogr-1262	16	11	roles	role	NOUN
iogr-1262	16	12	in	in	ADP
iogr-1262	16	13	the	the	DET
iogr-1262	16	14	global	global	ADJ
iogr-1262	16	15	energy	energy	NOUN
iogr-1262	16	16	landscape	landscape	NOUN
iogr-1262	16	17	,	,	PUNCT
iogr-1262	16	18	providing	provide	VERB
iogr-1262	16	19	abundant	abundant	ADJ
iogr-1262	16	20	energy	energy	NOUN
iogr-1262	16	21	and	and	CCONJ
iogr-1262	16	22	resources	resource	NOUN
iogr-1262	16	23	for	for	ADP
iogr-1262	16	24	people	people	NOUN
iogr-1262	16	25	's	's	PART
iogr-1262	16	26	production	production	NOUN
iogr-1262	16	27	and	and	CCONJ
iogr-1262	16	28	daily	daily	ADJ
iogr-1262	16	29	lives	life	NOUN
iogr-1262	16	30	.	.	PUNCT
iogr-1262	17	1	simultaneously	simultaneously	ADV
iogr-1262	17	2	,	,	PUNCT
iogr-1262	17	3	the	the	DET
iogr-1262	17	4	extraction	extraction	NOUN
iogr-1262	17	5	of	of	ADP
iogr-1262	17	6	conventional	conventional	ADJ
iogr-1262	17	7	oil	oil	NOUN
iogr-1262	17	8	and	and	CCONJ
iogr-1262	17	9	gas	gas	NOUN
iogr-1262	17	10	resources	resource	NOUN
iogr-1262	17	11	is	be	AUX
iogr-1262	17	12	encountering	encounter	VERB
iogr-1262	17	13	increasingly	increasingly	ADV
iogr-1262	17	14	formidable	formidable	ADJ
iogr-1262	17	15	challenges	challenge	NOUN
iogr-1262	17	16	worldwide	worldwide	ADV
iogr-1262	17	17	,	,	PUNCT
iogr-1262	17	18	prompting	prompt	VERB
iogr-1262	17	19	unconventional	unconventional	ADJ
iogr-1262	17	20	oil	oil	NOUN
iogr-1262	17	21	and	and	CCONJ
iogr-1262	17	22	gas	gas	NOUN
iogr-1262	17	23	resources	resource	NOUN
iogr-1262	17	24	to	to	PART
iogr-1262	17	25	emerge	emerge	VERB
iogr-1262	17	26	as	as	ADP
iogr-1262	17	27	a	a	DET
iogr-1262	17	28	significant	significant	ADJ
iogr-1262	17	29	avenue	avenue	NOUN
iogr-1262	17	30	for	for	ADP
iogr-1262	17	31	the	the	DET
iogr-1262	17	32	development	development	NOUN
iogr-1262	17	33	of	of	ADP
iogr-1262	17	34	the	the	DET
iogr-1262	17	35	oil	oil	NOUN
iogr-1262	17	36	and	and	CCONJ
iogr-1262	17	37	gas	gas	NOUN
iogr-1262	17	38	industry	industry	NOUN
iogr-1262	17	39	(	(	PUNCT
iogr-1262	17	40	zou	zou	X
iogr-1262	17	41	et	et	PROPN
iogr-1262	17	42	al	al	PROPN
iogr-1262	17	43	.	.	PROPN
iogr-1262	17	44	2015	2015	NUM
iogr-1262	17	45	)	)	PUNCT
iogr-1262	17	46	.	.	PUNCT
iogr-1262	18	1	unconventional	unconventional	ADJ
iogr-1262	18	2	oil	oil	NOUN
iogr-1262	18	3	and	and	CCONJ
iogr-1262	18	4	gas	gas	NOUN
iogr-1262	18	5	resources	resource	NOUN
iogr-1262	18	6	primarily	primarily	ADV
iogr-1262	18	7	encompass	encompass	VERB
iogr-1262	18	8	tight	tight	ADJ
iogr-1262	18	9	oil	oil	NOUN
iogr-1262	18	10	,	,	PUNCT
iogr-1262	18	11	oil	oil	NOUN
iogr-1262	18	12	sands	sand	NOUN
iogr-1262	18	13	,	,	PUNCT
iogr-1262	18	14	shale	shale	NOUN
iogr-1262	18	15	gas	gas	NOUN
iogr-1262	18	16	,	,	PUNCT
iogr-1262	18	17	and	and	CCONJ
iogr-1262	18	18	natural	natural	ADJ
iogr-1262	18	19	gas	gas	NOUN
iogr-1262	18	20	hydrates	hydrate	NOUN
iogr-1262	18	21	.	.	PUNCT
iogr-1262	19	1	their	their	PRON
iogr-1262	19	2	extraction	extraction	NOUN
iogr-1262	19	3	poses	pose	VERB
iogr-1262	19	4	significant	significant	ADJ
iogr-1262	19	5	challenges	challenge	NOUN
iogr-1262	19	6	and	and	CCONJ
iogr-1262	19	7	comes	come	VERB
iogr-1262	19	8	with	with	ADP
iogr-1262	19	9	high	high	ADJ
iogr-1262	19	10	costs	cost	NOUN
iogr-1262	19	11	;	;	PUNCT
iogr-1262	19	12	however	however	ADV
iogr-1262	19	13	,	,	PUNCT
iogr-1262	19	14	they	they	PRON
iogr-1262	19	15	are	be	AUX
iogr-1262	19	16	characterized	characterize	VERB
iogr-1262	19	17	by	by	ADP
iogr-1262	19	18	substantial	substantial	ADJ
iogr-1262	19	19	development	development	NOUN
iogr-1262	19	20	potential	potential	NOUN
iogr-1262	19	21	and	and	CCONJ
iogr-1262	19	22	abundant	abundant	ADJ
iogr-1262	19	23	resources	resource	NOUN
iogr-1262	19	24	(	(	PUNCT
iogr-1262	19	25	rezaee	rezaee	ADJ
iogr-1262	19	26	2022	2022	NUM
iogr-1262	19	27	)	)	PUNCT
iogr-1262	19	28	.	.	PUNCT
iogr-1262	20	1	regarding	regard	VERB
iogr-1262	20	2	tight	tight	ADJ
iogr-1262	20	3	oil	oil	NOUN
iogr-1262	20	4	,	,	PUNCT
iogr-1262	20	5	it	it	PRON
iogr-1262	20	6	is	be	AUX
iogr-1262	20	7	commonly	commonly	ADV
iogr-1262	20	8	co	co	VERB
iogr-1262	20	9	-	-	VERB
iogr-1262	20	10	produced	produce	VERB
iogr-1262	20	11	alongside	alongside	ADP
iogr-1262	20	12	shale	shale	NOUN
iogr-1262	20	13	gas	gas	NOUN
iogr-1262	20	14	.	.	PUNCT
iogr-1262	21	1	led	lead	VERB
iogr-1262	21	2	by	by	ADP
iogr-1262	21	3	the	the	DET
iogr-1262	21	4	united	united	PROPN
iogr-1262	21	5	states	states	PROPN
iogr-1262	21	6	,	,	PUNCT
iogr-1262	21	7	effective	effective	ADJ
iogr-1262	21	8	development	development	NOUN
iogr-1262	21	9	of	of	ADP
iogr-1262	21	10	tight	tight	ADJ
iogr-1262	21	11	oil	oil	NOUN
iogr-1262	21	12	has	have	AUX
iogr-1262	21	13	also	also	ADV
iogr-1262	21	14	been	be	AUX
iogr-1262	21	15	achieved	achieve	VERB
iogr-1262	21	16	in	in	ADP
iogr-1262	21	17	canada	canada	PROPN
iogr-1262	21	18	and	and	CCONJ
iogr-1262	21	19	argentina	argentina	PROPN
iogr-1262	21	20	,	,	PUNCT
iogr-1262	21	21	with	with	ADP
iogr-1262	21	22	production	production	NOUN
iogr-1262	21	23	in	in	ADP
iogr-1262	21	24	2020	2020	NUM
iogr-1262	21	25	reaching	reach	VERB
iogr-1262	21	26	25	25	NUM
iogr-1262	21	27	million	million	NUM
iogr-1262	21	28	tons	ton	NOUN
iogr-1262	21	29	and	and	CCONJ
iogr-1262	21	30	5.2	5.2	NUM
iogr-1262	21	31	improved	improved	ADJ
iogr-1262	21	32	oil	oil	NOUN
iogr-1262	21	33	and	and	CCONJ
iogr-1262	21	34	gas	gas	NOUN
iogr-1262	21	35	recovery	recovery	NOUN
iogr-1262	21	36	2	2	NUM
iogr-1262	21	37	million	million	NUM
iogr-1262	21	38	tons	ton	NOUN
iogr-1262	21	39	,	,	PUNCT
iogr-1262	21	40	respectively	respectively	ADV
iogr-1262	21	41	,	,	PUNCT
iogr-1262	21	42	while	while	SCONJ
iogr-1262	21	43	the	the	DET
iogr-1262	21	44	total	total	ADJ
iogr-1262	21	45	production	production	NOUN
iogr-1262	21	46	of	of	ADP
iogr-1262	21	47	tight	tight	ADJ
iogr-1262	21	48	oil	oil	NOUN
iogr-1262	21	49	and	and	CCONJ
iogr-1262	21	50	shale	shale	NOUN
iogr-1262	21	51	oil	oil	NOUN
iogr-1262	21	52	in	in	ADP
iogr-1262	21	53	the	the	DET
iogr-1262	21	54	united	united	PROPN
iogr-1262	21	55	states	states	PROPN
iogr-1262	21	56	reached	reach	VERB
iogr-1262	21	57	350	350	NUM
iogr-1262	21	58	million	million	NUM
iogr-1262	21	59	tons	ton	NOUN
iogr-1262	21	60	(	(	PUNCT
iogr-1262	21	61	kelsey	kelsey	NOUN
iogr-1262	21	62	et	et	PROPN
iogr-1262	21	63	al	al	PROPN
iogr-1262	21	64	.	.	PROPN
iogr-1262	21	65	2016	2016	NUM
iogr-1262	21	66	)	)	PUNCT
iogr-1262	21	67	.	.	PUNCT
iogr-1262	22	1	substantial	substantial	ADJ
iogr-1262	22	2	remaining	remain	VERB
iogr-1262	22	3	oil	oil	NOUN
iogr-1262	22	4	in	in	ADP
iogr-1262	22	5	tight	tight	ADJ
iogr-1262	22	6	reservoirs	reservoir	NOUN
iogr-1262	22	7	remains	remain	VERB
iogr-1262	22	8	untapped	untapped	ADJ
iogr-1262	22	9	,	,	PUNCT
iogr-1262	22	10	prompting	prompt	VERB
iogr-1262	22	11	the	the	DET
iogr-1262	22	12	utilization	utilization	NOUN
iogr-1262	22	13	of	of	ADP
iogr-1262	22	14	fracturing	fracture	VERB
iogr-1262	22	15	techniques	technique	NOUN
iogr-1262	22	16	after	after	ADP
iogr-1262	22	17	depletion	depletion	NOUN
iogr-1262	22	18	-	-	PUNCT
iogr-1262	22	19	based	base	VERB
iogr-1262	22	20	extraction	extraction	NOUN
iogr-1262	22	21	to	to	PART
iogr-1262	22	22	boost	boost	VERB
iogr-1262	22	23	output	output	NOUN
iogr-1262	22	24	and	and	CCONJ
iogr-1262	22	25	extend	extend	VERB
iogr-1262	22	26	production	production	NOUN
iogr-1262	22	27	cycles	cycle	NOUN
iogr-1262	22	28	(	(	PUNCT
iogr-1262	22	29	todd	todd	NOUN
iogr-1262	22	30	and	and	CCONJ
iogr-1262	22	31	evans	evans	PROPN
iogr-1262	22	32	2016	2016	NUM
iogr-1262	22	33	)	)	PUNCT
iogr-1262	22	34	.	.	PUNCT
iogr-1262	23	1	given	give	VERB
iogr-1262	23	2	the	the	DET
iogr-1262	23	3	high	high	ADJ
iogr-1262	23	4	drilling	drilling	NOUN
iogr-1262	23	5	costs	cost	NOUN
iogr-1262	23	6	and	and	CCONJ
iogr-1262	23	7	potential	potential	ADJ
iogr-1262	23	8	environmental	environmental	ADJ
iogr-1262	23	9	issues	issue	NOUN
iogr-1262	23	10	associated	associate	VERB
iogr-1262	23	11	with	with	ADP
iogr-1262	23	12	hydraulic	hydraulic	ADJ
iogr-1262	23	13	fracturing	fracturing	NOUN
iogr-1262	23	14	,	,	PUNCT
iogr-1262	23	15	researches	research	VERB
iogr-1262	23	16	aimed	aim	VERB
iogr-1262	23	17	at	at	ADP
iogr-1262	23	18	enhancing	enhance	VERB
iogr-1262	23	19	recovery	recovery	NOUN
iogr-1262	23	20	in	in	ADP
iogr-1262	23	21	tight	tight	ADJ
iogr-1262	23	22	oil	oil	NOUN
iogr-1262	23	23	reservoirs	reservoir	NOUN
iogr-1262	23	24	have	have	AUX
iogr-1262	23	25	become	become	VERB
iogr-1262	23	26	exceptionally	exceptionally	ADV
iogr-1262	23	27	significant	significant	ADJ
iogr-1262	23	28	.	.	PUNCT
iogr-1262	24	1	the	the	DET
iogr-1262	24	2	hydraulic	hydraulic	ADJ
iogr-1262	24	3	fracturing	fracturing	NOUN
iogr-1262	24	4	technology	technology	NOUN
iogr-1262	24	5	for	for	ADP
iogr-1262	24	6	horizontal	horizontal	ADJ
iogr-1262	24	7	wells	well	NOUN
iogr-1262	24	8	is	be	AUX
iogr-1262	24	9	an	an	DET
iogr-1262	24	10	advanced	advanced	ADJ
iogr-1262	24	11	technique	technique	NOUN
iogr-1262	24	12	used	use	VERB
iogr-1262	24	13	to	to	PART
iogr-1262	24	14	enhance	enhance	VERB
iogr-1262	24	15	oil	oil	NOUN
iogr-1262	24	16	and	and	CCONJ
iogr-1262	24	17	gas	gas	NOUN
iogr-1262	24	18	recovery	recovery	NOUN
iogr-1262	24	19	rates	rate	NOUN
iogr-1262	24	20	.	.	PUNCT
iogr-1262	25	1	its	its	PRON
iogr-1262	25	2	fundamental	fundamental	ADJ
iogr-1262	25	3	principle	principle	NOUN
iogr-1262	25	4	involves	involve	VERB
iogr-1262	25	5	injecting	inject	VERB
iogr-1262	25	6	fracturing	fracturing	NOUN
iogr-1262	25	7	fluid	fluid	NOUN
iogr-1262	25	8	into	into	ADP
iogr-1262	25	9	a	a	DET
iogr-1262	25	10	horizontal	horizontal	ADJ
iogr-1262	25	11	well	well	NOUN
iogr-1262	25	12	under	under	ADP
iogr-1262	25	13	high	high	ADJ
iogr-1262	25	14	pressure	pressure	NOUN
iogr-1262	25	15	,	,	PUNCT
iogr-1262	25	16	creating	create	VERB
iogr-1262	25	17	fractures	fracture	NOUN
iogr-1262	25	18	within	within	ADP
iogr-1262	25	19	rock	rock	NOUN
iogr-1262	25	20	fissures	fissure	NOUN
iogr-1262	25	21	.	.	PUNCT
iogr-1262	26	1	this	this	DET
iogr-1262	26	2	process	process	NOUN
iogr-1262	26	3	enhances	enhance	VERB
iogr-1262	26	4	reservoir	reservoir	NOUN
iogr-1262	26	5	permeability	permeability	NOUN
iogr-1262	26	6	and	and	CCONJ
iogr-1262	26	7	effective	effective	ADJ
iogr-1262	26	8	porosity	porosity	NOUN
iogr-1262	26	9	,	,	PUNCT
iogr-1262	26	10	consequently	consequently	ADV
iogr-1262	26	11	increasing	increase	VERB
iogr-1262	26	12	the	the	DET
iogr-1262	26	13	recovery	recovery	NOUN
iogr-1262	26	14	rate	rate	NOUN
iogr-1262	26	15	of	of	ADP
iogr-1262	26	16	oil	oil	NOUN
iogr-1262	26	17	and	and	CCONJ
iogr-1262	26	18	gas	gas	NOUN
iogr-1262	26	19	(	(	PUNCT
iogr-1262	26	20	wu	wu	PROPN
iogr-1262	26	21	et	et	PROPN
iogr-1262	26	22	al	al	PROPN
iogr-1262	26	23	.	.	PROPN
iogr-1262	26	24	2012	2012	NUM
iogr-1262	26	25	)	)	PUNCT
iogr-1262	26	26	.	.	PUNCT
iogr-1262	27	1	as	as	ADP
iogr-1262	27	2	a	a	DET
iogr-1262	27	3	result	result	NOUN
iogr-1262	27	4	,	,	PUNCT
iogr-1262	27	5	optimizing	optimize	VERB
iogr-1262	27	6	fracturing	fracturing	NOUN
iogr-1262	27	7	parameters	parameter	NOUN
iogr-1262	27	8	is	be	AUX
iogr-1262	27	9	crucial	crucial	ADJ
iogr-1262	27	10	for	for	ADP
iogr-1262	27	11	successful	successful	ADJ
iogr-1262	27	12	hydraulic	hydraulic	ADJ
iogr-1262	27	13	fracturing	fracturing	NOUN
iogr-1262	27	14	.	.	PUNCT
iogr-1262	28	1	the	the	DET
iogr-1262	28	2	methods	method	NOUN
iogr-1262	28	3	for	for	ADP
iogr-1262	28	4	optimizing	optimize	VERB
iogr-1262	28	5	fracturing	fracturing	NOUN
iogr-1262	28	6	parameters	parameter	NOUN
iogr-1262	28	7	encompass	encompass	VERB
iogr-1262	28	8	traditional	traditional	ADJ
iogr-1262	28	9	empirical	empirical	ADJ
iogr-1262	28	10	formulas	formula	NOUN
iogr-1262	28	11	,	,	PUNCT
iogr-1262	28	12	physical	physical	ADJ
iogr-1262	28	13	simulations	simulation	NOUN
iogr-1262	28	14	,	,	PUNCT
iogr-1262	28	15	statistical	statistical	ADJ
iogr-1262	28	16	approaches	approach	NOUN
iogr-1262	28	17	,	,	PUNCT
iogr-1262	28	18	and	and	CCONJ
iogr-1262	28	19	machine	machine	NOUN
iogr-1262	28	20	learning	learn	VERB
iogr-1262	28	21	techniques	technique	NOUN
iogr-1262	28	22	.	.	PUNCT
iogr-1262	29	1	these	these	DET
iogr-1262	29	2	methods	method	NOUN
iogr-1262	29	3	aim	aim	VERB
iogr-1262	29	4	to	to	PART
iogr-1262	29	5	enhance	enhance	VERB
iogr-1262	29	6	the	the	DET
iogr-1262	29	7	productivity	productivity	NOUN
iogr-1262	29	8	and	and	CCONJ
iogr-1262	29	9	economic	economic	ADJ
iogr-1262	29	10	efficiency	efficiency	NOUN
iogr-1262	29	11	of	of	ADP
iogr-1262	29	12	horizontal	horizontal	ADJ
iogr-1262	29	13	wells	well	NOUN
iogr-1262	29	14	by	by	ADP
iogr-1262	29	15	optimizing	optimize	VERB
iogr-1262	29	16	parameters	parameter	NOUN
iogr-1262	29	17	,	,	PUNCT
iogr-1262	29	18	such	such	ADJ
iogr-1262	29	19	as	as	ADP
iogr-1262	29	20	fracturing	fracture	VERB
iogr-1262	29	21	fluid	fluid	NOUN
iogr-1262	29	22	concentration	concentration	NOUN
iogr-1262	29	23	,	,	PUNCT
iogr-1262	29	24	viscosity	viscosity	NOUN
iogr-1262	29	25	,	,	PUNCT
iogr-1262	29	26	and	and	CCONJ
iogr-1262	29	27	injection	injection	NOUN
iogr-1262	29	28	pressure.the	pressure.the	PRON
iogr-1262	29	29	following	follow	VERB
iogr-1262	29	30	outlines	outline	VERB
iogr-1262	29	31	the	the	DET
iogr-1262	29	32	evolution	evolution	NOUN
iogr-1262	29	33	of	of	ADP
iogr-1262	29	34	models	model	NOUN
iogr-1262	29	35	and	and	CCONJ
iogr-1262	29	36	optimization	optimization	NOUN
iogr-1262	29	37	of	of	ADP
iogr-1262	29	38	fracturing	fracture	VERB
iogr-1262	29	39	parameters	parameter	NOUN
iogr-1262	29	40	:	:	PUNCT
iogr-1262	29	41	cleary	cleary	PROPN
iogr-1262	29	42	(	(	PUNCT
iogr-1262	29	43	1980	1980	NUM
iogr-1262	29	44	)	)	PUNCT
iogr-1262	29	45	utilized	utilize	VERB
iogr-1262	29	46	experimental	experimental	ADJ
iogr-1262	29	47	data	datum	NOUN
iogr-1262	29	48	and	and	CCONJ
iogr-1262	29	49	mathematical	mathematical	ADJ
iogr-1262	29	50	models	model	NOUN
iogr-1262	29	51	to	to	PART
iogr-1262	29	52	establish	establish	VERB
iogr-1262	29	53	a	a	DET
iogr-1262	29	54	set	set	NOUN
iogr-1262	29	55	of	of	ADP
iogr-1262	29	56	design	design	NOUN
iogr-1262	29	57	formulas	formula	NOUN
iogr-1262	29	58	for	for	ADP
iogr-1262	29	59	predicting	predict	VERB
iogr-1262	29	60	fracture	fracture	NOUN
iogr-1262	29	61	pressure	pressure	NOUN
iogr-1262	29	62	and	and	CCONJ
iogr-1262	29	63	length	length	NOUN
iogr-1262	29	64	during	during	ADP
iogr-1262	29	65	hydraulic	hydraulic	ADJ
iogr-1262	29	66	fracturing	fracturing	NOUN
iogr-1262	29	67	.	.	PUNCT
iogr-1262	30	1	these	these	DET
iogr-1262	30	2	formulas	formula	NOUN
iogr-1262	30	3	aimed	aim	VERB
iogr-1262	30	4	to	to	PART
iogr-1262	30	5	optimize	optimize	VERB
iogr-1262	30	6	hydraulic	hydraulic	ADJ
iogr-1262	30	7	fracturing	fracturing	NOUN
iogr-1262	30	8	design	design	NOUN
iogr-1262	30	9	,	,	PUNCT
iogr-1262	30	10	enhancing	enhance	VERB
iogr-1262	30	11	efficiency	efficiency	NOUN
iogr-1262	30	12	and	and	CCONJ
iogr-1262	30	13	recovery	recovery	NOUN
iogr-1262	30	14	.	.	PUNCT
iogr-1262	31	1	yang	yang	PROPN
iogr-1262	31	2	et	et	PROPN
iogr-1262	31	3	al	al	PROPN
iogr-1262	31	4	.	.	PROPN
iogr-1262	31	5	(	(	PUNCT
iogr-1262	31	6	1996	1996	NUM
iogr-1262	31	7	)	)	PUNCT
iogr-1262	31	8	introduced	introduce	VERB
iogr-1262	31	9	a	a	DET
iogr-1262	31	10	method	method	NOUN
iogr-1262	31	11	employing	employ	VERB
iogr-1262	31	12	multivariate	multivariate	NOUN
iogr-1262	31	13	optimization	optimization	NOUN
iogr-1262	31	14	techniques	technique	NOUN
iogr-1262	31	15	for	for	ADP
iogr-1262	31	16	hydraulic	hydraulic	ADJ
iogr-1262	31	17	fracturing	fracturing	NOUN
iogr-1262	31	18	design	design	NOUN
iogr-1262	31	19	.	.	PUNCT
iogr-1262	32	1	by	by	ADP
iogr-1262	32	2	constructing	construct	VERB
iogr-1262	32	3	a	a	DET
iogr-1262	32	4	comprehensive	comprehensive	ADJ
iogr-1262	32	5	hydraulic	hydraulic	ADJ
iogr-1262	32	6	fracturing	fracturing	NOUN
iogr-1262	32	7	model	model	NOUN
iogr-1262	32	8	,	,	PUNCT
iogr-1262	32	9	this	this	DET
iogr-1262	32	10	approach	approach	NOUN
iogr-1262	32	11	incorporated	incorporate	VERB
iogr-1262	32	12	various	various	ADJ
iogr-1262	32	13	factors	factor	NOUN
iogr-1262	32	14	,	,	PUNCT
iogr-1262	32	15	such	such	ADJ
iogr-1262	32	16	as	as	ADP
iogr-1262	32	17	hydraulic	hydraulic	ADJ
iogr-1262	32	18	fracturing	fracturing	NOUN
iogr-1262	32	19	parameters	parameter	NOUN
iogr-1262	32	20	and	and	CCONJ
iogr-1262	32	21	reservoir	reservoir	NOUN
iogr-1262	32	22	properties	property	NOUN
iogr-1262	32	23	,	,	PUNCT
iogr-1262	32	24	and	and	CCONJ
iogr-1262	32	25	conducted	conduct	VERB
iogr-1262	32	26	comprehensive	comprehensive	ADJ
iogr-1262	32	27	parameter	parameter	NOUN
iogr-1262	32	28	optimization	optimization	NOUN
iogr-1262	32	29	to	to	PART
iogr-1262	32	30	achieve	achieve	VERB
iogr-1262	32	31	optimal	optimal	ADJ
iogr-1262	32	32	fracturing	fracturing	NOUN
iogr-1262	32	33	outcomes	outcome	NOUN
iogr-1262	32	34	.	.	PUNCT
iogr-1262	33	1	elrafie	elrafie	PROPN
iogr-1262	33	2	and	and	CCONJ
iogr-1262	33	3	wattenbarger	wattenbarger	X
iogr-1262	33	4	(	(	PUNCT
iogr-1262	33	5	1997	1997	NUM
iogr-1262	33	6	)	)	PUNCT
iogr-1262	33	7	employed	employ	VERB
iogr-1262	33	8	computational	computational	ADJ
iogr-1262	33	9	fluid	fluid	NOUN
iogr-1262	33	10	dynamics	dynamic	NOUN
iogr-1262	33	11	simulations	simulation	NOUN
iogr-1262	33	12	to	to	PART
iogr-1262	33	13	model	model	VERB
iogr-1262	33	14	the	the	DET
iogr-1262	33	15	hydraulic	hydraulic	ADJ
iogr-1262	33	16	fracturing	fracturing	NOUN
iogr-1262	33	17	process	process	NOUN
iogr-1262	33	18	.	.	PUNCT
iogr-1262	34	1	sensitivity	sensitivity	NOUN
iogr-1262	34	2	analyses	analysis	NOUN
iogr-1262	34	3	were	be	AUX
iogr-1262	34	4	performed	perform	VERB
iogr-1262	34	5	on	on	ADP
iogr-1262	34	6	fracturing	fracture	VERB
iogr-1262	34	7	parameters	parameter	NOUN
iogr-1262	34	8	and	and	CCONJ
iogr-1262	34	9	well	well	ADV
iogr-1262	34	10	spacing	spacing	NOUN
iogr-1262	34	11	.	.	PUNCT
iogr-1262	35	1	by	by	ADP
iogr-1262	35	2	contrasting	contrast	VERB
iogr-1262	35	3	production	production	NOUN
iogr-1262	35	4	from	from	ADP
iogr-1262	35	5	horizontal	horizontal	ADJ
iogr-1262	35	6	and	and	CCONJ
iogr-1262	35	7	vertical	vertical	ADJ
iogr-1262	35	8	wells	well	NOUN
iogr-1262	35	9	,	,	PUNCT
iogr-1262	35	10	recommendations	recommendation	NOUN
iogr-1262	35	11	for	for	ADP
iogr-1262	35	12	optimal	optimal	ADJ
iogr-1262	35	13	horizontal	horizontal	ADJ
iogr-1262	35	14	well	well	ADV
iogr-1262	35	15	and	and	CCONJ
iogr-1262	35	16	fracturing	fracture	VERB
iogr-1262	35	17	designs	design	NOUN
iogr-1262	35	18	for	for	ADP
iogr-1262	35	19	the	the	DET
iogr-1262	35	20	reservoir	reservoir	NOUN
iogr-1262	35	21	were	be	AUX
iogr-1262	35	22	proposed	propose	VERB
iogr-1262	35	23	.	.	PUNCT
iogr-1262	36	1	dahaghi	dahaghi	PROPN
iogr-1262	36	2	(	(	PUNCT
iogr-1262	36	3	2010	2010	NUM
iogr-1262	36	4	)	)	PUNCT
iogr-1262	36	5	employed	employ	VERB
iogr-1262	36	6	numerical	numerical	PROPN
iogr-1262	36	7	simulation	simulation	PROPN
iogr-1262	36	8	methods	method	NOUN
iogr-1262	36	9	to	to	PART
iogr-1262	36	10	analyze	analyze	VERB
iogr-1262	36	11	gas	gas	NOUN
iogr-1262	36	12	recovery	recovery	NOUN
iogr-1262	36	13	and	and	CCONJ
iogr-1262	36	14	carbon	carbon	NOUN
iogr-1262	36	15	dioxide	dioxide	NOUN
iogr-1262	36	16	sequestration	sequestration	NOUN
iogr-1262	36	17	processes	process	NOUN
iogr-1262	36	18	.	.	PUNCT
iogr-1262	37	1	different	different	ADJ
iogr-1262	37	2	parameters	parameter	NOUN
iogr-1262	37	3	'	'	PART
iogr-1262	37	4	impacts	impact	NOUN
iogr-1262	37	5	on	on	ADP
iogr-1262	37	6	reservoir	reservoir	NOUN
iogr-1262	37	7	pressure	pressure	NOUN
iogr-1262	37	8	,	,	PUNCT
iogr-1262	37	9	pore	pore	ADJ
iogr-1262	37	10	pressure	pressure	NOUN
iogr-1262	37	11	,	,	PUNCT
iogr-1262	37	12	and	and	CCONJ
iogr-1262	37	13	saturation	saturation	NOUN
iogr-1262	37	14	were	be	AUX
iogr-1262	37	15	explored	explore	VERB
iogr-1262	37	16	.	.	PUNCT
iogr-1262	38	1	it	it	PRON
iogr-1262	38	2	was	be	AUX
iogr-1262	38	3	found	find	VERB
iogr-1262	38	4	that	that	SCONJ
iogr-1262	38	5	utilizing	utilize	VERB
iogr-1262	38	6	logarithmically	logarithmically	ADV
iogr-1262	38	7	spaced	space	VERB
iogr-1262	38	8	locally	locally	ADV
iogr-1262	38	9	refined	refine	VERB
iogr-1262	38	10	grids	grid	NOUN
iogr-1262	38	11	accurately	accurately	ADV
iogr-1262	38	12	simulated	simulate	VERB
iogr-1262	38	13	the	the	DET
iogr-1262	38	14	volume	volume	NOUN
iogr-1262	38	15	fractured	fractured	ADJ
iogr-1262	38	16	region	region	NOUN
iogr-1262	38	17	of	of	ADP
iogr-1262	38	18	horizontal	horizontal	ADJ
iogr-1262	38	19	wells	well	NOUN
iogr-1262	38	20	during	during	ADP
iogr-1262	38	21	hydraulic	hydraulic	ADJ
iogr-1262	38	22	fracturing	fracturing	NOUN
iogr-1262	38	23	simulations	simulation	NOUN
iogr-1262	38	24	.	.	PUNCT
iogr-1262	39	1	cipolla	cipolla	PROPN
iogr-1262	39	2	et	et	PROPN
iogr-1262	39	3	al	al	PROPN
iogr-1262	39	4	.	.	PROPN
iogr-1262	39	5	(	(	PUNCT
iogr-1262	39	6	2010	2010	NUM
iogr-1262	39	7	)	)	PUNCT
iogr-1262	39	8	introduced	introduce	VERB
iogr-1262	39	9	an	an	DET
iogr-1262	39	10	analysis	analysis	NOUN
iogr-1262	39	11	method	method	NOUN
iogr-1262	39	12	for	for	ADP
iogr-1262	39	13	reservoir	reservoir	NOUN
iogr-1262	39	14	properties	property	NOUN
iogr-1262	39	15	and	and	CCONJ
iogr-1262	39	16	productivity	productivity	NOUN
iogr-1262	39	17	characteristics	characteristic	NOUN
iogr-1262	39	18	,	,	PUNCT
iogr-1262	39	19	along	along	ADP
iogr-1262	39	20	with	with	ADP
iogr-1262	39	21	a	a	DET
iogr-1262	39	22	fluid	fluid	ADJ
iogr-1262	39	23	dynamics	dynamic	NOUN
iogr-1262	39	24	model	model	NOUN
iogr-1262	39	25	.	.	PUNCT
iogr-1262	40	1	this	this	PRON
iogr-1262	40	2	enabled	enable	VERB
iogr-1262	40	3	the	the	DET
iogr-1262	40	4	holistic	holistic	ADJ
iogr-1262	40	5	modeling	modeling	NOUN
iogr-1262	40	6	of	of	ADP
iogr-1262	40	7	complex	complex	ADJ
iogr-1262	40	8	fracture	fracture	NOUN
iogr-1262	40	9	networks	network	NOUN
iogr-1262	40	10	in	in	ADP
iogr-1262	40	11	tight	tight	ADJ
iogr-1262	40	12	reservoirs	reservoir	NOUN
iogr-1262	40	13	,	,	PUNCT
iogr-1262	40	14	validated	validate	VERB
iogr-1262	40	15	through	through	ADP
iogr-1262	40	16	microseismic	microseismic	ADJ
iogr-1262	40	17	monitoring	monitoring	NOUN
iogr-1262	40	18	results	result	NOUN
iogr-1262	40	19	.	.	PUNCT
iogr-1262	41	1	zhou	zhou	PROPN
iogr-1262	41	2	et	et	PROPN
iogr-1262	41	3	al	al	PROPN
iogr-1262	41	4	.	.	PROPN
iogr-1262	41	5	(	(	PUNCT
iogr-1262	41	6	2014	2014	NUM
iogr-1262	41	7	)	)	PUNCT
iogr-1262	41	8	employed	employ	VERB
iogr-1262	41	9	data	datum	NOUN
iogr-1262	41	10	mining	mining	NOUN
iogr-1262	41	11	techniques	technique	NOUN
iogr-1262	41	12	to	to	PART
iogr-1262	41	13	assess	assess	VERB
iogr-1262	41	14	production	production	NOUN
iogr-1262	41	15	performance	performance	NOUN
iogr-1262	41	16	in	in	ADP
iogr-1262	41	17	the	the	DET
iogr-1262	41	18	marcellus	marcellus	PROPN
iogr-1262	41	19	shale	shale	NOUN
iogr-1262	41	20	gas	gas	NOUN
iogr-1262	41	21	region	region	NOUN
iogr-1262	41	22	.	.	PUNCT
iogr-1262	42	1	they	they	PRON
iogr-1262	42	2	applied	apply	VERB
iogr-1262	42	3	classification	classification	NOUN
iogr-1262	42	4	and	and	CCONJ
iogr-1262	42	5	regression	regression	NOUN
iogr-1262	42	6	algorithms	algorithm	NOUN
iogr-1262	42	7	from	from	ADP
iogr-1262	42	8	machine	machine	NOUN
iogr-1262	42	9	learning	learn	VERB
iogr-1262	42	10	to	to	PART
iogr-1262	42	11	process	process	VERB
iogr-1262	42	12	and	and	CCONJ
iogr-1262	42	13	model	model	VERB
iogr-1262	42	14	the	the	DET
iogr-1262	42	15	data	datum	NOUN
iogr-1262	42	16	,	,	PUNCT
iogr-1262	42	17	subsequently	subsequently	ADV
iogr-1262	42	18	validating	validate	VERB
iogr-1262	42	19	their	their	PRON
iogr-1262	42	20	models	model	NOUN
iogr-1262	42	21	.	.	PUNCT
iogr-1262	43	1	the	the	DET
iogr-1262	43	2	study	study	NOUN
iogr-1262	43	3	demonstrated	demonstrate	VERB
iogr-1262	43	4	that	that	SCONJ
iogr-1262	43	5	data	data	NOUN
iogr-1262	43	6	-	-	PUNCT
iogr-1262	43	7	driven	drive	VERB
iogr-1262	43	8	methods	method	NOUN
iogr-1262	43	9	effectively	effectively	ADV
iogr-1262	43	10	predicted	predict	VERB
iogr-1262	43	11	shale	shale	NOUN
iogr-1262	43	12	gas	gas	NOUN
iogr-1262	43	13	well	well	NOUN
iogr-1262	43	14	production	production	NOUN
iogr-1262	43	15	performance	performance	NOUN
iogr-1262	43	16	,	,	PUNCT
iogr-1262	43	17	offering	offer	VERB
iogr-1262	43	18	valuable	valuable	ADJ
iogr-1262	43	19	insights	insight	NOUN
iogr-1262	43	20	for	for	ADP
iogr-1262	43	21	optimizing	optimize	VERB
iogr-1262	43	22	production	production	NOUN
iogr-1262	43	23	control	control	NOUN
iogr-1262	43	24	.	.	PUNCT
iogr-1262	44	1	schuetter	schuetter	PROPN
iogr-1262	44	2	et	et	PROPN
iogr-1262	44	3	al	al	PROPN
iogr-1262	44	4	.	.	PROPN
iogr-1262	45	1	(	(	PUNCT
iogr-1262	45	2	2018	2018	NUM
iogr-1262	45	3	)	)	PUNCT
iogr-1262	45	4	utilized	utilize	VERB
iogr-1262	45	5	data	datum	NOUN
iogr-1262	45	6	analysis	analysis	NOUN
iogr-1262	45	7	methods	method	NOUN
iogr-1262	45	8	to	to	PART
iogr-1262	45	9	construct	construct	VERB
iogr-1262	45	10	predictive	predictive	ADJ
iogr-1262	45	11	models	model	NOUN
iogr-1262	45	12	for	for	ADP
iogr-1262	45	13	unconventional	unconventional	ADJ
iogr-1262	45	14	shale	shale	NOUN
iogr-1262	45	15	oil	oil	NOUN
iogr-1262	45	16	and	and	CCONJ
iogr-1262	45	17	gas	gas	NOUN
iogr-1262	45	18	reservoir	reservoir	NOUN
iogr-1262	45	19	production	production	NOUN
iogr-1262	45	20	.	.	PUNCT
iogr-1262	46	1	they	they	PRON
iogr-1262	46	2	employed	employ	VERB
iogr-1262	46	3	multivariate	multivariate	NOUN
iogr-1262	46	4	linear	linear	PROPN
iogr-1262	46	5	regression	regression	NOUN
iogr-1262	46	6	and	and	CCONJ
iogr-1262	46	7	k	k	NOUN
iogr-1262	46	8	-	-	PUNCT
iogr-1262	46	9	nearest	near	ADJ
iogr-1262	46	10	neighbors	neighbor	NOUN
iogr-1262	46	11	algorithms	algorithm	NOUN
iogr-1262	46	12	,	,	PUNCT
iogr-1262	46	13	evaluating	evaluate	VERB
iogr-1262	46	14	and	and	CCONJ
iogr-1262	46	15	optimizing	optimize	VERB
iogr-1262	46	16	their	their	PRON
iogr-1262	46	17	models	model	NOUN
iogr-1262	46	18	.	.	PUNCT
iogr-1262	47	1	the	the	DET
iogr-1262	47	2	results	result	NOUN
iogr-1262	47	3	indicated	indicate	VERB
iogr-1262	47	4	that	that	SCONJ
iogr-1262	47	5	both	both	DET
iogr-1262	47	6	methods	method	NOUN
iogr-1262	47	7	were	be	AUX
iogr-1262	47	8	effective	effective	ADJ
iogr-1262	47	9	for	for	ADP
iogr-1262	47	10	predicting	predict	VERB
iogr-1262	47	11	reservoir	reservoir	NOUN
iogr-1262	47	12	production	production	NOUN
iogr-1262	47	13	in	in	ADP
iogr-1262	47	14	shale	shale	NOUN
iogr-1262	47	15	oil	oil	NOUN
iogr-1262	47	16	and	and	CCONJ
iogr-1262	47	17	gas	gas	NOUN
iogr-1262	47	18	formations	formation	NOUN
iogr-1262	47	19	,	,	PUNCT
iogr-1262	47	20	exhibiting	exhibit	VERB
iogr-1262	47	21	high	high	ADJ
iogr-1262	47	22	predictive	predictive	ADJ
iogr-1262	47	23	accuracy	accuracy	NOUN
iogr-1262	47	24	across	across	ADP
iogr-1262	47	25	different	different	ADJ
iogr-1262	47	26	datasets	dataset	NOUN
iogr-1262	47	27	.	.	PUNCT
iogr-1262	48	1	luo	luo	PROPN
iogr-1262	48	2	et	et	PROPN
iogr-1262	48	3	al	al	PROPN
iogr-1262	48	4	.	.	PROPN
iogr-1262	49	1	(	(	PUNCT
iogr-1262	49	2	2019	2019	NUM
iogr-1262	49	3	)	)	PUNCT
iogr-1262	49	4	utilized	utilize	VERB
iogr-1262	49	5	three	three	NUM
iogr-1262	49	6	machine	machine	NOUN
iogr-1262	49	7	learning	learning	NOUN
iogr-1262	49	8	methods	method	NOUN
iogr-1262	49	9	(	(	PUNCT
iogr-1262	49	10	neural	neural	ADJ
iogr-1262	49	11	networks	network	NOUN
iogr-1262	49	12	,	,	PUNCT
iogr-1262	49	13	decision	decision	NOUN
iogr-1262	49	14	trees	tree	NOUN
iogr-1262	49	15	,	,	PUNCT
iogr-1262	49	16	and	and	CCONJ
iogr-1262	49	17	support	support	VERB
iogr-1262	49	18	vector	vector	NOUN
iogr-1262	49	19	machines	machine	NOUN
iogr-1262	49	20	)	)	PUNCT
iogr-1262	49	21	to	to	PART
iogr-1262	49	22	perform	perform	VERB
iogr-1262	49	23	extensive	extensive	ADJ
iogr-1262	49	24	data	datum	NOUN
iogr-1262	49	25	analysis	analysis	NOUN
iogr-1262	49	26	on	on	ADP
iogr-1262	49	27	bakken	bakken	PROPN
iogr-1262	49	28	shale	shale	PROPN
iogr-1262	49	29	oil	oil	PROPN
iogr-1262	49	30	horizontal	horizontal	ADJ
iogr-1262	49	31	wells	well	NOUN
iogr-1262	49	32	.	.	PUNCT
iogr-1262	50	1	leveraging	leverage	VERB
iogr-1262	50	2	historical	historical	ADJ
iogr-1262	50	3	production	production	NOUN
iogr-1262	50	4	data	datum	NOUN
iogr-1262	50	5	and	and	CCONJ
iogr-1262	50	6	multiple	multiple	ADJ
iogr-1262	50	7	influencing	influence	VERB
iogr-1262	50	8	factors	factor	NOUN
iogr-1262	50	9	such	such	ADJ
iogr-1262	50	10	as	as	ADP
iogr-1262	50	11	geological	geological	ADJ
iogr-1262	50	12	attributes	attribute	NOUN
iogr-1262	50	13	,	,	PUNCT
iogr-1262	50	14	fracturing	fracturing	NOUN
iogr-1262	50	15	parameters	parameter	NOUN
iogr-1262	50	16	,	,	PUNCT
iogr-1262	50	17	and	and	CCONJ
iogr-1262	50	18	production	production	NOUN
iogr-1262	50	19	strategies	strategy	NOUN
iogr-1262	50	20	,	,	PUNCT
iogr-1262	50	21	they	they	PRON
iogr-1262	50	22	established	establish	VERB
iogr-1262	50	23	predictive	predictive	ADJ
iogr-1262	50	24	models	model	NOUN
iogr-1262	50	25	.	.	PUNCT
iogr-1262	51	1	the	the	DET
iogr-1262	51	2	outcomes	outcome	NOUN
iogr-1262	51	3	demonstrated	demonstrate	VERB
iogr-1262	51	4	that	that	SCONJ
iogr-1262	51	5	machine	machine	NOUN
iogr-1262	51	6	learning	learning	NOUN
iogr-1262	51	7	models	model	NOUN
iogr-1262	51	8	accurately	accurately	ADV
iogr-1262	51	9	forecasted	forecast	VERB
iogr-1262	51	10	well	well	ADJ
iogr-1262	51	11	production	production	NOUN
iogr-1262	51	12	performance	performance	NOUN
iogr-1262	51	13	and	and	CCONJ
iogr-1262	51	14	offered	offer	VERB
iogr-1262	51	15	recommendations	recommendation	NOUN
iogr-1262	51	16	for	for	ADP
iogr-1262	51	17	production	production	NOUN
iogr-1262	51	18	optimization	optimization	NOUN
iogr-1262	51	19	.	.	PUNCT
iogr-1262	52	1	duplyakov	duplyakov	PROPN
iogr-1262	52	2	et	et	PROPN
iogr-1262	52	3	al	al	PROPN
iogr-1262	52	4	.	.	PROPN
iogr-1262	53	1	(	(	PUNCT
iogr-1262	53	2	2020	2020	NUM
iogr-1262	53	3	)	)	PUNCT
iogr-1262	53	4	employed	employ	VERB
iogr-1262	53	5	machine	machine	NOUN
iogr-1262	53	6	learning	learn	VERB
iogr-1262	53	7	techniques	technique	NOUN
iogr-1262	53	8	for	for	ADP
iogr-1262	53	9	optimizing	optimize	VERB
iogr-1262	53	10	hydraulic	hydraulic	ADJ
iogr-1262	53	11	fracturing	fracturing	NOUN
iogr-1262	53	12	design	design	NOUN
iogr-1262	53	13	using	use	VERB
iogr-1262	53	14	field	field	NOUN
iogr-1262	53	15	data	datum	NOUN
iogr-1262	53	16	.	.	PUNCT
iogr-1262	54	1	they	they	PRON
iogr-1262	54	2	improved	improve	VERB
iogr-1262	54	3	oil	oil	NOUN
iogr-1262	54	4	and	and	CCONJ
iogr-1262	54	5	gas	gas	NOUN
iogr-1262	54	6	recovery	recovery	NOUN
iogr-1262	54	7	3	3	NUM
iogr-1262	54	8	developed	develop	VERB
iogr-1262	54	9	a	a	DET
iogr-1262	54	10	digital	digital	ADJ
iogr-1262	54	11	database	database	NOUN
iogr-1262	54	12	and	and	CCONJ
iogr-1262	54	13	employed	employ	VERB
iogr-1262	54	14	various	various	ADJ
iogr-1262	54	15	machine	machine	NOUN
iogr-1262	54	16	learning	learn	VERB
iogr-1262	54	17	algorithms	algorithm	NOUN
iogr-1262	54	18	to	to	PART
iogr-1262	54	19	analyze	analyze	VERB
iogr-1262	54	20	and	and	CCONJ
iogr-1262	54	21	model	model	NOUN
iogr-1262	54	22	field	field	NOUN
iogr-1262	54	23	data	datum	NOUN
iogr-1262	54	24	,	,	PUNCT
iogr-1262	54	25	predicting	predict	VERB
iogr-1262	54	26	optimal	optimal	ADJ
iogr-1262	54	27	fracturing	fracturing	NOUN
iogr-1262	54	28	design	design	NOUN
iogr-1262	54	29	parameters	parameter	NOUN
iogr-1262	54	30	and	and	CCONJ
iogr-1262	54	31	production	production	NOUN
iogr-1262	54	32	enhancement	enhancement	NOUN
iogr-1262	54	33	.	.	PUNCT
iogr-1262	55	1	the	the	DET
iogr-1262	55	2	effectiveness	effectiveness	NOUN
iogr-1262	55	3	of	of	ADP
iogr-1262	55	4	the	the	DET
iogr-1262	55	5	model	model	NOUN
iogr-1262	55	6	was	be	AUX
iogr-1262	55	7	validated	validate	VERB
iogr-1262	55	8	through	through	ADP
iogr-1262	55	9	field	field	NOUN
iogr-1262	55	10	experiments	experiment	NOUN
iogr-1262	55	11	,	,	PUNCT
iogr-1262	55	12	demonstrating	demonstrate	VERB
iogr-1262	55	13	the	the	DET
iogr-1262	55	14	potential	potential	NOUN
iogr-1262	55	15	of	of	ADP
iogr-1262	55	16	utilizing	utilize	VERB
iogr-1262	55	17	machine	machine	NOUN
iogr-1262	55	18	learning	learning	NOUN
iogr-1262	55	19	methods	method	NOUN
iogr-1262	55	20	for	for	ADP
iogr-1262	55	21	optimizing	optimize	VERB
iogr-1262	55	22	hydraulic	hydraulic	ADJ
iogr-1262	55	23	fracturing	fracturing	NOUN
iogr-1262	55	24	design	design	NOUN
iogr-1262	55	25	.	.	PUNCT
iogr-1262	56	1	dong	dong	PROPN
iogr-1262	56	2	et	et	PROPN
iogr-1262	56	3	al	al	PROPN
iogr-1262	56	4	.	.	PROPN
iogr-1262	57	1	(	(	PUNCT
iogr-1262	57	2	2022	2022	NUM
iogr-1262	57	3	)	)	PUNCT
iogr-1262	57	4	addressed	address	VERB
iogr-1262	57	5	issues	issue	NOUN
iogr-1262	57	6	with	with	ADP
iogr-1262	57	7	traditional	traditional	ADJ
iogr-1262	57	8	trial	trial	NOUN
iogr-1262	57	9	-	-	PUNCT
iogr-1262	57	10	and	and	CCONJ
iogr-1262	57	11	-	-	PUNCT
iogr-1262	57	12	error	error	NOUN
iogr-1262	57	13	-	-	PUNCT
iogr-1262	57	14	based	base	VERB
iogr-1262	57	15	hydraulic	hydraulic	ADJ
iogr-1262	57	16	fracturing	fracturing	NOUN
iogr-1262	57	17	parameter	parameter	NOUN
iogr-1262	57	18	optimization	optimization	NOUN
iogr-1262	57	19	methods	method	NOUN
iogr-1262	57	20	by	by	ADP
iogr-1262	57	21	introducing	introduce	VERB
iogr-1262	57	22	a	a	DET
iogr-1262	57	23	hybrid	hybrid	ADJ
iogr-1262	57	24	optimization	optimization	NOUN
iogr-1262	57	25	approach	approach	NOUN
iogr-1262	57	26	that	that	PRON
iogr-1262	57	27	combines	combine	VERB
iogr-1262	57	28	machine	machine	NOUN
iogr-1262	57	29	learning	learning	NOUN
iogr-1262	57	30	and	and	CCONJ
iogr-1262	57	31	evolutionary	evolutionary	ADJ
iogr-1262	57	32	algorithms	algorithm	NOUN
iogr-1262	57	33	.	.	PUNCT
iogr-1262	58	1	this	this	DET
iogr-1262	58	2	method	method	ADJ
iogr-1262	58	3	utilized	utilize	VERB
iogr-1262	58	4	machine	machine	NOUN
iogr-1262	58	5	learning	learn	VERB
iogr-1262	58	6	algorithms	algorithm	NOUN
iogr-1262	58	7	to	to	PART
iogr-1262	58	8	construct	construct	VERB
iogr-1262	58	9	a	a	DET
iogr-1262	58	10	hydraulic	hydraulic	ADJ
iogr-1262	58	11	fracturing	fracturing	NOUN
iogr-1262	58	12	model	model	NOUN
iogr-1262	58	13	based	base	VERB
iogr-1262	58	14	on	on	ADP
iogr-1262	58	15	experimental	experimental	ADJ
iogr-1262	58	16	data	datum	NOUN
iogr-1262	58	17	.	.	PUNCT
iogr-1262	59	1	subsequently	subsequently	ADV
iogr-1262	59	2	,	,	PUNCT
iogr-1262	59	3	evolutionary	evolutionary	ADJ
iogr-1262	59	4	algorithms	algorithm	NOUN
iogr-1262	59	5	were	be	AUX
iogr-1262	59	6	employed	employ	VERB
iogr-1262	59	7	to	to	PART
iogr-1262	59	8	optimize	optimize	VERB
iogr-1262	59	9	critical	critical	ADJ
iogr-1262	59	10	parameters	parameter	NOUN
iogr-1262	59	11	within	within	ADP
iogr-1262	59	12	the	the	DET
iogr-1262	59	13	model	model	NOUN
iogr-1262	59	14	,	,	PUNCT
iogr-1262	59	15	ultimately	ultimately	ADV
iogr-1262	59	16	yielding	yield	VERB
iogr-1262	59	17	the	the	DET
iogr-1262	59	18	optimal	optimal	ADJ
iogr-1262	59	19	combination	combination	NOUN
iogr-1262	59	20	of	of	ADP
iogr-1262	59	21	fracturing	fracture	VERB
iogr-1262	59	22	parameters	parameter	NOUN
iogr-1262	59	23	.	.	PUNCT
iogr-1262	60	1	however	however	ADV
iogr-1262	60	2	,	,	PUNCT
iogr-1262	60	3	optimizing	optimize	VERB
iogr-1262	60	4	fracturing	fracturing	NOUN
iogr-1262	60	5	parameters	parameter	NOUN
iogr-1262	60	6	in	in	ADP
iogr-1262	60	7	tight	tight	ADJ
iogr-1262	60	8	oil	oil	NOUN
iogr-1262	60	9	reservoirs	reservoir	NOUN
iogr-1262	60	10	presents	present	VERB
iogr-1262	60	11	several	several	ADJ
iogr-1262	60	12	challenges	challenge	NOUN
iogr-1262	60	13	and	and	CCONJ
iogr-1262	60	14	difficulties	difficulty	NOUN
iogr-1262	60	15	,	,	PUNCT
iogr-1262	60	16	such	such	ADJ
iogr-1262	60	17	as	as	ADP
iogr-1262	60	18	the	the	DET
iogr-1262	60	19	lack	lack	NOUN
iogr-1262	60	20	of	of	ADP
iogr-1262	60	21	precise	precise	ADJ
iogr-1262	60	22	physical	physical	ADJ
iogr-1262	60	23	models	model	NOUN
iogr-1262	60	24	and	and	CCONJ
iogr-1262	60	25	limited	limited	ADJ
iogr-1262	60	26	data	datum	NOUN
iogr-1262	60	27	.	.	PUNCT
iogr-1262	61	1	with	with	ADP
iogr-1262	61	2	the	the	DET
iogr-1262	61	3	rapid	rapid	ADJ
iogr-1262	61	4	advancement	advancement	NOUN
iogr-1262	61	5	of	of	ADP
iogr-1262	61	6	data	datum	NOUN
iogr-1262	61	7	science	science	NOUN
iogr-1262	61	8	in	in	ADP
iogr-1262	61	9	recent	recent	ADJ
iogr-1262	61	10	years	year	NOUN
iogr-1262	61	11	,	,	PUNCT
iogr-1262	61	12	big	big	ADJ
iogr-1262	61	13	data	datum	NOUN
iogr-1262	61	14	analytics	analytic	NOUN
iogr-1262	61	15	methods	method	NOUN
iogr-1262	61	16	have	have	AUX
iogr-1262	61	17	found	find	VERB
iogr-1262	61	18	extensive	extensive	ADJ
iogr-1262	61	19	application	application	NOUN
iogr-1262	61	20	in	in	ADP
iogr-1262	61	21	the	the	DET
iogr-1262	61	22	field	field	NOUN
iogr-1262	61	23	of	of	ADP
iogr-1262	61	24	oil	oil	NOUN
iogr-1262	61	25	and	and	CCONJ
iogr-1262	61	26	gas	gas	NOUN
iogr-1262	61	27	exploration	exploration	NOUN
iogr-1262	61	28	and	and	CCONJ
iogr-1262	61	29	development	development	NOUN
iogr-1262	61	30	(	(	PUNCT
iogr-1262	61	31	zhan	zhan	PROPN
iogr-1262	61	32	et	et	PROPN
iogr-1262	61	33	al	al	PROPN
iogr-1262	61	34	.	.	PROPN
iogr-1262	61	35	2019	2019	NUM
iogr-1262	61	36	;	;	PUNCT
iogr-1262	61	37	li	li	PROPN
iogr-1262	61	38	et	et	PROPN
iogr-1262	61	39	al	al	PROPN
iogr-1262	61	40	.	.	PROPN
iogr-1262	61	41	2022	2022	NUM
iogr-1262	61	42	)	)	PUNCT
iogr-1262	61	43	.	.	PUNCT
iogr-1262	62	1	simultaneously	simultaneously	ADV
iogr-1262	62	2	,	,	PUNCT
iogr-1262	62	3	machine	machine	NOUN
iogr-1262	62	4	learning	learning	NOUN
iogr-1262	62	5	-	-	PUNCT
iogr-1262	62	6	driven	drive	VERB
iogr-1262	62	7	optimization	optimization	NOUN
iogr-1262	62	8	of	of	ADP
iogr-1262	62	9	hydraulic	hydraulic	ADJ
iogr-1262	62	10	fracturing	fracturing	NOUN
iogr-1262	62	11	parameters	parameter	NOUN
iogr-1262	62	12	in	in	ADP
iogr-1262	62	13	horizontal	horizontal	ADJ
iogr-1262	62	14	wells	wells	PROPN
iogr-1262	62	15	necessitates	necessitate	VERB
iogr-1262	62	16	substantial	substantial	ADJ
iogr-1262	62	17	well	well	PROPN
iogr-1262	62	18	group	group	NOUN
iogr-1262	62	19	data	datum	NOUN
iogr-1262	62	20	,	,	PUNCT
iogr-1262	62	21	but	but	CCONJ
iogr-1262	62	22	this	this	PRON
iogr-1262	62	23	also	also	ADV
iogr-1262	62	24	gives	give	VERB
iogr-1262	62	25	rise	rise	NOUN
iogr-1262	62	26	to	to	ADP
iogr-1262	62	27	issues	issue	NOUN
iogr-1262	62	28	such	such	ADJ
iogr-1262	62	29	as	as	ADP
iogr-1262	62	30	large	large	ADJ
iogr-1262	62	31	data	datum	NOUN
iogr-1262	62	32	volumes	volume	NOUN
iogr-1262	62	33	and	and	CCONJ
iogr-1262	62	34	high	high	ADJ
iogr-1262	62	35	costs	cost	NOUN
iogr-1262	62	36	.	.	PUNCT
iogr-1262	63	1	to	to	PART
iogr-1262	63	2	address	address	VERB
iogr-1262	63	3	these	these	DET
iogr-1262	63	4	challenges	challenge	NOUN
iogr-1262	63	5	,	,	PUNCT
iogr-1262	63	6	this	this	DET
iogr-1262	63	7	research	research	NOUN
iogr-1262	63	8	aims	aim	VERB
iogr-1262	63	9	to	to	PART
iogr-1262	63	10	introduce	introduce	VERB
iogr-1262	63	11	a	a	DET
iogr-1262	63	12	novel	novel	ADJ
iogr-1262	63	13	process	process	NOUN
iogr-1262	63	14	for	for	ADP
iogr-1262	63	15	optimizing	optimize	VERB
iogr-1262	63	16	fracturing	fracturing	NOUN
iogr-1262	63	17	parameters	parameter	NOUN
iogr-1262	63	18	.	.	PUNCT
iogr-1262	64	1	specifically	specifically	ADV
iogr-1262	64	2	,	,	PUNCT
iogr-1262	64	3	it	it	PRON
iogr-1262	64	4	involves	involve	VERB
iogr-1262	64	5	the	the	DET
iogr-1262	64	6	utilization	utilization	NOUN
iogr-1262	64	7	of	of	ADP
iogr-1262	64	8	reservoir	reservoir	PROPN
iogr-1262	64	9	numerical	numerical	PROPN
iogr-1262	64	10	simulation	simulation	PROPN
iogr-1262	64	11	and	and	CCONJ
iogr-1262	64	12	machine	machine	NOUN
iogr-1262	64	13	learning	learn	VERB
iogr-1262	64	14	techniques	technique	NOUN
iogr-1262	64	15	to	to	PART
iogr-1262	64	16	optimize	optimize	VERB
iogr-1262	64	17	hydraulic	hydraulic	ADJ
iogr-1262	64	18	fracturing	fracturing	NOUN
iogr-1262	64	19	parameters	parameter	NOUN
iogr-1262	64	20	in	in	ADP
iogr-1262	64	21	horizontal	horizontal	ADJ
iogr-1262	64	22	wells	well	NOUN
iogr-1262	64	23	.	.	PUNCT
iogr-1262	65	1	by	by	ADP
iogr-1262	65	2	combining	combine	VERB
iogr-1262	65	3	numerical	numerical	ADJ
iogr-1262	65	4	simulation	simulation	NOUN
iogr-1262	65	5	with	with	ADP
iogr-1262	65	6	machine	machine	NOUN
iogr-1262	65	7	learning	learning	NOUN
iogr-1262	65	8	,	,	PUNCT
iogr-1262	65	9	it	it	PRON
iogr-1262	65	10	becomes	become	VERB
iogr-1262	65	11	possible	possible	ADJ
iogr-1262	65	12	to	to	PART
iogr-1262	65	13	achieve	achieve	VERB
iogr-1262	65	14	an	an	DET
iogr-1262	65	15	optimized	optimize	VERB
iogr-1262	65	16	prediction	prediction	NOUN
iogr-1262	65	17	of	of	ADP
iogr-1262	65	18	fracture	fracture	PROPN
iogr-1262	65	19	morphology	morphology	NOUN
iogr-1262	65	20	,	,	PUNCT
iogr-1262	65	21	production	production	NOUN
iogr-1262	65	22	capacity	capacity	NOUN
iogr-1262	65	23	,	,	PUNCT
iogr-1262	65	24	and	and	CCONJ
iogr-1262	65	25	fracturing	fracture	VERB
iogr-1262	65	26	parameters	parameter	NOUN
iogr-1262	65	27	in	in	ADP
iogr-1262	65	28	horizontal	horizontal	ADJ
iogr-1262	65	29	well	well	PROPN
iogr-1262	65	30	hydraulic	hydraulic	ADJ
iogr-1262	65	31	fracturing	fracturing	NOUN
iogr-1262	65	32	.	.	PUNCT
iogr-1262	66	1	such	such	DET
iogr-1262	66	2	a	a	DET
iogr-1262	66	3	comprehensive	comprehensive	ADJ
iogr-1262	66	4	approach	approach	NOUN
iogr-1262	66	5	harnesses	harness	NOUN
iogr-1262	66	6	the	the	DET
iogr-1262	66	7	strengths	strength	NOUN
iogr-1262	66	8	of	of	ADP
iogr-1262	66	9	both	both	DET
iogr-1262	66	10	methods	method	NOUN
iogr-1262	66	11	,	,	PUNCT
iogr-1262	66	12	establishing	establish	VERB
iogr-1262	66	13	predictive	predictive	ADJ
iogr-1262	66	14	models	model	NOUN
iogr-1262	66	15	from	from	ADP
iogr-1262	66	16	extensive	extensive	ADJ
iogr-1262	66	17	experimental	experimental	ADJ
iogr-1262	66	18	data	datum	NOUN
iogr-1262	66	19	to	to	PART
iogr-1262	66	20	further	far	ADV
iogr-1262	66	21	enhance	enhance	VERB
iogr-1262	66	22	the	the	DET
iogr-1262	66	23	efficiency	efficiency	NOUN
iogr-1262	66	24	and	and	CCONJ
iogr-1262	66	25	precision	precision	NOUN
iogr-1262	66	26	of	of	ADP
iogr-1262	66	27	hydraulic	hydraulic	ADJ
iogr-1262	66	28	fracturing	fracturing	NOUN
iogr-1262	66	29	.	.	PUNCT
iogr-1262	67	1	the	the	DET
iogr-1262	67	2	following	follow	VERB
iogr-1262	67	3	is	be	AUX
iogr-1262	67	4	a	a	DET
iogr-1262	67	5	detailed	detailed	ADJ
iogr-1262	67	6	explanation	explanation	NOUN
iogr-1262	67	7	of	of	ADP
iogr-1262	67	8	the	the	DET
iogr-1262	67	9	structure	structure	NOUN
iogr-1262	67	10	of	of	ADP
iogr-1262	67	11	the	the	DET
iogr-1262	67	12	article	article	NOUN
iogr-1262	67	13	.	.	PUNCT
iogr-1262	68	1	section	section	NOUN
iogr-1262	68	2	2	2	NUM
iogr-1262	68	3	presents	present	VERB
iogr-1262	68	4	the	the	DET
iogr-1262	68	5	machine	machine	NOUN
iogr-1262	68	6	learning	learn	VERB
iogr-1262	68	7	methods	method	NOUN
iogr-1262	68	8	employed	employ	VERB
iogr-1262	68	9	for	for	ADP
iogr-1262	68	10	parameter	parameter	NOUN
iogr-1262	68	11	optimization	optimization	NOUN
iogr-1262	68	12	,	,	PUNCT
iogr-1262	68	13	encompassing	encompass	VERB
iogr-1262	68	14	modeling	modeling	NOUN
iogr-1262	68	15	and	and	CCONJ
iogr-1262	68	16	prediction	prediction	NOUN
iogr-1262	68	17	of	of	ADP
iogr-1262	68	18	sequential	sequential	ADJ
iogr-1262	68	19	data	datum	NOUN
iogr-1262	68	20	,	,	PUNCT
iogr-1262	68	21	along	along	ADP
iogr-1262	68	22	with	with	ADP
iogr-1262	68	23	the	the	DET
iogr-1262	68	24	requisites	requisite	NOUN
iogr-1262	68	25	for	for	ADP
iogr-1262	68	26	data	datum	NOUN
iogr-1262	68	27	and	and	CCONJ
iogr-1262	68	28	model	model	NOUN
iogr-1262	68	29	establishment	establishment	NOUN
iogr-1262	68	30	,	,	PUNCT
iogr-1262	68	31	including	include	VERB
iogr-1262	68	32	dataset	dataset	NOUN
iogr-1262	68	33	generation	generation	NOUN
iogr-1262	68	34	.	.	PUNCT
iogr-1262	69	1	the	the	DET
iogr-1262	69	2	optimal	optimal	ADJ
iogr-1262	69	3	machine	machine	NOUN
iogr-1262	69	4	learning	learning	NOUN
iogr-1262	69	5	model	model	NOUN
iogr-1262	69	6	is	be	AUX
iogr-1262	69	7	identified	identify	VERB
iogr-1262	69	8	in	in	ADP
iogr-1262	69	9	section	section	NOUN
iogr-1262	69	10	3	3	NUM
iogr-1262	69	11	,	,	PUNCT
iogr-1262	69	12	followed	follow	VERB
iogr-1262	69	13	by	by	ADP
iogr-1262	69	14	a	a	DET
iogr-1262	69	15	single	single	ADJ
iogr-1262	69	16	-	-	PUNCT
iogr-1262	69	17	factor	factor	NOUN
iogr-1262	69	18	sensitivity	sensitivity	NOUN
iogr-1262	69	19	analysis	analysis	NOUN
iogr-1262	69	20	of	of	ADP
iogr-1262	69	21	fracturing	fracture	VERB
iogr-1262	69	22	parameters	parameter	NOUN
iogr-1262	69	23	.	.	PUNCT
iogr-1262	70	1	the	the	DET
iogr-1262	70	2	practical	practical	ADJ
iogr-1262	70	3	optimization	optimization	NOUN
iogr-1262	70	4	of	of	ADP
iogr-1262	70	5	fracturing	fracture	VERB
iogr-1262	70	6	parameters	parameter	NOUN
iogr-1262	70	7	outlined	outline	VERB
iogr-1262	70	8	in	in	ADP
iogr-1262	70	9	section	section	NOUN
iogr-1262	70	10	4	4	NUM
iogr-1262	70	11	.	.	PUNCT
iogr-1262	70	12	section	section	NOUN
iogr-1262	70	13	5	5	NUM
iogr-1262	70	14	encompasses	encompass	VERB
iogr-1262	70	15	discussion	discussion	NOUN
iogr-1262	70	16	and	and	CCONJ
iogr-1262	70	17	future	future	ADJ
iogr-1262	70	18	prospects	prospect	NOUN
iogr-1262	70	19	of	of	ADP
iogr-1262	70	20	this	this	DET
iogr-1262	70	21	study	study	NOUN
iogr-1262	70	22	.	.	PUNCT
iogr-1262	71	1	the	the	DET
iogr-1262	71	2	conclusion	conclusion	NOUN
iogr-1262	71	3	is	be	AUX
iogr-1262	71	4	presented	present	VERB
iogr-1262	71	5	in	in	ADP
iogr-1262	71	6	section	section	NOUN
iogr-1262	71	7	6	6	NUM
iogr-1262	71	8	.	.	PUNCT
iogr-1262	71	9	methodology	methodology	NOUN
iogr-1262	71	10	and	and	CCONJ
iogr-1262	71	11	workflow	workflow	VERB
iogr-1262	71	12	the	the	DET
iogr-1262	71	13	establishment	establishment	NOUN
iogr-1262	71	14	of	of	ADP
iogr-1262	71	15	a	a	DET
iogr-1262	71	16	machine	machine	NOUN
iogr-1262	71	17	learning	learn	VERB
iogr-1262	71	18	production	production	NOUN
iogr-1262	71	19	prediction	prediction	NOUN
iogr-1262	71	20	model	model	NOUN
iogr-1262	71	21	requires	require	VERB
iogr-1262	71	22	robust	robust	ADJ
iogr-1262	71	23	data	datum	NOUN
iogr-1262	71	24	support	support	NOUN
iogr-1262	71	25	,	,	PUNCT
iogr-1262	71	26	which	which	PRON
iogr-1262	71	27	can	can	AUX
iogr-1262	71	28	be	be	AUX
iogr-1262	71	29	achieved	achieve	VERB
iogr-1262	71	30	through	through	ADP
iogr-1262	71	31	the	the	DET
iogr-1262	71	32	integration	integration	NOUN
iogr-1262	71	33	of	of	ADP
iogr-1262	71	34	datasets	dataset	NOUN
iogr-1262	71	35	from	from	ADP
iogr-1262	71	36	reservoir	reservoir	PROPN
iogr-1262	71	37	numerical	numerical	PROPN
iogr-1262	71	38	simulation	simulation	PROPN
iogr-1262	71	39	,	,	PUNCT
iogr-1262	71	40	fracturing	fracturing	NOUN
iogr-1262	71	41	simulation	simulation	NOUN
iogr-1262	71	42	,	,	PUNCT
iogr-1262	71	43	and	and	CCONJ
iogr-1262	71	44	historical	historical	ADJ
iogr-1262	71	45	production	production	NOUN
iogr-1262	71	46	fitting	fitting	ADJ
iogr-1262	71	47	.	.	PUNCT
iogr-1262	72	1	however	however	ADV
iogr-1262	72	2	,	,	PUNCT
iogr-1262	72	3	in	in	ADP
iogr-1262	72	4	cases	case	NOUN
iogr-1262	72	5	where	where	SCONJ
iogr-1262	72	6	high	high	ADJ
iogr-1262	72	7	-	-	PUNCT
iogr-1262	72	8	quality	quality	NOUN
iogr-1262	72	9	real	real	ADJ
iogr-1262	72	10	data	datum	NOUN
iogr-1262	72	11	is	be	AUX
iogr-1262	72	12	scarce	scarce	ADJ
iogr-1262	72	13	or	or	CCONJ
iogr-1262	72	14	unavailable	unavailable	ADJ
iogr-1262	72	15	,	,	PUNCT
iogr-1262	72	16	synthetic	synthetic	ADJ
iogr-1262	72	17	data	datum	NOUN
iogr-1262	72	18	obtained	obtain	VERB
iogr-1262	72	19	from	from	ADP
iogr-1262	72	20	numerical	numerical	ADJ
iogr-1262	72	21	or	or	CCONJ
iogr-1262	72	22	analytical	analytical	ADJ
iogr-1262	72	23	simulations	simulation	NOUN
iogr-1262	72	24	can	can	AUX
iogr-1262	72	25	be	be	AUX
iogr-1262	72	26	utilized	utilize	VERB
iogr-1262	72	27	(	(	PUNCT
iogr-1262	72	28	kulga	kulga	NOUN
iogr-1262	72	29	et	et	PROPN
iogr-1262	72	30	al	al	PROPN
iogr-1262	72	31	.	.	PROPN
iogr-1262	72	32	2017	2017	NUM
iogr-1262	72	33	)	)	PUNCT
iogr-1262	72	34	.	.	PUNCT
iogr-1262	73	1	this	this	DET
iogr-1262	73	2	subsection	subsection	NOUN
iogr-1262	73	3	introduces	introduce	VERB
iogr-1262	73	4	geological	geological	ADJ
iogr-1262	73	5	description	description	NOUN
iogr-1262	73	6	of	of	ADP
iogr-1262	73	7	study	study	NOUN
iogr-1262	73	8	area	area	NOUN
iogr-1262	73	9	,	,	PUNCT
iogr-1262	73	10	tuning	tune	VERB
iogr-1262	73	11	reservoir	reservoir	NOUN
iogr-1262	73	12	parameters	parameter	NOUN
iogr-1262	73	13	through	through	ADP
iogr-1262	73	14	historical	historical	ADJ
iogr-1262	73	15	production	production	NOUN
iogr-1262	73	16	matching	matching	NOUN
iogr-1262	73	17	,	,	PUNCT
iogr-1262	73	18	and	and	CCONJ
iogr-1262	73	19	employing	employ	VERB
iogr-1262	73	20	reservoir	reservoir	PROPN
iogr-1262	73	21	numerical	numerical	PROPN
iogr-1262	73	22	simulation	simulation	PROPN
iogr-1262	73	23	to	to	PART
iogr-1262	73	24	generate	generate	VERB
iogr-1262	73	25	production	production	NOUN
iogr-1262	73	26	datasets	dataset	NOUN
iogr-1262	73	27	.	.	PUNCT
iogr-1262	74	1	and	and	CCONJ
iogr-1262	74	2	then	then	ADV
iogr-1262	74	3	,	,	PUNCT
iogr-1262	74	4	it	it	PRON
iogr-1262	74	5	introduces	introduce	VERB
iogr-1262	74	6	three	three	NUM
iogr-1262	74	7	machine	machine	NOUN
iogr-1262	74	8	learning	learn	VERB
iogr-1262	74	9	algorithms	algorithm	NOUN
iogr-1262	74	10	used	use	VERB
iogr-1262	74	11	to	to	PART
iogr-1262	74	12	forecast	forecast	VERB
iogr-1262	74	13	production	production	NOUN
iogr-1262	74	14	in	in	ADP
iogr-1262	74	15	this	this	DET
iogr-1262	74	16	study	study	NOUN
iogr-1262	74	17	.	.	PUNCT
iogr-1262	75	1	improved	improve	VERB
iogr-1262	75	2	oil	oil	NOUN
iogr-1262	75	3	and	and	CCONJ
iogr-1262	75	4	gas	gas	NOUN
iogr-1262	75	5	recovery	recovery	NOUN
iogr-1262	75	6	4	4	NUM
iogr-1262	75	7	figure	figure	NOUN
iogr-1262	75	8	1	1	NUM
iogr-1262	75	9	—	—	PUNCT
iogr-1262	75	10	structural	structural	ADJ
iogr-1262	75	11	flowchart	flowchart	NOUN
iogr-1262	75	12	for	for	ADP
iogr-1262	75	13	fracturing	fracture	VERB
iogr-1262	75	14	parameter	parameter	NOUN
iogr-1262	75	15	optimization	optimization	NOUN
iogr-1262	75	16	.	.	PUNCT
iogr-1262	76	1	figure	figure	NOUN
iogr-1262	76	2	1	1	NUM
iogr-1262	76	3	illustrates	illustrate	VERB
iogr-1262	76	4	the	the	DET
iogr-1262	76	5	workflow	workflow	NOUN
iogr-1262	76	6	for	for	ADP
iogr-1262	76	7	the	the	DET
iogr-1262	76	8	design	design	NOUN
iogr-1262	76	9	of	of	ADP
iogr-1262	76	10	fracturing	fracturing	NOUN
iogr-1262	76	11	parameter	parameter	NOUN
iogr-1262	76	12	optimization	optimization	NOUN
iogr-1262	76	13	.	.	PUNCT
iogr-1262	77	1	it	it	PRON
iogr-1262	77	2	begins	begin	VERB
iogr-1262	77	3	with	with	ADP
iogr-1262	77	4	the	the	DET
iogr-1262	77	5	establishment	establishment	NOUN
iogr-1262	77	6	of	of	ADP
iogr-1262	77	7	a	a	DET
iogr-1262	77	8	geological	geological	ADJ
iogr-1262	77	9	model	model	NOUN
iogr-1262	77	10	for	for	ADP
iogr-1262	77	11	the	the	DET
iogr-1262	77	12	study	study	NOUN
iogr-1262	77	13	area	area	NOUN
iogr-1262	77	14	,	,	PUNCT
iogr-1262	77	15	followed	follow	VERB
iogr-1262	77	16	by	by	ADP
iogr-1262	77	17	historical	historical	ADJ
iogr-1262	77	18	fitting	fitting	NOUN
iogr-1262	77	19	through	through	ADP
iogr-1262	77	20	hydraulic	hydraulic	ADJ
iogr-1262	77	21	fracturing	fracturing	NOUN
iogr-1262	77	22	.	.	PUNCT
iogr-1262	78	1	subsequently	subsequently	ADV
iogr-1262	78	2	,	,	PUNCT
iogr-1262	78	3	a	a	DET
iogr-1262	78	4	machine	machine	NOUN
iogr-1262	78	5	learning	learning	NOUN
iogr-1262	78	6	-	-	PUNCT
iogr-1262	78	7	required	require	VERB
iogr-1262	78	8	dataset	dataset	NOUN
iogr-1262	78	9	is	be	AUX
iogr-1262	78	10	generated	generate	VERB
iogr-1262	78	11	based	base	VERB
iogr-1262	78	12	on	on	ADP
iogr-1262	78	13	the	the	DET
iogr-1262	78	14	range	range	NOUN
iogr-1262	78	15	and	and	CCONJ
iogr-1262	78	16	distribution	distribution	NOUN
iogr-1262	78	17	of	of	ADP
iogr-1262	78	18	geological	geological	ADJ
iogr-1262	78	19	parameters	parameter	NOUN
iogr-1262	78	20	and	and	CCONJ
iogr-1262	78	21	fracturing	fracturing	NOUN
iogr-1262	78	22	parameters	parameter	NOUN
iogr-1262	78	23	.	.	PUNCT
iogr-1262	79	1	three	three	NUM
iogr-1262	79	2	machine	machine	NOUN
iogr-1262	79	3	learning	learning	NOUN
iogr-1262	79	4	models	model	NOUN
iogr-1262	79	5	are	be	AUX
iogr-1262	79	6	established	establish	VERB
iogr-1262	79	7	and	and	CCONJ
iogr-1262	79	8	compared	compare	VERB
iogr-1262	79	9	.	.	PUNCT
iogr-1262	80	1	finally	finally	ADV
iogr-1262	80	2	,	,	PUNCT
iogr-1262	80	3	the	the	DET
iogr-1262	80	4	best	good	ADJ
iogr-1262	80	5	production	production	NOUN
iogr-1262	80	6	prediction	prediction	NOUN
iogr-1262	80	7	machine	machine	NOUN
iogr-1262	80	8	learning	learning	NOUN
iogr-1262	80	9	model	model	NOUN
iogr-1262	80	10	is	be	AUX
iogr-1262	80	11	selected	select	VERB
iogr-1262	80	12	and	and	CCONJ
iogr-1262	80	13	further	far	ADV
iogr-1262	80	14	integrated	integrate	VERB
iogr-1262	80	15	with	with	ADP
iogr-1262	80	16	an	an	DET
iogr-1262	80	17	economic	economic	ADJ
iogr-1262	80	18	model	model	NOUN
iogr-1262	80	19	to	to	PART
iogr-1262	80	20	establish	establish	VERB
iogr-1262	80	21	the	the	DET
iogr-1262	80	22	fracturing	fracturing	NOUN
iogr-1262	80	23	parameter	parameter	PROPN
iogr-1262	80	24	optimization	optimization	NOUN
iogr-1262	80	25	model	model	NOUN
iogr-1262	80	26	,	,	PUNCT
iogr-1262	80	27	which	which	PRON
iogr-1262	80	28	is	be	AUX
iogr-1262	80	29	then	then	ADV
iogr-1262	80	30	subjected	subject	VERB
iogr-1262	80	31	to	to	ADP
iogr-1262	80	32	optimization	optimization	NOUN
iogr-1262	80	33	case	case	NOUN
iogr-1262	80	34	studies	study	NOUN
iogr-1262	80	35	.	.	PUNCT
iogr-1262	81	1	figure	figure	NOUN
iogr-1262	81	2	2	2	NUM
iogr-1262	81	3	—	—	PUNCT
iogr-1262	81	4	simplified	simplified	ADJ
iogr-1262	81	5	geological	geological	ADJ
iogr-1262	81	6	map	map	NOUN
iogr-1262	81	7	of	of	ADP
iogr-1262	81	8	the	the	DET
iogr-1262	81	9	chang	chang	PROPN
iogr-1262	81	10	7	7	NUM
iogr-1262	81	11	formation	formation	NOUN
iogr-1262	81	12	in	in	ADP
iogr-1262	81	13	the	the	DET
iogr-1262	81	14	ordos	ordo	NOUN
iogr-1262	81	15	basin	basin	NOUN
iogr-1262	81	16	.	.	PUNCT
iogr-1262	82	1	(	(	PUNCT
iogr-1262	82	2	a	a	X
iogr-1262	82	3	)	)	PUNCT
iogr-1262	82	4	depicts	depict	VERB
iogr-1262	82	5	the	the	DET
iogr-1262	82	6	tectonic	tectonic	ADJ
iogr-1262	82	7	framework	framework	NOUN
iogr-1262	82	8	of	of	ADP
iogr-1262	82	9	the	the	DET
iogr-1262	82	10	ordos	ordos	PROPN
iogr-1262	82	11	basin	basin	NOUN
iogr-1262	82	12	(	(	PUNCT
iogr-1262	82	13	data	datum	NOUN
iogr-1262	82	14	source	source	NOUN
iogr-1262	82	15	:	:	PUNCT
iogr-1262	82	16	hou	hou	PROPN
iogr-1262	82	17	et	et	PROPN
iogr-1262	82	18	al	al	PROPN
iogr-1262	82	19	.	.	PROPN
iogr-1262	82	20	2023	2023	NUM
iogr-1262	82	21	)	)	PUNCT
iogr-1262	82	22	.	.	PUNCT
iogr-1262	83	1	improved	improve	VERB
iogr-1262	83	2	oil	oil	NOUN
iogr-1262	83	3	and	and	CCONJ
iogr-1262	83	4	gas	gas	NOUN
iogr-1262	83	5	recovery	recovery	NOUN
iogr-1262	83	6	5	5	NUM
iogr-1262	83	7	research	research	NOUN
iogr-1262	83	8	area	area	NOUN
iogr-1262	83	9	.	.	PUNCT
iogr-1262	84	1	the	the	DET
iogr-1262	84	2	yanchang	yanchang	PROPN
iogr-1262	84	3	formation	formation	PROPN
iogr-1262	84	4	,	,	PUNCT
iogr-1262	84	5	consisting	consist	VERB
iogr-1262	84	6	of	of	ADP
iogr-1262	84	7	seven	seven	NUM
iogr-1262	84	8	segments	segment	NOUN
iogr-1262	84	9	,	,	PUNCT
iogr-1262	84	10	is	be	AUX
iogr-1262	84	11	an	an	DET
iogr-1262	84	12	important	important	ADJ
iogr-1262	84	13	reservoir	reservoir	NOUN
iogr-1262	84	14	in	in	ADP
iogr-1262	84	15	the	the	DET
iogr-1262	84	16	pankou	pankou	NOUN
iogr-1262	84	17	area	area	NOUN
iogr-1262	84	18	of	of	ADP
iogr-1262	84	19	ordos	ordos	PROPN
iogr-1262	84	20	basin	basin	NOUN
iogr-1262	84	21	.	.	PUNCT
iogr-1262	85	1	it	it	PRON
iogr-1262	85	2	is	be	AUX
iogr-1262	85	3	distributed	distribute	VERB
iogr-1262	85	4	in	in	ADP
iogr-1262	85	5	the	the	DET
iogr-1262	85	6	yan’an	yan’an	PROPN
iogr-1262	85	7	region	region	NOUN
iogr-1262	85	8	of	of	ADP
iogr-1262	85	9	shaanxi	shaanxi	PROPN
iogr-1262	85	10	province	province	PROPN
iogr-1262	85	11	and	and	CCONJ
iogr-1262	85	12	shizuishan	shizuishan	PROPN
iogr-1262	85	13	region	region	NOUN
iogr-1262	85	14	of	of	ADP
iogr-1262	85	15	ningxia	ningxia	PROPN
iogr-1262	85	16	,	,	PUNCT
iogr-1262	85	17	at	at	ADP
iogr-1262	85	18	the	the	DET
iogr-1262	85	19	border	border	NOUN
iogr-1262	85	20	between	between	ADP
iogr-1262	85	21	shaanxi	shaanxi	PROPN
iogr-1262	85	22	and	and	CCONJ
iogr-1262	85	23	inner	inner	ADJ
iogr-1262	85	24	mongolia	mongolia	PROPN
iogr-1262	85	25	.	.	PUNCT
iogr-1262	86	1	it	it	PRON
iogr-1262	86	2	is	be	AUX
iogr-1262	86	3	considered	consider	VERB
iogr-1262	86	4	as	as	ADP
iogr-1262	86	5	one	one	NUM
iogr-1262	86	6	of	of	ADP
iogr-1262	86	7	the	the	DET
iogr-1262	86	8	key	key	ADJ
iogr-1262	86	9	areas	area	NOUN
iogr-1262	86	10	for	for	ADP
iogr-1262	86	11	oil	oil	NOUN
iogr-1262	86	12	and	and	CCONJ
iogr-1262	86	13	gas	gas	NOUN
iogr-1262	86	14	exploration	exploration	NOUN
iogr-1262	86	15	and	and	CCONJ
iogr-1262	86	16	development	development	NOUN
iogr-1262	86	17	in	in	ADP
iogr-1262	86	18	this	this	DET
iogr-1262	86	19	region	region	NOUN
iogr-1262	86	20	.	.	PUNCT
iogr-1262	87	1	as	as	SCONJ
iogr-1262	87	2	shown	show	VERB
iogr-1262	87	3	in	in	ADP
iogr-1262	87	4	figure	figure	NOUN
iogr-1262	87	5	2	2	NUM
iogr-1262	87	6	,	,	PUNCT
iogr-1262	87	7	the	the	DET
iogr-1262	87	8	study	study	NOUN
iogr-1262	87	9	area	area	NOUN
iogr-1262	87	10	is	be	AUX
iogr-1262	87	11	located	locate	VERB
iogr-1262	87	12	in	in	ADP
iogr-1262	87	13	the	the	DET
iogr-1262	87	14	secondary	secondary	ADJ
iogr-1262	87	15	structural	structural	ADJ
iogr-1262	87	16	unit	unit	NOUN
iogr-1262	87	17	of	of	ADP
iogr-1262	87	18	the	the	DET
iogr-1262	87	19	yishan	yishan	PROPN
iogr-1262	87	20	slope	slope	NOUN
iogr-1262	87	21	,	,	PUNCT
iogr-1262	87	22	in	in	ADP
iogr-1262	87	23	the	the	DET
iogr-1262	87	24	southwestern	southwestern	ADJ
iogr-1262	87	25	part	part	NOUN
iogr-1262	87	26	of	of	ADP
iogr-1262	87	27	the	the	DET
iogr-1262	87	28	ordos	ordo	NOUN
iogr-1262	87	29	basin	basin	NOUN
iogr-1262	87	30	.	.	PUNCT
iogr-1262	88	1	this	this	DET
iogr-1262	88	2	region	region	NOUN
iogr-1262	88	3	is	be	AUX
iogr-1262	88	4	an	an	DET
iogr-1262	88	5	important	important	ADJ
iogr-1262	88	6	reservoir	reservoir	NOUN
iogr-1262	88	7	for	for	ADP
iogr-1262	88	8	tight	tight	ADJ
iogr-1262	88	9	oil	oil	NOUN
iogr-1262	88	10	and	and	CCONJ
iogr-1262	88	11	shale	shale	NOUN
iogr-1262	88	12	gas	gas	NOUN
iogr-1262	88	13	production	production	NOUN
iogr-1262	88	14	,	,	PUNCT
iogr-1262	88	15	with	with	ADP
iogr-1262	88	16	abundant	abundant	ADJ
iogr-1262	88	17	potential	potential	ADJ
iogr-1262	88	18	oil	oil	NOUN
iogr-1262	88	19	and	and	CCONJ
iogr-1262	88	20	gas	gas	NOUN
iogr-1262	88	21	resources	resource	NOUN
iogr-1262	88	22	.	.	PUNCT
iogr-1262	89	1	in	in	ADP
iogr-1262	89	2	the	the	DET
iogr-1262	89	3	research	research	NOUN
iogr-1262	89	4	field	field	NOUN
iogr-1262	89	5	,	,	PUNCT
iogr-1262	89	6	the	the	DET
iogr-1262	89	7	chang	chang	PROPN
iogr-1262	89	8	7	7	NUM
iogr-1262	89	9	section	section	NOUN
iogr-1262	89	10	of	of	ADP
iogr-1262	89	11	the	the	DET
iogr-1262	89	12	yanchang	yanchang	PROPN
iogr-1262	89	13	formation	formation	NOUN
iogr-1262	89	14	is	be	AUX
iogr-1262	89	15	a	a	DET
iogr-1262	89	16	crucial	crucial	ADJ
iogr-1262	89	17	reservoir	reservoir	NOUN
iogr-1262	89	18	unit	unit	NOUN
iogr-1262	89	19	known	know	VERB
iogr-1262	89	20	for	for	ADP
iogr-1262	89	21	its	its	PRON
iogr-1262	89	22	abundant	abundant	ADJ
iogr-1262	89	23	tight	tight	ADJ
iogr-1262	89	24	oil	oil	NOUN
iogr-1262	89	25	resources	resource	NOUN
iogr-1262	89	26	and	and	CCONJ
iogr-1262	89	27	high	high	ADJ
iogr-1262	89	28	-	-	PUNCT
iogr-1262	89	29	quality	quality	NOUN
iogr-1262	89	30	characteristics	characteristic	NOUN
iogr-1262	89	31	.	.	PUNCT
iogr-1262	90	1	however	however	ADV
iogr-1262	90	2	,	,	PUNCT
iogr-1262	90	3	an	an	DET
iogr-1262	90	4	analysis	analysis	NOUN
iogr-1262	90	5	of	of	ADP
iogr-1262	90	6	the	the	DET
iogr-1262	90	7	core	core	ADJ
iogr-1262	90	8	physical	physical	ADJ
iogr-1262	90	9	properties	property	NOUN
iogr-1262	90	10	data	datum	NOUN
iogr-1262	90	11	in	in	ADP
iogr-1262	90	12	the	the	DET
iogr-1262	90	13	study	study	NOUN
iogr-1262	90	14	area	area	NOUN
iogr-1262	90	15	reveals	reveal	VERB
iogr-1262	90	16	that	that	SCONJ
iogr-1262	90	17	the	the	DET
iogr-1262	90	18	overall	overall	ADJ
iogr-1262	90	19	physical	physical	ADJ
iogr-1262	90	20	properties	property	NOUN
iogr-1262	90	21	of	of	ADP
iogr-1262	90	22	this	this	DET
iogr-1262	90	23	reservoir	reservoir	NOUN
iogr-1262	90	24	are	be	AUX
iogr-1262	90	25	poor	poor	ADJ
iogr-1262	90	26	(	(	PUNCT
iogr-1262	90	27	wang	wang	PROPN
iogr-1262	90	28	et	et	PROPN
iogr-1262	90	29	al	al	PROPN
iogr-1262	90	30	.	.	PROPN
iogr-1262	90	31	2015	2015	NUM
iogr-1262	90	32	)	)	PUNCT
iogr-1262	90	33	.	.	PUNCT
iogr-1262	91	1	the	the	DET
iogr-1262	91	2	porosity	porosity	NOUN
iogr-1262	91	3	distribution	distribution	NOUN
iogr-1262	91	4	of	of	ADP
iogr-1262	91	5	the	the	DET
iogr-1262	91	6	sandstone	sandstone	NOUN
iogr-1262	91	7	ranges	range	VERB
iogr-1262	91	8	from	from	ADP
iogr-1262	91	9	3.07	3.07	NUM
iogr-1262	91	10	%	%	NOUN
iogr-1262	91	11	to	to	ADP
iogr-1262	91	12	18.75	18.75	NUM
iogr-1262	91	13	%	%	NOUN
iogr-1262	91	14	,	,	PUNCT
iogr-1262	91	15	with	with	ADP
iogr-1262	91	16	an	an	DET
iogr-1262	91	17	average	average	ADJ
iogr-1262	91	18	value	value	NOUN
iogr-1262	91	19	of	of	ADP
iogr-1262	91	20	10.77	10.77	NUM
iogr-1262	91	21	%	%	NOUN
iogr-1262	91	22	.	.	PUNCT
iogr-1262	92	1	the	the	DET
iogr-1262	92	2	permeability	permeability	NOUN
iogr-1262	92	3	distribution	distribution	NOUN
iogr-1262	92	4	ranges	range	VERB
iogr-1262	92	5	from	from	ADP
iogr-1262	92	6	0.03	0.03	NUM
iogr-1262	92	7	to	to	ADP
iogr-1262	92	8	3.23	3.23	NUM
iogr-1262	92	9	md	md	PROPN
iogr-1262	92	10	,	,	PUNCT
iogr-1262	92	11	with	with	ADP
iogr-1262	92	12	an	an	DET
iogr-1262	92	13	average	average	ADJ
iogr-1262	92	14	value	value	NOUN
iogr-1262	92	15	of	of	ADP
iogr-1262	92	16	0.18	0.18	NUM
iogr-1262	92	17	md	md	PROPN
iogr-1262	92	18	.	.	PUNCT
iogr-1262	93	1	this	this	DET
iogr-1262	93	2	reservoir	reservoir	NOUN
iogr-1262	93	3	is	be	AUX
iogr-1262	93	4	characterized	characterize	VERB
iogr-1262	93	5	by	by	ADP
iogr-1262	93	6	low	low	ADJ
iogr-1262	93	7	porosity	porosity	NOUN
iogr-1262	93	8	and	and	CCONJ
iogr-1262	93	9	extremely	extremely	ADV
iogr-1262	93	10	low	low	ADJ
iogr-1262	93	11	permeability	permeability	NOUN
iogr-1262	93	12	,	,	PUNCT
iogr-1262	93	13	and	and	CCONJ
iogr-1262	93	14	the	the	DET
iogr-1262	93	15	presence	presence	NOUN
iogr-1262	93	16	of	of	ADP
iogr-1262	93	17	microfractures	microfracture	NOUN
iogr-1262	93	18	makes	make	VERB
iogr-1262	93	19	it	it	PRON
iogr-1262	93	20	the	the	DET
iogr-1262	93	21	primary	primary	ADJ
iogr-1262	93	22	pathway	pathway	NOUN
iogr-1262	93	23	for	for	ADP
iogr-1262	93	24	oil	oil	NOUN
iogr-1262	93	25	and	and	CCONJ
iogr-1262	93	26	gas	gas	NOUN
iogr-1262	93	27	migration	migration	NOUN
iogr-1262	93	28	(	(	PUNCT
iogr-1262	93	29	xiao	xiao	PROPN
iogr-1262	93	30	et	et	PROPN
iogr-1262	93	31	al	al	PROPN
iogr-1262	93	32	.	.	PROPN
iogr-1262	93	33	2017	2017	NUM
iogr-1262	93	34	)	)	PUNCT
iogr-1262	93	35	.	.	PUNCT
iogr-1262	94	1	as	as	ADP
iogr-1262	94	2	a	a	DET
iogr-1262	94	3	result	result	NOUN
iogr-1262	94	4	,	,	PUNCT
iogr-1262	94	5	fractures	fracture	NOUN
iogr-1262	94	6	and	and	CCONJ
iogr-1262	94	7	microfractures	microfracture	NOUN
iogr-1262	94	8	are	be	AUX
iogr-1262	94	9	the	the	DET
iogr-1262	94	10	main	main	ADJ
iogr-1262	94	11	locations	location	NOUN
iogr-1262	94	12	for	for	ADP
iogr-1262	94	13	oil	oil	NOUN
iogr-1262	94	14	and	and	CCONJ
iogr-1262	94	15	gas	gas	NOUN
iogr-1262	94	16	accumulation	accumulation	NOUN
iogr-1262	94	17	in	in	ADP
iogr-1262	94	18	this	this	DET
iogr-1262	94	19	reservoir	reservoir	NOUN
iogr-1262	94	20	.	.	PUNCT
iogr-1262	95	1	additionally	additionally	ADV
iogr-1262	95	2	,	,	PUNCT
iogr-1262	95	3	the	the	DET
iogr-1262	95	4	reservoir	reservoir	NOUN
iogr-1262	95	5	in	in	ADP
iogr-1262	95	6	the	the	DET
iogr-1262	95	7	study	study	NOUN
iogr-1262	95	8	area	area	NOUN
iogr-1262	95	9	exhibits	exhibit	VERB
iogr-1262	95	10	strong	strong	ADJ
iogr-1262	95	11	heterogeneity	heterogeneity	NOUN
iogr-1262	95	12	,	,	PUNCT
iogr-1262	95	13	with	with	ADP
iogr-1262	95	14	significant	significant	ADJ
iogr-1262	95	15	variations	variation	NOUN
iogr-1262	95	16	in	in	ADP
iogr-1262	95	17	the	the	DET
iogr-1262	95	18	effectiveness	effectiveness	NOUN
iogr-1262	95	19	of	of	ADP
iogr-1262	95	20	hydraulic	hydraulic	ADJ
iogr-1262	95	21	fracturing	fracturing	NOUN
iogr-1262	95	22	.	.	PUNCT
iogr-1262	96	1	dataset	dataset	NOUN
iogr-1262	96	2	generation	generation	NOUN
iogr-1262	96	3	.	.	PUNCT
iogr-1262	97	1	before	before	ADP
iogr-1262	97	2	establishing	establish	VERB
iogr-1262	97	3	a	a	DET
iogr-1262	97	4	machine	machine	NOUN
iogr-1262	97	5	learning	learn	VERB
iogr-1262	97	6	production	production	NOUN
iogr-1262	97	7	forecasting	forecasting	NOUN
iogr-1262	97	8	model	model	NOUN
iogr-1262	97	9	,	,	PUNCT
iogr-1262	97	10	the	the	DET
iogr-1262	97	11	primary	primary	ADJ
iogr-1262	97	12	task	task	NOUN
iogr-1262	97	13	is	be	AUX
iogr-1262	97	14	to	to	PART
iogr-1262	97	15	build	build	VERB
iogr-1262	97	16	a	a	DET
iogr-1262	97	17	single	single	ADJ
iogr-1262	97	18	well	well	ADV
iogr-1262	97	19	geological	geological	ADJ
iogr-1262	97	20	model	model	NOUN
iogr-1262	97	21	,	,	PUNCT
iogr-1262	97	22	as	as	SCONJ
iogr-1262	97	23	it	it	PRON
iogr-1262	97	24	forms	form	VERB
iogr-1262	97	25	the	the	DET
iogr-1262	97	26	basis	basis	NOUN
iogr-1262	97	27	for	for	ADP
iogr-1262	97	28	optimizing	optimize	VERB
iogr-1262	97	29	fracturing	fracturing	NOUN
iogr-1262	97	30	parameter	parameter	NOUN
iogr-1262	97	31	design	design	NOUN
iogr-1262	97	32	.	.	PUNCT
iogr-1262	98	1	in	in	ADP
iogr-1262	98	2	the	the	DET
iogr-1262	98	3	numerical	numerical	PROPN
iogr-1262	98	4	model	model	NOUN
iogr-1262	98	5	,	,	PUNCT
iogr-1262	98	6	it	it	PRON
iogr-1262	98	7	is	be	AUX
iogr-1262	98	8	necessary	necessary	ADJ
iogr-1262	98	9	to	to	PART
iogr-1262	98	10	input	input	VERB
iogr-1262	98	11	the	the	DET
iogr-1262	98	12	geological	geological	ADJ
iogr-1262	98	13	information	information	NOUN
iogr-1262	98	14	and	and	CCONJ
iogr-1262	98	15	reservoir	reservoir	NOUN
iogr-1262	98	16	properties	property	NOUN
iogr-1262	98	17	of	of	ADP
iogr-1262	98	18	the	the	DET
iogr-1262	98	19	target	target	NOUN
iogr-1262	98	20	well	well	NOUN
iogr-1262	98	21	group	group	NOUN
iogr-1262	98	22	,	,	PUNCT
iogr-1262	98	23	as	as	ADV
iogr-1262	98	24	well	well	ADV
iogr-1262	98	25	as	as	ADP
iogr-1262	98	26	the	the	DET
iogr-1262	98	27	fracturing	fracturing	NOUN
iogr-1262	98	28	construction	construction	NOUN
iogr-1262	98	29	parameters	parameter	NOUN
iogr-1262	98	30	,	,	PUNCT
iogr-1262	98	31	and	and	CCONJ
iogr-1262	98	32	set	set	VERB
iogr-1262	98	33	appropriate	appropriate	ADJ
iogr-1262	98	34	boundary	boundary	ADJ
iogr-1262	98	35	conditions	condition	NOUN
iogr-1262	98	36	and	and	CCONJ
iogr-1262	98	37	numerical	numerical	ADJ
iogr-1262	98	38	methods	method	NOUN
iogr-1262	98	39	.	.	PUNCT
iogr-1262	99	1	by	by	ADP
iogr-1262	99	2	solving	solve	VERB
iogr-1262	99	3	the	the	DET
iogr-1262	99	4	model	model	NOUN
iogr-1262	99	5	equations	equation	NOUN
iogr-1262	99	6	,	,	PUNCT
iogr-1262	99	7	it	it	PRON
iogr-1262	99	8	is	be	AUX
iogr-1262	99	9	possible	possible	ADJ
iogr-1262	99	10	to	to	PART
iogr-1262	99	11	predict	predict	VERB
iogr-1262	99	12	the	the	DET
iogr-1262	99	13	fracturing	fracturing	NOUN
iogr-1262	99	14	effect	effect	NOUN
iogr-1262	99	15	and	and	CCONJ
iogr-1262	99	16	productivity	productivity	NOUN
iogr-1262	99	17	of	of	ADP
iogr-1262	99	18	the	the	DET
iogr-1262	99	19	target	target	NOUN
iogr-1262	99	20	well	well	NOUN
iogr-1262	99	21	group	group	NOUN
iogr-1262	99	22	,	,	PUNCT
iogr-1262	99	23	which	which	PRON
iogr-1262	99	24	is	be	AUX
iogr-1262	99	25	of	of	ADP
iogr-1262	99	26	crucial	crucial	ADJ
iogr-1262	99	27	significance	significance	NOUN
iogr-1262	99	28	for	for	ADP
iogr-1262	99	29	optimizing	optimize	VERB
iogr-1262	99	30	fracturing	fracturing	NOUN
iogr-1262	99	31	parameters	parameter	NOUN
iogr-1262	99	32	.	.	PUNCT
iogr-1262	100	1	establishment	establishment	NOUN
iogr-1262	100	2	of	of	ADP
iogr-1262	100	3	numerical	numerical	PROPN
iogr-1262	100	4	model	model	PROPN
iogr-1262	100	5	.	.	PUNCT
iogr-1262	101	1	based	base	VERB
iogr-1262	101	2	on	on	ADP
iogr-1262	101	3	the	the	DET
iogr-1262	101	4	geological	geological	ADJ
iogr-1262	101	5	model	model	NOUN
iogr-1262	101	6	of	of	ADP
iogr-1262	101	7	the	the	DET
iogr-1262	101	8	seven	seven	NUM
iogr-1262	101	9	sections	section	NOUN
iogr-1262	101	10	of	of	ADP
iogr-1262	101	11	the	the	DET
iogr-1262	101	12	guping	gupe	VERB
iogr-1262	101	13	well	well	NOUN
iogr-1262	101	14	group	group	NOUN
iogr-1262	101	15	leader	leader	NOUN
iogr-1262	101	16	,	,	PUNCT
iogr-1262	101	17	a	a	DET
iogr-1262	101	18	geological	geological	ADJ
iogr-1262	101	19	model	model	NOUN
iogr-1262	101	20	of	of	ADP
iogr-1262	101	21	multi	multi	ADJ
iogr-1262	101	22	-	-	ADJ
iogr-1262	101	23	stage	stage	NOUN
iogr-1262	101	24	fractured	fractured	ADJ
iogr-1262	101	25	horizontal	horizontal	ADJ
iogr-1262	102	1	well	well	INTJ
iogr-1262	102	2	(	(	PUNCT
iogr-1262	102	3	mfhw	mfhw	PROPN
iogr-1262	102	4	)	)	PUNCT
iogr-1262	102	5	was	be	AUX
iogr-1262	102	6	established	establish	VERB
iogr-1262	102	7	using	use	VERB
iogr-1262	102	8	the	the	DET
iogr-1262	102	9	commercial	commercial	ADJ
iogr-1262	102	10	simulator	simulator	NOUN
iogr-1262	102	11	(	(	PUNCT
iogr-1262	102	12	petrel	petrel	NOUN
iogr-1262	102	13	)	)	PUNCT
iogr-1262	102	14	.	.	PUNCT
iogr-1262	103	1	the	the	DET
iogr-1262	103	2	reservoir	reservoir	PROPN
iogr-1262	103	3	petrophysical	petrophysical	ADJ
iogr-1262	103	4	parameters	parameter	NOUN
iogr-1262	103	5	,	,	PUNCT
iogr-1262	103	6	hydraulic	hydraulic	ADJ
iogr-1262	103	7	fracturing	fracturing	NOUN
iogr-1262	103	8	parameters	parameter	NOUN
iogr-1262	103	9	,	,	PUNCT
iogr-1262	103	10	and	and	CCONJ
iogr-1262	103	11	boundary	boundary	ADJ
iogr-1262	103	12	conditions	condition	NOUN
iogr-1262	103	13	were	be	AUX
iogr-1262	103	14	determined	determine	VERB
iogr-1262	103	15	.	.	PUNCT
iogr-1262	104	1	multiple	multiple	ADJ
iogr-1262	104	2	data	datum	NOUN
iogr-1262	104	3	sources	source	NOUN
iogr-1262	104	4	,	,	PUNCT
iogr-1262	104	5	including	include	VERB
iogr-1262	104	6	seismic	seismic	ADJ
iogr-1262	104	7	data	datum	NOUN
iogr-1262	104	8	,	,	PUNCT
iogr-1262	104	9	well	well	ADV
iogr-1262	104	10	logging	log	VERB
iogr-1262	104	11	data	datum	NOUN
iogr-1262	104	12	,	,	PUNCT
iogr-1262	104	13	and	and	CCONJ
iogr-1262	104	14	core	core	NOUN
iogr-1262	104	15	data	datum	NOUN
iogr-1262	104	16	were	be	AUX
iogr-1262	104	17	imported	import	VERB
iogr-1262	104	18	into	into	ADP
iogr-1262	104	19	the	the	DET
iogr-1262	104	20	simulator	simulator	NOUN
iogr-1262	104	21	for	for	ADP
iogr-1262	104	22	interpretation	interpretation	NOUN
iogr-1262	104	23	and	and	CCONJ
iogr-1262	104	24	analysis	analysis	NOUN
iogr-1262	104	25	,	,	PUNCT
iogr-1262	104	26	resulting	result	VERB
iogr-1262	104	27	in	in	ADP
iogr-1262	104	28	an	an	DET
iogr-1262	104	29	accurate	accurate	ADJ
iogr-1262	104	30	threedimensional	threedimensional	ADJ
iogr-1262	104	31	reservoir	reservoir	NOUN
iogr-1262	104	32	model	model	NOUN
iogr-1262	104	33	which	which	PRON
iogr-1262	104	34	provides	provide	VERB
iogr-1262	104	35	a	a	DET
iogr-1262	104	36	reliable	reliable	ADJ
iogr-1262	104	37	basis	basis	NOUN
iogr-1262	104	38	for	for	ADP
iogr-1262	104	39	optimizing	optimize	VERB
iogr-1262	104	40	fracturing	fracturing	NOUN
iogr-1262	104	41	parameters	parameter	NOUN
iogr-1262	104	42	and	and	CCONJ
iogr-1262	104	43	predicting	predict	VERB
iogr-1262	104	44	production	production	NOUN
iogr-1262	104	45	rates	rate	NOUN
iogr-1262	104	46	.	.	PUNCT
iogr-1262	105	1	table	table	NOUN
iogr-1262	105	2	1	1	NUM
iogr-1262	105	3	presents	present	VERB
iogr-1262	105	4	the	the	DET
iogr-1262	105	5	reservoir	reservoir	NOUN
iogr-1262	105	6	and	and	CCONJ
iogr-1262	105	7	hydraulic	hydraulic	ADJ
iogr-1262	105	8	fracturing	fracturing	NOUN
iogr-1262	105	9	parameters	parameter	NOUN
iogr-1262	105	10	for	for	ADP
iogr-1262	105	11	the	the	DET
iogr-1262	105	12	mfhw	mfhw	NOUN
iogr-1262	105	13	.	.	PUNCT
iogr-1262	106	1	by	by	ADP
iogr-1262	106	2	considering	consider	VERB
iogr-1262	106	3	these	these	DET
iogr-1262	106	4	reservoir	reservoir	NOUN
iogr-1262	106	5	and	and	CCONJ
iogr-1262	106	6	hydraulic	hydraulic	ADJ
iogr-1262	106	7	fracturing	fracturing	NOUN
iogr-1262	106	8	parameters	parameter	NOUN
iogr-1262	106	9	,	,	PUNCT
iogr-1262	106	10	an	an	DET
iogr-1262	106	11	accurate	accurate	ADJ
iogr-1262	106	12	geological	geological	ADJ
iogr-1262	106	13	model	model	NOUN
iogr-1262	106	14	for	for	ADP
iogr-1262	106	15	the	the	DET
iogr-1262	106	16	horizontal	horizontal	ADJ
iogr-1262	106	17	well	well	NOUN
iogr-1262	106	18	was	be	AUX
iogr-1262	106	19	constructed	construct	VERB
iogr-1262	106	20	to	to	PART
iogr-1262	106	21	optimize	optimize	VERB
iogr-1262	106	22	fracturing	fracturing	NOUN
iogr-1262	106	23	design	design	NOUN
iogr-1262	106	24	and	and	CCONJ
iogr-1262	106	25	predict	predict	VERB
iogr-1262	106	26	production	production	NOUN
iogr-1262	106	27	.	.	PUNCT
iogr-1262	107	1	figures	figure	NOUN
iogr-1262	107	2	3	3	NUM
iogr-1262	107	3	illustrate	illustrate	VERB
iogr-1262	107	4	the	the	DET
iogr-1262	107	5	schematic	schematic	ADJ
iogr-1262	107	6	diagram	diagram	NOUN
iogr-1262	107	7	of	of	ADP
iogr-1262	107	8	the	the	DET
iogr-1262	107	9	reservoir	reservoir	PROPN
iogr-1262	107	10	model	model	NOUN
iogr-1262	107	11	established	establish	VERB
iogr-1262	107	12	.	.	PUNCT
iogr-1262	108	1	this	this	DET
iogr-1262	108	2	model	model	NOUN
iogr-1262	108	3	was	be	AUX
iogr-1262	108	4	constructed	construct	VERB
iogr-1262	108	5	based	base	VERB
iogr-1262	108	6	on	on	ADP
iogr-1262	108	7	a	a	DET
iogr-1262	108	8	comprehensive	comprehensive	ADJ
iogr-1262	108	9	evaluation	evaluation	NOUN
iogr-1262	108	10	of	of	ADP
iogr-1262	108	11	various	various	ADJ
iogr-1262	108	12	geological	geological	ADJ
iogr-1262	108	13	parameters	parameter	NOUN
iogr-1262	108	14	and	and	CCONJ
iogr-1262	108	15	hydraulic	hydraulic	ADJ
iogr-1262	108	16	fracturing	fracturing	NOUN
iogr-1262	108	17	parameters	parameter	NOUN
iogr-1262	108	18	,	,	PUNCT
iogr-1262	108	19	aiding	aid	VERB
iogr-1262	108	20	in	in	ADP
iogr-1262	108	21	the	the	DET
iogr-1262	108	22	optimization	optimization	NOUN
iogr-1262	108	23	of	of	ADP
iogr-1262	108	24	fracturing	fracture	VERB
iogr-1262	108	25	design	design	NOUN
iogr-1262	108	26	and	and	CCONJ
iogr-1262	108	27	production	production	NOUN
iogr-1262	108	28	rate	rate	NOUN
iogr-1262	108	29	prediction	prediction	NOUN
iogr-1262	108	30	.	.	PUNCT
iogr-1262	109	1	figure	figure	NOUN
iogr-1262	109	2	3	3	NUM
iogr-1262	109	3	—	—	PUNCT
iogr-1262	109	4	conceptual	conceptual	ADJ
iogr-1262	109	5	illustration	illustration	NOUN
iogr-1262	109	6	of	of	ADP
iogr-1262	109	7	a	a	DET
iogr-1262	109	8	single	single	ADJ
iogr-1262	109	9	well	well	ADV
iogr-1262	109	10	geological	geological	ADJ
iogr-1262	109	11	model	model	NOUN
iogr-1262	109	12	for	for	ADP
iogr-1262	109	13	petrel	petrel	NOUN
iogr-1262	109	14	horizontal	horizontal	ADJ
iogr-1262	109	15	wells	wells	PROPN
iogr-1262	109	16	.	.	PUNCT
iogr-1262	110	1	improved	improve	VERB
iogr-1262	110	2	oil	oil	NOUN
iogr-1262	110	3	and	and	CCONJ
iogr-1262	110	4	gas	gas	NOUN
iogr-1262	110	5	recovery	recovery	NOUN
iogr-1262	110	6	6	6	NUM
iogr-1262	110	7	table	table	NOUN
iogr-1262	110	8	1	1	NUM
iogr-1262	110	9	—	—	PUNCT
iogr-1262	110	10	geological	geological	ADJ
iogr-1262	110	11	parameters	parameter	NOUN
iogr-1262	110	12	and	and	CCONJ
iogr-1262	110	13	hydraulic	hydraulic	ADJ
iogr-1262	110	14	fracture	fracture	NOUN
iogr-1262	110	15	parameters	parameter	NOUN
iogr-1262	110	16	for	for	ADP
iogr-1262	110	17	horizontal	horizontal	ADJ
iogr-1262	110	18	wells	well	NOUN
iogr-1262	110	19	.	.	PUNCT
iogr-1262	111	1	parameter	parameter	PROPN
iogr-1262	111	2	value	value	NOUN
iogr-1262	111	3	x	x	X
iogr-1262	111	4	length	length	NOUN
iogr-1262	111	5	(	(	PUNCT
iogr-1262	111	6	m	m	NOUN
iogr-1262	111	7	)	)	PUNCT
iogr-1262	111	8	2000	2000	NUM
iogr-1262	112	1	y	y	PROPN
iogr-1262	112	2	length	length	NOUN
iogr-1262	112	3	(	(	PUNCT
iogr-1262	112	4	m	m	NOUN
iogr-1262	112	5	)	)	PUNCT
iogr-1262	112	6	500	500	NUM
iogr-1262	112	7	z	z	NOUN
iogr-1262	112	8	length	length	NOUN
iogr-1262	112	9	(	(	PUNCT
iogr-1262	112	10	m	m	NOUN
iogr-1262	112	11	)	)	PUNCT
iogr-1262	112	12	18	18	NUM
iogr-1262	112	13	reservoir	reservoir	NOUN
iogr-1262	112	14	temperature	temperature	NOUN
iogr-1262	112	15	(	(	PUNCT
iogr-1262	112	16	℃	℃	PROPN
iogr-1262	112	17	)	)	PUNCT
iogr-1262	112	18	80	80	NUM
iogr-1262	112	19	reservoir	reservoir	NOUN
iogr-1262	112	20	length	length	NOUN
iogr-1262	112	21	(	(	PUNCT
iogr-1262	112	22	m	m	NOUN
iogr-1262	112	23	)	)	PUNCT
iogr-1262	112	24	1200	1200	NUM
iogr-1262	112	25	formation	formation	NOUN
iogr-1262	112	26	pressure	pressure	NOUN
iogr-1262	112	27	(	(	PUNCT
iogr-1262	112	28	mpa	mpa	NOUN
iogr-1262	112	29	)	)	PUNCT
iogr-1262	112	30	20	20	NUM
iogr-1262	112	31	reservoir	reservoir	NOUN
iogr-1262	112	32	thickness	thickness	NOUN
iogr-1262	112	33	(	(	PUNCT
iogr-1262	112	34	m	m	NOUN
iogr-1262	112	35	)	)	PUNCT
iogr-1262	112	36	20	20	NUM
iogr-1262	112	37	porosity	porosity	NOUN
iogr-1262	112	38	(	(	PUNCT
iogr-1262	112	39	%	%	INTJ
iogr-1262	112	40	)	)	PUNCT
iogr-1262	112	41	11.17	11.17	NUM
iogr-1262	112	42	permeability	permeability	NOUN
iogr-1262	112	43	(	(	PUNCT
iogr-1262	112	44	md	md	PROPN
iogr-1262	112	45	)	)	PUNCT
iogr-1262	112	46	0.14	0.14	NUM
iogr-1262	112	47	oil	oil	NOUN
iogr-1262	112	48	saturation	saturation	NOUN
iogr-1262	112	49	(	(	PUNCT
iogr-1262	112	50	%	%	NOUN
iogr-1262	112	51	)	)	PUNCT
iogr-1262	112	52	51.53	51.53	NUM
iogr-1262	112	53	after	after	ADP
iogr-1262	112	54	establishing	establish	VERB
iogr-1262	112	55	the	the	DET
iogr-1262	112	56	numerical	numerical	ADJ
iogr-1262	112	57	model	model	NOUN
iogr-1262	112	58	,	,	PUNCT
iogr-1262	112	59	the	the	DET
iogr-1262	112	60	hydraulic	hydraulic	ADJ
iogr-1262	112	61	fracture	fracture	PROPN
iogr-1262	112	62	network	network	NOUN
iogr-1262	112	63	simulation	simulation	NOUN
iogr-1262	112	64	of	of	ADP
iogr-1262	112	65	a	a	DET
iogr-1262	112	66	typical	typical	ADJ
iogr-1262	112	67	well	well	NOUN
iogr-1262	112	68	group	group	NOUN
iogr-1262	112	69	was	be	AUX
iogr-1262	112	70	conducted	conduct	VERB
iogr-1262	112	71	using	use	VERB
iogr-1262	112	72	the	the	DET
iogr-1262	112	73	fracturing	fracturing	NOUN
iogr-1262	112	74	simulation	simulation	NOUN
iogr-1262	112	75	software	software	NOUN
iogr-1262	112	76	petrel	petrel	NOUN
iogr-1262	112	77	-	-	PUNCT
iogr-1262	112	78	kinetix	kinetix	NOUN
iogr-1262	112	79	.	.	PUNCT
iogr-1262	113	1	during	during	ADP
iogr-1262	113	2	the	the	DET
iogr-1262	113	3	fracturing	fracturing	NOUN
iogr-1262	113	4	operation	operation	NOUN
iogr-1262	113	5	,	,	PUNCT
iogr-1262	113	6	the	the	DET
iogr-1262	113	7	fluid	fluid	ADJ
iogr-1262	113	8	intensity	intensity	NOUN
iogr-1262	113	9	and	and	CCONJ
iogr-1262	113	10	proppant	proppant	NOUN
iogr-1262	113	11	intensity	intensity	NOUN
iogr-1262	113	12	are	be	AUX
iogr-1262	113	13	two	two	NUM
iogr-1262	113	14	parameters	parameter	NOUN
iogr-1262	113	15	that	that	PRON
iogr-1262	113	16	need	need	VERB
iogr-1262	113	17	to	to	PART
iogr-1262	113	18	be	be	AUX
iogr-1262	113	19	balanced	balance	VERB
iogr-1262	113	20	.	.	PUNCT
iogr-1262	114	1	higher	high	ADJ
iogr-1262	114	2	fluid	fluid	ADJ
iogr-1262	114	3	intensity	intensity	NOUN
iogr-1262	114	4	may	may	AUX
iogr-1262	114	5	require	require	VERB
iogr-1262	114	6	higher	high	ADJ
iogr-1262	114	7	pumping	pumping	NOUN
iogr-1262	114	8	pressure	pressure	NOUN
iogr-1262	114	9	to	to	PART
iogr-1262	114	10	extend	extend	VERB
iogr-1262	114	11	the	the	DET
iogr-1262	114	12	fractures	fracture	NOUN
iogr-1262	114	13	,	,	PUNCT
iogr-1262	114	14	while	while	SCONJ
iogr-1262	114	15	higher	high	ADJ
iogr-1262	114	16	proppant	proppant	NOUN
iogr-1262	114	17	intensity	intensity	NOUN
iogr-1262	114	18	can	can	AUX
iogr-1262	114	19	provide	provide	VERB
iogr-1262	114	20	better	well	ADJ
iogr-1262	114	21	fracture	fracture	NOUN
iogr-1262	114	22	support	support	NOUN
iogr-1262	114	23	but	but	CCONJ
iogr-1262	114	24	may	may	AUX
iogr-1262	114	25	also	also	ADV
iogr-1262	114	26	increase	increase	VERB
iogr-1262	114	27	the	the	DET
iogr-1262	114	28	demand	demand	NOUN
iogr-1262	114	29	for	for	ADP
iogr-1262	114	30	fluid	fluid	ADJ
iogr-1262	114	31	pumping	pumping	NOUN
iogr-1262	114	32	.	.	PUNCT
iogr-1262	115	1	therefore	therefore	ADV
iogr-1262	115	2	,	,	PUNCT
iogr-1262	115	3	when	when	SCONJ
iogr-1262	115	4	selecting	select	VERB
iogr-1262	115	5	the	the	DET
iogr-1262	115	6	parameters	parameter	NOUN
iogr-1262	115	7	,	,	PUNCT
iogr-1262	115	8	it	it	PRON
iogr-1262	115	9	is	be	AUX
iogr-1262	115	10	necessary	necessary	ADJ
iogr-1262	115	11	to	to	PART
iogr-1262	115	12	balance	balance	VERB
iogr-1262	115	13	the	the	DET
iogr-1262	115	14	fluid	fluid	ADJ
iogr-1262	115	15	intensity	intensity	NOUN
iogr-1262	115	16	and	and	CCONJ
iogr-1262	115	17	proppant	proppant	NOUN
iogr-1262	115	18	intensity	intensity	NOUN
iogr-1262	115	19	according	accord	VERB
iogr-1262	115	20	to	to	ADP
iogr-1262	115	21	specific	specific	ADJ
iogr-1262	115	22	requirements	requirement	NOUN
iogr-1262	115	23	in	in	ADP
iogr-1262	115	24	order	order	NOUN
iogr-1262	115	25	to	to	PART
iogr-1262	115	26	achieve	achieve	VERB
iogr-1262	115	27	the	the	DET
iogr-1262	115	28	optimal	optimal	ADJ
iogr-1262	115	29	fracturing	fracturing	NOUN
iogr-1262	115	30	effect	effect	NOUN
iogr-1262	115	31	.	.	PUNCT
iogr-1262	116	1	the	the	DET
iogr-1262	116	2	specific	specific	ADJ
iogr-1262	116	3	selected	select	VERB
iogr-1262	116	4	parameters	parameter	NOUN
iogr-1262	116	5	are	be	AUX
iogr-1262	116	6	shown	show	VERB
iogr-1262	116	7	in	in	ADP
iogr-1262	116	8	table	table	NOUN
iogr-1262	116	9	2	2	NUM
iogr-1262	116	10	.	.	PUNCT
iogr-1262	116	11	table	table	NOUN
iogr-1262	116	12	2	2	NUM
iogr-1262	116	13	—	—	PUNCT
iogr-1262	116	14	liquid	liquid	ADJ
iogr-1262	116	15	strength	strength	NOUN
iogr-1262	116	16	and	and	CCONJ
iogr-1262	116	17	sand	sand	NOUN
iogr-1262	116	18	strength	strength	NOUN
iogr-1262	116	19	.	.	PUNCT
iogr-1262	117	1	parameter	parameter	PROPN
iogr-1262	117	2	value	value	PROPN
iogr-1262	117	3	fracture	fracture	NOUN
iogr-1262	117	4	length	length	NOUN
iogr-1262	117	5	(	(	PUNCT
iogr-1262	117	6	m	m	NOUN
iogr-1262	117	7	)	)	PUNCT
iogr-1262	117	8	283.1	283.1	NUM
iogr-1262	117	9	fracture	fracture	NOUN
iogr-1262	117	10	height	height	NOUN
iogr-1262	117	11	(	(	PUNCT
iogr-1262	117	12	m	m	NOUN
iogr-1262	117	13	)	)	PUNCT
iogr-1262	117	14	11.91	11.91	NUM
iogr-1262	117	15	fracture	fracture	NOUN
iogr-1262	117	16	permeability	permeability	NOUN
iogr-1262	117	17	(	(	PUNCT
iogr-1262	117	18	md	md	PROPN
iogr-1262	117	19	)	)	PUNCT
iogr-1262	117	20	102.3	102.3	NUM
iogr-1262	117	21	sand	sand	NOUN
iogr-1262	117	22	proportion	proportion	NOUN
iogr-1262	117	23	(	(	PUNCT
iogr-1262	117	24	%	%	NOUN
iogr-1262	117	25	)	)	PUNCT
iogr-1262	117	26	18.2	18.2	NUM
iogr-1262	117	27	single	single	ADJ
iogr-1262	117	28	well	well	ADV
iogr-1262	117	29	injected	inject	VERB
iogr-1262	117	30	fluid	fluid	NOUN
iogr-1262	117	31	volume	volume	NOUN
iogr-1262	117	32	(	(	PUNCT
iogr-1262	117	33	m3	m3	PROPN
iogr-1262	117	34	)	)	PUNCT
iogr-1262	117	35	30477	30477	NUM
iogr-1262	117	36	single	single	ADJ
iogr-1262	117	37	-	-	PUNCT
iogr-1262	117	38	stage	stage	NOUN
iogr-1262	117	39	fluid	fluid	NOUN
iogr-1262	117	40	volume	volume	NOUN
iogr-1262	117	41	(	(	PUNCT
iogr-1262	117	42	m3	m3	PROPN
iogr-1262	117	43	)	)	PUNCT
iogr-1262	117	44	1270	1270	NUM
iogr-1262	117	45	single	single	ADJ
iogr-1262	117	46	well	well	INTJ
iogr-1262	117	47	sand	sand	NOUN
iogr-1262	117	48	volume	volume	NOUN
iogr-1262	117	49	(	(	PUNCT
iogr-1262	117	50	m3	m3	PROPN
iogr-1262	117	51	)	)	PUNCT
iogr-1262	117	52	3398.5	3398.5	NUM
iogr-1262	117	53	single	single	ADJ
iogr-1262	117	54	-	-	PUNCT
iogr-1262	117	55	stage	stage	NOUN
iogr-1262	117	56	sand	sand	NOUN
iogr-1262	117	57	volume	volume	NOUN
iogr-1262	117	58	(	(	PUNCT
iogr-1262	117	59	m3	m3	PROPN
iogr-1262	117	60	)	)	PUNCT
iogr-1262	117	61	141.6	141.6	NUM
iogr-1262	117	62	single	single	ADJ
iogr-1262	117	63	-	-	PUNCT
iogr-1262	117	64	stage	stage	NOUN
iogr-1262	117	65	displacement	displacement	NOUN
iogr-1262	117	66	(	(	PUNCT
iogr-1262	117	67	m3	m3	PROPN
iogr-1262	117	68	/	/	SYM
iogr-1262	117	69	min	min	NOUN
iogr-1262	117	70	)	)	PUNCT
iogr-1262	117	71	9	9	NUM
iogr-1262	117	72	fracture	fracture	NOUN
iogr-1262	117	73	spacing	spacing	NOUN
iogr-1262	117	74	(	(	PUNCT
iogr-1262	117	75	m	m	NOUN
iogr-1262	117	76	)	)	PUNCT
iogr-1262	117	77	58.2	58.2	NUM
iogr-1262	117	78	the	the	DET
iogr-1262	117	79	natural	natural	ADJ
iogr-1262	117	80	fracture	fracture	NOUN
iogr-1262	117	81	characteristics	characteristic	NOUN
iogr-1262	117	82	of	of	ADP
iogr-1262	117	83	reservoirs	reservoir	NOUN
iogr-1262	117	84	primarily	primarily	ADV
iogr-1262	117	85	encompass	encompass	VERB
iogr-1262	117	86	two	two	NUM
iogr-1262	117	87	key	key	ADJ
iogr-1262	117	88	aspects	aspect	NOUN
iogr-1262	117	89	:	:	PUNCT
iogr-1262	117	90	the	the	DET
iogr-1262	117	91	storage	storage	NOUN
iogr-1262	117	92	capacity	capacity	NOUN
iogr-1262	117	93	and	and	CCONJ
iogr-1262	117	94	the	the	DET
iogr-1262	117	95	fluid	fluid	ADJ
iogr-1262	117	96	flow	flow	NOUN
iogr-1262	117	97	properties	property	NOUN
iogr-1262	117	98	.	.	PUNCT
iogr-1262	118	1	taking	take	VERB
iogr-1262	118	2	the	the	DET
iogr-1262	118	3	natural	natural	ADJ
iogr-1262	118	4	fractures	fracture	NOUN
iogr-1262	118	5	in	in	ADP
iogr-1262	118	6	the	the	DET
iogr-1262	118	7	long	long	ADJ
iogr-1262	118	8	7	7	NUM
iogr-1262	118	9	formation	formation	NOUN
iogr-1262	118	10	of	of	ADP
iogr-1262	118	11	the	the	DET
iogr-1262	118	12	ordos	ordos	PROPN
iogr-1262	118	13	basin	basin	NOUN
iogr-1262	118	14	as	as	ADP
iogr-1262	118	15	an	an	DET
iogr-1262	118	16	example	example	NOUN
iogr-1262	118	17	,	,	PUNCT
iogr-1262	118	18	specific	specific	ADJ
iogr-1262	118	19	data	datum	NOUN
iogr-1262	118	20	is	be	AUX
iogr-1262	118	21	given	give	VERB
iogr-1262	118	22	in	in	ADP
iogr-1262	118	23	table	table	NOUN
iogr-1262	118	24	3	3	NUM
iogr-1262	118	25	.	.	PUNCT
iogr-1262	118	26	improved	improve	VERB
iogr-1262	118	27	oil	oil	NOUN
iogr-1262	118	28	and	and	CCONJ
iogr-1262	118	29	gas	gas	NOUN
iogr-1262	118	30	recovery	recovery	NOUN
iogr-1262	118	31	7	7	NUM
iogr-1262	118	32	table	table	NOUN
iogr-1262	118	33	3	3	NUM
iogr-1262	118	34	—	—	PUNCT
iogr-1262	118	35	natural	natural	ADJ
iogr-1262	118	36	fracture	fracture	NOUN
iogr-1262	118	37	characteristics	characteristic	NOUN
iogr-1262	118	38	of	of	ADP
iogr-1262	118	39	long	long	ADJ
iogr-1262	118	40	7	7	NUM
iogr-1262	118	41	formation	formation	NOUN
iogr-1262	118	42	.	.	PUNCT
iogr-1262	119	1	well	well	ADV
iogr-1262	119	2	number	number	NOUN
iogr-1262	119	3	well	well	ADV
iogr-1262	119	4	#	#	SYM
iogr-1262	119	5	18-#30	18-#30	NUM
iogr-1262	119	6	fracture	fracture	NOUN
iogr-1262	119	7	direction	direction	NOUN
iogr-1262	119	8	(	(	PUNCT
iogr-1262	119	9	°	°	PRON
iogr-1262	119	10	)	)	PUNCT
iogr-1262	119	11	formation	formation	NOUN
iogr-1262	119	12	strike	strike	NOUN
iogr-1262	119	13	:	:	PUNCT
iogr-1262	119	14	n60	n60	PROPN
iogr-1262	119	15	°	°	PROPN
iogr-1262	119	16	w	w	NOUN
iogr-1262	119	17	,	,	PUNCT
iogr-1262	119	18	formation	formation	NOUN
iogr-1262	119	19	dip	dip	NOUN
iogr-1262	119	20	:	:	PUNCT
iogr-1262	119	21	30	30	NUM
iogr-1262	119	22	degrees	degree	NOUN
iogr-1262	119	23	fracture	fracture	NOUN
iogr-1262	119	24	length	length	NOUN
iogr-1262	119	25	(	(	PUNCT
iogr-1262	119	26	μm	μm	NUM
iogr-1262	119	27	)	)	PUNCT
iogr-1262	119	28	1200	1200	NUM
iogr-1262	119	29	fracture	fracture	NOUN
iogr-1262	119	30	width	width	NOUN
iogr-1262	119	31	(	(	PUNCT
iogr-1262	119	32	μm	μm	NUM
iogr-1262	119	33	)	)	PUNCT
iogr-1262	119	34	50	50	NUM
iogr-1262	119	35	fracture	fracture	NOUN
iogr-1262	119	36	description	description	NOUN
iogr-1262	119	37	asphalt	asphalt	NOUN
iogr-1262	119	38	filled	fill	VERB
iogr-1262	119	39	porosity	porosity	NOUN
iogr-1262	119	40	(	(	PUNCT
iogr-1262	119	41	%	%	INTJ
iogr-1262	119	42	)	)	PUNCT
iogr-1262	119	43	0.014	0.014	NUM
iogr-1262	119	44	figure	figure	NOUN
iogr-1262	119	45	4	4	NUM
iogr-1262	119	46	illustrates	illustrate	VERB
iogr-1262	119	47	the	the	DET
iogr-1262	119	48	hydraulic	hydraulic	ADJ
iogr-1262	119	49	fracturing	fracturing	NOUN
iogr-1262	119	50	effect	effect	NOUN
iogr-1262	119	51	of	of	ADP
iogr-1262	119	52	a	a	DET
iogr-1262	119	53	typical	typical	ADJ
iogr-1262	119	54	well	well	NOUN
iogr-1262	119	55	.	.	PUNCT
iogr-1262	120	1	the	the	DET
iogr-1262	120	2	blue	blue	ADJ
iogr-1262	120	3	lines	line	NOUN
iogr-1262	120	4	represent	represent	VERB
iogr-1262	120	5	the	the	DET
iogr-1262	120	6	positions	position	NOUN
iogr-1262	120	7	of	of	ADP
iogr-1262	120	8	natural	natural	ADJ
iogr-1262	120	9	fractures	fracture	NOUN
iogr-1262	120	10	,	,	PUNCT
iogr-1262	120	11	while	while	SCONJ
iogr-1262	120	12	the	the	DET
iogr-1262	120	13	hydraulic	hydraulic	ADJ
iogr-1262	120	14	fracturing	fracturing	NOUN
iogr-1262	120	15	network	network	NOUN
iogr-1262	120	16	is	be	AUX
iogr-1262	120	17	depicted	depict	VERB
iogr-1262	120	18	by	by	ADP
iogr-1262	120	19	varying	vary	VERB
iogr-1262	120	20	shades	shade	NOUN
iogr-1262	120	21	of	of	ADP
iogr-1262	120	22	color	color	NOUN
iogr-1262	120	23	indicating	indicate	VERB
iogr-1262	120	24	the	the	DET
iogr-1262	120	25	width	width	NOUN
iogr-1262	120	26	of	of	ADP
iogr-1262	120	27	the	the	DET
iogr-1262	120	28	fractures	fracture	NOUN
iogr-1262	120	29	,	,	PUNCT
iogr-1262	120	30	with	with	ADP
iogr-1262	120	31	darker	dark	ADJ
iogr-1262	120	32	shades	shade	NOUN
iogr-1262	120	33	representing	represent	VERB
iogr-1262	120	34	wider	wide	ADJ
iogr-1262	120	35	fractures	fracture	NOUN
iogr-1262	120	36	.	.	PUNCT
iogr-1262	121	1	by	by	ADP
iogr-1262	121	2	comparing	compare	VERB
iogr-1262	121	3	these	these	DET
iogr-1262	121	4	fractures	fracture	NOUN
iogr-1262	121	5	,	,	PUNCT
iogr-1262	121	6	it	it	PRON
iogr-1262	121	7	is	be	AUX
iogr-1262	121	8	possible	possible	ADJ
iogr-1262	121	9	to	to	PART
iogr-1262	121	10	assess	assess	VERB
iogr-1262	121	11	the	the	DET
iogr-1262	121	12	effectiveness	effectiveness	NOUN
iogr-1262	121	13	of	of	ADP
iogr-1262	121	14	hydraulic	hydraulic	ADJ
iogr-1262	121	15	fracturing	fracturing	NOUN
iogr-1262	121	16	and	and	CCONJ
iogr-1262	121	17	determine	determine	VERB
iogr-1262	121	18	whether	whether	SCONJ
iogr-1262	121	19	it	it	PRON
iogr-1262	121	20	has	have	AUX
iogr-1262	121	21	successfully	successfully	ADV
iogr-1262	121	22	expanded	expand	VERB
iogr-1262	121	23	the	the	DET
iogr-1262	121	24	fracture	fracture	NOUN
iogr-1262	121	25	network	network	NOUN
iogr-1262	121	26	,	,	PUNCT
iogr-1262	121	27	thereby	thereby	ADV
iogr-1262	121	28	increasing	increase	VERB
iogr-1262	121	29	the	the	DET
iogr-1262	121	30	permeability	permeability	NOUN
iogr-1262	121	31	and	and	CCONJ
iogr-1262	121	32	productivity	productivity	NOUN
iogr-1262	121	33	of	of	ADP
iogr-1262	121	34	the	the	DET
iogr-1262	121	35	reservoir	reservoir	NOUN
iogr-1262	121	36	.	.	PUNCT
iogr-1262	122	1	additionally	additionally	ADV
iogr-1262	122	2	,	,	PUNCT
iogr-1262	122	3	the	the	DET
iogr-1262	122	4	overlap	overlap	NOUN
iogr-1262	122	5	between	between	ADP
iogr-1262	122	6	the	the	DET
iogr-1262	122	7	natural	natural	ADJ
iogr-1262	122	8	fractures	fracture	NOUN
iogr-1262	122	9	and	and	CCONJ
iogr-1262	122	10	the	the	DET
iogr-1262	122	11	hydraulic	hydraulic	ADJ
iogr-1262	122	12	fracturing	fracturing	NOUN
iogr-1262	122	13	network	network	NOUN
iogr-1262	122	14	can	can	AUX
iogr-1262	122	15	be	be	AUX
iogr-1262	122	16	analyzed	analyze	VERB
iogr-1262	122	17	to	to	PART
iogr-1262	122	18	gain	gain	VERB
iogr-1262	122	19	further	further	ADJ
iogr-1262	122	20	insights	insight	NOUN
iogr-1262	122	21	into	into	ADP
iogr-1262	122	22	the	the	DET
iogr-1262	122	23	coverage	coverage	NOUN
iogr-1262	122	24	and	and	CCONJ
iogr-1262	122	25	effectiveness	effectiveness	NOUN
iogr-1262	122	26	of	of	ADP
iogr-1262	122	27	hydraulic	hydraulic	ADJ
iogr-1262	122	28	fracturing	fracturing	NOUN
iogr-1262	122	29	.	.	PUNCT
iogr-1262	123	1	figure	figure	NOUN
iogr-1262	123	2	4	4	NUM
iogr-1262	123	3	—	—	PUNCT
iogr-1262	123	4	hydraulic	hydraulic	ADJ
iogr-1262	123	5	fracturing	fracturing	NOUN
iogr-1262	123	6	network	network	NOUN
iogr-1262	123	7	.	.	PUNCT
iogr-1262	124	1	production	production	NOUN
iogr-1262	124	2	history	history	NOUN
iogr-1262	124	3	match	match	NOUN
iogr-1262	124	4	.	.	PUNCT
iogr-1262	125	1	production	production	NOUN
iogr-1262	125	2	history	history	NOUN
iogr-1262	125	3	match	match	NOUN
iogr-1262	125	4	refers	refer	VERB
iogr-1262	125	5	to	to	ADP
iogr-1262	125	6	the	the	DET
iogr-1262	125	7	process	process	NOUN
iogr-1262	125	8	of	of	ADP
iogr-1262	125	9	comparing	compare	VERB
iogr-1262	125	10	historical	historical	ADJ
iogr-1262	125	11	production	production	NOUN
iogr-1262	125	12	data	datum	NOUN
iogr-1262	125	13	with	with	ADP
iogr-1262	125	14	numerically	numerically	ADV
iogr-1262	125	15	simulated	simulate	VERB
iogr-1262	125	16	production	production	NOUN
iogr-1262	125	17	data	datum	NOUN
iogr-1262	125	18	in	in	ADP
iogr-1262	125	19	order	order	NOUN
iogr-1262	125	20	to	to	PART
iogr-1262	125	21	validate	validate	VERB
iogr-1262	125	22	and	and	CCONJ
iogr-1262	125	23	adjust	adjust	VERB
iogr-1262	125	24	the	the	DET
iogr-1262	125	25	accuracy	accuracy	NOUN
iogr-1262	125	26	of	of	ADP
iogr-1262	125	27	the	the	DET
iogr-1262	125	28	numerical	numerical	PROPN
iogr-1262	125	29	simulation	simulation	PROPN
iogr-1262	125	30	model	model	PROPN
iogr-1262	125	31	(	(	PUNCT
iogr-1262	125	32	zhang	zhang	PROPN
iogr-1262	125	33	and	and	CCONJ
iogr-1262	125	34	awotunde	awotunde	ADJ
iogr-1262	125	35	2016	2016	NUM
iogr-1262	125	36	)	)	PUNCT
iogr-1262	125	37	.	.	PUNCT
iogr-1262	126	1	figure	figure	NOUN
iogr-1262	126	2	5	5	NUM
iogr-1262	126	3	illustrates	illustrate	VERB
iogr-1262	126	4	the	the	DET
iogr-1262	126	5	basic	basic	ADJ
iogr-1262	126	6	workflow	workflow	NOUN
iogr-1262	126	7	of	of	ADP
iogr-1262	126	8	history	history	NOUN
iogr-1262	126	9	matching	matching	NOUN
iogr-1262	126	10	.	.	PUNCT
iogr-1262	127	1	the	the	DET
iogr-1262	127	2	parameters	parameter	NOUN
iogr-1262	127	3	are	be	AUX
iogr-1262	127	4	only	only	ADV
iogr-1262	127	5	output	output	NOUN
iogr-1262	127	6	when	when	SCONJ
iogr-1262	127	7	the	the	DET
iogr-1262	127	8	difference	difference	NOUN
iogr-1262	127	9	between	between	ADP
iogr-1262	127	10	the	the	DET
iogr-1262	127	11	fitted	fit	VERB
iogr-1262	127	12	values	value	NOUN
iogr-1262	127	13	and	and	CCONJ
iogr-1262	127	14	the	the	DET
iogr-1262	127	15	actual	actual	ADJ
iogr-1262	127	16	values	value	NOUN
iogr-1262	127	17	is	be	AUX
iogr-1262	127	18	smaller	small	ADJ
iogr-1262	127	19	than	than	ADP
iogr-1262	127	20	a	a	DET
iogr-1262	127	21	specific	specific	ADJ
iogr-1262	127	22	threshold	threshold	NOUN
iogr-1262	127	23	value	value	NOUN
iogr-1262	127	24	.	.	PUNCT
iogr-1262	128	1	improved	improve	VERB
iogr-1262	128	2	oil	oil	NOUN
iogr-1262	128	3	and	and	CCONJ
iogr-1262	128	4	gas	gas	NOUN
iogr-1262	128	5	recovery	recovery	NOUN
iogr-1262	128	6	8	8	NUM
iogr-1262	128	7	figure	figure	NOUN
iogr-1262	128	8	5	5	NUM
iogr-1262	128	9	—	—	PUNCT
iogr-1262	128	10	workflow	workflow	NOUN
iogr-1262	128	11	of	of	ADP
iogr-1262	128	12	production	production	NOUN
iogr-1262	128	13	history	history	NOUN
iogr-1262	128	14	match	match	NOUN
iogr-1262	128	15	.	.	PUNCT
iogr-1262	129	1	table	table	NOUN
iogr-1262	129	2	4	4	NUM
iogr-1262	129	3	presents	present	VERB
iogr-1262	129	4	the	the	DET
iogr-1262	129	5	initial	initial	ADJ
iogr-1262	129	6	values	value	NOUN
iogr-1262	129	7	and	and	CCONJ
iogr-1262	129	8	history	history	NOUN
iogr-1262	129	9	matching	matching	NOUN
iogr-1262	129	10	results	result	NOUN
iogr-1262	129	11	of	of	ADP
iogr-1262	129	12	the	the	DET
iogr-1262	129	13	basic	basic	ADJ
iogr-1262	129	14	fluid	fluid	NOUN
iogr-1262	129	15	and	and	CCONJ
iogr-1262	129	16	reservoir	reservoir	NOUN
iogr-1262	129	17	parameters	parameter	NOUN
iogr-1262	129	18	for	for	ADP
iogr-1262	129	19	the	the	DET
iogr-1262	129	20	established	establish	VERB
iogr-1262	129	21	numerical	numerical	ADJ
iogr-1262	129	22	model	model	NOUN
iogr-1262	129	23	of	of	ADP
iogr-1262	129	24	this	this	DET
iogr-1262	129	25	study	study	NOUN
iogr-1262	129	26	.	.	PUNCT
iogr-1262	130	1	table	table	NOUN
iogr-1262	130	2	4	4	NUM
iogr-1262	130	3	—	—	PUNCT
iogr-1262	130	4	initial	initial	ADJ
iogr-1262	130	5	and	and	CCONJ
iogr-1262	130	6	final	final	ADJ
iogr-1262	130	7	values	value	NOUN
iogr-1262	130	8	of	of	ADP
iogr-1262	130	9	parameters	parameter	NOUN
iogr-1262	130	10	.	.	PUNCT
iogr-1262	131	1	parameter	parameter	PROPN
iogr-1262	131	2	initial	initial	ADJ
iogr-1262	131	3	value	value	NOUN
iogr-1262	131	4	final	final	ADJ
iogr-1262	131	5	value	value	NOUN
iogr-1262	131	6	permeability	permeability	NOUN
iogr-1262	131	7	(	(	PUNCT
iogr-1262	131	8	md	md	PROPN
iogr-1262	131	9	)	)	PUNCT
iogr-1262	131	10	0.14	0.14	NUM
iogr-1262	131	11	0.05	0.05	NUM
iogr-1262	131	12	porosity	porosity	NOUN
iogr-1262	131	13	(	(	PUNCT
iogr-1262	131	14	%	%	INTJ
iogr-1262	131	15	)	)	PUNCT
iogr-1262	131	16	11.17	11.17	NUM
iogr-1262	131	17	11	11	NUM
iogr-1262	131	18	oil	oil	NOUN
iogr-1262	131	19	saturation	saturation	NOUN
iogr-1262	131	20	(	(	PUNCT
iogr-1262	131	21	%	%	NOUN
iogr-1262	131	22	)	)	PUNCT
iogr-1262	131	23	51.53	51.53	NUM
iogr-1262	131	24	55	55	NUM
iogr-1262	131	25	fracture	fracture	NOUN
iogr-1262	131	26	permeability(md	permeability(md	NOUN
iogr-1262	131	27	)	)	PUNCT
iogr-1262	131	28	112.6	112.6	NUM
iogr-1262	131	29	102.3	102.3	NUM
iogr-1262	131	30	natural	natural	ADJ
iogr-1262	131	31	fracture	fracture	NOUN
iogr-1262	131	32	permeability(md	permeability(md	NOUN
iogr-1262	131	33	)	)	PUNCT
iogr-1262	131	34	0.65	0.65	NUM
iogr-1262	131	35	0.42	0.42	NUM
iogr-1262	131	36	generation	generation	NOUN
iogr-1262	131	37	of	of	ADP
iogr-1262	131	38	production	production	NOUN
iogr-1262	131	39	dataset	dataset	NOUN
iogr-1262	131	40	.	.	PUNCT
iogr-1262	132	1	according	accord	VERB
iogr-1262	132	2	to	to	ADP
iogr-1262	132	3	the	the	DET
iogr-1262	132	4	actual	actual	ADJ
iogr-1262	132	5	conditions	condition	NOUN
iogr-1262	132	6	of	of	ADP
iogr-1262	132	7	the	the	DET
iogr-1262	132	8	yanchang	yanchang	PROPN
iogr-1262	132	9	formation	formation	NOUN
iogr-1262	132	10	reservoir	reservoir	NOUN
iogr-1262	132	11	in	in	ADP
iogr-1262	132	12	the	the	DET
iogr-1262	132	13	pankou	pankou	NOUN
iogr-1262	132	14	area	area	NOUN
iogr-1262	132	15	of	of	ADP
iogr-1262	132	16	ordos	ordos	PROPN
iogr-1262	132	17	basin	basin	PROPN
iogr-1262	132	18	,	,	PUNCT
iogr-1262	132	19	the	the	DET
iogr-1262	132	20	range	range	NOUN
iogr-1262	132	21	of	of	ADP
iogr-1262	132	22	various	various	ADJ
iogr-1262	132	23	geological	geological	ADJ
iogr-1262	132	24	factors	factor	NOUN
iogr-1262	132	25	of	of	ADP
iogr-1262	132	26	the	the	DET
iogr-1262	132	27	reservoir	reservoir	NOUN
iogr-1262	132	28	were	be	AUX
iogr-1262	132	29	determined	determine	VERB
iogr-1262	132	30	through	through	ADP
iogr-1262	132	31	analysis	analysis	NOUN
iogr-1262	132	32	and	and	CCONJ
iogr-1262	132	33	statistical	statistical	ADJ
iogr-1262	132	34	analysis	analysis	NOUN
iogr-1262	132	35	of	of	ADP
iogr-1262	132	36	field	field	NOUN
iogr-1262	132	37	data	datum	NOUN
iogr-1262	132	38	,	,	PUNCT
iogr-1262	132	39	including	include	VERB
iogr-1262	132	40	core	core	NOUN
iogr-1262	132	41	analysis	analysis	NOUN
iogr-1262	132	42	and	and	CCONJ
iogr-1262	132	43	well	well	ADV
iogr-1262	132	44	logging	log	VERB
iogr-1262	132	45	,	,	PUNCT
iogr-1262	132	46	combined	combine	VERB
iogr-1262	132	47	with	with	ADP
iogr-1262	132	48	comparison	comparison	NOUN
iogr-1262	132	49	and	and	CCONJ
iogr-1262	132	50	validation	validation	NOUN
iogr-1262	132	51	using	use	VERB
iogr-1262	132	52	numerical	numerical	ADJ
iogr-1262	132	53	models	model	NOUN
iogr-1262	132	54	.	.	PUNCT
iogr-1262	133	1	the	the	DET
iogr-1262	133	2	range	range	NOUN
iogr-1262	133	3	for	for	ADP
iogr-1262	133	4	each	each	DET
iogr-1262	133	5	reservoir	reservoir	NOUN
iogr-1262	133	6	parameter	parameter	NOUN
iogr-1262	133	7	in	in	ADP
iogr-1262	133	8	the	the	DET
iogr-1262	133	9	study	study	NOUN
iogr-1262	133	10	area	area	NOUN
iogr-1262	133	11	are	be	AUX
iogr-1262	133	12	presented	present	VERB
iogr-1262	133	13	in	in	ADP
iogr-1262	133	14	table	table	NOUN
iogr-1262	133	15	5	5	NUM
iogr-1262	133	16	.	.	PUNCT
iogr-1262	134	1	figure	figure	NOUN
iogr-1262	134	2	6	6	NUM
iogr-1262	134	3	illustrates	illustrate	VERB
iogr-1262	134	4	the	the	DET
iogr-1262	134	5	distribution	distribution	NOUN
iogr-1262	134	6	of	of	ADP
iogr-1262	134	7	reservoir	reservoir	NOUN
iogr-1262	134	8	parameters	parameter	NOUN
iogr-1262	134	9	in	in	ADP
iogr-1262	134	10	typical	typical	ADJ
iogr-1262	134	11	well	well	NOUN
iogr-1262	134	12	groups	group	NOUN
iogr-1262	134	13	within	within	ADP
iogr-1262	134	14	the	the	DET
iogr-1262	134	15	study	study	NOUN
iogr-1262	134	16	area	area	NOUN
iogr-1262	134	17	.	.	PUNCT
iogr-1262	135	1	improved	improve	VERB
iogr-1262	135	2	oil	oil	NOUN
iogr-1262	135	3	and	and	CCONJ
iogr-1262	135	4	gas	gas	NOUN
iogr-1262	135	5	recovery	recovery	NOUN
iogr-1262	135	6	9	9	NUM
iogr-1262	135	7	table	table	NOUN
iogr-1262	135	8	5	5	NUM
iogr-1262	135	9	—	—	PUNCT
iogr-1262	135	10	range	range	NOUN
iogr-1262	135	11	and	and	CCONJ
iogr-1262	135	12	boundary	boundary	NOUN
iogr-1262	135	13	of	of	ADP
iogr-1262	135	14	geological	geological	ADJ
iogr-1262	135	15	parameters	parameter	NOUN
iogr-1262	135	16	.	.	PUNCT
iogr-1262	136	1	parameter	parameter	PROPN
iogr-1262	136	2	minimum	minimum	ADJ
iogr-1262	136	3	maximum	maximum	ADJ
iogr-1262	136	4	length	length	NOUN
iogr-1262	136	5	of	of	ADP
iogr-1262	136	6	reservoir	reservoir	PROPN
iogr-1262	136	7	section	section	NOUN
iogr-1262	136	8	(	(	PUNCT
iogr-1262	136	9	m	m	NOUN
iogr-1262	136	10	)	)	PUNCT
iogr-1262	136	11	400	400	NUM
iogr-1262	136	12	1600	1600	NUM
iogr-1262	136	13	porosity	porosity	NOUN
iogr-1262	136	14	(	(	PUNCT
iogr-1262	136	15	%	%	NOUN
iogr-1262	136	16	)	)	PUNCT
iogr-1262	136	17	9	9	NUM
iogr-1262	136	18	12	12	NUM
iogr-1262	136	19	permeability	permeability	NOUN
iogr-1262	136	20	(	(	PUNCT
iogr-1262	136	21	md	md	PROPN
iogr-1262	136	22	)	)	PUNCT
iogr-1262	136	23	0.01	0.01	NUM
iogr-1262	136	24	0.25	0.25	NUM
iogr-1262	136	25	oil	oil	NOUN
iogr-1262	136	26	saturation	saturation	NOUN
iogr-1262	136	27	(	(	PUNCT
iogr-1262	136	28	%	%	NOUN
iogr-1262	136	29	)	)	PUNCT
iogr-1262	136	30	45	45	NUM
iogr-1262	136	31	70	70	NUM
iogr-1262	136	32	(	(	PUNCT
iogr-1262	136	33	a	a	NOUN
iogr-1262	136	34	)	)	PUNCT
iogr-1262	136	35	reservoir	reservoir	NOUN
iogr-1262	136	36	length	length	NOUN
iogr-1262	136	37	(	(	PUNCT
iogr-1262	136	38	b	b	NOUN
iogr-1262	136	39	)	)	PUNCT
iogr-1262	136	40	porosity	porosity	NOUN
iogr-1262	136	41	(	(	PUNCT
iogr-1262	136	42	c	c	NOUN
iogr-1262	136	43	)	)	PUNCT
iogr-1262	136	44	permeability	permeability	NOUN
iogr-1262	136	45	(	(	PUNCT
iogr-1262	136	46	d	d	NOUN
iogr-1262	136	47	)	)	PUNCT
iogr-1262	136	48	oil	oil	NOUN
iogr-1262	136	49	saturation	saturation	NOUN
iogr-1262	136	50	figure	figure	NOUN
iogr-1262	136	51	6	6	NUM
iogr-1262	136	52	—	—	PUNCT
iogr-1262	136	53	distribution	distribution	NOUN
iogr-1262	136	54	of	of	ADP
iogr-1262	136	55	reservoir	reservoir	NOUN
iogr-1262	136	56	parameters	parameter	NOUN
iogr-1262	136	57	.	.	PUNCT
iogr-1262	137	1	by	by	ADP
iogr-1262	137	2	collecting	collect	VERB
iogr-1262	137	3	fracturing	fracture	VERB
iogr-1262	137	4	data	datum	NOUN
iogr-1262	137	5	from	from	ADP
iogr-1262	137	6	typical	typical	ADJ
iogr-1262	137	7	production	production	NOUN
iogr-1262	137	8	wells	well	NOUN
iogr-1262	137	9	in	in	ADP
iogr-1262	137	10	the	the	DET
iogr-1262	137	11	target	target	NOUN
iogr-1262	137	12	area	area	NOUN
iogr-1262	137	13	and	and	CCONJ
iogr-1262	137	14	comparing	compare	VERB
iogr-1262	137	15	them	they	PRON
iogr-1262	137	16	with	with	ADP
iogr-1262	137	17	fracturing	fracture	VERB
iogr-1262	137	18	data	datum	NOUN
iogr-1262	137	19	from	from	ADP
iogr-1262	137	20	similar	similar	ADJ
iogr-1262	137	21	wells	well	NOUN
iogr-1262	137	22	with	with	ADP
iogr-1262	137	23	similar	similar	ADJ
iogr-1262	137	24	geological	geological	ADJ
iogr-1262	137	25	structures	structure	NOUN
iogr-1262	137	26	,	,	PUNCT
iogr-1262	137	27	well	well	INTJ
iogr-1262	137	28	types	type	NOUN
iogr-1262	137	29	,	,	PUNCT
iogr-1262	137	30	well	well	INTJ
iogr-1262	137	31	depths	depth	NOUN
iogr-1262	137	32	,	,	PUNCT
iogr-1262	137	33	lithologies	lithology	NOUN
iogr-1262	137	34	,	,	PUNCT
iogr-1262	137	35	etc	etc	X
iogr-1262	137	36	.	.	X
iogr-1262	137	37	,	,	PUNCT
iogr-1262	137	38	the	the	DET
iogr-1262	137	39	range	range	NOUN
iogr-1262	137	40	of	of	ADP
iogr-1262	137	41	fracturing	fracture	VERB
iogr-1262	137	42	parameters	parameter	NOUN
iogr-1262	137	43	can	can	AUX
iogr-1262	137	44	be	be	AUX
iogr-1262	137	45	preliminarily	preliminarily	ADV
iogr-1262	137	46	determined	determine	VERB
iogr-1262	137	47	.	.	PUNCT
iogr-1262	138	1	additionally	additionally	ADV
iogr-1262	138	2	,	,	PUNCT
iogr-1262	138	3	referencing	reference	VERB
iogr-1262	138	4	existing	exist	VERB
iogr-1262	138	5	fracturing	fracturing	NOUN
iogr-1262	138	6	improved	improve	VERB
iogr-1262	138	7	oil	oil	NOUN
iogr-1262	138	8	and	and	CCONJ
iogr-1262	138	9	gas	gas	NOUN
iogr-1262	138	10	recovery	recovery	NOUN
iogr-1262	138	11	10	10	NUM
iogr-1262	138	12	experiments	experiment	NOUN
iogr-1262	138	13	and	and	CCONJ
iogr-1262	138	14	empirical	empirical	ADJ
iogr-1262	138	15	data	datum	NOUN
iogr-1262	138	16	also	also	ADV
iogr-1262	138	17	helps	help	VERB
iogr-1262	138	18	to	to	PART
iogr-1262	138	19	establish	establish	VERB
iogr-1262	138	20	the	the	DET
iogr-1262	138	21	range	range	NOUN
iogr-1262	138	22	of	of	ADP
iogr-1262	138	23	these	these	DET
iogr-1262	138	24	parameters	parameter	NOUN
iogr-1262	138	25	.	.	PUNCT
iogr-1262	139	1	the	the	DET
iogr-1262	139	2	range	range	NOUN
iogr-1262	139	3	for	for	ADP
iogr-1262	139	4	each	each	DET
iogr-1262	139	5	fracturing	fracturing	NOUN
iogr-1262	139	6	parameter	parameter	NOUN
iogr-1262	139	7	are	be	AUX
iogr-1262	139	8	presented	present	VERB
iogr-1262	139	9	in	in	ADP
iogr-1262	139	10	table	table	NOUN
iogr-1262	139	11	6	6	NUM
iogr-1262	139	12	.	.	PUNCT
iogr-1262	140	1	figure	figure	VERB
iogr-1262	140	2	7	7	NUM
iogr-1262	140	3	presents	present	VERB
iogr-1262	140	4	the	the	DET
iogr-1262	140	5	distribution	distribution	NOUN
iogr-1262	140	6	of	of	ADP
iogr-1262	140	7	fracturing	fracture	VERB
iogr-1262	140	8	parameters	parameter	NOUN
iogr-1262	140	9	of	of	ADP
iogr-1262	140	10	typical	typical	ADJ
iogr-1262	140	11	well	well	NOUN
iogr-1262	140	12	groups	group	NOUN
iogr-1262	140	13	in	in	ADP
iogr-1262	140	14	the	the	DET
iogr-1262	140	15	study	study	NOUN
iogr-1262	140	16	area	area	NOUN
iogr-1262	140	17	.	.	PUNCT
iogr-1262	141	1	it	it	PRON
iogr-1262	141	2	is	be	AUX
iogr-1262	141	3	aware	aware	ADJ
iogr-1262	141	4	that	that	SCONJ
iogr-1262	141	5	adjustments	adjustment	NOUN
iogr-1262	141	6	and	and	CCONJ
iogr-1262	141	7	optimizations	optimization	NOUN
iogr-1262	141	8	of	of	ADP
iogr-1262	141	9	the	the	DET
iogr-1262	141	10	parameters	parameter	NOUN
iogr-1262	141	11	should	should	AUX
iogr-1262	141	12	be	be	AUX
iogr-1262	141	13	made	make	VERB
iogr-1262	141	14	based	base	VERB
iogr-1262	141	15	on	on	ADP
iogr-1262	141	16	the	the	DET
iogr-1262	141	17	specific	specific	ADJ
iogr-1262	141	18	conditions	condition	NOUN
iogr-1262	141	19	onsite	onsite	ADJ
iogr-1262	141	20	to	to	PART
iogr-1262	141	21	ensure	ensure	VERB
iogr-1262	141	22	the	the	DET
iogr-1262	141	23	effectiveness	effectiveness	NOUN
iogr-1262	141	24	.	.	PUNCT
iogr-1262	142	1	figure	figure	NOUN
iogr-1262	142	2	7	7	NUM
iogr-1262	142	3	—	—	PUNCT
iogr-1262	142	4	distribution	distribution	NOUN
iogr-1262	142	5	of	of	ADP
iogr-1262	142	6	fracturing	fracture	VERB
iogr-1262	142	7	parameters	parameter	NOUN
iogr-1262	142	8	.	.	PUNCT
iogr-1262	143	1	table	table	NOUN
iogr-1262	143	2	6	6	NUM
iogr-1262	143	3	—	—	PUNCT
iogr-1262	143	4	ranges	range	NOUN
iogr-1262	143	5	and	and	CCONJ
iogr-1262	143	6	boundary	boundary	NOUN
iogr-1262	143	7	of	of	ADP
iogr-1262	143	8	fracturing	fracture	VERB
iogr-1262	143	9	parameters	parameter	NOUN
iogr-1262	143	10	.	.	PUNCT
iogr-1262	144	1	parameter	parameter	PROPN
iogr-1262	144	2	minimum	minimum	NOUN
iogr-1262	144	3	maximum	maximum	ADJ
iogr-1262	144	4	fracturing	fracturing	NOUN
iogr-1262	144	5	spacing	spacing	NOUN
iogr-1262	144	6	(	(	PUNCT
iogr-1262	144	7	m	m	NOUN
iogr-1262	144	8	)	)	PUNCT
iogr-1262	144	9	30	30	NUM
iogr-1262	144	10	100	100	NUM
iogr-1262	144	11	single	single	ADJ
iogr-1262	144	12	-	-	PUNCT
iogr-1262	144	13	stage	stage	NOUN
iogr-1262	144	14	fluid	fluid	NOUN
iogr-1262	144	15	volume	volume	NOUN
iogr-1262	144	16	(	(	PUNCT
iogr-1262	144	17	m3	m3	PROPN
iogr-1262	144	18	)	)	PUNCT
iogr-1262	144	19	500	500	NUM
iogr-1262	144	20	1500	1500	NUM
iogr-1262	144	21	single	single	ADJ
iogr-1262	144	22	-	-	PUNCT
iogr-1262	144	23	stage	stage	NOUN
iogr-1262	144	24	sand	sand	NOUN
iogr-1262	144	25	volume	volume	NOUN
iogr-1262	144	26	(	(	PUNCT
iogr-1262	144	27	m3	m3	PROPN
iogr-1262	144	28	)	)	PUNCT
iogr-1262	144	29	50	50	NUM
iogr-1262	144	30	250	250	NUM
iogr-1262	144	31	single	single	ADJ
iogr-1262	144	32	-	-	PUNCT
iogr-1262	144	33	stage	stage	NOUN
iogr-1262	144	34	displacement	displacement	NOUN
iogr-1262	144	35	(	(	PUNCT
iogr-1262	144	36	m3	m3	PROPN
iogr-1262	144	37	/	/	SYM
iogr-1262	144	38	min	min	NOUN
iogr-1262	144	39	)	)	PUNCT
iogr-1262	144	40	5	5	NUM
iogr-1262	144	41	15	15	NUM
iogr-1262	144	42	improved	improve	VERB
iogr-1262	144	43	oil	oil	NOUN
iogr-1262	144	44	and	and	CCONJ
iogr-1262	144	45	gas	gas	NOUN
iogr-1262	144	46	recovery	recovery	NOUN
iogr-1262	144	47	11	11	NUM
iogr-1262	144	48	numerical	numerical	ADJ
iogr-1262	144	49	simulations	simulation	NOUN
iogr-1262	144	50	are	be	AUX
iogr-1262	144	51	run	run	VERB
iogr-1262	144	52	to	to	PART
iogr-1262	144	53	generate	generate	VERB
iogr-1262	144	54	production	production	NOUN
iogr-1262	144	55	dataset	dataset	NOUN
iogr-1262	144	56	based	base	VERB
iogr-1262	144	57	on	on	ADP
iogr-1262	144	58	the	the	DET
iogr-1262	144	59	combination	combination	NOUN
iogr-1262	144	60	of	of	ADP
iogr-1262	144	61	reservoir	reservoir	NOUN
iogr-1262	144	62	and	and	CCONJ
iogr-1262	144	63	fracturing	fracture	VERB
iogr-1262	144	64	parameters	parameter	NOUN
iogr-1262	144	65	in	in	ADP
iogr-1262	144	66	the	the	DET
iogr-1262	144	67	above	above	ADJ
iogr-1262	144	68	ranges	range	NOUN
iogr-1262	144	69	.	.	PUNCT
iogr-1262	145	1	table	table	NOUN
iogr-1262	145	2	7	7	NUM
iogr-1262	145	3	presents	present	VERB
iogr-1262	145	4	the	the	DET
iogr-1262	145	5	distribution	distribution	NOUN
iogr-1262	145	6	characteristics	characteristic	NOUN
iogr-1262	145	7	of	of	ADP
iogr-1262	145	8	the	the	DET
iogr-1262	145	9	production	production	NOUN
iogr-1262	145	10	dataset	dataset	NOUN
iogr-1262	145	11	,	,	PUNCT
iogr-1262	145	12	while	while	SCONJ
iogr-1262	145	13	figure	figure	NOUN
iogr-1262	145	14	8	8	NUM
iogr-1262	145	15	shows	show	VERB
iogr-1262	145	16	the	the	DET
iogr-1262	145	17	distribution	distribution	NOUN
iogr-1262	145	18	of	of	ADP
iogr-1262	145	19	cumulative	cumulative	ADJ
iogr-1262	145	20	oil	oil	NOUN
iogr-1262	145	21	production	production	NOUN
iogr-1262	145	22	.	.	PUNCT
iogr-1262	146	1	a	a	DET
iogr-1262	146	2	total	total	NOUN
iogr-1262	146	3	of	of	ADP
iogr-1262	146	4	2698	2698	NUM
iogr-1262	146	5	sets	set	NOUN
iogr-1262	146	6	of	of	ADP
iogr-1262	146	7	dynamic	dynamic	ADJ
iogr-1262	146	8	production	production	NOUN
iogr-1262	146	9	data	datum	NOUN
iogr-1262	146	10	were	be	AUX
iogr-1262	146	11	obtained	obtain	VERB
iogr-1262	146	12	,	,	PUNCT
iogr-1262	146	13	including	include	VERB
iogr-1262	146	14	reservoir	reservoir	NOUN
iogr-1262	146	15	parameters	parameter	NOUN
iogr-1262	146	16	,	,	PUNCT
iogr-1262	146	17	such	such	ADJ
iogr-1262	146	18	as	as	ADP
iogr-1262	146	19	reservoir	reservoir	NOUN
iogr-1262	146	20	thickness	thickness	NOUN
iogr-1262	146	21	,	,	PUNCT
iogr-1262	146	22	porosity	porosity	NOUN
iogr-1262	146	23	,	,	PUNCT
iogr-1262	146	24	permeability	permeability	NOUN
iogr-1262	146	25	,	,	PUNCT
iogr-1262	146	26	and	and	CCONJ
iogr-1262	146	27	oil	oil	NOUN
iogr-1262	146	28	saturation	saturation	NOUN
iogr-1262	146	29	,	,	PUNCT
iogr-1262	146	30	as	as	ADV
iogr-1262	146	31	well	well	ADV
iogr-1262	146	32	as	as	ADP
iogr-1262	146	33	hydraulic	hydraulic	ADJ
iogr-1262	146	34	fracturing	fracturing	NOUN
iogr-1262	146	35	parameters	parameter	NOUN
iogr-1262	146	36	,	,	PUNCT
iogr-1262	146	37	such	such	ADJ
iogr-1262	146	38	as	as	ADP
iogr-1262	146	39	fracture	fracture	NOUN
iogr-1262	146	40	spacing	spacing	NOUN
iogr-1262	146	41	,	,	PUNCT
iogr-1262	146	42	singlestage	singlestage	NOUN
iogr-1262	146	43	fluid	fluid	NOUN
iogr-1262	146	44	volume	volume	NOUN
iogr-1262	146	45	,	,	PUNCT
iogr-1262	146	46	single	single	ADJ
iogr-1262	146	47	-	-	PUNCT
iogr-1262	146	48	stage	stage	NOUN
iogr-1262	146	49	sand	sand	NOUN
iogr-1262	146	50	volume	volume	NOUN
iogr-1262	146	51	,	,	PUNCT
iogr-1262	146	52	and	and	CCONJ
iogr-1262	146	53	single	single	ADJ
iogr-1262	146	54	-	-	PUNCT
iogr-1262	146	55	stage	stage	NOUN
iogr-1262	146	56	displacement	displacement	NOUN
iogr-1262	146	57	.	.	PUNCT
iogr-1262	147	1	the	the	DET
iogr-1262	147	2	dataset	dataset	NOUN
iogr-1262	147	3	also	also	ADV
iogr-1262	147	4	includes	include	VERB
iogr-1262	147	5	monthly	monthly	ADJ
iogr-1262	147	6	oil	oil	NOUN
iogr-1262	147	7	production	production	NOUN
iogr-1262	147	8	over	over	ADP
iogr-1262	147	9	ten	ten	NUM
iogr-1262	147	10	years	year	NOUN
iogr-1262	147	11	.	.	PUNCT
iogr-1262	148	1	table	table	NOUN
iogr-1262	148	2	7	7	NUM
iogr-1262	148	3	—	—	PUNCT
iogr-1262	148	4	characteristics	characteristic	NOUN
iogr-1262	148	5	of	of	ADP
iogr-1262	148	6	production	production	NOUN
iogr-1262	148	7	dataset	dataset	NOUN
iogr-1262	148	8	generated	generate	VERB
iogr-1262	148	9	by	by	ADP
iogr-1262	148	10	numerical	numerical	PROPN
iogr-1262	148	11	simulation	simulation	PROPN
iogr-1262	148	12	.	.	PUNCT
iogr-1262	149	1	interval	interval	NOUN
iogr-1262	149	2	length	length	NOUN
iogr-1262	149	3	(	(	PUNCT
iogr-1262	149	4	m	m	NOUN
iogr-1262	149	5	)	)	PUNCT
iogr-1262	149	6	porosity	porosity	NOUN
iogr-1262	149	7	(	(	PUNCT
iogr-1262	149	8	%	%	INTJ
iogr-1262	149	9	)	)	PUNCT
iogr-1262	149	10	perm	perm	NOUN
iogr-1262	149	11	.	.	PUNCT
iogr-1262	150	1	(	(	PUNCT
iogr-1262	150	2	md	md	PROPN
iogr-1262	150	3	)	)	PUNCT
iogr-1262	150	4	saturation	saturation	NOUN
iogr-1262	150	5	(	(	PUNCT
iogr-1262	150	6	%	%	INTJ
iogr-1262	150	7	)	)	PUNCT
iogr-1262	150	8	fracture	fracture	NOUN
iogr-1262	150	9	spacing	spacing	NOUN
iogr-1262	150	10	(	(	PUNCT
iogr-1262	150	11	m	m	NOUN
iogr-1262	150	12	)	)	PUNCT
iogr-1262	150	13	fluid	fluid	ADJ
iogr-1262	150	14	volume	volume	NOUN
iogr-1262	150	15	(	(	PUNCT
iogr-1262	150	16	m3	m3	PROPN
iogr-1262	150	17	)	)	PUNCT
iogr-1262	150	18	sand	sand	NOUN
iogr-1262	150	19	volume	volume	NOUN
iogr-1262	150	20	(	(	PUNCT
iogr-1262	150	21	m3	m3	PROPN
iogr-1262	150	22	)	)	PUNCT
iogr-1262	150	23	displacement	displacement	NOUN
iogr-1262	150	24	(	(	PUNCT
iogr-1262	150	25	m3	m3	PROPN
iogr-1262	150	26	/	/	SYM
iogr-1262	150	27	min	min	NOUN
iogr-1262	150	28	)	)	PUNCT
iogr-1262	150	29	cum.oil	cum.oil	PROPN
iogr-1262	150	30	production	production	NOUN
iogr-1262	150	31	(	(	PUNCT
iogr-1262	150	32	t	t	NOUN
iogr-1262	150	33	)	)	PUNCT
iogr-1262	150	34	sum	sum	NOUN
iogr-1262	150	35	2698	2698	NUM
iogr-1262	150	36	2698	2698	NUM
iogr-1262	150	37	2698	2698	NUM
iogr-1262	150	38	2698	2698	NUM
iogr-1262	150	39	2698	2698	NUM
iogr-1262	150	40	2698	2698	NUM
iogr-1262	150	41	2698	2698	NUM
iogr-1262	150	42	2698	2698	NUM
iogr-1262	150	43	2698	2698	NUM
iogr-1262	150	44	average	average	NOUN
iogr-1262	150	45	1244	1244	NUM
iogr-1262	150	46	10.99	10.99	NUM
iogr-1262	150	47	0.15	0.15	NUM
iogr-1262	150	48	55.0	55.0	NUM
iogr-1262	150	49	64	64	NUM
iogr-1262	150	50	1025	1025	NUM
iogr-1262	150	51	161	161	NUM
iogr-1262	150	52	10	10	NUM
iogr-1262	150	53	28033	28033	NUM
iogr-1262	150	54	stand	stand	NOUN
iogr-1262	150	55	.	.	PUNCT
iogr-1262	151	1	dev	dev	PROPN
iogr-1262	151	2	.	.	PROPN
iogr-1262	152	1	704	704	NUM
iogr-1262	152	2	1.16	1.16	NUM
iogr-1262	152	3	0.08	0.08	NUM
iogr-1262	152	4	6.6	6.6	NUM
iogr-1262	152	5	26	26	NUM
iogr-1262	152	6	739	739	NUM
iogr-1262	152	7	86	86	NUM
iogr-1262	152	8	3	3	NUM
iogr-1262	152	9	4524	4524	NUM
iogr-1262	152	10	minimum	minimum	NOUN
iogr-1262	152	11	400	400	NUM
iogr-1262	152	12	9.00	9.00	NUM
iogr-1262	152	13	0.01	0.01	NUM
iogr-1262	152	14	45.0	45.0	NUM
iogr-1262	152	15	30	30	NUM
iogr-1262	152	16	500	500	NUM
iogr-1262	152	17	30	30	NUM
iogr-1262	152	18	5	5	NUM
iogr-1262	152	19	3156	3156	NUM
iogr-1262	152	20	25	25	NUM
iogr-1262	152	21	%	%	NOUN
iogr-1262	152	22	750	750	NUM
iogr-1262	152	23	9.75	9.75	NUM
iogr-1262	152	24	0.10	0.10	NUM
iogr-1262	152	25	52.0	52.0	NUM
iogr-1262	152	26	40	40	NUM
iogr-1262	152	27	750	750	NUM
iogr-1262	152	28	50	50	NUM
iogr-1262	152	29	7	7	NUM
iogr-1262	152	30	8024	8024	NUM
iogr-1262	152	31	50	50	NUM
iogr-1262	152	32	%	%	NOUN
iogr-1262	152	33	1000	1000	NUM
iogr-1262	152	34	10.82	10.82	NUM
iogr-1262	152	35	0.15	0.15	NUM
iogr-1262	152	36	57.5	57.5	NUM
iogr-1262	152	37	60	60	NUM
iogr-1262	152	38	1000	1000	NUM
iogr-1262	152	39	125	125	NUM
iogr-1262	152	40	10	10	NUM
iogr-1262	152	41	15816	15816	NUM
iogr-1262	152	42	75	75	NUM
iogr-1262	152	43	%	%	NOUN
iogr-1262	152	44	1250	1250	NUM
iogr-1262	152	45	11.35	11.35	NUM
iogr-1262	152	46	0.20	0.20	NUM
iogr-1262	152	47	63.0	63.0	NUM
iogr-1262	152	48	80	80	NUM
iogr-1262	152	49	1250	1250	NUM
iogr-1262	152	50	200	200	NUM
iogr-1262	152	51	13	13	NUM
iogr-1262	152	52	23578	23578	NUM
iogr-1262	152	53	maximum	maximum	NOUN
iogr-1262	152	54	1600	1600	NUM
iogr-1262	152	55	12.00	12.00	NUM
iogr-1262	152	56	0.25	0.25	NUM
iogr-1262	152	57	70.0	70.0	NUM
iogr-1262	152	58	100	100	NUM
iogr-1262	152	59	1500	1500	NUM
iogr-1262	152	60	250	250	NUM
iogr-1262	152	61	15	15	NUM
iogr-1262	152	62	35916	35916	NUM
iogr-1262	152	63	figure	figure	NOUN
iogr-1262	152	64	8	8	NUM
iogr-1262	152	65	—	—	PUNCT
iogr-1262	152	66	distribution	distribution	NOUN
iogr-1262	152	67	of	of	ADP
iogr-1262	152	68	cumulative	cumulative	ADJ
iogr-1262	152	69	oil	oil	NOUN
iogr-1262	152	70	production	production	NOUN
iogr-1262	152	71	in	in	ADP
iogr-1262	152	72	the	the	DET
iogr-1262	152	73	production	production	NOUN
iogr-1262	152	74	dataset	dataset	NOUN
iogr-1262	152	75	.	.	PUNCT
iogr-1262	153	1	machine	machine	NOUN
iogr-1262	153	2	learning	learn	VERB
iogr-1262	153	3	algorithms	algorithm	NOUN
iogr-1262	153	4	for	for	ADP
iogr-1262	153	5	production	production	NOUN
iogr-1262	153	6	forecasting	forecasting	NOUN
iogr-1262	153	7	.	.	PUNCT
iogr-1262	154	1	machine	machine	NOUN
iogr-1262	154	2	learning	learning	NOUN
iogr-1262	154	3	refers	refer	VERB
iogr-1262	154	4	to	to	ADP
iogr-1262	154	5	the	the	DET
iogr-1262	154	6	process	process	NOUN
iogr-1262	154	7	of	of	ADP
iogr-1262	154	8	automatically	automatically	ADV
iogr-1262	154	9	adjusting	adjust	VERB
iogr-1262	154	10	the	the	DET
iogr-1262	154	11	parameters	parameter	NOUN
iogr-1262	154	12	of	of	ADP
iogr-1262	154	13	algorithm	algorithm	NOUN
iogr-1262	154	14	models	model	NOUN
iogr-1262	154	15	by	by	ADP
iogr-1262	154	16	learning	learn	VERB
iogr-1262	154	17	patterns	pattern	NOUN
iogr-1262	154	18	and	and	CCONJ
iogr-1262	154	19	rules	rule	NOUN
iogr-1262	154	20	from	from	ADP
iogr-1262	154	21	a	a	DET
iogr-1262	154	22	large	large	ADJ
iogr-1262	154	23	amount	amount	NOUN
iogr-1262	154	24	of	of	ADP
iogr-1262	154	25	data	datum	NOUN
iogr-1262	154	26	,	,	PUNCT
iogr-1262	154	27	with	with	ADP
iogr-1262	154	28	the	the	DET
iogr-1262	154	29	aim	aim	NOUN
iogr-1262	154	30	of	of	ADP
iogr-1262	154	31	improving	improve	VERB
iogr-1262	154	32	the	the	DET
iogr-1262	154	33	accuracy	accuracy	NOUN
iogr-1262	154	34	of	of	ADP
iogr-1262	154	35	prediction	prediction	NOUN
iogr-1262	154	36	and	and	CCONJ
iogr-1262	154	37	classification	classification	NOUN
iogr-1262	154	38	.	.	PUNCT
iogr-1262	155	1	the	the	DET
iogr-1262	155	2	basic	basic	ADJ
iogr-1262	155	3	principle	principle	NOUN
iogr-1262	155	4	of	of	ADP
iogr-1262	155	5	neural	neural	ADJ
iogr-1262	155	6	networks	network	NOUN
iogr-1262	155	7	involves	involve	VERB
iogr-1262	155	8	training	train	VERB
iogr-1262	155	9	the	the	DET
iogr-1262	155	10	model	model	NOUN
iogr-1262	155	11	to	to	PART
iogr-1262	155	12	map	map	VERB
iogr-1262	155	13	input	input	NOUN
iogr-1262	155	14	data	datum	NOUN
iogr-1262	155	15	to	to	ADP
iogr-1262	155	16	output	output	NOUN
iogr-1262	155	17	data	datum	NOUN
iogr-1262	155	18	,	,	PUNCT
iogr-1262	155	19	establishing	establish	VERB
iogr-1262	155	20	a	a	DET
iogr-1262	155	21	relationship	relationship	NOUN
iogr-1262	155	22	between	between	ADP
iogr-1262	155	23	the	the	DET
iogr-1262	155	24	two	two	NUM
iogr-1262	155	25	.	.	PUNCT
iogr-1262	156	1	machine	machine	NOUN
iogr-1262	156	2	learning	learning	NOUN
iogr-1262	156	3	methods	method	NOUN
iogr-1262	156	4	can	can	AUX
iogr-1262	156	5	be	be	AUX
iogr-1262	156	6	broadly	broadly	ADV
iogr-1262	156	7	categorized	categorize	VERB
iogr-1262	156	8	into	into	ADP
iogr-1262	156	9	supervised	supervised	ADJ
iogr-1262	156	10	learning	learning	NOUN
iogr-1262	156	11	and	and	CCONJ
iogr-1262	156	12	unsupervised	unsupervised	ADJ
iogr-1262	156	13	learning	learning	NOUN
iogr-1262	156	14	.	.	PUNCT
iogr-1262	157	1	supervised	supervised	ADJ
iogr-1262	157	2	learning	learning	NOUN
iogr-1262	157	3	involves	involve	VERB
iogr-1262	157	4	training	train	VERB
iogr-1262	157	5	the	the	DET
iogr-1262	157	6	model	model	NOUN
iogr-1262	157	7	using	use	VERB
iogr-1262	157	8	known	know	VERB
iogr-1262	157	9	input	input	NOUN
iogr-1262	157	10	and	and	CCONJ
iogr-1262	157	11	output	output	NOUN
iogr-1262	157	12	data	datum	NOUN
iogr-1262	157	13	samples	sample	NOUN
iogr-1262	157	14	to	to	PART
iogr-1262	157	15	predict	predict	VERB
iogr-1262	157	16	the	the	DET
iogr-1262	157	17	improved	improved	ADJ
iogr-1262	157	18	oil	oil	NOUN
iogr-1262	157	19	and	and	CCONJ
iogr-1262	157	20	gas	gas	NOUN
iogr-1262	157	21	recovery	recovery	NOUN
iogr-1262	157	22	12	12	NUM
iogr-1262	157	23	output	output	NOUN
iogr-1262	157	24	for	for	ADP
iogr-1262	157	25	new	new	ADJ
iogr-1262	157	26	unknown	unknown	ADJ
iogr-1262	157	27	data	datum	NOUN
iogr-1262	157	28	.	.	PUNCT
iogr-1262	158	1	on	on	ADP
iogr-1262	158	2	the	the	DET
iogr-1262	158	3	other	other	ADJ
iogr-1262	158	4	hand	hand	NOUN
iogr-1262	158	5	,	,	PUNCT
iogr-1262	158	6	unsupervised	unsupervised	ADJ
iogr-1262	158	7	learning	learning	NOUN
iogr-1262	158	8	aims	aim	VERB
iogr-1262	158	9	to	to	PART
iogr-1262	158	10	discover	discover	VERB
iogr-1262	158	11	the	the	DET
iogr-1262	158	12	structure	structure	NOUN
iogr-1262	158	13	and	and	CCONJ
iogr-1262	158	14	patterns	pattern	NOUN
iogr-1262	158	15	within	within	ADP
iogr-1262	158	16	the	the	DET
iogr-1262	158	17	data	datum	NOUN
iogr-1262	158	18	itself	itself	PRON
iogr-1262	158	19	through	through	ADP
iogr-1262	158	20	analysis	analysis	NOUN
iogr-1262	158	21	and	and	CCONJ
iogr-1262	158	22	learning	learn	VERB
iogr-1262	158	23	without	without	ADP
iogr-1262	158	24	any	any	DET
iogr-1262	158	25	given	give	VERB
iogr-1262	158	26	output	output	NOUN
iogr-1262	158	27	samples.the	samples.the	DET
iogr-1262	158	28	following	follow	VERB
iogr-1262	158	29	briefly	briefly	NOUN
iogr-1262	158	30	introduces	introduce	VERB
iogr-1262	158	31	these	these	DET
iogr-1262	158	32	three	three	NUM
iogr-1262	158	33	machine	machine	NOUN
iogr-1262	158	34	learning	learning	NOUN
iogr-1262	158	35	methods	method	NOUN
iogr-1262	158	36	used	use	VERB
iogr-1262	158	37	for	for	ADP
iogr-1262	158	38	production	production	NOUN
iogr-1262	158	39	forecasting	forecasting	NOUN
iogr-1262	158	40	in	in	ADP
iogr-1262	158	41	this	this	DET
iogr-1262	158	42	study	study	NOUN
iogr-1262	158	43	.	.	PUNCT
iogr-1262	159	1	cnn	cnn	PROPN
iogr-1262	159	2	method	method	PROPN
iogr-1262	159	3	.	.	PUNCT
iogr-1262	160	1	convolutional	convolutional	ADJ
iogr-1262	160	2	neural	neural	ADJ
iogr-1262	160	3	network	network	NOUN
iogr-1262	160	4	(	(	PUNCT
iogr-1262	160	5	cnn	cnn	PROPN
iogr-1262	160	6	)	)	PUNCT
iogr-1262	160	7	is	be	AUX
iogr-1262	160	8	a	a	DET
iogr-1262	160	9	deep	deep	ADJ
iogr-1262	160	10	learning	learning	NOUN
iogr-1262	160	11	technique	technique	NOUN
iogr-1262	160	12	used	use	VERB
iogr-1262	160	13	for	for	ADP
iogr-1262	160	14	analyzing	analyze	VERB
iogr-1262	160	15	data	datum	NOUN
iogr-1262	160	16	with	with	ADP
iogr-1262	160	17	grid	grid	NOUN
iogr-1262	160	18	-	-	PUNCT
iogr-1262	160	19	like	like	ADJ
iogr-1262	160	20	structures	structure	NOUN
iogr-1262	160	21	,	,	PUNCT
iogr-1262	160	22	such	such	ADJ
iogr-1262	160	23	as	as	ADP
iogr-1262	160	24	images	image	NOUN
iogr-1262	160	25	,	,	PUNCT
iogr-1262	160	26	speech	speech	NOUN
iogr-1262	160	27	,	,	PUNCT
iogr-1262	160	28	and	and	CCONJ
iogr-1262	160	29	text	text	NOUN
iogr-1262	160	30	.	.	PUNCT
iogr-1262	161	1	compared	compare	VERB
iogr-1262	161	2	to	to	ADP
iogr-1262	161	3	traditional	traditional	ADJ
iogr-1262	161	4	neural	neural	ADJ
iogr-1262	161	5	networks	network	NOUN
iogr-1262	161	6	,	,	PUNCT
iogr-1262	161	7	cnn	cnn	PROPN
iogr-1262	161	8	can	can	AUX
iogr-1262	161	9	automatically	automatically	ADV
iogr-1262	161	10	learn	learn	VERB
iogr-1262	161	11	features	feature	NOUN
iogr-1262	161	12	from	from	ADP
iogr-1262	161	13	input	input	NOUN
iogr-1262	161	14	data	datum	NOUN
iogr-1262	161	15	while	while	SCONJ
iogr-1262	161	16	reducing	reduce	VERB
iogr-1262	161	17	the	the	DET
iogr-1262	161	18	number	number	NOUN
iogr-1262	161	19	of	of	ADP
iogr-1262	161	20	parameters	parameter	NOUN
iogr-1262	161	21	,	,	PUNCT
iogr-1262	161	22	thus	thus	ADV
iogr-1262	161	23	improving	improve	VERB
iogr-1262	161	24	the	the	DET
iogr-1262	161	25	efficiency	efficiency	NOUN
iogr-1262	161	26	and	and	CCONJ
iogr-1262	161	27	accuracy	accuracy	NOUN
iogr-1262	161	28	of	of	ADP
iogr-1262	161	29	the	the	DET
iogr-1262	161	30	model	model	NOUN
iogr-1262	161	31	(	(	PUNCT
iogr-1262	161	32	albawi	albawi	PROPN
iogr-1262	161	33	et	et	PROPN
iogr-1262	161	34	al	al	PROPN
iogr-1262	161	35	.	.	PROPN
iogr-1262	161	36	2017	2017	NUM
iogr-1262	161	37	)	)	PUNCT
iogr-1262	161	38	.	.	PUNCT
iogr-1262	162	1	figure	figure	NOUN
iogr-1262	162	2	9	9	NUM
iogr-1262	162	3	depicts	depict	VERB
iogr-1262	162	4	the	the	DET
iogr-1262	162	5	structure	structure	NOUN
iogr-1262	162	6	of	of	ADP
iogr-1262	162	7	a	a	DET
iogr-1262	162	8	one	one	NUM
iogr-1262	162	9	-	-	PUNCT
iogr-1262	162	10	dimensional	dimensional	ADJ
iogr-1262	162	11	convolution	convolution	NOUN
iogr-1262	162	12	.	.	PUNCT
iogr-1262	163	1	in	in	ADP
iogr-1262	163	2	cnn	cnn	PROPN
iogr-1262	163	3	,	,	PUNCT
iogr-1262	163	4	the	the	DET
iogr-1262	163	5	convolutional	convolutional	ADJ
iogr-1262	163	6	layers	layer	NOUN
iogr-1262	163	7	extract	extract	VERB
iogr-1262	163	8	features	feature	NOUN
iogr-1262	163	9	from	from	ADP
iogr-1262	163	10	input	input	NOUN
iogr-1262	163	11	images	image	NOUN
iogr-1262	163	12	,	,	PUNCT
iogr-1262	163	13	while	while	SCONJ
iogr-1262	163	14	the	the	DET
iogr-1262	163	15	pooling	pooling	NOUN
iogr-1262	163	16	layers	layer	NOUN
iogr-1262	163	17	are	be	AUX
iogr-1262	163	18	used	use	VERB
iogr-1262	163	19	to	to	PART
iogr-1262	163	20	reduce	reduce	VERB
iogr-1262	163	21	the	the	DET
iogr-1262	163	22	size	size	NOUN
iogr-1262	163	23	and	and	CCONJ
iogr-1262	163	24	number	number	NOUN
iogr-1262	163	25	of	of	ADP
iogr-1262	163	26	parameters	parameter	NOUN
iogr-1262	163	27	in	in	ADP
iogr-1262	163	28	the	the	DET
iogr-1262	163	29	feature	feature	NOUN
iogr-1262	163	30	maps	map	NOUN
iogr-1262	163	31	,	,	PUNCT
iogr-1262	163	32	preventing	prevent	VERB
iogr-1262	163	33	overfitting	overfitting	NOUN
iogr-1262	163	34	.	.	PUNCT
iogr-1262	164	1	the	the	DET
iogr-1262	164	2	fully	fully	ADV
iogr-1262	164	3	connected	connected	ADJ
iogr-1262	164	4	layers	layer	NOUN
iogr-1262	164	5	combine	combine	VERB
iogr-1262	164	6	the	the	DET
iogr-1262	164	7	output	output	NOUN
iogr-1262	164	8	features	feature	VERB
iogr-1262	164	9	from	from	ADP
iogr-1262	164	10	the	the	DET
iogr-1262	164	11	convolutional	convolutional	ADJ
iogr-1262	164	12	and	and	CCONJ
iogr-1262	164	13	pooling	pool	VERB
iogr-1262	164	14	layers	layer	NOUN
iogr-1262	164	15	to	to	PART
iogr-1262	164	16	perform	perform	VERB
iogr-1262	164	17	classification	classification	NOUN
iogr-1262	164	18	or	or	CCONJ
iogr-1262	164	19	regression	regression	NOUN
iogr-1262	164	20	tasks	task	NOUN
iogr-1262	164	21	.	.	PUNCT
iogr-1262	165	1	figure	figure	NOUN
iogr-1262	165	2	9	9	NUM
iogr-1262	165	3	—	—	PUNCT
iogr-1262	165	4	cnn	cnn	PROPN
iogr-1262	165	5	one	one	NUM
iogr-1262	165	6	-	-	PUNCT
iogr-1262	165	7	dimensional	dimensional	ADJ
iogr-1262	165	8	convolutional	convolutional	ADJ
iogr-1262	165	9	structure	structure	NOUN
iogr-1262	165	10	diagram	diagram	NOUN
iogr-1262	165	11	.	.	PUNCT
iogr-1262	166	1	lstm	lstm	PROPN
iogr-1262	166	2	method	method	PROPN
iogr-1262	166	3	.	.	PUNCT
iogr-1262	167	1	long	long	ADJ
iogr-1262	167	2	short	short	ADJ
iogr-1262	167	3	-	-	PUNCT
iogr-1262	167	4	term	term	NOUN
iogr-1262	167	5	memory	memory	NOUN
iogr-1262	167	6	(	(	PUNCT
iogr-1262	167	7	lstm	lstm	PROPN
iogr-1262	167	8	)	)	PUNCT
iogr-1262	167	9	,	,	PUNCT
iogr-1262	167	10	a	a	DET
iogr-1262	167	11	type	type	NOUN
iogr-1262	167	12	of	of	ADP
iogr-1262	167	13	recurrent	recurrent	ADJ
iogr-1262	167	14	neural	neural	ADJ
iogr-1262	167	15	network	network	NOUN
iogr-1262	167	16	(	(	PUNCT
iogr-1262	167	17	rnn	rnn	PROPN
iogr-1262	167	18	)	)	PUNCT
iogr-1262	167	19	model	model	NOUN
iogr-1262	167	20	,	,	PUNCT
iogr-1262	167	21	is	be	AUX
iogr-1262	167	22	designed	design	VERB
iogr-1262	167	23	for	for	ADP
iogr-1262	167	24	handling	handle	VERB
iogr-1262	167	25	sequence	sequence	NOUN
iogr-1262	167	26	data	datum	NOUN
iogr-1262	167	27	.	.	PUNCT
iogr-1262	168	1	as	as	SCONJ
iogr-1262	168	2	shown	show	VERB
iogr-1262	168	3	in	in	ADP
iogr-1262	168	4	figure	figure	NOUN
iogr-1262	168	5	10	10	NUM
iogr-1262	168	6	,	,	PUNCT
iogr-1262	168	7	lstm	lstm	NOUN
iogr-1262	168	8	utilizes	utilize	VERB
iogr-1262	168	9	three	three	NUM
iogr-1262	168	10	gates	gate	NOUN
iogr-1262	168	11	to	to	PART
iogr-1262	168	12	control	control	VERB
iogr-1262	168	13	the	the	DET
iogr-1262	168	14	flow	flow	NOUN
iogr-1262	168	15	of	of	ADP
iogr-1262	168	16	information	information	NOUN
iogr-1262	168	17	:	:	PUNCT
iogr-1262	168	18	the	the	DET
iogr-1262	168	19	forget	forget	NOUN
iogr-1262	168	20	gate	gate	NOUN
iogr-1262	168	21	,	,	PUNCT
iogr-1262	168	22	input	input	NOUN
iogr-1262	168	23	gate	gate	NOUN
iogr-1262	168	24	,	,	PUNCT
iogr-1262	168	25	and	and	CCONJ
iogr-1262	168	26	output	output	NOUN
iogr-1262	168	27	gate	gate	NOUN
iogr-1262	168	28	.	.	PUNCT
iogr-1262	169	1	these	these	DET
iogr-1262	169	2	gates	gate	NOUN
iogr-1262	169	3	allow	allow	VERB
iogr-1262	169	4	lstm	lstm	NOUN
iogr-1262	169	5	to	to	PART
iogr-1262	169	6	selectively	selectively	ADV
iogr-1262	169	7	retain	retain	VERB
iogr-1262	169	8	or	or	CCONJ
iogr-1262	169	9	forget	forget	VERB
iogr-1262	169	10	information	information	NOUN
iogr-1262	169	11	and	and	CCONJ
iogr-1262	169	12	produce	produce	VERB
iogr-1262	169	13	predictions	prediction	NOUN
iogr-1262	169	14	at	at	ADP
iogr-1262	169	15	the	the	DET
iogr-1262	169	16	current	current	ADJ
iogr-1262	169	17	time	time	NOUN
iogr-1262	169	18	step	step	NOUN
iogr-1262	169	19	.	.	PUNCT
iogr-1262	170	1	as	as	ADP
iogr-1262	170	2	a	a	DET
iogr-1262	170	3	result	result	NOUN
iogr-1262	170	4	,	,	PUNCT
iogr-1262	170	5	lstm	lstm	NOUN
iogr-1262	170	6	has	have	AUX
iogr-1262	170	7	been	be	AUX
iogr-1262	170	8	widely	widely	ADV
iogr-1262	170	9	applied	apply	VERB
iogr-1262	170	10	in	in	ADP
iogr-1262	170	11	sequence	sequence	NOUN
iogr-1262	170	12	data	datum	NOUN
iogr-1262	170	13	processing	processing	NOUN
iogr-1262	170	14	tasks	task	NOUN
iogr-1262	170	15	such	such	ADJ
iogr-1262	170	16	as	as	ADP
iogr-1262	170	17	natural	natural	ADJ
iogr-1262	170	18	language	language	NOUN
iogr-1262	170	19	processing	processing	NOUN
iogr-1262	170	20	,	,	PUNCT
iogr-1262	170	21	speech	speech	NOUN
iogr-1262	170	22	recognition	recognition	NOUN
iogr-1262	170	23	,	,	PUNCT
iogr-1262	170	24	and	and	CCONJ
iogr-1262	170	25	stock	stock	NOUN
iogr-1262	170	26	prediction	prediction	NOUN
iogr-1262	170	27	.	.	PUNCT
iogr-1262	171	1	figure	figure	NOUN
iogr-1262	171	2	10	10	NUM
iogr-1262	171	3	—	—	PUNCT
iogr-1262	171	4	lstm	lstm	ADJ
iogr-1262	171	5	neural	neural	ADJ
iogr-1262	171	6	network	network	NOUN
iogr-1262	171	7	unit	unit	NOUN
iogr-1262	171	8	structure	structure	NOUN
iogr-1262	171	9	diagram	diagram	PROPN
iogr-1262	171	10	.	.	PUNCT
iogr-1262	172	1	cnn	cnn	PROPN
iogr-1262	172	2	-	-	PUNCT
iogr-1262	172	3	lstm	lstm	PROPN
iogr-1262	172	4	method	method	NOUN
iogr-1262	172	5	.	.	PUNCT
iogr-1262	173	1	cnn	cnn	PROPN
iogr-1262	173	2	-	-	PUNCT
iogr-1262	173	3	lstm	lstm	PROPN
iogr-1262	173	4	is	be	AUX
iogr-1262	173	5	a	a	DET
iogr-1262	173	6	complex	complex	ADJ
iogr-1262	173	7	neural	neural	ADJ
iogr-1262	173	8	network	network	NOUN
iogr-1262	173	9	architecture	architecture	NOUN
iogr-1262	173	10	that	that	PRON
iogr-1262	173	11	combines	combine	VERB
iogr-1262	173	12	the	the	DET
iogr-1262	173	13	characteristics	characteristic	NOUN
iogr-1262	173	14	of	of	ADP
iogr-1262	173	15	cnn	cnn	PROPN
iogr-1262	173	16	and	and	CCONJ
iogr-1262	173	17	lstm	lstm	PROPN
iogr-1262	173	18	,	,	PUNCT
iogr-1262	173	19	making	make	VERB
iogr-1262	173	20	it	it	PRON
iogr-1262	173	21	suitable	suitable	ADJ
iogr-1262	173	22	for	for	ADP
iogr-1262	173	23	modeling	modeling	NOUN
iogr-1262	173	24	and	and	CCONJ
iogr-1262	173	25	predicting	predict	VERB
iogr-1262	173	26	sequential	sequential	ADJ
iogr-1262	173	27	data	datum	NOUN
iogr-1262	173	28	.	.	PUNCT
iogr-1262	174	1	as	as	SCONJ
iogr-1262	174	2	shown	show	VERB
iogr-1262	174	3	in	in	ADP
iogr-1262	174	4	figure	figure	NOUN
iogr-1262	174	5	11	11	NUM
iogr-1262	174	6	,	,	PUNCT
iogr-1262	174	7	it	it	PRON
iogr-1262	174	8	improved	improve	VERB
iogr-1262	174	9	oil	oil	NOUN
iogr-1262	174	10	and	and	CCONJ
iogr-1262	174	11	gas	gas	NOUN
iogr-1262	174	12	recovery	recovery	NOUN
iogr-1262	174	13	13	13	NUM
iogr-1262	174	14	first	first	ADJ
iogr-1262	174	15	processes	process	VERB
iogr-1262	174	16	the	the	DET
iogr-1262	174	17	sequential	sequential	ADJ
iogr-1262	174	18	data	datum	NOUN
iogr-1262	174	19	through	through	ADP
iogr-1262	174	20	convolutional	convolutional	ADJ
iogr-1262	174	21	layers	layer	NOUN
iogr-1262	174	22	to	to	PART
iogr-1262	174	23	extract	extract	VERB
iogr-1262	174	24	spatial	spatial	ADJ
iogr-1262	174	25	features	feature	NOUN
iogr-1262	174	26	.	.	PUNCT
iogr-1262	175	1	then	then	ADV
iogr-1262	175	2	,	,	PUNCT
iogr-1262	175	3	the	the	DET
iogr-1262	175	4	output	output	NOUN
iogr-1262	175	5	of	of	ADP
iogr-1262	175	6	the	the	DET
iogr-1262	175	7	convolutional	convolutional	ADJ
iogr-1262	175	8	layers	layer	NOUN
iogr-1262	175	9	is	be	AUX
iogr-1262	175	10	fed	feed	VERB
iogr-1262	175	11	into	into	ADP
iogr-1262	175	12	the	the	DET
iogr-1262	175	13	lstm	lstm	ADJ
iogr-1262	175	14	layer	layer	NOUN
iogr-1262	175	15	,	,	PUNCT
iogr-1262	175	16	which	which	PRON
iogr-1262	175	17	learns	learn	VERB
iogr-1262	175	18	the	the	DET
iogr-1262	175	19	temporal	temporal	ADJ
iogr-1262	175	20	dependencies	dependency	NOUN
iogr-1262	175	21	in	in	ADP
iogr-1262	175	22	the	the	DET
iogr-1262	175	23	sequence	sequence	NOUN
iogr-1262	175	24	through	through	ADP
iogr-1262	175	25	its	its	PRON
iogr-1262	175	26	memory	memory	NOUN
iogr-1262	175	27	cells	cell	NOUN
iogr-1262	175	28	and	and	CCONJ
iogr-1262	175	29	gate	gate	NOUN
iogr-1262	175	30	units	unit	NOUN
iogr-1262	175	31	.	.	PUNCT
iogr-1262	176	1	lastly	lastly	ADV
iogr-1262	176	2	,	,	PUNCT
iogr-1262	176	3	the	the	DET
iogr-1262	176	4	output	output	NOUN
iogr-1262	176	5	of	of	ADP
iogr-1262	176	6	the	the	DET
iogr-1262	176	7	lstm	lstm	NOUN
iogr-1262	176	8	layer	layer	NOUN
iogr-1262	176	9	is	be	AUX
iogr-1262	176	10	passed	pass	VERB
iogr-1262	176	11	to	to	ADP
iogr-1262	176	12	the	the	DET
iogr-1262	176	13	output	output	NOUN
iogr-1262	176	14	layer	layer	NOUN
iogr-1262	176	15	for	for	ADP
iogr-1262	176	16	prediction	prediction	NOUN
iogr-1262	176	17	.	.	PUNCT
iogr-1262	177	1	figure	figure	NOUN
iogr-1262	177	2	11	11	NUM
iogr-1262	177	3	—	—	PUNCT
iogr-1262	177	4	cnn	cnn	PROPN
iogr-1262	177	5	-	-	PUNCT
iogr-1262	177	6	lstm	lstm	ADJ
iogr-1262	177	7	neural	neural	ADJ
iogr-1262	177	8	network	network	NOUN
iogr-1262	177	9	unit	unit	NOUN
iogr-1262	177	10	structure	structure	NOUN
iogr-1262	177	11	diagram	diagram	PROPN
iogr-1262	177	12	.	.	PUNCT
iogr-1262	178	1	analysis	analysis	NOUN
iogr-1262	178	2	of	of	ADP
iogr-1262	178	3	model	model	NOUN
iogr-1262	178	4	training	training	NOUN
iogr-1262	178	5	results	result	NOUN
iogr-1262	178	6	this	this	DET
iogr-1262	178	7	section	section	NOUN
iogr-1262	178	8	evaluates	evaluate	VERB
iogr-1262	178	9	the	the	DET
iogr-1262	178	10	predictive	predictive	ADJ
iogr-1262	178	11	accuracy	accuracy	NOUN
iogr-1262	178	12	of	of	ADP
iogr-1262	178	13	different	different	ADJ
iogr-1262	178	14	machine	machine	NOUN
iogr-1262	178	15	learning	learning	NOUN
iogr-1262	178	16	models	model	NOUN
iogr-1262	178	17	through	through	ADP
iogr-1262	178	18	correlation	correlation	NOUN
iogr-1262	178	19	analysis	analysis	NOUN
iogr-1262	178	20	,	,	PUNCT
iogr-1262	178	21	selects	select	VERB
iogr-1262	178	22	the	the	DET
iogr-1262	178	23	optimal	optimal	ADJ
iogr-1262	178	24	one	one	NOUN
iogr-1262	178	25	,	,	PUNCT
iogr-1262	178	26	followed	follow	VERB
iogr-1262	178	27	by	by	ADP
iogr-1262	178	28	conducting	conduct	VERB
iogr-1262	178	29	a	a	DET
iogr-1262	178	30	univariate	univariate	ADJ
iogr-1262	178	31	sensitivity	sensitivity	NOUN
iogr-1262	178	32	analysis	analysis	NOUN
iogr-1262	178	33	of	of	ADP
iogr-1262	178	34	hydraulic	hydraulic	ADJ
iogr-1262	178	35	fracturing	fracturing	NOUN
iogr-1262	178	36	parameters	parameter	NOUN
iogr-1262	178	37	.	.	PUNCT
iogr-1262	179	1	finally	finally	ADV
iogr-1262	179	2	,	,	PUNCT
iogr-1262	179	3	it	it	PRON
iogr-1262	179	4	introduces	introduce	VERB
iogr-1262	179	5	the	the	DET
iogr-1262	179	6	case	case	NOUN
iogr-1262	179	7	study	study	NOUN
iogr-1262	179	8	of	of	ADP
iogr-1262	179	9	fracturing	fracture	VERB
iogr-1262	179	10	parameters	parameter	NOUN
iogr-1262	179	11	optimization	optimization	NOUN
iogr-1262	179	12	through	through	ADP
iogr-1262	179	13	instance	instance	NOUN
iogr-1262	179	14	-	-	PUNCT
iogr-1262	179	15	specific	specific	ADJ
iogr-1262	179	16	investigations	investigation	NOUN
iogr-1262	179	17	.	.	PUNCT
iogr-1262	180	1	correlation	correlation	NOUN
iogr-1262	180	2	analysis	analysis	NOUN
iogr-1262	180	3	.	.	PUNCT
iogr-1262	181	1	correlation	correlation	NOUN
iogr-1262	181	2	analysis	analysis	NOUN
iogr-1262	181	3	involves	involve	VERB
iogr-1262	181	4	the	the	DET
iogr-1262	181	5	application	application	NOUN
iogr-1262	181	6	of	of	ADP
iogr-1262	181	7	statistical	statistical	ADJ
iogr-1262	181	8	methods	method	NOUN
iogr-1262	181	9	to	to	PART
iogr-1262	181	10	assess	assess	VERB
iogr-1262	181	11	the	the	DET
iogr-1262	181	12	degree	degree	NOUN
iogr-1262	181	13	of	of	ADP
iogr-1262	181	14	association	association	NOUN
iogr-1262	181	15	between	between	ADP
iogr-1262	181	16	two	two	NUM
iogr-1262	181	17	or	or	CCONJ
iogr-1262	181	18	more	more	ADJ
iogr-1262	181	19	variables	variable	NOUN
iogr-1262	181	20	.	.	PUNCT
iogr-1262	182	1	in	in	ADP
iogr-1262	182	2	data	data	NOUN
iogr-1262	182	3	analysis	analysis	NOUN
iogr-1262	182	4	and	and	CCONJ
iogr-1262	182	5	modeling	modeling	NOUN
iogr-1262	182	6	,	,	PUNCT
iogr-1262	182	7	the	the	DET
iogr-1262	182	8	utilization	utilization	NOUN
iogr-1262	182	9	of	of	ADP
iogr-1262	182	10	pearson	pearson	PROPN
iogr-1262	182	11	correlation	correlation	NOUN
iogr-1262	182	12	coefficient	coefficient	NOUN
iogr-1262	182	13	analysis	analysis	NOUN
iogr-1262	182	14	is	be	AUX
iogr-1262	182	15	employed	employ	VERB
iogr-1262	182	16	to	to	PART
iogr-1262	182	17	investigate	investigate	VERB
iogr-1262	182	18	the	the	DET
iogr-1262	182	19	interrelationships	interrelationship	NOUN
iogr-1262	182	20	among	among	ADP
iogr-1262	182	21	variables	variable	NOUN
iogr-1262	182	22	,	,	PUNCT
iogr-1262	182	23	determining	determine	VERB
iogr-1262	182	24	their	their	PRON
iogr-1262	182	25	connections	connection	NOUN
iogr-1262	182	26	,	,	PUNCT
iogr-1262	182	27	and	and	CCONJ
iogr-1262	182	28	deciding	decide	VERB
iogr-1262	182	29	whether	whether	SCONJ
iogr-1262	182	30	to	to	PART
iogr-1262	182	31	incorporate	incorporate	VERB
iogr-1262	182	32	these	these	DET
iogr-1262	182	33	variables	variable	NOUN
iogr-1262	182	34	within	within	ADP
iogr-1262	182	35	the	the	DET
iogr-1262	182	36	model	model	NOUN
iogr-1262	182	37	.	.	PUNCT
iogr-1262	183	1	this	this	DET
iogr-1262	183	2	yields	yield	VERB
iogr-1262	183	3	valuable	valuable	ADJ
iogr-1262	183	4	guidance	guidance	NOUN
iogr-1262	183	5	for	for	ADP
iogr-1262	183	6	feature	feature	NOUN
iogr-1262	183	7	selection	selection	NOUN
iogr-1262	183	8	and	and	CCONJ
iogr-1262	183	9	model	model	NOUN
iogr-1262	183	10	refinement	refinement	NOUN
iogr-1262	183	11	.	.	PUNCT
iogr-1262	184	1	the	the	DET
iogr-1262	184	2	pearson	pearson	PROPN
iogr-1262	184	3	correlation	correlation	NOUN
iogr-1262	184	4	coefficient	coefficient	NOUN
iogr-1262	184	5	is	be	AUX
iogr-1262	184	6	a	a	DET
iogr-1262	184	7	statistical	statistical	ADJ
iogr-1262	184	8	measure	measure	NOUN
iogr-1262	184	9	used	use	VERB
iogr-1262	184	10	to	to	PART
iogr-1262	184	11	gauge	gauge	VERB
iogr-1262	184	12	the	the	DET
iogr-1262	184	13	extent	extent	NOUN
iogr-1262	184	14	of	of	ADP
iogr-1262	184	15	linear	linear	PROPN
iogr-1262	184	16	association	association	NOUN
iogr-1262	184	17	between	between	ADP
iogr-1262	184	18	two	two	NUM
iogr-1262	184	19	variables	variable	NOUN
iogr-1262	184	20	.	.	PUNCT
iogr-1262	185	1	typically	typically	ADV
iogr-1262	185	2	denoted	denote	VERB
iogr-1262	185	3	by	by	ADP
iogr-1262	185	4	the	the	DET
iogr-1262	185	5	symbol	symbol	NOUN
iogr-1262	185	6	r	r	NOUN
iogr-1262	185	7	,	,	PUNCT
iogr-1262	185	8	the	the	DET
iogr-1262	185	9	correlation	correlation	NOUN
iogr-1262	185	10	coefficient	coefficient	NOUN
iogr-1262	185	11	's	's	PART
iogr-1262	185	12	values	value	NOUN
iogr-1262	185	13	range	range	VERB
iogr-1262	185	14	from	from	ADP
iogr-1262	185	15	-1	-1	INTJ
iogr-1262	185	16	to	to	ADP
iogr-1262	185	17	1	1	NUM
iogr-1262	185	18	.	.	PUNCT
iogr-1262	186	1	a	a	DET
iogr-1262	186	2	r	r	NOUN
iogr-1262	186	3	value	value	NOUN
iogr-1262	186	4	of	of	ADP
iogr-1262	186	5	0	0	NUM
iogr-1262	186	6	signifies	signify	VERB
iogr-1262	186	7	the	the	DET
iogr-1262	186	8	absence	absence	NOUN
iogr-1262	186	9	of	of	ADP
iogr-1262	186	10	a	a	DET
iogr-1262	186	11	linear	linear	ADJ
iogr-1262	186	12	relationship	relationship	NOUN
iogr-1262	186	13	between	between	ADP
iogr-1262	186	14	the	the	DET
iogr-1262	186	15	two	two	NUM
iogr-1262	186	16	variables	variable	NOUN
iogr-1262	186	17	.	.	PUNCT
iogr-1262	187	1	a	a	DET
iogr-1262	187	2	r	r	NOUN
iogr-1262	187	3	value	value	NOUN
iogr-1262	187	4	of	of	ADP
iogr-1262	187	5	-1	-1	PUNCT
iogr-1262	187	6	indicates	indicate	VERB
iogr-1262	187	7	a	a	DET
iogr-1262	187	8	perfect	perfect	ADJ
iogr-1262	187	9	negative	negative	ADJ
iogr-1262	187	10	correlation	correlation	NOUN
iogr-1262	187	11	,	,	PUNCT
iogr-1262	187	12	while	while	SCONJ
iogr-1262	187	13	a	a	DET
iogr-1262	187	14	r	r	NOUN
iogr-1262	187	15	value	value	NOUN
iogr-1262	187	16	of	of	ADP
iogr-1262	187	17	1	1	NUM
iogr-1262	187	18	signifies	signifie	NOUN
iogr-1262	187	19	a	a	DET
iogr-1262	187	20	perfect	perfect	ADJ
iogr-1262	187	21	positive	positive	ADJ
iogr-1262	187	22	correlation	correlation	NOUN
iogr-1262	187	23	between	between	ADP
iogr-1262	187	24	the	the	DET
iogr-1262	187	25	variables	variable	NOUN
iogr-1262	187	26	.	.	PUNCT
iogr-1262	188	1	improved	improve	VERB
iogr-1262	188	2	oil	oil	NOUN
iogr-1262	188	3	and	and	CCONJ
iogr-1262	188	4	gas	gas	NOUN
iogr-1262	188	5	recovery	recovery	NOUN
iogr-1262	188	6	14	14	NUM
iogr-1262	188	7	figure	figure	NOUN
iogr-1262	188	8	12	12	NUM
iogr-1262	188	9	—	—	PUNCT
iogr-1262	188	10	pearson	pearson	NOUN
iogr-1262	188	11	correlation	correlation	NOUN
iogr-1262	188	12	coefficient	coefficient	NOUN
iogr-1262	188	13	heatmap	heatmap	NOUN
iogr-1262	188	14	.	.	PUNCT
iogr-1262	189	1	figure	figure	NOUN
iogr-1262	189	2	12	12	NUM
iogr-1262	189	3	displays	display	NOUN
iogr-1262	189	4	the	the	DET
iogr-1262	189	5	pearson	pearson	PROPN
iogr-1262	189	6	correlation	correlation	NOUN
iogr-1262	189	7	coefficient	coefficient	NOUN
iogr-1262	189	8	heatmap	heatmap	NOUN
iogr-1262	189	9	between	between	ADP
iogr-1262	189	10	input	input	NOUN
iogr-1262	189	11	parameters	parameter	NOUN
iogr-1262	189	12	and	and	CCONJ
iogr-1262	189	13	cumulative	cumulative	ADJ
iogr-1262	189	14	oil	oil	NOUN
iogr-1262	189	15	production	production	NOUN
iogr-1262	189	16	.	.	PUNCT
iogr-1262	190	1	the	the	DET
iogr-1262	190	2	intensity	intensity	NOUN
iogr-1262	190	3	of	of	ADP
iogr-1262	190	4	colors	color	NOUN
iogr-1262	190	5	reflects	reflect	VERB
iogr-1262	190	6	the	the	DET
iogr-1262	190	7	degree	degree	NOUN
iogr-1262	190	8	of	of	ADP
iogr-1262	190	9	correlation	correlation	NOUN
iogr-1262	190	10	between	between	ADP
iogr-1262	190	11	them	they	PRON
iogr-1262	190	12	,	,	PUNCT
iogr-1262	190	13	accompanied	accompany	VERB
iogr-1262	190	14	by	by	ADP
iogr-1262	190	15	corresponding	correspond	VERB
iogr-1262	190	16	correlation	correlation	NOUN
iogr-1262	190	17	coefficient	coefficient	NOUN
iogr-1262	190	18	values	value	NOUN
iogr-1262	190	19	.	.	PUNCT
iogr-1262	191	1	reservoir	reservoir	NOUN
iogr-1262	191	2	parameters	parameter	NOUN
iogr-1262	191	3	exhibit	exhibit	VERB
iogr-1262	191	4	notable	notable	ADJ
iogr-1262	191	5	correlations	correlation	NOUN
iogr-1262	191	6	with	with	ADP
iogr-1262	191	7	cumulative	cumulative	ADJ
iogr-1262	191	8	oil	oil	NOUN
iogr-1262	191	9	production	production	NOUN
iogr-1262	191	10	,	,	PUNCT
iogr-1262	191	11	particularly	particularly	ADV
iogr-1262	191	12	the	the	DET
iogr-1262	191	13	highest	high	ADJ
iogr-1262	191	14	correlation	correlation	NOUN
iogr-1262	191	15	observed	observe	VERB
iogr-1262	191	16	between	between	ADP
iogr-1262	191	17	reservoir	reservoir	NOUN
iogr-1262	191	18	thickness	thickness	NOUN
iogr-1262	191	19	and	and	CCONJ
iogr-1262	191	20	cumulative	cumulative	ADJ
iogr-1262	191	21	oil	oil	NOUN
iogr-1262	191	22	production	production	NOUN
iogr-1262	191	23	at	at	ADP
iogr-1262	191	24	0.67	0.67	NUM
iogr-1262	191	25	.	.	PUNCT
iogr-1262	192	1	subsequently	subsequently	ADV
iogr-1262	192	2	,	,	PUNCT
iogr-1262	192	3	oil	oil	NOUN
iogr-1262	192	4	saturation	saturation	NOUN
iogr-1262	192	5	,	,	PUNCT
iogr-1262	192	6	permeability	permeability	NOUN
iogr-1262	192	7	,	,	PUNCT
iogr-1262	192	8	and	and	CCONJ
iogr-1262	192	9	porosity	porosity	NOUN
iogr-1262	192	10	follow	follow	VERB
iogr-1262	192	11	with	with	ADP
iogr-1262	192	12	correlations	correlation	NOUN
iogr-1262	192	13	of	of	ADP
iogr-1262	192	14	0.27	0.27	NUM
iogr-1262	192	15	,	,	PUNCT
iogr-1262	192	16	0.25	0.25	NUM
iogr-1262	192	17	,	,	PUNCT
iogr-1262	192	18	and	and	CCONJ
iogr-1262	192	19	0.18	0.18	NUM
iogr-1262	192	20	,	,	PUNCT
iogr-1262	192	21	respectively	respectively	ADV
iogr-1262	192	22	.	.	PUNCT
iogr-1262	193	1	the	the	DET
iogr-1262	193	2	correlation	correlation	NOUN
iogr-1262	193	3	between	between	ADP
iogr-1262	193	4	hydraulic	hydraulic	ADJ
iogr-1262	193	5	fracturing	fracturing	NOUN
iogr-1262	193	6	parameters	parameter	NOUN
iogr-1262	193	7	and	and	CCONJ
iogr-1262	193	8	cumulative	cumulative	ADJ
iogr-1262	193	9	oil	oil	NOUN
iogr-1262	193	10	production	production	NOUN
iogr-1262	193	11	is	be	AUX
iogr-1262	193	12	relatively	relatively	ADV
iogr-1262	193	13	weak	weak	ADJ
iogr-1262	193	14	,	,	PUNCT
iogr-1262	193	15	with	with	ADP
iogr-1262	193	16	a	a	DET
iogr-1262	193	17	coefficient	coefficient	NOUN
iogr-1262	193	18	of	of	ADP
iogr-1262	193	19	-0.18	-0.18	PRON
iogr-1262	193	20	.	.	PUNCT
iogr-1262	194	1	conversely	conversely	ADV
iogr-1262	194	2	,	,	PUNCT
iogr-1262	194	3	there	there	PRON
iogr-1262	194	4	is	be	VERB
iogr-1262	194	5	stronger	strong	ADJ
iogr-1262	194	6	correlation	correlation	NOUN
iogr-1262	194	7	among	among	ADP
iogr-1262	194	8	hydraulic	hydraulic	ADJ
iogr-1262	194	9	fracturing	fracturing	NOUN
iogr-1262	194	10	parameters	parameter	NOUN
iogr-1262	194	11	,	,	PUNCT
iogr-1262	194	12	notably	notably	ADV
iogr-1262	194	13	the	the	DET
iogr-1262	194	14	highest	high	ADJ
iogr-1262	194	15	correlation	correlation	NOUN
iogr-1262	194	16	being	be	AUX
iogr-1262	194	17	between	between	ADP
iogr-1262	194	18	single	single	ADJ
iogr-1262	194	19	-	-	PUNCT
iogr-1262	194	20	stage	stage	NOUN
iogr-1262	194	21	fluid	fluid	NOUN
iogr-1262	194	22	volume	volume	NOUN
iogr-1262	194	23	and	and	CCONJ
iogr-1262	194	24	fracturing	fracturing	NOUN
iogr-1262	194	25	spacing	spacing	NOUN
iogr-1262	194	26	,	,	PUNCT
iogr-1262	194	27	as	as	ADV
iogr-1262	194	28	well	well	ADV
iogr-1262	194	29	as	as	ADP
iogr-1262	194	30	single	single	ADJ
iogr-1262	194	31	-	-	PUNCT
iogr-1262	194	32	stage	stage	NOUN
iogr-1262	194	33	sand	sand	NOUN
iogr-1262	194	34	volume	volume	NOUN
iogr-1262	194	35	,	,	PUNCT
iogr-1262	194	36	at	at	ADP
iogr-1262	194	37	0.54	0.54	NUM
iogr-1262	194	38	.	.	PUNCT
iogr-1262	195	1	the	the	DET
iogr-1262	195	2	magnitudes	magnitude	NOUN
iogr-1262	195	3	of	of	ADP
iogr-1262	195	4	the	the	DET
iogr-1262	195	5	correlation	correlation	NOUN
iogr-1262	195	6	coefficients	coefficient	NOUN
iogr-1262	195	7	between	between	ADP
iogr-1262	195	8	various	various	ADJ
iogr-1262	195	9	features	feature	NOUN
iogr-1262	195	10	do	do	AUX
iogr-1262	195	11	not	not	PART
iogr-1262	195	12	induce	induce	VERB
iogr-1262	195	13	multicollinearity	multicollinearity	NOUN
iogr-1262	195	14	issues	issue	NOUN
iogr-1262	195	15	,	,	PUNCT
iogr-1262	195	16	thus	thus	ADV
iogr-1262	195	17	ensuring	ensure	VERB
iogr-1262	195	18	the	the	DET
iogr-1262	195	19	model	model	NOUN
iogr-1262	195	20	's	's	PART
iogr-1262	195	21	stability	stability	NOUN
iogr-1262	195	22	and	and	CCONJ
iogr-1262	195	23	accuracy	accuracy	NOUN
iogr-1262	195	24	.	.	PUNCT
iogr-1262	196	1	machine	machine	NOUN
iogr-1262	196	2	learning	learn	VERB
iogr-1262	196	3	optimization	optimization	NOUN
iogr-1262	196	4	model	model	NOUN
iogr-1262	196	5	.	.	PUNCT
iogr-1262	197	1	we	we	PRON
iogr-1262	197	2	utilized	utilize	VERB
iogr-1262	197	3	the	the	DET
iogr-1262	197	4	particle	particle	NOUN
iogr-1262	197	5	swarm	swarm	NOUN
iogr-1262	197	6	optimization	optimization	NOUN
iogr-1262	197	7	(	(	PUNCT
iogr-1262	197	8	pso	pso	NOUN
iogr-1262	197	9	)	)	PUNCT
iogr-1262	197	10	algorithm	algorithm	NOUN
iogr-1262	197	11	,	,	PUNCT
iogr-1262	197	12	which	which	PRON
iogr-1262	197	13	is	be	AUX
iogr-1262	197	14	an	an	DET
iogr-1262	197	15	intelligent	intelligent	ADJ
iogr-1262	197	16	optimization	optimization	NOUN
iogr-1262	197	17	technique	technique	NOUN
iogr-1262	197	18	based	base	VERB
iogr-1262	197	19	on	on	ADP
iogr-1262	197	20	collective	collective	ADJ
iogr-1262	197	21	cooperation	cooperation	NOUN
iogr-1262	197	22	and	and	CCONJ
iogr-1262	197	23	global	global	ADJ
iogr-1262	197	24	exploration	exploration	NOUN
iogr-1262	197	25	,	,	PUNCT
iogr-1262	197	26	drawing	draw	VERB
iogr-1262	197	27	inspiration	inspiration	NOUN
iogr-1262	197	28	from	from	ADP
iogr-1262	197	29	the	the	DET
iogr-1262	197	30	migration	migration	NOUN
iogr-1262	197	31	and	and	CCONJ
iogr-1262	197	32	clustering	clustering	ADJ
iogr-1262	197	33	behaviors	behavior	NOUN
iogr-1262	197	34	observed	observe	VERB
iogr-1262	197	35	in	in	ADP
iogr-1262	197	36	avian	avian	ADJ
iogr-1262	197	37	foraging	foraging	NOUN
iogr-1262	197	38	processes	process	NOUN
iogr-1262	197	39	.	.	PUNCT
iogr-1262	198	1	pso	pso	NOUN
iogr-1262	198	2	algorithm	algorithm	NOUN
iogr-1262	198	3	involves	involve	VERB
iogr-1262	198	4	adapting	adapt	VERB
iogr-1262	198	5	particle	particle	NOUN
iogr-1262	198	6	values	value	NOUN
iogr-1262	198	7	by	by	ADP
iogr-1262	198	8	driving	drive	VERB
iogr-1262	198	9	changes	change	NOUN
iogr-1262	198	10	through	through	ADP
iogr-1262	198	11	the	the	DET
iogr-1262	198	12	objective	objective	ADJ
iogr-1262	198	13	function	function	NOUN
iogr-1262	198	14	.	.	PUNCT
iogr-1262	199	1	this	this	PRON
iogr-1262	199	2	is	be	AUX
iogr-1262	199	3	accomplished	accomplish	VERB
iogr-1262	199	4	by	by	ADP
iogr-1262	199	5	dynamically	dynamically	ADV
iogr-1262	199	6	comparing	compare	VERB
iogr-1262	199	7	the	the	DET
iogr-1262	199	8	optimal	optimal	ADJ
iogr-1262	199	9	positions	position	NOUN
iogr-1262	199	10	independently	independently	ADV
iogr-1262	199	11	found	find	VERB
iogr-1262	199	12	by	by	ADP
iogr-1262	199	13	individual	individual	ADJ
iogr-1262	199	14	particles	particle	NOUN
iogr-1262	199	15	with	with	ADP
iogr-1262	199	16	the	the	DET
iogr-1262	199	17	optimal	optimal	ADJ
iogr-1262	199	18	position	position	NOUN
iogr-1262	199	19	discovered	discover	VERB
iogr-1262	199	20	by	by	ADP
iogr-1262	199	21	the	the	DET
iogr-1262	199	22	entire	entire	ADJ
iogr-1262	199	23	population	population	NOUN
iogr-1262	199	24	.	.	PUNCT
iogr-1262	200	1	we	we	PRON
iogr-1262	200	2	applied	apply	VERB
iogr-1262	200	3	the	the	DET
iogr-1262	200	4	pso	pso	NOUN
iogr-1262	200	5	algorithm	algorithm	NOUN
iogr-1262	200	6	to	to	PART
iogr-1262	200	7	optimize	optimize	VERB
iogr-1262	200	8	the	the	DET
iogr-1262	200	9	hyperparameters	hyperparameter	NOUN
iogr-1262	200	10	of	of	ADP
iogr-1262	200	11	the	the	DET
iogr-1262	200	12	cnn	cnn	PROPN
iogr-1262	200	13	model	model	NOUN
iogr-1262	200	14	,	,	PUNCT
iogr-1262	200	15	and	and	CCONJ
iogr-1262	200	16	the	the	DET
iogr-1262	200	17	training	training	NOUN
iogr-1262	200	18	outcomes	outcome	NOUN
iogr-1262	200	19	are	be	AUX
iogr-1262	200	20	illustrated	illustrate	VERB
iogr-1262	200	21	in	in	ADP
iogr-1262	200	22	figure	figure	NOUN
iogr-1262	200	23	13	13	NUM
iogr-1262	200	24	.	.	PUNCT
iogr-1262	201	1	the	the	DET
iogr-1262	201	2	model	model	NOUN
iogr-1262	201	3	exhibited	exhibit	VERB
iogr-1262	201	4	a	a	DET
iogr-1262	201	5	root	root	NOUN
iogr-1262	201	6	mean	mean	NOUN
iogr-1262	201	7	improved	improve	VERB
iogr-1262	201	8	oil	oil	NOUN
iogr-1262	201	9	and	and	CCONJ
iogr-1262	201	10	gas	gas	NOUN
iogr-1262	201	11	recovery	recovery	NOUN
iogr-1262	201	12	15	15	NUM
iogr-1262	201	13	square	square	ADJ
iogr-1262	201	14	error	error	NOUN
iogr-1262	201	15	(	(	PUNCT
iogr-1262	201	16	rmse	rmse	NOUN
iogr-1262	201	17	)	)	PUNCT
iogr-1262	201	18	of	of	ADP
iogr-1262	201	19	1364.99	1364.99	NUM
iogr-1262	201	20	and	and	CCONJ
iogr-1262	201	21	a	a	DET
iogr-1262	201	22	coefficient	coefficient	NOUN
iogr-1262	201	23	of	of	ADP
iogr-1262	201	24	determination	determination	NOUN
iogr-1262	201	25	(	(	PUNCT
iogr-1262	201	26	r2	r2	PROPN
iogr-1262	201	27	)	)	PUNCT
iogr-1262	201	28	of	of	ADP
iogr-1262	201	29	0.961	0.961	NUM
iogr-1262	201	30	on	on	ADP
iogr-1262	201	31	the	the	DET
iogr-1262	201	32	training	training	NOUN
iogr-1262	201	33	dataset	dataset	NOUN
iogr-1262	201	34	.	.	PUNCT
iogr-1262	202	1	on	on	ADP
iogr-1262	202	2	the	the	DET
iogr-1262	202	3	testing	testing	NOUN
iogr-1262	202	4	dataset	dataset	NOUN
iogr-1262	202	5	,	,	PUNCT
iogr-1262	202	6	the	the	DET
iogr-1262	202	7	model	model	NOUN
iogr-1262	202	8	achieved	achieve	VERB
iogr-1262	202	9	an	an	DET
iogr-1262	202	10	rmse	rmse	NOUN
iogr-1262	202	11	of	of	ADP
iogr-1262	202	12	1588.35	1588.35	NUM
iogr-1262	202	13	and	and	CCONJ
iogr-1262	202	14	an	an	DET
iogr-1262	202	15	r2	r2	NOUN
iogr-1262	202	16	of	of	ADP
iogr-1262	202	17	0.955	0.955	NUM
iogr-1262	202	18	.	.	PUNCT
iogr-1262	203	1	figure	figure	NOUN
iogr-1262	203	2	13	13	NUM
iogr-1262	203	3	—	—	PUNCT
iogr-1262	203	4	the	the	DET
iogr-1262	203	5	performance	performance	NOUN
iogr-1262	203	6	of	of	ADP
iogr-1262	203	7	the	the	DET
iogr-1262	203	8	cnn	cnn	PROPN
iogr-1262	203	9	model	model	PROPN
iogr-1262	203	10	.	.	PUNCT
iogr-1262	204	1	particle	particle	NOUN
iogr-1262	204	2	swarm	swarm	NOUN
iogr-1262	204	3	optimization	optimization	NOUN
iogr-1262	204	4	(	(	PUNCT
iogr-1262	204	5	pso	pso	NOUN
iogr-1262	204	6	)	)	PUNCT
iogr-1262	204	7	was	be	AUX
iogr-1262	204	8	used	use	VERB
iogr-1262	204	9	to	to	PART
iogr-1262	204	10	optimize	optimize	VERB
iogr-1262	204	11	the	the	DET
iogr-1262	204	12	parameters	parameter	NOUN
iogr-1262	204	13	of	of	ADP
iogr-1262	204	14	lstm	lstm	PROPN
iogr-1262	204	15	model	model	NOUN
iogr-1262	204	16	,	,	PUNCT
iogr-1262	204	17	and	and	CCONJ
iogr-1262	204	18	the	the	DET
iogr-1262	204	19	accuracy	accuracy	NOUN
iogr-1262	204	20	of	of	ADP
iogr-1262	204	21	the	the	DET
iogr-1262	204	22	model	model	NOUN
iogr-1262	204	23	was	be	AUX
iogr-1262	204	24	not	not	PART
iogr-1262	204	25	improved	improve	VERB
iogr-1262	204	26	.	.	PUNCT
iogr-1262	205	1	the	the	DET
iogr-1262	205	2	training	training	NOUN
iogr-1262	205	3	outcomes	outcome	NOUN
iogr-1262	205	4	post	post	VERB
iogr-1262	205	5	pso	pso	NOUN
iogr-1262	205	6	optimization	optimization	NOUN
iogr-1262	205	7	are	be	AUX
iogr-1262	205	8	illustrated	illustrate	VERB
iogr-1262	205	9	in	in	ADP
iogr-1262	205	10	figure	figure	NOUN
iogr-1262	205	11	14	14	NUM
iogr-1262	205	12	.	.	PUNCT
iogr-1262	206	1	following	follow	VERB
iogr-1262	206	2	optimization	optimization	NOUN
iogr-1262	206	3	,	,	PUNCT
iogr-1262	206	4	the	the	DET
iogr-1262	206	5	model	model	NOUN
iogr-1262	206	6	exhibited	exhibit	VERB
iogr-1262	206	7	a	a	DET
iogr-1262	206	8	root	root	NOUN
iogr-1262	206	9	mean	mean	NOUN
iogr-1262	206	10	square	square	ADJ
iogr-1262	206	11	error	error	NOUN
iogr-1262	206	12	(	(	PUNCT
iogr-1262	206	13	rmse	rmse	NOUN
iogr-1262	206	14	)	)	PUNCT
iogr-1262	206	15	of	of	ADP
iogr-1262	206	16	1320.53	1320.53	NUM
iogr-1262	206	17	and	and	CCONJ
iogr-1262	206	18	a	a	DET
iogr-1262	206	19	coefficient	coefficient	NOUN
iogr-1262	206	20	of	of	ADP
iogr-1262	206	21	determination	determination	NOUN
iogr-1262	206	22	(	(	PUNCT
iogr-1262	206	23	r2	r2	PROPN
iogr-1262	206	24	)	)	PUNCT
iogr-1262	206	25	of	of	ADP
iogr-1262	206	26	0.943	0.943	NUM
iogr-1262	206	27	on	on	ADP
iogr-1262	206	28	the	the	DET
iogr-1262	206	29	training	training	NOUN
iogr-1262	206	30	dataset	dataset	NOUN
iogr-1262	206	31	.	.	PUNCT
iogr-1262	207	1	on	on	ADP
iogr-1262	207	2	the	the	DET
iogr-1262	207	3	testing	testing	NOUN
iogr-1262	207	4	dataset	dataset	NOUN
iogr-1262	207	5	,	,	PUNCT
iogr-1262	207	6	the	the	DET
iogr-1262	207	7	model	model	NOUN
iogr-1262	207	8	achieved	achieve	VERB
iogr-1262	207	9	an	an	DET
iogr-1262	207	10	rmse	rmse	NOUN
iogr-1262	207	11	of	of	ADP
iogr-1262	207	12	1740.03	1740.03	NUM
iogr-1262	207	13	and	and	CCONJ
iogr-1262	207	14	an	an	DET
iogr-1262	207	15	r2	r2	NOUN
iogr-1262	207	16	of	of	ADP
iogr-1262	207	17	0.937	0.937	NUM
iogr-1262	207	18	.	.	PUNCT
iogr-1262	208	1	figure	figure	NOUN
iogr-1262	208	2	14	14	NUM
iogr-1262	208	3	—	—	PUNCT
iogr-1262	208	4	the	the	DET
iogr-1262	208	5	performance	performance	NOUN
iogr-1262	208	6	of	of	ADP
iogr-1262	208	7	the	the	DET
iogr-1262	208	8	lstm	lstm	PROPN
iogr-1262	208	9	model	model	NOUN
iogr-1262	208	10	.	.	PUNCT
iogr-1262	209	1	through	through	ADP
iogr-1262	209	2	iterative	iterative	NOUN
iogr-1262	209	3	optimization	optimization	NOUN
iogr-1262	209	4	with	with	ADP
iogr-1262	209	5	the	the	DET
iogr-1262	209	6	pso	pso	NOUN
iogr-1262	209	7	algorithm	algorithm	NOUN
iogr-1262	209	8	,	,	PUNCT
iogr-1262	209	9	a	a	DET
iogr-1262	209	10	superior	superior	ADJ
iogr-1262	209	11	combination	combination	NOUN
iogr-1262	209	12	of	of	ADP
iogr-1262	209	13	parameters	parameter	NOUN
iogr-1262	209	14	for	for	ADP
iogr-1262	209	15	the	the	DET
iogr-1262	209	16	cnnlstm	cnnlstm	NOUN
iogr-1262	209	17	model	model	NOUN
iogr-1262	209	18	was	be	AUX
iogr-1262	209	19	obtained	obtain	VERB
iogr-1262	209	20	,	,	PUNCT
iogr-1262	209	21	enhancing	enhance	VERB
iogr-1262	209	22	its	its	PRON
iogr-1262	209	23	fitting	fitting	ADJ
iogr-1262	209	24	capacity	capacity	NOUN
iogr-1262	209	25	and	and	CCONJ
iogr-1262	209	26	predictive	predictive	ADJ
iogr-1262	209	27	accuracy	accuracy	NOUN
iogr-1262	209	28	.	.	PUNCT
iogr-1262	210	1	the	the	DET
iogr-1262	210	2	training	training	NOUN
iogr-1262	210	3	outcomes	outcome	NOUN
iogr-1262	210	4	are	be	AUX
iogr-1262	210	5	depicted	depict	VERB
iogr-1262	210	6	in	in	ADP
iogr-1262	210	7	figure	figure	NOUN
iogr-1262	210	8	15	15	NUM
iogr-1262	210	9	.	.	PUNCT
iogr-1262	211	1	ultimately	ultimately	ADV
iogr-1262	211	2	,	,	PUNCT
iogr-1262	211	3	the	the	DET
iogr-1262	211	4	optimized	optimize	VERB
iogr-1262	211	5	model	model	NOUN
iogr-1262	211	6	achieved	achieve	VERB
iogr-1262	211	7	an	an	DET
iogr-1262	211	8	rmse	rmse	NOUN
iogr-1262	211	9	of	of	ADP
iogr-1262	211	10	1286.01	1286.01	NUM
iogr-1262	211	11	and	and	CCONJ
iogr-1262	211	12	an	an	DET
iogr-1262	211	13	r2	r2	NOUN
iogr-1262	211	14	of	of	ADP
iogr-1262	211	15	0.981	0.981	NUM
iogr-1262	211	16	on	on	ADP
iogr-1262	211	17	the	the	DET
iogr-1262	211	18	training	training	NOUN
iogr-1262	211	19	set	set	NOUN
iogr-1262	211	20	,	,	PUNCT
iogr-1262	211	21	and	and	CCONJ
iogr-1262	211	22	an	an	DET
iogr-1262	211	23	rmse	rmse	NOUN
iogr-1262	211	24	of	of	ADP
iogr-1262	211	25	1393.91	1393.91	NUM
iogr-1262	211	26	and	and	CCONJ
iogr-1262	211	27	an	an	DET
iogr-1262	211	28	r2	r2	NOUN
iogr-1262	211	29	of	of	ADP
iogr-1262	211	30	0.963	0.963	NUM
iogr-1262	211	31	on	on	ADP
iogr-1262	211	32	the	the	DET
iogr-1262	211	33	testing	testing	NOUN
iogr-1262	211	34	set	set	NOUN
iogr-1262	211	35	.	.	PUNCT
iogr-1262	212	1	the	the	DET
iogr-1262	212	2	iterative	iterative	NOUN
iogr-1262	212	3	optimization	optimization	NOUN
iogr-1262	212	4	with	with	ADP
iogr-1262	212	5	the	the	DET
iogr-1262	212	6	pso	pso	NOUN
iogr-1262	212	7	algorithm	algorithm	NOUN
iogr-1262	212	8	significantly	significantly	ADV
iogr-1262	212	9	improved	improve	VERB
iogr-1262	212	10	the	the	DET
iogr-1262	212	11	performance	performance	NOUN
iogr-1262	212	12	of	of	ADP
iogr-1262	212	13	the	the	DET
iogr-1262	212	14	cnn	cnn	PROPN
iogr-1262	212	15	-	-	PUNCT
iogr-1262	212	16	lstm	lstm	PROPN
iogr-1262	212	17	model	model	NOUN
iogr-1262	212	18	,	,	PUNCT
iogr-1262	212	19	enhancing	enhance	VERB
iogr-1262	212	20	its	its	PRON
iogr-1262	212	21	precision	precision	NOUN
iogr-1262	212	22	and	and	CCONJ
iogr-1262	212	23	predictive	predictive	ADJ
iogr-1262	212	24	ability	ability	NOUN
iogr-1262	212	25	on	on	ADP
iogr-1262	212	26	both	both	CCONJ
iogr-1262	212	27	the	the	DET
iogr-1262	212	28	training	training	NOUN
iogr-1262	212	29	and	and	CCONJ
iogr-1262	212	30	testing	testing	NOUN
iogr-1262	212	31	datasets	dataset	NOUN
iogr-1262	212	32	.	.	PUNCT
iogr-1262	213	1	the	the	DET
iogr-1262	213	2	optimized	optimize	VERB
iogr-1262	213	3	model	model	NOUN
iogr-1262	213	4	is	be	AUX
iogr-1262	213	5	now	now	ADV
iogr-1262	213	6	better	well	ADV
iogr-1262	213	7	equipped	equip	VERB
iogr-1262	213	8	to	to	PART
iogr-1262	213	9	accurately	accurately	ADV
iogr-1262	213	10	predict	predict	VERB
iogr-1262	213	11	the	the	DET
iogr-1262	213	12	target	target	NOUN
iogr-1262	213	13	variable	variable	NOUN
iogr-1262	213	14	and	and	CCONJ
iogr-1262	213	15	provide	provide	VERB
iogr-1262	213	16	more	more	ADV
iogr-1262	213	17	reliable	reliable	ADJ
iogr-1262	213	18	results	result	NOUN
iogr-1262	213	19	.	.	PUNCT
iogr-1262	214	1	improved	improve	VERB
iogr-1262	214	2	oil	oil	NOUN
iogr-1262	214	3	and	and	CCONJ
iogr-1262	214	4	gas	gas	NOUN
iogr-1262	214	5	recovery	recovery	NOUN
iogr-1262	214	6	16	16	NUM
iogr-1262	214	7	figure	figure	NOUN
iogr-1262	214	8	15	15	NUM
iogr-1262	214	9	—	—	PUNCT
iogr-1262	214	10	the	the	DET
iogr-1262	214	11	performance	performance	NOUN
iogr-1262	214	12	of	of	ADP
iogr-1262	214	13	the	the	DET
iogr-1262	214	14	cnn	cnn	PROPN
iogr-1262	214	15	-	-	PUNCT
iogr-1262	214	16	lstm	lstm	PROPN
iogr-1262	214	17	model	model	NOUN
iogr-1262	214	18	.	.	PUNCT
iogr-1262	215	1	after	after	ADP
iogr-1262	215	2	optimizing	optimize	VERB
iogr-1262	215	3	the	the	DET
iogr-1262	215	4	three	three	NUM
iogr-1262	215	5	models	model	NOUN
iogr-1262	215	6	,	,	PUNCT
iogr-1262	215	7	distinct	distinct	ADJ
iogr-1262	215	8	production	production	NOUN
iogr-1262	215	9	prediction	prediction	NOUN
iogr-1262	215	10	models	model	NOUN
iogr-1262	215	11	have	have	AUX
iogr-1262	215	12	been	be	AUX
iogr-1262	215	13	obtained	obtain	VERB
iogr-1262	215	14	.	.	PUNCT
iogr-1262	216	1	the	the	DET
iogr-1262	216	2	next	next	ADJ
iogr-1262	216	3	step	step	NOUN
iogr-1262	216	4	is	be	AUX
iogr-1262	216	5	to	to	PART
iogr-1262	216	6	assess	assess	VERB
iogr-1262	216	7	these	these	DET
iogr-1262	216	8	models	model	NOUN
iogr-1262	216	9	and	and	CCONJ
iogr-1262	216	10	select	select	VERB
iogr-1262	216	11	the	the	DET
iogr-1262	216	12	optimal	optimal	ADJ
iogr-1262	216	13	one	one	NUM
iogr-1262	216	14	.	.	PUNCT
iogr-1262	217	1	model	model	NOUN
iogr-1262	217	2	performance	performance	NOUN
iogr-1262	217	3	evaluation	evaluation	NOUN
iogr-1262	217	4	employs	employ	VERB
iogr-1262	217	5	metrics	metric	NOUN
iogr-1262	217	6	,	,	PUNCT
iogr-1262	217	7	such	such	ADJ
iogr-1262	217	8	as	as	ADP
iogr-1262	217	9	rmse	rmse	NOUN
iogr-1262	217	10	and	and	CCONJ
iogr-1262	217	11	r2	r2	NOUN
iogr-1262	217	12	.	.	PUNCT
iogr-1262	218	1	on	on	ADP
iogr-1262	218	2	the	the	DET
iogr-1262	218	3	testing	testing	NOUN
iogr-1262	218	4	dataset	dataset	NOUN
iogr-1262	218	5	,	,	PUNCT
iogr-1262	218	6	a	a	DET
iogr-1262	218	7	comparison	comparison	NOUN
iogr-1262	218	8	is	be	AUX
iogr-1262	218	9	made	make	VERB
iogr-1262	218	10	among	among	ADP
iogr-1262	218	11	the	the	DET
iogr-1262	218	12	three	three	NUM
iogr-1262	218	13	machine	machine	NOUN
iogr-1262	218	14	learning	learning	NOUN
iogr-1262	218	15	models	model	NOUN
iogr-1262	218	16	that	that	PRON
iogr-1262	218	17	have	have	AUX
iogr-1262	218	18	undergone	undergo	VERB
iogr-1262	218	19	pso	pso	NOUN
iogr-1262	218	20	parameter	parameter	NOUN
iogr-1262	218	21	optimization	optimization	NOUN
iogr-1262	218	22	,	,	PUNCT
iogr-1262	218	23	based	base	VERB
iogr-1262	218	24	on	on	ADP
iogr-1262	218	25	rmse	rmse	NOUN
iogr-1262	218	26	and	and	CCONJ
iogr-1262	218	27	r2	r2	PROPN
iogr-1262	218	28	.	.	PUNCT
iogr-1262	219	1	figure	figure	NOUN
iogr-1262	219	2	16	16	NUM
iogr-1262	219	3	illustrates	illustrate	VERB
iogr-1262	219	4	the	the	DET
iogr-1262	219	5	comparison	comparison	NOUN
iogr-1262	219	6	of	of	ADP
iogr-1262	219	7	rmse	rmse	NOUN
iogr-1262	219	8	and	and	CCONJ
iogr-1262	219	9	r2	r2	PROPN
iogr-1262	219	10	on	on	ADP
iogr-1262	219	11	the	the	DET
iogr-1262	219	12	testing	testing	NOUN
iogr-1262	219	13	dataset	dataset	VERB
iogr-1262	219	14	for	for	ADP
iogr-1262	219	15	the	the	DET
iogr-1262	219	16	three	three	NUM
iogr-1262	219	17	machine	machine	NOUN
iogr-1262	219	18	learning	learning	NOUN
iogr-1262	219	19	models	model	NOUN
iogr-1262	219	20	following	follow	VERB
iogr-1262	219	21	pso	pso	NOUN
iogr-1262	219	22	parameter	parameter	NOUN
iogr-1262	219	23	optimization	optimization	NOUN
iogr-1262	219	24	.	.	PUNCT
iogr-1262	220	1	the	the	DET
iogr-1262	220	2	results	result	NOUN
iogr-1262	220	3	demonstrate	demonstrate	VERB
iogr-1262	220	4	that	that	SCONJ
iogr-1262	220	5	the	the	DET
iogr-1262	220	6	cnn	cnn	PROPN
iogr-1262	220	7	-	-	PUNCT
iogr-1262	220	8	lstm	lstm	ADJ
iogr-1262	220	9	-	-	PUNCT
iogr-1262	220	10	pso	pso	NOUN
iogr-1262	220	11	model	model	NOUN
iogr-1262	220	12	exhibits	exhibit	VERB
iogr-1262	220	13	the	the	DET
iogr-1262	220	14	smallest	small	ADJ
iogr-1262	220	15	rmse	rmse	NOUN
iogr-1262	220	16	(	(	PUNCT
iogr-1262	220	17	1393.91	1393.91	NUM
iogr-1262	220	18	)	)	PUNCT
iogr-1262	220	19	and	and	CCONJ
iogr-1262	220	20	the	the	DET
iogr-1262	220	21	highest	high	ADJ
iogr-1262	220	22	r2	r2	NOUN
iogr-1262	220	23	(	(	PUNCT
iogr-1262	220	24	0.963	0.963	NUM
iogr-1262	220	25	)	)	PUNCT
iogr-1262	220	26	on	on	ADP
iogr-1262	220	27	the	the	DET
iogr-1262	220	28	testing	testing	NOUN
iogr-1262	220	29	dataset	dataset	NOUN
iogr-1262	220	30	.	.	PUNCT
iogr-1262	221	1	consequently	consequently	ADV
iogr-1262	221	2	,	,	PUNCT
iogr-1262	221	3	the	the	DET
iogr-1262	221	4	cnn	cnn	PROPN
iogr-1262	221	5	-	-	PUNCT
iogr-1262	221	6	lstm	lstm	ADJ
iogr-1262	221	7	-	-	PUNCT
iogr-1262	221	8	pso	pso	NOUN
iogr-1262	221	9	model	model	NOUN
iogr-1262	221	10	is	be	AUX
iogr-1262	221	11	chosen	choose	VERB
iogr-1262	221	12	as	as	ADP
iogr-1262	221	13	the	the	DET
iogr-1262	221	14	optimal	optimal	ADJ
iogr-1262	221	15	production	production	NOUN
iogr-1262	221	16	prediction	prediction	NOUN
iogr-1262	221	17	model	model	NOUN
iogr-1262	221	18	.	.	PUNCT
iogr-1262	222	1	it	it	PRON
iogr-1262	222	2	is	be	AUX
iogr-1262	222	3	important	important	ADJ
iogr-1262	222	4	to	to	PART
iogr-1262	222	5	emphasize	emphasize	VERB
iogr-1262	222	6	that	that	SCONJ
iogr-1262	222	7	this	this	DET
iogr-1262	222	8	conclusion	conclusion	NOUN
iogr-1262	222	9	is	be	AUX
iogr-1262	222	10	specifically	specifically	ADV
iogr-1262	222	11	applicable	applicable	ADJ
iogr-1262	222	12	to	to	ADP
iogr-1262	222	13	the	the	DET
iogr-1262	222	14	current	current	ADJ
iogr-1262	222	15	dataset	dataset	NOUN
iogr-1262	222	16	and	and	CCONJ
iogr-1262	222	17	task	task	NOUN
iogr-1262	222	18	.	.	PUNCT
iogr-1262	223	1	if	if	SCONJ
iogr-1262	223	2	applied	apply	VERB
iogr-1262	223	3	to	to	ADP
iogr-1262	223	4	different	different	ADJ
iogr-1262	223	5	datasets	dataset	NOUN
iogr-1262	223	6	or	or	CCONJ
iogr-1262	223	7	tasks	task	NOUN
iogr-1262	223	8	,	,	PUNCT
iogr-1262	223	9	a	a	DET
iogr-1262	223	10	re	re	NOUN
iogr-1262	223	11	-	-	NOUN
iogr-1262	223	12	evaluation	evaluation	NOUN
iogr-1262	223	13	of	of	ADP
iogr-1262	223	14	model	model	NOUN
iogr-1262	223	15	performance	performance	NOUN
iogr-1262	223	16	is	be	AUX
iogr-1262	223	17	necessary	necessary	ADJ
iogr-1262	223	18	to	to	PART
iogr-1262	223	19	determine	determine	VERB
iogr-1262	223	20	the	the	DET
iogr-1262	223	21	optimal	optimal	ADJ
iogr-1262	223	22	model	model	NOUN
iogr-1262	223	23	choice	choice	NOUN
iogr-1262	223	24	.	.	PUNCT
iogr-1262	224	1	figure	figure	NOUN
iogr-1262	224	2	16	16	NUM
iogr-1262	224	3	—	—	PUNCT
iogr-1262	224	4	rmse	rmse	NOUN
iogr-1262	224	5	and	and	CCONJ
iogr-1262	224	6	r2	r2	PROPN
iogr-1262	224	7	comparison	comparison	NOUN
iogr-1262	224	8	on	on	ADP
iogr-1262	224	9	the	the	DET
iogr-1262	224	10	testing	testing	NOUN
iogr-1262	224	11	dataset	dataset	VERB
iogr-1262	224	12	for	for	ADP
iogr-1262	224	13	different	different	ADJ
iogr-1262	224	14	machine	machine	NOUN
iogr-1262	224	15	learning	learning	NOUN
iogr-1262	224	16	models	model	NOUN
iogr-1262	224	17	after	after	ADP
iogr-1262	224	18	optimization	optimization	NOUN
iogr-1262	224	19	.	.	PUNCT
iogr-1262	225	1	sensitivity	sensitivity	NOUN
iogr-1262	225	2	analysis	analysis	NOUN
iogr-1262	225	3	.	.	PUNCT
iogr-1262	226	1	sensitivity	sensitivity	NOUN
iogr-1262	226	2	analysis	analysis	NOUN
iogr-1262	226	3	is	be	AUX
iogr-1262	226	4	a	a	DET
iogr-1262	226	5	crucial	crucial	ADJ
iogr-1262	226	6	method	method	NOUN
iogr-1262	226	7	for	for	ADP
iogr-1262	226	8	evaluating	evaluate	VERB
iogr-1262	226	9	how	how	SCONJ
iogr-1262	226	10	a	a	DET
iogr-1262	226	11	model	model	NOUN
iogr-1262	226	12	responds	respond	VERB
iogr-1262	226	13	to	to	ADP
iogr-1262	226	14	variations	variation	NOUN
iogr-1262	226	15	in	in	ADP
iogr-1262	226	16	input	input	NOUN
iogr-1262	226	17	parameters	parameter	NOUN
iogr-1262	226	18	.	.	PUNCT
iogr-1262	227	1	it	it	PRON
iogr-1262	227	2	plays	play	VERB
iogr-1262	227	3	a	a	DET
iogr-1262	227	4	significant	significant	ADJ
iogr-1262	227	5	role	role	NOUN
iogr-1262	227	6	in	in	ADP
iogr-1262	227	7	optimizing	optimize	VERB
iogr-1262	227	8	model	model	NOUN
iogr-1262	227	9	performance	performance	NOUN
iogr-1262	227	10	and	and	CCONJ
iogr-1262	227	11	enhancing	enhance	VERB
iogr-1262	227	12	decision	decision	NOUN
iogr-1262	227	13	quality	quality	NOUN
iogr-1262	227	14	.	.	PUNCT
iogr-1262	228	1	improved	improve	VERB
iogr-1262	228	2	oil	oil	NOUN
iogr-1262	228	3	and	and	CCONJ
iogr-1262	228	4	gas	gas	NOUN
iogr-1262	228	5	recovery	recovery	NOUN
iogr-1262	228	6	17	17	NUM
iogr-1262	228	7	in	in	ADP
iogr-1262	228	8	the	the	DET
iogr-1262	228	9	context	context	NOUN
iogr-1262	228	10	of	of	ADP
iogr-1262	228	11	univariate	univariate	ADJ
iogr-1262	228	12	sensitivity	sensitivity	NOUN
iogr-1262	228	13	analysis	analysis	NOUN
iogr-1262	228	14	,	,	PUNCT
iogr-1262	228	15	the	the	DET
iogr-1262	228	16	values	value	NOUN
iogr-1262	228	17	of	of	ADP
iogr-1262	228	18	each	each	DET
iogr-1262	228	19	parameter	parameter	NOUN
iogr-1262	228	20	are	be	AUX
iogr-1262	228	21	altered	alter	VERB
iogr-1262	228	22	individually	individually	ADV
iogr-1262	228	23	to	to	PART
iogr-1262	228	24	observe	observe	VERB
iogr-1262	228	25	the	the	DET
iogr-1262	228	26	corresponding	corresponding	ADJ
iogr-1262	228	27	changes	change	NOUN
iogr-1262	228	28	in	in	ADP
iogr-1262	228	29	net	net	ADJ
iogr-1262	228	30	present	present	ADJ
iogr-1262	228	31	value	value	NOUN
iogr-1262	228	32	(	(	PUNCT
iogr-1262	228	33	npv	npv	NOUN
iogr-1262	228	34	)	)	PUNCT
iogr-1262	228	35	.	.	PUNCT
iogr-1262	229	1	this	this	DET
iogr-1262	229	2	aids	aid	NOUN
iogr-1262	229	3	in	in	ADP
iogr-1262	229	4	making	make	VERB
iogr-1262	229	5	more	more	ADV
iogr-1262	229	6	accurate	accurate	ADJ
iogr-1262	229	7	decisions	decision	NOUN
iogr-1262	229	8	by	by	ADP
iogr-1262	229	9	understanding	understand	VERB
iogr-1262	229	10	how	how	SCONJ
iogr-1262	229	11	the	the	DET
iogr-1262	229	12	model	model	NOUN
iogr-1262	229	13	's	's	PART
iogr-1262	229	14	output	output	NOUN
iogr-1262	229	15	reacts	react	VERB
iogr-1262	229	16	to	to	PART
iogr-1262	229	17	parameter	parameter	NOUN
iogr-1262	229	18	adjustments	adjustment	NOUN
iogr-1262	229	19	.	.	PUNCT
iogr-1262	230	1	economic	economic	ADJ
iogr-1262	230	2	evaluation	evaluation	NOUN
iogr-1262	230	3	.	.	PUNCT
iogr-1262	231	1	this	this	DET
iogr-1262	231	2	model	model	NOUN
iogr-1262	231	3	comprehensively	comprehensively	ADV
iogr-1262	231	4	considers	consider	VERB
iogr-1262	231	5	reservoir	reservoir	NOUN
iogr-1262	231	6	parameters	parameter	NOUN
iogr-1262	231	7	,	,	PUNCT
iogr-1262	231	8	hydraulic	hydraulic	ADJ
iogr-1262	231	9	fracturing	fracturing	NOUN
iogr-1262	231	10	parameters	parameter	NOUN
iogr-1262	231	11	,	,	PUNCT
iogr-1262	231	12	and	and	CCONJ
iogr-1262	231	13	economic	economic	ADJ
iogr-1262	231	14	benefits	benefit	NOUN
iogr-1262	231	15	with	with	ADP
iogr-1262	231	16	the	the	DET
iogr-1262	231	17	aim	aim	NOUN
iogr-1262	231	18	of	of	ADP
iogr-1262	231	19	maximizing	maximize	VERB
iogr-1262	231	20	the	the	DET
iogr-1262	231	21	economic	economic	ADJ
iogr-1262	231	22	returns	return	NOUN
iogr-1262	231	23	of	of	ADP
iogr-1262	231	24	oil	oil	NOUN
iogr-1262	231	25	wells	well	NOUN
iogr-1262	231	26	.	.	PUNCT
iogr-1262	232	1	it	it	PRON
iogr-1262	232	2	serves	serve	VERB
iogr-1262	232	3	as	as	ADP
iogr-1262	232	4	a	a	DET
iogr-1262	232	5	vital	vital	ADJ
iogr-1262	232	6	decision	decision	NOUN
iogr-1262	232	7	-	-	PUNCT
iogr-1262	232	8	making	make	VERB
iogr-1262	232	9	reference	reference	NOUN
iogr-1262	232	10	for	for	ADP
iogr-1262	232	11	oilfield	oilfield	NOUN
iogr-1262	232	12	development	development	NOUN
iogr-1262	232	13	.	.	PUNCT
iogr-1262	233	1	the	the	DET
iogr-1262	233	2	model	model	NOUN
iogr-1262	233	3	’s	’s	PART
iogr-1262	233	4	inputs	input	NOUN
iogr-1262	233	5	encompass	encompass	VERB
iogr-1262	233	6	the	the	DET
iogr-1262	233	7	reservoir	reservoir	NOUN
iogr-1262	233	8	parameters	parameter	NOUN
iogr-1262	233	9	of	of	ADP
iogr-1262	233	10	the	the	DET
iogr-1262	233	11	target	target	NOUN
iogr-1262	233	12	well	well	ADV
iogr-1262	233	13	,	,	PUNCT
iogr-1262	233	14	such	such	ADJ
iogr-1262	233	15	as	as	ADP
iogr-1262	233	16	reservoir	reservoir	NOUN
iogr-1262	233	17	thickness	thickness	NOUN
iogr-1262	233	18	,	,	PUNCT
iogr-1262	233	19	porosity	porosity	NOUN
iogr-1262	233	20	,	,	PUNCT
iogr-1262	233	21	permeability	permeability	NOUN
iogr-1262	233	22	,	,	PUNCT
iogr-1262	233	23	and	and	CCONJ
iogr-1262	233	24	oil	oil	NOUN
iogr-1262	233	25	saturation	saturation	NOUN
iogr-1262	233	26	.	.	PUNCT
iogr-1262	234	1	by	by	ADP
iogr-1262	234	2	incorporating	incorporate	VERB
iogr-1262	234	3	optimized	optimize	VERB
iogr-1262	234	4	hydraulic	hydraulic	ADJ
iogr-1262	234	5	fracturing	fracturing	NOUN
iogr-1262	234	6	parameters	parameter	NOUN
iogr-1262	234	7	,	,	PUNCT
iogr-1262	234	8	it	it	PRON
iogr-1262	234	9	predicts	predict	VERB
iogr-1262	234	10	the	the	DET
iogr-1262	234	11	production	production	NOUN
iogr-1262	234	12	of	of	ADP
iogr-1262	234	13	the	the	DET
iogr-1262	234	14	target	target	NOUN
iogr-1262	234	15	well	well	ADV
iogr-1262	234	16	.	.	PUNCT
iogr-1262	235	1	these	these	DET
iogr-1262	235	2	production	production	NOUN
iogr-1262	235	3	predictions	prediction	NOUN
iogr-1262	235	4	are	be	AUX
iogr-1262	235	5	then	then	ADV
iogr-1262	235	6	applied	apply	VERB
iogr-1262	235	7	in	in	ADP
iogr-1262	235	8	the	the	DET
iogr-1262	235	9	economic	economic	ADJ
iogr-1262	235	10	evaluation	evaluation	NOUN
iogr-1262	235	11	model	model	NOUN
iogr-1262	235	12	to	to	PART
iogr-1262	235	13	calculate	calculate	VERB
iogr-1262	235	14	the	the	DET
iogr-1262	235	15	npv	npv	NOUN
iogr-1262	235	16	under	under	ADP
iogr-1262	235	17	the	the	DET
iogr-1262	235	18	given	give	VERB
iogr-1262	235	19	hydraulic	hydraulic	ADJ
iogr-1262	235	20	fracturing	fracturing	NOUN
iogr-1262	235	21	parameter	parameter	NOUN
iogr-1262	235	22	sets	set	NOUN
iogr-1262	235	23	.	.	PUNCT
iogr-1262	236	1	the	the	DET
iogr-1262	236	2	model	model	NOUN
iogr-1262	236	3	construction	construction	NOUN
iogr-1262	236	4	process	process	NOUN
iogr-1262	236	5	is	be	AUX
iogr-1262	236	6	illustrated	illustrate	VERB
iogr-1262	236	7	in	in	ADP
iogr-1262	236	8	figure	figure	NOUN
iogr-1262	236	9	17	17	NUM
iogr-1262	236	10	.	.	PUNCT
iogr-1262	237	1	figure	figure	NOUN
iogr-1262	237	2	17	17	NUM
iogr-1262	237	3	—	—	PUNCT
iogr-1262	237	4	structure	structure	NOUN
iogr-1262	237	5	of	of	ADP
iogr-1262	237	6	the	the	DET
iogr-1262	237	7	economic	economic	ADJ
iogr-1262	237	8	evaluation	evaluation	NOUN
iogr-1262	237	9	model	model	NOUN
iogr-1262	237	10	.	.	PUNCT
iogr-1262	238	1	univariate	univariate	ADJ
iogr-1262	238	2	sensitivity	sensitivity	NOUN
iogr-1262	238	3	analysis	analysis	NOUN
iogr-1262	238	4	.	.	PUNCT
iogr-1262	239	1	during	during	ADP
iogr-1262	239	2	the	the	DET
iogr-1262	239	3	process	process	NOUN
iogr-1262	239	4	of	of	ADP
iogr-1262	239	5	univariate	univariate	ADJ
iogr-1262	239	6	sensitivity	sensitivity	NOUN
iogr-1262	239	7	analysis	analysis	NOUN
iogr-1262	239	8	,	,	PUNCT
iogr-1262	239	9	the	the	DET
iogr-1262	239	10	initial	initial	ADJ
iogr-1262	239	11	values	value	NOUN
iogr-1262	239	12	of	of	ADP
iogr-1262	239	13	reservoir	reservoir	NOUN
iogr-1262	239	14	and	and	CCONJ
iogr-1262	239	15	hydraulic	hydraulic	ADJ
iogr-1262	239	16	fracturing	fracturing	NOUN
iogr-1262	239	17	parameters	parameter	NOUN
iogr-1262	239	18	are	be	AUX
iogr-1262	239	19	established	establish	VERB
iogr-1262	239	20	.	.	PUNCT
iogr-1262	240	1	reservoir	reservoir	NOUN
iogr-1262	240	2	parameters	parameter	NOUN
iogr-1262	240	3	keep	keep	VERB
iogr-1262	240	4	the	the	DET
iogr-1262	240	5	same	same	ADJ
iogr-1262	240	6	for	for	ADP
iogr-1262	240	7	all	all	DET
iogr-1262	240	8	the	the	DET
iogr-1262	240	9	cases	case	NOUN
iogr-1262	240	10	,	,	PUNCT
iogr-1262	240	11	including	include	VERB
iogr-1262	240	12	reservoir	reservoir	NOUN
iogr-1262	240	13	length	length	NOUN
iogr-1262	240	14	of	of	ADP
iogr-1262	240	15	1200	1200	NUM
iogr-1262	240	16	m	m	NOUN
iogr-1262	240	17	,	,	PUNCT
iogr-1262	240	18	porosity	porosity	NOUN
iogr-1262	240	19	of	of	ADP
iogr-1262	240	20	11	11	NUM
iogr-1262	240	21	%	%	NOUN
iogr-1262	240	22	,	,	PUNCT
iogr-1262	240	23	permeability	permeability	NOUN
iogr-1262	240	24	of	of	ADP
iogr-1262	240	25	0.05	0.05	NUM
iogr-1262	240	26	md	md	NOUN
iogr-1262	240	27	,	,	PUNCT
iogr-1262	240	28	and	and	CCONJ
iogr-1262	240	29	oil	oil	NOUN
iogr-1262	240	30	saturation	saturation	NOUN
iogr-1262	240	31	of	of	ADP
iogr-1262	240	32	55	55	NUM
iogr-1262	240	33	%	%	NOUN
iogr-1262	240	34	.	.	PUNCT
iogr-1262	241	1	maintaining	maintain	VERB
iogr-1262	241	2	other	other	ADJ
iogr-1262	241	3	hydraulic	hydraulic	ADJ
iogr-1262	241	4	fracturing	fracture	VERB
iogr-1262	241	5	parameters	parameter	NOUN
iogr-1262	241	6	constant	constant	VERB
iogr-1262	241	7	,	,	PUNCT
iogr-1262	241	8	while	while	SCONJ
iogr-1262	241	9	the	the	DET
iogr-1262	241	10	fracturing	fracturing	NOUN
iogr-1262	241	11	spacing	space	VERB
iogr-1262	241	12	individually	individually	ADV
iogr-1262	241	13	various	various	ADJ
iogr-1262	241	14	and	and	CCONJ
iogr-1262	241	15	is	be	AUX
iogr-1262	241	16	set	set	VERB
iogr-1262	241	17	to	to	PART
iogr-1262	241	18	be	be	AUX
iogr-1262	241	19	40	40	NUM
iogr-1262	241	20	m	m	NOUN
iogr-1262	241	21	,	,	PUNCT
iogr-1262	241	22	55	55	NUM
iogr-1262	241	23	m	m	NOUN
iogr-1262	241	24	,	,	PUNCT
iogr-1262	241	25	70	70	NUM
iogr-1262	241	26	m	m	NOUN
iogr-1262	241	27	,	,	PUNCT
iogr-1262	241	28	85	85	NUM
iogr-1262	241	29	m	m	NOUN
iogr-1262	241	30	,	,	PUNCT
iogr-1262	241	31	and	and	CCONJ
iogr-1262	241	32	100	100	NUM
iogr-1262	241	33	m	m	NOUN
iogr-1262	241	34	,	,	PUNCT
iogr-1262	241	35	to	to	PART
iogr-1262	241	36	conduct	conduct	VERB
iogr-1262	241	37	the	the	DET
iogr-1262	241	38	sensitivity	sensitivity	NOUN
iogr-1262	241	39	analysis	analysis	NOUN
iogr-1262	241	40	and	and	CCONJ
iogr-1262	241	41	explore	explore	VERB
iogr-1262	241	42	the	the	DET
iogr-1262	241	43	impact	impact	NOUN
iogr-1262	241	44	of	of	ADP
iogr-1262	241	45	fracturing	fracturing	NOUN
iogr-1262	241	46	spacing	spacing	NOUN
iogr-1262	241	47	on	on	ADP
iogr-1262	241	48	npv	npv	NOUN
iogr-1262	241	49	.	.	PUNCT
iogr-1262	242	1	figure	figure	NOUN
iogr-1262	242	2	18	18	NUM
iogr-1262	242	3	illustrates	illustrate	VERB
iogr-1262	242	4	the	the	DET
iogr-1262	242	5	results	result	NOUN
iogr-1262	242	6	.	.	PUNCT
iogr-1262	243	1	it	it	PRON
iogr-1262	243	2	can	can	AUX
iogr-1262	243	3	be	be	AUX
iogr-1262	243	4	observed	observe	VERB
iogr-1262	243	5	from	from	ADP
iogr-1262	243	6	figure	figure	NOUN
iogr-1262	243	7	18	18	NUM
iogr-1262	243	8	that	that	SCONJ
iogr-1262	243	9	npv	npv	NOUN
iogr-1262	243	10	increases	increase	VERB
iogr-1262	243	11	with	with	ADP
iogr-1262	243	12	fracturing	fracture	VERB
iogr-1262	243	13	spacing	space	VERB
iogr-1262	243	14	increasing	increase	VERB
iogr-1262	243	15	,	,	PUNCT
iogr-1262	243	16	but	but	CCONJ
iogr-1262	243	17	there	there	PRON
iogr-1262	243	18	might	might	AUX
iogr-1262	243	19	be	be	AUX
iogr-1262	243	20	an	an	DET
iogr-1262	243	21	optimal	optimal	ADJ
iogr-1262	243	22	fracturing	fracturing	NOUN
iogr-1262	243	23	spacing	spacing	NOUN
iogr-1262	243	24	where	where	SCONJ
iogr-1262	243	25	npv	npv	PROPN
iogr-1262	243	26	starts	start	VERB
iogr-1262	243	27	to	to	PART
iogr-1262	243	28	decrease	decrease	VERB
iogr-1262	243	29	after	after	ADP
iogr-1262	243	30	the	the	DET
iogr-1262	243	31	certain	certain	ADJ
iogr-1262	243	32	threshold	threshold	NOUN
iogr-1262	243	33	.	.	PUNCT
iogr-1262	244	1	in	in	ADP
iogr-1262	244	2	the	the	DET
iogr-1262	244	3	context	context	NOUN
iogr-1262	244	4	of	of	ADP
iogr-1262	244	5	conventional	conventional	ADJ
iogr-1262	244	6	wells	well	NOUN
iogr-1262	244	7	,	,	PUNCT
iogr-1262	244	8	reducing	reduce	VERB
iogr-1262	244	9	the	the	DET
iogr-1262	244	10	fracturing	fracturing	NOUN
iogr-1262	244	11	improved	improve	VERB
iogr-1262	244	12	oil	oil	NOUN
iogr-1262	244	13	and	and	CCONJ
iogr-1262	244	14	gas	gas	NOUN
iogr-1262	244	15	recovery	recovery	NOUN
iogr-1262	244	16	18	18	NUM
iogr-1262	244	17	spacing	spacing	NOUN
iogr-1262	244	18	could	could	AUX
iogr-1262	244	19	lead	lead	VERB
iogr-1262	244	20	to	to	ADP
iogr-1262	244	21	a	a	DET
iogr-1262	244	22	higher	high	ADJ
iogr-1262	244	23	number	number	NOUN
iogr-1262	244	24	of	of	ADP
iogr-1262	244	25	fracturing	fracturing	NOUN
iogr-1262	244	26	stages	stage	NOUN
iogr-1262	244	27	,	,	PUNCT
iogr-1262	244	28	resulting	result	VERB
iogr-1262	244	29	in	in	ADP
iogr-1262	244	30	a	a	DET
iogr-1262	244	31	significant	significant	ADJ
iogr-1262	244	32	increase	increase	NOUN
iogr-1262	244	33	in	in	ADP
iogr-1262	244	34	fluid	fluid	NOUN
iogr-1262	244	35	and	and	CCONJ
iogr-1262	244	36	proppant	proppant	NOUN
iogr-1262	244	37	volume	volume	NOUN
iogr-1262	244	38	per	per	ADP
iogr-1262	244	39	well	well	ADV
iogr-1262	244	40	.	.	PUNCT
iogr-1262	245	1	this	this	PRON
iogr-1262	245	2	,	,	PUNCT
iogr-1262	245	3	in	in	ADP
iogr-1262	245	4	turn	turn	NOUN
iogr-1262	245	5	,	,	PUNCT
iogr-1262	245	6	would	would	AUX
iogr-1262	245	7	escalate	escalate	VERB
iogr-1262	245	8	fracturing	fracturing	NOUN
iogr-1262	245	9	costs	cost	NOUN
iogr-1262	245	10	.	.	PUNCT
iogr-1262	246	1	the	the	DET
iogr-1262	246	2	rise	rise	NOUN
iogr-1262	246	3	in	in	ADP
iogr-1262	246	4	costs	cost	NOUN
iogr-1262	246	5	could	could	AUX
iogr-1262	246	6	potentially	potentially	ADV
iogr-1262	246	7	offset	offset	VERB
iogr-1262	246	8	the	the	DET
iogr-1262	246	9	benefits	benefit	NOUN
iogr-1262	246	10	gained	gain	VERB
iogr-1262	246	11	from	from	ADP
iogr-1262	246	12	increased	increase	VERB
iogr-1262	246	13	production	production	NOUN
iogr-1262	246	14	,	,	PUNCT
iogr-1262	246	15	leading	lead	VERB
iogr-1262	246	16	to	to	ADP
iogr-1262	246	17	a	a	DET
iogr-1262	246	18	decline	decline	NOUN
iogr-1262	246	19	in	in	ADP
iogr-1262	246	20	npv	npv	NOUN
iogr-1262	246	21	.	.	PUNCT
iogr-1262	247	1	therefore	therefore	ADV
iogr-1262	247	2	,	,	PUNCT
iogr-1262	247	3	the	the	DET
iogr-1262	247	4	optimal	optimal	ADJ
iogr-1262	247	5	fracturing	fracturing	NOUN
iogr-1262	247	6	spacing	spacing	NOUN
iogr-1262	247	7	may	may	AUX
iogr-1262	247	8	vary	vary	VERB
iogr-1262	247	9	across	across	ADP
iogr-1262	247	10	different	different	ADJ
iogr-1262	247	11	oilfields	oilfield	NOUN
iogr-1262	247	12	and	and	CCONJ
iogr-1262	247	13	scenarios	scenario	NOUN
iogr-1262	247	14	,	,	PUNCT
iogr-1262	247	15	necessitating	necessitate	VERB
iogr-1262	247	16	a	a	DET
iogr-1262	247	17	balanced	balanced	ADJ
iogr-1262	247	18	consideration	consideration	NOUN
iogr-1262	247	19	of	of	ADP
iogr-1262	247	20	costs	cost	NOUN
iogr-1262	247	21	and	and	CCONJ
iogr-1262	247	22	benefits	benefit	NOUN
iogr-1262	247	23	.	.	PUNCT
iogr-1262	248	1	figure	figure	VERB
iogr-1262	248	2	18	18	NUM
iogr-1262	248	3	—	—	PUNCT
iogr-1262	248	4	sensitivity	sensitivity	NOUN
iogr-1262	248	5	analysis	analysis	NOUN
iogr-1262	248	6	of	of	ADP
iogr-1262	248	7	fracturing	fracturing	NOUN
iogr-1262	248	8	spacing	spacing	NOUN
iogr-1262	248	9	on	on	ADP
iogr-1262	248	10	npv	npv	NOUN
iogr-1262	248	11	.	.	PUNCT
iogr-1262	249	1	based	base	VERB
iogr-1262	249	2	on	on	ADP
iogr-1262	249	3	the	the	DET
iogr-1262	249	4	results	result	NOUN
iogr-1262	249	5	presented	present	VERB
iogr-1262	249	6	in	in	ADP
iogr-1262	249	7	figure	figure	NOUN
iogr-1262	249	8	19	19	NUM
iogr-1262	249	9	,	,	PUNCT
iogr-1262	249	10	variations	variation	NOUN
iogr-1262	249	11	in	in	ADP
iogr-1262	249	12	npv	npv	NOUN
iogr-1262	249	13	under	under	ADP
iogr-1262	249	14	different	different	ADJ
iogr-1262	249	15	single	single	ADJ
iogr-1262	249	16	-	-	PUNCT
iogr-1262	249	17	stage	stage	NOUN
iogr-1262	249	18	fluid	fluid	NOUN
iogr-1262	249	19	volumes	volume	NOUN
iogr-1262	249	20	(	(	PUNCT
iogr-1262	249	21	500m3	500m3	NUM
iogr-1262	249	22	,	,	PUNCT
iogr-1262	249	23	750m3	750m3	NUM
iogr-1262	249	24	,	,	PUNCT
iogr-1262	249	25	1000m3	1000m3	NUM
iogr-1262	249	26	,	,	PUNCT
iogr-1262	249	27	1250m3	1250m3	NUM
iogr-1262	249	28	,	,	PUNCT
iogr-1262	249	29	and	and	CCONJ
iogr-1262	249	30	1500m3	1500m3	NUM
iogr-1262	249	31	)	)	PUNCT
iogr-1262	249	32	are	be	AUX
iogr-1262	249	33	evident	evident	ADJ
iogr-1262	249	34	.	.	PUNCT
iogr-1262	250	1	from	from	ADP
iogr-1262	250	2	figure	figure	NOUN
iogr-1262	250	3	19	19	NUM
iogr-1262	250	4	,	,	PUNCT
iogr-1262	250	5	it	it	PRON
iogr-1262	250	6	can	can	AUX
iogr-1262	250	7	be	be	AUX
iogr-1262	250	8	observed	observe	VERB
iogr-1262	250	9	that	that	SCONJ
iogr-1262	250	10	the	the	DET
iogr-1262	250	11	npv	npv	NOUN
iogr-1262	250	12	reaches	reach	VERB
iogr-1262	250	13	its	its	PRON
iogr-1262	250	14	peak	peak	NOUN
iogr-1262	250	15	when	when	SCONJ
iogr-1262	250	16	the	the	DET
iogr-1262	250	17	single	single	ADJ
iogr-1262	250	18	-	-	PUNCT
iogr-1262	250	19	stage	stage	NOUN
iogr-1262	250	20	fluid	fluid	NOUN
iogr-1262	250	21	volume	volume	NOUN
iogr-1262	250	22	reaches	reach	VERB
iogr-1262	250	23	1000	1000	NUM
iogr-1262	250	24	m3	m3	NOUN
iogr-1262	250	25	.	.	PUNCT
iogr-1262	251	1	single	single	ADJ
iogr-1262	251	2	-	-	PUNCT
iogr-1262	251	3	stage	stage	NOUN
iogr-1262	251	4	fluid	fluid	NOUN
iogr-1262	251	5	volume	volume	NOUN
iogr-1262	251	6	is	be	AUX
iogr-1262	251	7	a	a	DET
iogr-1262	251	8	critical	critical	ADJ
iogr-1262	251	9	parameter	parameter	NOUN
iogr-1262	251	10	in	in	ADP
iogr-1262	251	11	hydraulic	hydraulic	ADJ
iogr-1262	251	12	fracturing	fracturing	NOUN
iogr-1262	251	13	,	,	PUNCT
iogr-1262	251	14	affecting	affect	VERB
iogr-1262	251	15	injection	injection	NOUN
iogr-1262	251	16	rates	rate	NOUN
iogr-1262	251	17	,	,	PUNCT
iogr-1262	251	18	fracture	fracture	NOUN
iogr-1262	251	19	propagation	propagation	NOUN
iogr-1262	251	20	,	,	PUNCT
iogr-1262	251	21	and	and	CCONJ
iogr-1262	251	22	proppant	proppant	ADJ
iogr-1262	251	23	permeation	permeation	NOUN
iogr-1262	251	24	.	.	PUNCT
iogr-1262	252	1	increasing	increase	VERB
iogr-1262	252	2	the	the	DET
iogr-1262	252	3	single	single	ADJ
iogr-1262	252	4	-	-	PUNCT
iogr-1262	252	5	stage	stage	NOUN
iogr-1262	252	6	fluid	fluid	NOUN
iogr-1262	252	7	volume	volume	NOUN
iogr-1262	252	8	often	often	ADV
iogr-1262	252	9	leads	lead	VERB
iogr-1262	252	10	to	to	ADP
iogr-1262	252	11	higher	high	ADJ
iogr-1262	252	12	oil	oil	NOUN
iogr-1262	252	13	well	well	NOUN
iogr-1262	252	14	production	production	NOUN
iogr-1262	252	15	.	.	PUNCT
iogr-1262	253	1	however	however	ADV
iogr-1262	253	2	,	,	PUNCT
iogr-1262	253	3	it	it	PRON
iogr-1262	253	4	also	also	ADV
iogr-1262	253	5	escalates	escalate	VERB
iogr-1262	253	6	costs	cost	NOUN
iogr-1262	253	7	and	and	CCONJ
iogr-1262	253	8	environmental	environmental	ADJ
iogr-1262	253	9	impact	impact	NOUN
iogr-1262	253	10	,	,	PUNCT
iogr-1262	253	11	thereby	thereby	ADV
iogr-1262	253	12	potentially	potentially	ADV
iogr-1262	253	13	reducing	reduce	VERB
iogr-1262	253	14	npv	npv	NOUN
iogr-1262	253	15	.	.	PUNCT
iogr-1262	254	1	hence	hence	ADV
iogr-1262	254	2	,	,	PUNCT
iogr-1262	254	3	the	the	DET
iogr-1262	254	4	optimal	optimal	ADJ
iogr-1262	254	5	single	single	ADJ
iogr-1262	254	6	-	-	PUNCT
iogr-1262	254	7	stage	stage	NOUN
iogr-1262	254	8	fluid	fluid	NOUN
iogr-1262	254	9	volume	volume	NOUN
iogr-1262	254	10	varies	vary	VERB
iogr-1262	254	11	based	base	VERB
iogr-1262	254	12	on	on	ADP
iogr-1262	254	13	distinct	distinct	ADJ
iogr-1262	254	14	well	well	ADJ
iogr-1262	254	15	and	and	CCONJ
iogr-1262	254	16	geological	geological	ADJ
iogr-1262	254	17	conditions	condition	NOUN
iogr-1262	254	18	.	.	PUNCT
iogr-1262	255	1	figure	figure	NOUN
iogr-1262	255	2	19	19	NUM
iogr-1262	255	3	—	—	PUNCT
iogr-1262	255	4	sensitivity	sensitivity	NOUN
iogr-1262	255	5	analysis	analysis	NOUN
iogr-1262	255	6	of	of	ADP
iogr-1262	255	7	single	single	ADJ
iogr-1262	255	8	-	-	PUNCT
iogr-1262	255	9	stage	stage	NOUN
iogr-1262	255	10	fluid	fluid	NOUN
iogr-1262	255	11	volume	volume	NOUN
iogr-1262	255	12	on	on	ADP
iogr-1262	255	13	npv	npv	NOUN
iogr-1262	255	14	.	.	PUNCT
iogr-1262	255	15	improved	improve	VERB
iogr-1262	255	16	oil	oil	NOUN
iogr-1262	255	17	and	and	CCONJ
iogr-1262	255	18	gas	gas	NOUN
iogr-1262	255	19	recovery	recovery	NOUN
iogr-1262	255	20	19	19	NUM
iogr-1262	255	21	by	by	ADP
iogr-1262	255	22	examining	examine	VERB
iogr-1262	255	23	different	different	ADJ
iogr-1262	255	24	single	single	ADJ
iogr-1262	255	25	-	-	PUNCT
iogr-1262	255	26	stage	stage	NOUN
iogr-1262	255	27	sand	sand	NOUN
iogr-1262	255	28	volumes	volume	NOUN
iogr-1262	255	29	(	(	PUNCT
iogr-1262	255	30	50	50	NUM
iogr-1262	255	31	m3	m3	NOUN
iogr-1262	255	32	,	,	PUNCT
iogr-1262	255	33	100	100	NUM
iogr-1262	255	34	m3	m3	NOUN
iogr-1262	255	35	,	,	PUNCT
iogr-1262	255	36	150	150	NUM
iogr-1262	255	37	m3	m3	NOUN
iogr-1262	255	38	,	,	PUNCT
iogr-1262	255	39	200	200	NUM
iogr-1262	255	40	m3	m3	NOUN
iogr-1262	255	41	,	,	PUNCT
iogr-1262	255	42	and	and	CCONJ
iogr-1262	255	43	250	250	NUM
iogr-1262	255	44	m3	m3	NOUN
iogr-1262	255	45	)	)	PUNCT
iogr-1262	255	46	,	,	PUNCT
iogr-1262	255	47	we	we	PRON
iogr-1262	255	48	have	have	AUX
iogr-1262	255	49	observed	observe	VERB
iogr-1262	255	50	variations	variation	NOUN
iogr-1262	255	51	in	in	ADP
iogr-1262	255	52	npv	npv	NOUN
iogr-1262	255	53	.	.	PUNCT
iogr-1262	256	1	it	it	PRON
iogr-1262	256	2	is	be	AUX
iogr-1262	256	3	evident	evident	ADJ
iogr-1262	256	4	from	from	ADP
iogr-1262	256	5	figure	figure	NOUN
iogr-1262	256	6	20	20	NUM
iogr-1262	256	7	that	that	SCONJ
iogr-1262	256	8	the	the	DET
iogr-1262	256	9	impact	impact	NOUN
iogr-1262	256	10	of	of	ADP
iogr-1262	256	11	single	single	ADJ
iogr-1262	256	12	-	-	PUNCT
iogr-1262	256	13	stage	stage	NOUN
iogr-1262	256	14	sand	sand	NOUN
iogr-1262	256	15	volume	volume	NOUN
iogr-1262	256	16	on	on	ADP
iogr-1262	256	17	npv	npv	PROPN
iogr-1262	256	18	is	be	AUX
iogr-1262	256	19	relatively	relatively	ADV
iogr-1262	256	20	limited	limited	ADJ
iogr-1262	256	21	.	.	PUNCT
iogr-1262	257	1	however	however	ADV
iogr-1262	257	2	,	,	PUNCT
iogr-1262	257	3	a	a	DET
iogr-1262	257	4	significant	significant	ADJ
iogr-1262	257	5	reduction	reduction	NOUN
iogr-1262	257	6	in	in	ADP
iogr-1262	257	7	npv	npv	NOUN
iogr-1262	257	8	becomes	become	VERB
iogr-1262	257	9	apparent	apparent	ADJ
iogr-1262	257	10	when	when	SCONJ
iogr-1262	257	11	the	the	DET
iogr-1262	257	12	single	single	ADJ
iogr-1262	257	13	-	-	PUNCT
iogr-1262	257	14	stage	stage	NOUN
iogr-1262	257	15	sand	sand	NOUN
iogr-1262	257	16	volume	volume	NOUN
iogr-1262	257	17	is	be	AUX
iogr-1262	257	18	increased	increase	VERB
iogr-1262	257	19	to	to	ADP
iogr-1262	257	20	150	150	NUM
iogr-1262	257	21	m3	m3	NOUN
iogr-1262	257	22	.	.	PUNCT
iogr-1262	258	1	this	this	PRON
iogr-1262	258	2	implies	imply	VERB
iogr-1262	258	3	that	that	SCONJ
iogr-1262	258	4	raising	raise	VERB
iogr-1262	258	5	the	the	DET
iogr-1262	258	6	single	single	ADJ
iogr-1262	258	7	-	-	PUNCT
iogr-1262	258	8	stage	stage	NOUN
iogr-1262	258	9	sand	sand	NOUN
iogr-1262	258	10	volume	volume	NOUN
iogr-1262	258	11	beyond	beyond	ADP
iogr-1262	258	12	150	150	NUM
iogr-1262	258	13	m3	m3	PROPN
iogr-1262	258	14	may	may	AUX
iogr-1262	258	15	have	have	VERB
iogr-1262	258	16	an	an	DET
iogr-1262	258	17	adverse	adverse	ADJ
iogr-1262	258	18	effect	effect	NOUN
iogr-1262	258	19	on	on	ADP
iogr-1262	258	20	npv	npv	NOUN
iogr-1262	258	21	.	.	PUNCT
iogr-1262	259	1	figure	figure	NOUN
iogr-1262	259	2	20	20	NUM
iogr-1262	259	3	—	—	PUNCT
iogr-1262	259	4	sensitivity	sensitivity	NOUN
iogr-1262	259	5	analysis	analysis	NOUN
iogr-1262	259	6	of	of	ADP
iogr-1262	259	7	single	single	ADJ
iogr-1262	259	8	-	-	PUNCT
iogr-1262	259	9	stage	stage	NOUN
iogr-1262	259	10	sand	sand	NOUN
iogr-1262	259	11	volume	volume	NOUN
iogr-1262	259	12	on	on	ADP
iogr-1262	259	13	npv	npv	NOUN
iogr-1262	259	14	.	.	PUNCT
iogr-1262	260	1	when	when	SCONJ
iogr-1262	260	2	considering	consider	VERB
iogr-1262	260	3	single	single	ADJ
iogr-1262	260	4	-	-	PUNCT
iogr-1262	260	5	stage	stage	NOUN
iogr-1262	260	6	displacement	displacement	NOUN
iogr-1262	260	7	of	of	ADP
iogr-1262	260	8	5	5	NUM
iogr-1262	260	9	m3	m3	PROPN
iogr-1262	260	10	/	/	SYM
iogr-1262	260	11	min	min	NOUN
iogr-1262	260	12	,	,	PUNCT
iogr-1262	260	13	7.5	7.5	NUM
iogr-1262	260	14	m3	m3	PROPN
iogr-1262	260	15	/	/	SYM
iogr-1262	260	16	min	min	NOUN
iogr-1262	260	17	,	,	PUNCT
iogr-1262	260	18	10	10	NUM
iogr-1262	260	19	m3	m3	PROPN
iogr-1262	260	20	/	/	SYM
iogr-1262	260	21	min	min	PROPN
iogr-1262	260	22	,	,	PUNCT
iogr-1262	260	23	12.5	12.5	NUM
iogr-1262	260	24	m3	m3	PROPN
iogr-1262	260	25	/	/	SYM
iogr-1262	260	26	min	min	NOUN
iogr-1262	260	27	,	,	PUNCT
iogr-1262	260	28	and	and	CCONJ
iogr-1262	260	29	15	15	NUM
iogr-1262	260	30	m3	m3	PROPN
iogr-1262	260	31	/	/	SYM
iogr-1262	260	32	min	min	PROPN
iogr-1262	260	33	,	,	PUNCT
iogr-1262	260	34	the	the	DET
iogr-1262	260	35	variations	variation	NOUN
iogr-1262	260	36	in	in	ADP
iogr-1262	260	37	npv	npv	NOUN
iogr-1262	260	38	were	be	AUX
iogr-1262	260	39	observed	observe	VERB
iogr-1262	260	40	.	.	PUNCT
iogr-1262	261	1	the	the	DET
iogr-1262	261	2	changing	change	VERB
iogr-1262	261	3	outcomes	outcome	NOUN
iogr-1262	261	4	are	be	AUX
iogr-1262	261	5	presented	present	VERB
iogr-1262	261	6	in	in	ADP
iogr-1262	261	7	figure	figure	NOUN
iogr-1262	261	8	21	21	NUM
iogr-1262	261	9	.	.	PUNCT
iogr-1262	262	1	the	the	DET
iogr-1262	262	2	study	study	NOUN
iogr-1262	262	3	reveals	reveal	VERB
iogr-1262	262	4	that	that	SCONJ
iogr-1262	262	5	within	within	ADP
iogr-1262	262	6	a	a	DET
iogr-1262	262	7	certain	certain	ADJ
iogr-1262	262	8	range	range	NOUN
iogr-1262	262	9	,	,	PUNCT
iogr-1262	262	10	increasing	increase	VERB
iogr-1262	262	11	the	the	DET
iogr-1262	262	12	single	single	ADJ
iogr-1262	262	13	-	-	PUNCT
iogr-1262	262	14	stage	stage	NOUN
iogr-1262	262	15	displacement	displacement	NOUN
iogr-1262	262	16	can	can	AUX
iogr-1262	262	17	notably	notably	ADV
iogr-1262	262	18	enhance	enhance	VERB
iogr-1262	262	19	the	the	DET
iogr-1262	262	20	npv	npv	NOUN
iogr-1262	262	21	.	.	PUNCT
iogr-1262	263	1	elevating	elevate	VERB
iogr-1262	263	2	the	the	DET
iogr-1262	263	3	single	single	ADJ
iogr-1262	263	4	-	-	PUNCT
iogr-1262	263	5	stage	stage	NOUN
iogr-1262	263	6	displacement	displacement	NOUN
iogr-1262	263	7	leads	lead	VERB
iogr-1262	263	8	to	to	ADP
iogr-1262	263	9	a	a	DET
iogr-1262	263	10	corresponding	corresponding	ADJ
iogr-1262	263	11	increase	increase	NOUN
iogr-1262	263	12	in	in	ADP
iogr-1262	263	13	oil	oil	NOUN
iogr-1262	263	14	well	well	NOUN
iogr-1262	263	15	production	production	NOUN
iogr-1262	263	16	,	,	PUNCT
iogr-1262	263	17	with	with	ADP
iogr-1262	263	18	a	a	DET
iogr-1262	263	19	relatively	relatively	ADV
iogr-1262	263	20	minor	minor	ADJ
iogr-1262	263	21	impact	impact	NOUN
iogr-1262	263	22	on	on	ADP
iogr-1262	263	23	fracturing	fracturing	NOUN
iogr-1262	263	24	costs	cost	NOUN
iogr-1262	263	25	.	.	PUNCT
iogr-1262	264	1	consequently	consequently	ADV
iogr-1262	264	2	,	,	PUNCT
iogr-1262	264	3	a	a	DET
iogr-1262	264	4	positive	positive	ADJ
iogr-1262	264	5	correlation	correlation	NOUN
iogr-1262	264	6	exists	exist	VERB
iogr-1262	264	7	between	between	ADP
iogr-1262	264	8	the	the	DET
iogr-1262	264	9	single	single	ADJ
iogr-1262	264	10	-	-	PUNCT
iogr-1262	264	11	stage	stage	NOUN
iogr-1262	264	12	displacement	displacement	NOUN
iogr-1262	264	13	and	and	CCONJ
iogr-1262	264	14	oil	oil	NOUN
iogr-1262	264	15	well	well	NOUN
iogr-1262	264	16	production	production	NOUN
iogr-1262	264	17	.	.	PUNCT
iogr-1262	265	1	augmenting	augment	VERB
iogr-1262	265	2	the	the	DET
iogr-1262	265	3	single	single	ADJ
iogr-1262	265	4	-	-	PUNCT
iogr-1262	265	5	stage	stage	NOUN
iogr-1262	265	6	displacement	displacement	NOUN
iogr-1262	265	7	proves	prove	VERB
iogr-1262	265	8	beneficial	beneficial	ADJ
iogr-1262	265	9	in	in	ADP
iogr-1262	265	10	improving	improve	VERB
iogr-1262	265	11	oil	oil	NOUN
iogr-1262	265	12	well	well	NOUN
iogr-1262	265	13	yields	yield	NOUN
iogr-1262	265	14	,	,	PUNCT
iogr-1262	265	15	thereby	thereby	ADV
iogr-1262	265	16	augmenting	augment	VERB
iogr-1262	265	17	the	the	DET
iogr-1262	265	18	npv	npv	NOUN
iogr-1262	265	19	.	.	PUNCT
iogr-1262	266	1	figure	figure	NOUN
iogr-1262	266	2	21	21	NUM
iogr-1262	266	3	—	—	PUNCT
iogr-1262	266	4	sensitivity	sensitivity	NOUN
iogr-1262	266	5	analysis	analysis	NOUN
iogr-1262	266	6	of	of	ADP
iogr-1262	266	7	single	single	ADJ
iogr-1262	266	8	-	-	PUNCT
iogr-1262	266	9	stage	stage	NOUN
iogr-1262	266	10	displacement	displacement	NOUN
iogr-1262	266	11	on	on	ADP
iogr-1262	266	12	npv	npv	NOUN
iogr-1262	266	13	.	.	PUNCT
iogr-1262	266	14	improved	improve	VERB
iogr-1262	266	15	oil	oil	NOUN
iogr-1262	266	16	and	and	CCONJ
iogr-1262	266	17	gas	gas	NOUN
iogr-1262	266	18	recovery	recovery	NOUN
iogr-1262	266	19	20	20	NUM
iogr-1262	266	20	fracturing	fracturing	NOUN
iogr-1262	266	21	parameters	parameter	NOUN
iogr-1262	266	22	optimization	optimization	NOUN
iogr-1262	266	23	example	example	NOUN
iogr-1262	266	24	finally	finally	ADV
iogr-1262	266	25	,	,	PUNCT
iogr-1262	266	26	the	the	DET
iogr-1262	266	27	fracturing	fracturing	NOUN
iogr-1262	266	28	parameters	parameter	NOUN
iogr-1262	266	29	for	for	ADP
iogr-1262	266	30	horizontal	horizontal	ADJ
iogr-1262	266	31	wells	well	NOUN
iogr-1262	266	32	were	be	AUX
iogr-1262	266	33	optimized	optimize	VERB
iogr-1262	266	34	using	use	VERB
iogr-1262	266	35	the	the	DET
iogr-1262	266	36	pso	pso	NOUN
iogr-1262	266	37	algorithm	algorithm	NOUN
iogr-1262	266	38	,	,	PUNCT
iogr-1262	266	39	with	with	ADP
iogr-1262	266	40	the	the	DET
iogr-1262	266	41	objective	objective	NOUN
iogr-1262	266	42	of	of	ADP
iogr-1262	266	43	maximizing	maximize	VERB
iogr-1262	266	44	npv	npv	NOUN
iogr-1262	266	45	.	.	PUNCT
iogr-1262	267	1	following	follow	VERB
iogr-1262	267	2	a	a	DET
iogr-1262	267	3	predefined	predefine	VERB
iogr-1262	267	4	objective	objective	ADJ
iogr-1262	267	5	function	function	NOUN
iogr-1262	267	6	,	,	PUNCT
iogr-1262	267	7	the	the	DET
iogr-1262	267	8	algorithm	algorithm	NOUN
iogr-1262	267	9	iteratively	iteratively	ADV
iogr-1262	267	10	searched	search	VERB
iogr-1262	267	11	for	for	ADP
iogr-1262	267	12	the	the	DET
iogr-1262	267	13	optimal	optimal	ADJ
iogr-1262	267	14	solution	solution	NOUN
iogr-1262	267	15	.	.	PUNCT
iogr-1262	268	1	figure	figure	NOUN
iogr-1262	268	2	22	22	NUM
iogr-1262	268	3	illustrates	illustrate	VERB
iogr-1262	268	4	the	the	DET
iogr-1262	268	5	construction	construction	NOUN
iogr-1262	268	6	process	process	NOUN
iogr-1262	268	7	of	of	ADP
iogr-1262	268	8	the	the	DET
iogr-1262	268	9	npv	npv	NOUN
iogr-1262	268	10	fracturing	fracturing	NOUN
iogr-1262	268	11	parameters	parameter	NOUN
iogr-1262	268	12	optimization	optimization	NOUN
iogr-1262	268	13	model	model	NOUN
iogr-1262	268	14	for	for	ADP
iogr-1262	268	15	mfhws	mfhws	NOUN
iogr-1262	268	16	.	.	PUNCT
iogr-1262	269	1	figure	figure	NOUN
iogr-1262	269	2	22	22	NUM
iogr-1262	269	3	—	—	PUNCT
iogr-1262	269	4	structure	structure	NOUN
iogr-1262	269	5	of	of	ADP
iogr-1262	269	6	npv	npv	NOUN
iogr-1262	269	7	fracturing	fracturing	NOUN
iogr-1262	269	8	parameters	parameter	NOUN
iogr-1262	269	9	optimization	optimization	NOUN
iogr-1262	269	10	model	model	NOUN
iogr-1262	269	11	.	.	PUNCT
iogr-1262	270	1	by	by	ADP
iogr-1262	270	2	analyzing	analyze	VERB
iogr-1262	270	3	on	on	ADP
iogr-1262	270	4	-	-	PUNCT
iogr-1262	270	5	site	site	NOUN
iogr-1262	270	6	data	datum	NOUN
iogr-1262	270	7	,	,	PUNCT
iogr-1262	270	8	the	the	DET
iogr-1262	270	9	initial	initial	ADJ
iogr-1262	270	10	values	value	NOUN
iogr-1262	270	11	for	for	ADP
iogr-1262	270	12	geological	geological	ADJ
iogr-1262	270	13	and	and	CCONJ
iogr-1262	270	14	fracturing	fracture	VERB
iogr-1262	270	15	parameters	parameter	NOUN
iogr-1262	270	16	for	for	ADP
iogr-1262	270	17	the	the	DET
iogr-1262	270	18	experimental	experimental	ADJ
iogr-1262	270	19	well	well	NOUN
iogr-1262	270	20	are	be	AUX
iogr-1262	270	21	provided	provide	VERB
iogr-1262	270	22	as	as	SCONJ
iogr-1262	270	23	follows	follow	VERB
iogr-1262	270	24	:	:	PUNCT
iogr-1262	270	25	reservoir	reservoir	NOUN
iogr-1262	270	26	length	length	NOUN
iogr-1262	270	27	of	of	ADP
iogr-1262	270	28	1200	1200	NUM
iogr-1262	270	29	m	m	NOUN
iogr-1262	270	30	,	,	PUNCT
iogr-1262	270	31	porosity	porosity	NOUN
iogr-1262	270	32	of	of	ADP
iogr-1262	270	33	11	11	NUM
iogr-1262	270	34	%	%	NOUN
iogr-1262	270	35	,	,	PUNCT
iogr-1262	270	36	permeability	permeability	NOUN
iogr-1262	270	37	of	of	ADP
iogr-1262	270	38	0.05	0.05	NUM
iogr-1262	270	39	md	md	NOUN
iogr-1262	270	40	,	,	PUNCT
iogr-1262	270	41	oil	oil	NOUN
iogr-1262	270	42	saturation	saturation	NOUN
iogr-1262	270	43	of	of	ADP
iogr-1262	270	44	55	55	NUM
iogr-1262	270	45	%	%	NOUN
iogr-1262	270	46	,	,	PUNCT
iogr-1262	270	47	fracturing	fracture	VERB
iogr-1262	270	48	spacing	spacing	NOUN
iogr-1262	270	49	of	of	ADP
iogr-1262	270	50	58.2	58.2	NUM
iogr-1262	270	51	m.	m.	NOUN
iogr-1262	270	52	the	the	DET
iogr-1262	270	53	pso	pso	NOUN
iogr-1262	270	54	algorithm	algorithm	NOUN
iogr-1262	270	55	is	be	AUX
iogr-1262	270	56	then	then	ADV
iogr-1262	270	57	utilized	utilize	VERB
iogr-1262	270	58	for	for	ADP
iogr-1262	270	59	optimizing	optimize	VERB
iogr-1262	270	60	the	the	DET
iogr-1262	270	61	fracturing	fracturing	NOUN
iogr-1262	270	62	parameters	parameter	NOUN
iogr-1262	270	63	,	,	PUNCT
iogr-1262	270	64	with	with	ADP
iogr-1262	270	65	the	the	DET
iogr-1262	270	66	primary	primary	ADJ
iogr-1262	270	67	objective	objective	NOUN
iogr-1262	270	68	being	be	AUX
iogr-1262	270	69	to	to	PART
iogr-1262	270	70	maximize	maximize	VERB
iogr-1262	270	71	the	the	DET
iogr-1262	270	72	npv	npv	NOUN
iogr-1262	270	73	.	.	PUNCT
iogr-1262	271	1	through	through	ADP
iogr-1262	271	2	multiple	multiple	ADJ
iogr-1262	271	3	iterations	iteration	NOUN
iogr-1262	271	4	,	,	PUNCT
iogr-1262	271	5	the	the	DET
iogr-1262	271	6	optimal	optimal	ADJ
iogr-1262	271	7	combination	combination	NOUN
iogr-1262	271	8	of	of	ADP
iogr-1262	271	9	fracturing	fracture	VERB
iogr-1262	271	10	parameters	parameter	NOUN
iogr-1262	271	11	is	be	AUX
iogr-1262	271	12	determined	determine	VERB
iogr-1262	271	13	to	to	PART
iogr-1262	271	14	achieve	achieve	VERB
iogr-1262	271	15	the	the	DET
iogr-1262	271	16	maximization	maximization	NOUN
iogr-1262	271	17	of	of	ADP
iogr-1262	271	18	economic	economic	ADJ
iogr-1262	271	19	benefits	benefit	NOUN
iogr-1262	271	20	for	for	ADP
iogr-1262	271	21	horizontal	horizontal	ADJ
iogr-1262	271	22	wells	well	NOUN
iogr-1262	271	23	.	.	PUNCT
iogr-1262	272	1	table	table	NOUN
iogr-1262	272	2	8	8	NUM
iogr-1262	272	3	presents	present	VERB
iogr-1262	272	4	the	the	DET
iogr-1262	272	5	initial	initial	ADJ
iogr-1262	272	6	values	value	NOUN
iogr-1262	272	7	,	,	PUNCT
iogr-1262	272	8	ranges	range	NOUN
iogr-1262	272	9	,	,	PUNCT
iogr-1262	272	10	and	and	CCONJ
iogr-1262	272	11	the	the	DET
iogr-1262	272	12	final	final	ADJ
iogr-1262	272	13	values	value	NOUN
iogr-1262	272	14	after	after	ADP
iogr-1262	272	15	optimization	optimization	NOUN
iogr-1262	272	16	using	use	VERB
iogr-1262	272	17	the	the	DET
iogr-1262	272	18	pso	pso	NOUN
iogr-1262	272	19	algorithm	algorithm	NOUN
iogr-1262	272	20	for	for	ADP
iogr-1262	272	21	the	the	DET
iogr-1262	272	22	fracturing	fracturing	NOUN
iogr-1262	272	23	parameters	parameter	NOUN
iogr-1262	272	24	.	.	PUNCT
iogr-1262	273	1	table	table	NOUN
iogr-1262	273	2	8	8	NUM
iogr-1262	273	3	—	—	PUNCT
iogr-1262	273	4	fracturing	fracture	VERB
iogr-1262	273	5	parameters	parameter	NOUN
iogr-1262	273	6	optimization	optimization	NOUN
iogr-1262	273	7	results	result	NOUN
iogr-1262	273	8	with	with	ADP
iogr-1262	273	9	npv	npv	NOUN
iogr-1262	273	10	as	as	ADP
iogr-1262	273	11	the	the	DET
iogr-1262	273	12	objective	objective	NOUN
iogr-1262	273	13	.	.	PUNCT
iogr-1262	274	1	fracturing	fracture	VERB
iogr-1262	274	2	parameters	parameter	NOUN
iogr-1262	274	3	initial	initial	ADJ
iogr-1262	274	4	value	value	NOUN
iogr-1262	274	5	range	range	NOUN
iogr-1262	274	6	of	of	ADP
iogr-1262	274	7	values	value	NOUN
iogr-1262	274	8	optimum	optimum	ADJ
iogr-1262	274	9	value	value	NOUN
iogr-1262	274	10	fracture	fracture	NOUN
iogr-1262	274	11	spacing	spacing	NOUN
iogr-1262	274	12	(	(	PUNCT
iogr-1262	274	13	m	m	NOUN
iogr-1262	274	14	)	)	PUNCT
iogr-1262	274	15	58.2	58.2	NUM
iogr-1262	275	1	[	[	SYM
iogr-1262	275	2	30,100	30,100	NUM
iogr-1262	275	3	]	]	PUNCT
iogr-1262	275	4	83.05	83.05	NUM
iogr-1262	275	5	single	single	ADJ
iogr-1262	275	6	-	-	PUNCT
iogr-1262	275	7	stage	stage	NOUN
iogr-1262	275	8	fluid	fluid	NOUN
iogr-1262	275	9	volume	volume	NOUN
iogr-1262	275	10	(	(	PUNCT
iogr-1262	275	11	m3	m3	PROPN
iogr-1262	275	12	)	)	PUNCT
iogr-1262	275	13	1000.0	1000.0	NUM
iogr-1262	276	1	[	[	X
iogr-1262	276	2	500,1500	500,1500	NUM
iogr-1262	276	3	]	]	PUNCT
iogr-1262	276	4	1125.00	1125.00	NUM
iogr-1262	276	5	single	single	ADJ
iogr-1262	276	6	-	-	PUNCT
iogr-1262	276	7	stage	stage	NOUN
iogr-1262	276	8	sand	sand	NOUN
iogr-1262	276	9	volume	volume	NOUN
iogr-1262	276	10	(	(	PUNCT
iogr-1262	276	11	m3	m3	PROPN
iogr-1262	276	12	)	)	PUNCT
iogr-1262	276	13	141.6	141.6	NUM
iogr-1262	277	1	[	[	X
iogr-1262	277	2	50,250	50,250	NUM
iogr-1262	277	3	]	]	PUNCT
iogr-1262	277	4	91.00	91.00	NUM
iogr-1262	277	5	single	single	ADJ
iogr-1262	277	6	-	-	PUNCT
iogr-1262	277	7	stage	stage	NOUN
iogr-1262	277	8	displacement	displacement	NOUN
iogr-1262	277	9	(	(	PUNCT
iogr-1262	277	10	m3	m3	PROPN
iogr-1262	277	11	/	/	SYM
iogr-1262	277	12	min	min	NOUN
iogr-1262	277	13	)	)	PUNCT
iogr-1262	277	14	9.0	9.0	NUM
iogr-1262	278	1	[	[	X
iogr-1262	278	2	5,15	5,15	NUM
iogr-1262	278	3	]	]	PUNCT
iogr-1262	278	4	11.82	11.82	NUM
iogr-1262	278	5	improved	improve	VERB
iogr-1262	278	6	oil	oil	NOUN
iogr-1262	278	7	and	and	CCONJ
iogr-1262	278	8	gas	gas	NOUN
iogr-1262	278	9	recovery	recovery	NOUN
iogr-1262	278	10	21	21	NUM
iogr-1262	278	11	figure	figure	NOUN
iogr-1262	278	12	23	23	NUM
iogr-1262	278	13	illustrates	illustrate	VERB
iogr-1262	278	14	the	the	DET
iogr-1262	278	15	iterative	iterative	NOUN
iogr-1262	278	16	process	process	NOUN
iogr-1262	278	17	of	of	ADP
iogr-1262	278	18	optimizing	optimize	VERB
iogr-1262	278	19	fracturing	fracturing	NOUN
iogr-1262	278	20	parameters	parameter	NOUN
iogr-1262	278	21	using	use	VERB
iogr-1262	278	22	the	the	DET
iogr-1262	278	23	pso	pso	NOUN
iogr-1262	278	24	algorithm	algorithm	NOUN
iogr-1262	278	25	.	.	PUNCT
iogr-1262	279	1	the	the	DET
iogr-1262	279	2	horizontal	horizontal	ADJ
iogr-1262	279	3	axis	axis	NOUN
iogr-1262	279	4	represents	represent	VERB
iogr-1262	279	5	the	the	DET
iogr-1262	279	6	iteration	iteration	NOUN
iogr-1262	279	7	number	number	NOUN
iogr-1262	279	8	,	,	PUNCT
iogr-1262	279	9	while	while	SCONJ
iogr-1262	279	10	the	the	DET
iogr-1262	279	11	vertical	vertical	ADJ
iogr-1262	279	12	axis	axis	NOUN
iogr-1262	279	13	represents	represent	VERB
iogr-1262	279	14	the	the	DET
iogr-1262	279	15	npv	npv	NOUN
iogr-1262	279	16	.	.	PUNCT
iogr-1262	280	1	the	the	DET
iogr-1262	280	2	results	result	NOUN
iogr-1262	280	3	indicate	indicate	VERB
iogr-1262	280	4	that	that	SCONJ
iogr-1262	280	5	as	as	ADP
iogr-1262	280	6	the	the	DET
iogr-1262	280	7	number	number	NOUN
iogr-1262	280	8	of	of	ADP
iogr-1262	280	9	iterations	iteration	NOUN
iogr-1262	280	10	increases	increase	NOUN
iogr-1262	280	11	,	,	PUNCT
iogr-1262	280	12	the	the	DET
iogr-1262	280	13	range	range	NOUN
iogr-1262	280	14	of	of	ADP
iogr-1262	280	15	npv	npv	NOUN
iogr-1262	280	16	values	value	NOUN
iogr-1262	280	17	gradually	gradually	ADV
iogr-1262	280	18	converges	converge	VERB
iogr-1262	280	19	.	.	PUNCT
iogr-1262	281	1	through	through	ADP
iogr-1262	281	2	continuous	continuous	ADJ
iogr-1262	281	3	iterations	iteration	NOUN
iogr-1262	281	4	,	,	PUNCT
iogr-1262	281	5	the	the	DET
iogr-1262	281	6	npv	npv	NOUN
iogr-1262	281	7	value	value	NOUN
iogr-1262	281	8	stabilized	stabilize	VERB
iogr-1262	281	9	at	at	ADP
iogr-1262	281	10	$	$	SYM
iogr-1262	281	11	5.84	5.84	NUM
iogr-1262	281	12	million	million	NUM
iogr-1262	281	13	,	,	PUNCT
iogr-1262	281	14	successfully	successfully	ADV
iogr-1262	281	15	achieving	achieve	VERB
iogr-1262	281	16	the	the	DET
iogr-1262	281	17	economic	economic	ADJ
iogr-1262	281	18	benefit	benefit	NOUN
iogr-1262	281	19	target	target	NOUN
iogr-1262	281	20	.	.	PUNCT
iogr-1262	282	1	by	by	ADP
iogr-1262	282	2	optimizing	optimize	VERB
iogr-1262	282	3	the	the	DET
iogr-1262	282	4	fracturing	fracturing	NOUN
iogr-1262	282	5	parameters	parameter	NOUN
iogr-1262	282	6	,	,	PUNCT
iogr-1262	282	7	it	it	PRON
iogr-1262	282	8	is	be	AUX
iogr-1262	282	9	possible	possible	ADJ
iogr-1262	282	10	to	to	PART
iogr-1262	282	11	maximize	maximize	VERB
iogr-1262	282	12	well	well	ADJ
iogr-1262	282	13	production	production	NOUN
iogr-1262	282	14	and	and	CCONJ
iogr-1262	282	15	economic	economic	ADJ
iogr-1262	282	16	benefits	benefit	NOUN
iogr-1262	282	17	,	,	PUNCT
iogr-1262	282	18	reduce	reduce	VERB
iogr-1262	282	19	unnecessary	unnecessary	ADJ
iogr-1262	282	20	operations	operation	NOUN
iogr-1262	282	21	and	and	CCONJ
iogr-1262	282	22	resource	resource	NOUN
iogr-1262	282	23	wastage	wastage	NOUN
iogr-1262	282	24	,	,	PUNCT
iogr-1262	282	25	lower	low	ADJ
iogr-1262	282	26	costs	cost	NOUN
iogr-1262	282	27	,	,	PUNCT
iogr-1262	282	28	and	and	CCONJ
iogr-1262	282	29	attain	attain	VERB
iogr-1262	282	30	the	the	DET
iogr-1262	282	31	highest	high	ADJ
iogr-1262	282	32	economic	economic	ADJ
iogr-1262	282	33	returns	return	NOUN
iogr-1262	282	34	.	.	PUNCT
iogr-1262	283	1	figure	figure	NOUN
iogr-1262	283	2	23	23	NUM
iogr-1262	283	3	—	—	PUNCT
iogr-1262	283	4	iterative	iterative	NOUN
iogr-1262	283	5	process	process	NOUN
iogr-1262	283	6	of	of	ADP
iogr-1262	283	7	npv	npv	NOUN
iogr-1262	283	8	for	for	ADP
iogr-1262	283	9	fracturing	fracture	VERB
iogr-1262	283	10	parameters	parameter	NOUN
iogr-1262	283	11	optimization	optimization	NOUN
iogr-1262	283	12	using	use	VERB
iogr-1262	283	13	pso	pso	NOUN
iogr-1262	283	14	algorithm	algorithm	NOUN
iogr-1262	283	15	.	.	PUNCT
iogr-1262	284	1	discussion	discussion	NOUN
iogr-1262	284	2	and	and	CCONJ
iogr-1262	284	3	prospects	prospect	NOUN
iogr-1262	284	4	fracturing	fracture	VERB
iogr-1262	284	5	parameter	parameter	NOUN
iogr-1262	284	6	optimization	optimization	NOUN
iogr-1262	284	7	holds	hold	VERB
iogr-1262	284	8	significant	significant	ADJ
iogr-1262	284	9	importance	importance	NOUN
iogr-1262	284	10	in	in	ADP
iogr-1262	284	11	oil	oil	NOUN
iogr-1262	284	12	and	and	CCONJ
iogr-1262	284	13	gas	gas	NOUN
iogr-1262	284	14	exploration	exploration	NOUN
iogr-1262	284	15	as	as	SCONJ
iogr-1262	284	16	it	it	PRON
iogr-1262	284	17	can	can	AUX
iogr-1262	284	18	maximize	maximize	VERB
iogr-1262	284	19	well	well	ADJ
iogr-1262	284	20	productivity	productivity	NOUN
iogr-1262	284	21	and	and	CCONJ
iogr-1262	284	22	economic	economic	ADJ
iogr-1262	284	23	returns	return	NOUN
iogr-1262	284	24	.	.	PUNCT
iogr-1262	285	1	with	with	ADP
iogr-1262	285	2	the	the	DET
iogr-1262	285	3	continuous	continuous	ADJ
iogr-1262	285	4	advancement	advancement	NOUN
iogr-1262	285	5	of	of	ADP
iogr-1262	285	6	technology	technology	NOUN
iogr-1262	285	7	,	,	PUNCT
iogr-1262	285	8	the	the	DET
iogr-1262	285	9	utilization	utilization	NOUN
iogr-1262	285	10	of	of	ADP
iogr-1262	285	11	machine	machine	NOUN
iogr-1262	285	12	learning	learn	VERB
iogr-1262	285	13	for	for	ADP
iogr-1262	285	14	production	production	NOUN
iogr-1262	285	15	forecasting	forecasting	NOUN
iogr-1262	285	16	and	and	CCONJ
iogr-1262	285	17	fracturing	fracturing	NOUN
iogr-1262	285	18	parameter	parameter	NOUN
iogr-1262	285	19	optimization	optimization	NOUN
iogr-1262	285	20	is	be	AUX
iogr-1262	285	21	expected	expect	VERB
iogr-1262	285	22	to	to	PART
iogr-1262	285	23	gain	gain	VERB
iogr-1262	285	24	broader	broad	ADJ
iogr-1262	285	25	applicability	applicability	NOUN
iogr-1262	285	26	.	.	PUNCT
iogr-1262	286	1	however	however	ADV
iogr-1262	286	2	,	,	PUNCT
iogr-1262	286	3	through	through	ADP
iogr-1262	286	4	the	the	DET
iogr-1262	286	5	analysis	analysis	NOUN
iogr-1262	286	6	and	and	CCONJ
iogr-1262	286	7	discussion	discussion	NOUN
iogr-1262	286	8	of	of	ADP
iogr-1262	286	9	the	the	DET
iogr-1262	286	10	empirical	empirical	ADJ
iogr-1262	286	11	results	result	NOUN
iogr-1262	286	12	,	,	PUNCT
iogr-1262	286	13	it	it	PRON
iogr-1262	286	14	is	be	AUX
iogr-1262	286	15	evident	evident	ADJ
iogr-1262	286	16	that	that	SCONJ
iogr-1262	286	17	there	there	PRON
iogr-1262	286	18	are	be	VERB
iogr-1262	286	19	several	several	ADJ
iogr-1262	286	20	areas	area	NOUN
iogr-1262	286	21	where	where	SCONJ
iogr-1262	286	22	the	the	DET
iogr-1262	286	23	model	model	NOUN
iogr-1262	286	24	can	can	AUX
iogr-1262	286	25	be	be	AUX
iogr-1262	286	26	enhanced	enhance	VERB
iogr-1262	286	27	.	.	PUNCT
iogr-1262	287	1	firstly	firstly	ADV
iogr-1262	287	2	,	,	PUNCT
iogr-1262	287	3	to	to	PART
iogr-1262	287	4	better	well	ADV
iogr-1262	287	5	accommodate	accommodate	VERB
iogr-1262	287	6	diverse	diverse	ADJ
iogr-1262	287	7	geological	geological	ADJ
iogr-1262	287	8	conditions	condition	NOUN
iogr-1262	287	9	and	and	CCONJ
iogr-1262	287	10	reservoir	reservoir	NOUN
iogr-1262	287	11	characteristics	characteristic	NOUN
iogr-1262	287	12	,	,	PUNCT
iogr-1262	287	13	further	further	ADJ
iogr-1262	287	14	research	research	NOUN
iogr-1262	287	15	is	be	AUX
iogr-1262	287	16	warranted	warrant	VERB
iogr-1262	287	17	to	to	PART
iogr-1262	287	18	explore	explore	VERB
iogr-1262	287	19	the	the	DET
iogr-1262	287	20	response	response	NOUN
iogr-1262	287	21	patterns	pattern	NOUN
iogr-1262	287	22	of	of	ADP
iogr-1262	287	23	different	different	ADJ
iogr-1262	287	24	types	type	NOUN
iogr-1262	287	25	of	of	ADP
iogr-1262	287	26	reservoirs	reservoir	NOUN
iogr-1262	287	27	.	.	PUNCT
iogr-1262	288	1	additionally	additionally	ADV
iogr-1262	288	2	,	,	PUNCT
iogr-1262	288	3	improving	improve	VERB
iogr-1262	288	4	the	the	DET
iogr-1262	288	5	quantity	quantity	NOUN
iogr-1262	288	6	and	and	CCONJ
iogr-1262	288	7	quality	quality	NOUN
iogr-1262	288	8	of	of	ADP
iogr-1262	288	9	available	available	ADJ
iogr-1262	288	10	data	datum	NOUN
iogr-1262	288	11	and	and	CCONJ
iogr-1262	288	12	adopting	adopt	VERB
iogr-1262	288	13	more	more	ADV
iogr-1262	288	14	sophisticated	sophisticated	ADJ
iogr-1262	288	15	algorithms	algorithm	NOUN
iogr-1262	288	16	and	and	CCONJ
iogr-1262	288	17	models	model	NOUN
iogr-1262	288	18	can	can	AUX
iogr-1262	288	19	enhance	enhance	VERB
iogr-1262	288	20	the	the	DET
iogr-1262	288	21	precision	precision	NOUN
iogr-1262	288	22	of	of	ADP
iogr-1262	288	23	predictions	prediction	NOUN
iogr-1262	288	24	and	and	CCONJ
iogr-1262	288	25	the	the	DET
iogr-1262	288	26	efficiency	efficiency	NOUN
iogr-1262	288	27	of	of	ADP
iogr-1262	288	28	optimization	optimization	NOUN
iogr-1262	288	29	.	.	PUNCT
iogr-1262	289	1	moreover	moreover	ADV
iogr-1262	289	2	,	,	PUNCT
iogr-1262	289	3	delving	delve	VERB
iogr-1262	289	4	into	into	ADP
iogr-1262	289	5	multi	multi	ADJ
iogr-1262	289	6	-	-	ADJ
iogr-1262	289	7	objective	objective	ADJ
iogr-1262	289	8	optimization	optimization	NOUN
iogr-1262	289	9	algorithms	algorithm	NOUN
iogr-1262	289	10	that	that	PRON
iogr-1262	289	11	consider	consider	VERB
iogr-1262	289	12	multiple	multiple	ADJ
iogr-1262	289	13	targets	target	NOUN
iogr-1262	289	14	and	and	CCONJ
iogr-1262	289	15	constraints	constraint	NOUN
iogr-1262	289	16	can	can	AUX
iogr-1262	289	17	lead	lead	VERB
iogr-1262	289	18	to	to	ADP
iogr-1262	289	19	more	more	ADV
iogr-1262	289	20	comprehensive	comprehensive	ADJ
iogr-1262	289	21	optimization	optimization	NOUN
iogr-1262	289	22	strategies	strategy	NOUN
iogr-1262	289	23	.	.	PUNCT
iogr-1262	290	1	these	these	DET
iogr-1262	290	2	measures	measure	NOUN
iogr-1262	290	3	collectively	collectively	ADV
iogr-1262	290	4	contribute	contribute	VERB
iogr-1262	290	5	to	to	ADP
iogr-1262	290	6	the	the	DET
iogr-1262	290	7	advancement	advancement	NOUN
iogr-1262	290	8	of	of	ADP
iogr-1262	290	9	reservoir	reservoir	NOUN
iogr-1262	290	10	optimization	optimization	NOUN
iogr-1262	290	11	and	and	CCONJ
iogr-1262	290	12	oilfield	oilfield	NOUN
iogr-1262	290	13	development	development	NOUN
iogr-1262	290	14	,	,	PUNCT
iogr-1262	290	15	addressing	address	VERB
iogr-1262	290	16	the	the	DET
iogr-1262	290	17	identified	identify	VERB
iogr-1262	290	18	limitations	limitation	NOUN
iogr-1262	290	19	in	in	ADP
iogr-1262	290	20	the	the	DET
iogr-1262	290	21	current	current	ADJ
iogr-1262	290	22	model	model	NOUN
iogr-1262	290	23	.	.	PUNCT
iogr-1262	291	1	in	in	ADP
iogr-1262	291	2	the	the	DET
iogr-1262	291	3	future	future	NOUN
iogr-1262	291	4	,	,	PUNCT
iogr-1262	291	5	machine	machine	NOUN
iogr-1262	291	6	learning	learning	NOUN
iogr-1262	291	7	and	and	CCONJ
iogr-1262	291	8	deep	deep	ADJ
iogr-1262	291	9	learning	learning	NOUN
iogr-1262	291	10	technologies	technology	NOUN
iogr-1262	291	11	will	will	AUX
iogr-1262	291	12	continue	continue	VERB
iogr-1262	291	13	to	to	PART
iogr-1262	291	14	evolve	evolve	VERB
iogr-1262	291	15	,	,	PUNCT
iogr-1262	291	16	and	and	CCONJ
iogr-1262	291	17	real	real	ADJ
iogr-1262	291	18	-	-	PUNCT
iogr-1262	291	19	time	time	NOUN
iogr-1262	291	20	online	online	ADJ
iogr-1262	291	21	analysis	analysis	NOUN
iogr-1262	291	22	will	will	AUX
iogr-1262	291	23	become	become	VERB
iogr-1262	291	24	a	a	DET
iogr-1262	291	25	crucial	crucial	ADJ
iogr-1262	291	26	trend	trend	NOUN
iogr-1262	291	27	in	in	ADP
iogr-1262	291	28	fracturing	fracturing	NOUN
iogr-1262	291	29	parameter	parameter	NOUN
iogr-1262	291	30	optimization	optimization	NOUN
iogr-1262	291	31	.	.	PUNCT
iogr-1262	292	1	real	real	ADJ
iogr-1262	292	2	-	-	PUNCT
iogr-1262	292	3	time	time	NOUN
iogr-1262	292	4	online	online	ADJ
iogr-1262	292	5	analysis	analysis	NOUN
iogr-1262	292	6	will	will	AUX
iogr-1262	292	7	enable	enable	VERB
iogr-1262	292	8	timely	timely	ADJ
iogr-1262	292	9	monitoring	monitoring	NOUN
iogr-1262	292	10	and	and	CCONJ
iogr-1262	292	11	collection	collection	NOUN
iogr-1262	292	12	of	of	ADP
iogr-1262	292	13	operational	operational	ADJ
iogr-1262	292	14	data	datum	NOUN
iogr-1262	292	15	,	,	PUNCT
iogr-1262	292	16	production	production	NOUN
iogr-1262	292	17	data	datum	NOUN
iogr-1262	292	18	,	,	PUNCT
iogr-1262	292	19	geological	geological	ADJ
iogr-1262	292	20	data	datum	NOUN
iogr-1262	292	21	,	,	PUNCT
iogr-1262	292	22	etc	etc	X
iogr-1262	292	23	.	.	X
iogr-1262	292	24	,	,	PUNCT
iogr-1262	292	25	which	which	PRON
iogr-1262	292	26	can	can	AUX
iogr-1262	292	27	be	be	AUX
iogr-1262	292	28	directly	directly	ADV
iogr-1262	292	29	input	input	VERB
iogr-1262	292	30	into	into	ADP
iogr-1262	292	31	optimization	optimization	NOUN
iogr-1262	292	32	models	model	NOUN
iogr-1262	292	33	for	for	ADP
iogr-1262	292	34	analysis	analysis	NOUN
iogr-1262	292	35	and	and	CCONJ
iogr-1262	292	36	decision	decision	NOUN
iogr-1262	292	37	-	-	PUNCT
iogr-1262	292	38	making	making	NOUN
iogr-1262	292	39	.	.	PUNCT
iogr-1262	293	1	this	this	DET
iogr-1262	293	2	approach	approach	NOUN
iogr-1262	293	3	allows	allow	VERB
iogr-1262	293	4	for	for	ADP
iogr-1262	293	5	immediate	immediate	ADJ
iogr-1262	293	6	feedback	feedback	NOUN
iogr-1262	293	7	on	on	ADP
iogr-1262	293	8	the	the	DET
iogr-1262	293	9	current	current	ADJ
iogr-1262	293	10	reservoir	reservoir	NOUN
iogr-1262	293	11	status	status	NOUN
iogr-1262	293	12	and	and	CCONJ
iogr-1262	293	13	performance	performance	NOUN
iogr-1262	293	14	,	,	PUNCT
iogr-1262	293	15	assisting	assist	VERB
iogr-1262	293	16	engineers	engineer	NOUN
iogr-1262	293	17	in	in	ADP
iogr-1262	293	18	real	real	ADJ
iogr-1262	293	19	-	-	PUNCT
iogr-1262	293	20	time	time	NOUN
iogr-1262	293	21	adjustments	adjustment	NOUN
iogr-1262	293	22	and	and	CCONJ
iogr-1262	293	23	optimization	optimization	NOUN
iogr-1262	293	24	of	of	ADP
iogr-1262	293	25	fracturing	fracture	VERB
iogr-1262	293	26	parameters	parameter	NOUN
iogr-1262	293	27	to	to	PART
iogr-1262	293	28	adapt	adapt	VERB
iogr-1262	293	29	to	to	ADP
iogr-1262	293	30	ever	ever	ADV
iogr-1262	293	31	-	-	PUNCT
iogr-1262	293	32	changing	change	VERB
iogr-1262	293	33	oilfield	oilfield	NOUN
iogr-1262	293	34	conditions	condition	NOUN
iogr-1262	293	35	.	.	PUNCT
iogr-1262	294	1	furthermore	furthermore	ADV
iogr-1262	294	2	,	,	PUNCT
iogr-1262	294	3	the	the	DET
iogr-1262	294	4	future	future	NOUN
iogr-1262	294	5	of	of	ADP
iogr-1262	294	6	fracturing	fracturing	NOUN
iogr-1262	294	7	parameter	parameter	NOUN
iogr-1262	294	8	optimization	optimization	NOUN
iogr-1262	294	9	will	will	AUX
iogr-1262	294	10	involve	involve	VERB
iogr-1262	294	11	a	a	DET
iogr-1262	294	12	greater	great	ADJ
iogr-1262	294	13	consideration	consideration	NOUN
iogr-1262	294	14	of	of	ADP
iogr-1262	294	15	multidisciplinary	multidisciplinary	ADJ
iogr-1262	294	16	factors	factor	NOUN
iogr-1262	294	17	.	.	PUNCT
iogr-1262	295	1	knowledge	knowledge	NOUN
iogr-1262	295	2	from	from	ADP
iogr-1262	295	3	various	various	ADJ
iogr-1262	295	4	disciplines	discipline	NOUN
iogr-1262	295	5	such	such	ADJ
iogr-1262	295	6	as	as	ADP
iogr-1262	295	7	geology	geology	NOUN
iogr-1262	295	8	,	,	PUNCT
iogr-1262	295	9	geophysics	geophysic	NOUN
iogr-1262	295	10	,	,	PUNCT
iogr-1262	295	11	and	and	CCONJ
iogr-1262	295	12	rock	rock	NOUN
iogr-1262	295	13	mechanics	mechanic	NOUN
iogr-1262	295	14	will	will	AUX
iogr-1262	295	15	be	be	AUX
iogr-1262	295	16	integrated	integrate	VERB
iogr-1262	295	17	into	into	ADP
iogr-1262	295	18	optimization	optimization	NOUN
iogr-1262	295	19	models	model	NOUN
iogr-1262	295	20	to	to	PART
iogr-1262	295	21	build	build	VERB
iogr-1262	295	22	more	more	ADV
iogr-1262	295	23	comprehensive	comprehensive	ADJ
iogr-1262	295	24	and	and	CCONJ
iogr-1262	295	25	holistic	holistic	ADJ
iogr-1262	295	26	optimization	optimization	NOUN
iogr-1262	295	27	strategies	strategy	NOUN
iogr-1262	295	28	.	.	PUNCT
iogr-1262	296	1	this	this	DET
iogr-1262	296	2	interdisciplinary	interdisciplinary	ADJ
iogr-1262	296	3	approach	approach	NOUN
iogr-1262	296	4	will	will	AUX
iogr-1262	296	5	lead	lead	VERB
iogr-1262	296	6	to	to	ADP
iogr-1262	296	7	the	the	DET
iogr-1262	296	8	creation	creation	NOUN
iogr-1262	296	9	of	of	ADP
iogr-1262	296	10	solutions	solution	NOUN
iogr-1262	296	11	that	that	PRON
iogr-1262	296	12	take	take	VERB
iogr-1262	296	13	into	into	ADP
iogr-1262	296	14	account	account	NOUN
iogr-1262	296	15	a	a	DET
iogr-1262	296	16	broader	broad	ADJ
iogr-1262	296	17	range	range	NOUN
iogr-1262	296	18	of	of	ADP
iogr-1262	296	19	influences	influence	NOUN
iogr-1262	296	20	and	and	CCONJ
iogr-1262	296	21	factors	factor	NOUN
iogr-1262	296	22	.	.	PUNCT
iogr-1262	297	1	improved	improve	VERB
iogr-1262	297	2	oil	oil	NOUN
iogr-1262	297	3	and	and	CCONJ
iogr-1262	297	4	gas	gas	NOUN
iogr-1262	297	5	recovery	recovery	NOUN
iogr-1262	297	6	22	22	NUM
iogr-1262	297	7	in	in	ADP
iogr-1262	297	8	summary	summary	NOUN
iogr-1262	297	9	,	,	PUNCT
iogr-1262	297	10	fracturing	fracturing	NOUN
iogr-1262	297	11	parameter	parameter	NOUN
iogr-1262	297	12	optimization	optimization	NOUN
iogr-1262	297	13	will	will	AUX
iogr-1262	297	14	leverage	leverage	VERB
iogr-1262	297	15	advanced	advanced	ADJ
iogr-1262	297	16	technology	technology	NOUN
iogr-1262	297	17	and	and	CCONJ
iogr-1262	297	18	data	datum	NOUN
iogr-1262	297	19	analysis	analysis	NOUN
iogr-1262	297	20	to	to	PART
iogr-1262	297	21	establish	establish	VERB
iogr-1262	297	22	intelligent	intelligent	ADJ
iogr-1262	297	23	and	and	CCONJ
iogr-1262	297	24	efficient	efficient	ADJ
iogr-1262	297	25	models	model	NOUN
iogr-1262	297	26	,	,	PUNCT
iogr-1262	297	27	providing	provide	VERB
iogr-1262	297	28	effective	effective	ADJ
iogr-1262	297	29	support	support	NOUN
iogr-1262	297	30	and	and	CCONJ
iogr-1262	297	31	decision	decision	NOUN
iogr-1262	297	32	-	-	PUNCT
iogr-1262	297	33	making	making	NOUN
iogr-1262	297	34	for	for	ADP
iogr-1262	297	35	oilfields	oilfield	NOUN
iogr-1262	297	36	.	.	PUNCT
iogr-1262	298	1	the	the	DET
iogr-1262	298	2	advancements	advancement	NOUN
iogr-1262	298	3	in	in	ADP
iogr-1262	298	4	machine	machine	NOUN
iogr-1262	298	5	learning	learning	NOUN
iogr-1262	298	6	,	,	PUNCT
iogr-1262	298	7	deep	deep	ADJ
iogr-1262	298	8	learning	learning	NOUN
iogr-1262	298	9	,	,	PUNCT
iogr-1262	298	10	and	and	CCONJ
iogr-1262	298	11	real	real	ADJ
iogr-1262	298	12	-	-	PUNCT
iogr-1262	298	13	time	time	NOUN
iogr-1262	298	14	online	online	ADJ
iogr-1262	298	15	analysis	analysis	NOUN
iogr-1262	298	16	will	will	AUX
iogr-1262	298	17	enhance	enhance	VERB
iogr-1262	298	18	the	the	DET
iogr-1262	298	19	intelligence	intelligence	NOUN
iogr-1262	298	20	and	and	CCONJ
iogr-1262	298	21	automation	automation	NOUN
iogr-1262	298	22	of	of	ADP
iogr-1262	298	23	optimization	optimization	NOUN
iogr-1262	298	24	models	model	NOUN
iogr-1262	298	25	,	,	PUNCT
iogr-1262	298	26	enabling	enable	VERB
iogr-1262	298	27	them	they	PRON
iogr-1262	298	28	to	to	PART
iogr-1262	298	29	adapt	adapt	VERB
iogr-1262	298	30	to	to	ADP
iogr-1262	298	31	the	the	DET
iogr-1262	298	32	actual	actual	ADJ
iogr-1262	298	33	reservoir	reservoir	NOUN
iogr-1262	298	34	conditions	condition	NOUN
iogr-1262	298	35	and	and	CCONJ
iogr-1262	298	36	drive	drive	VERB
iogr-1262	298	37	the	the	DET
iogr-1262	298	38	efficient	efficient	ADJ
iogr-1262	298	39	development	development	NOUN
iogr-1262	298	40	of	of	ADP
iogr-1262	298	41	oilfields	oilfield	NOUN
iogr-1262	298	42	.	.	PUNCT
iogr-1262	299	1	conclusions	conclusion	NOUN
iogr-1262	299	2	this	this	DET
iogr-1262	299	3	paper	paper	NOUN
iogr-1262	299	4	integrated	integrate	VERB
iogr-1262	299	5	numerical	numerical	ADJ
iogr-1262	299	6	simulation	simulation	NOUN
iogr-1262	299	7	and	and	CCONJ
iogr-1262	299	8	machine	machine	NOUN
iogr-1262	299	9	learning	learn	VERB
iogr-1262	299	10	techniques	technique	NOUN
iogr-1262	299	11	in	in	ADP
iogr-1262	299	12	the	the	DET
iogr-1262	299	13	field	field	NOUN
iogr-1262	299	14	of	of	ADP
iogr-1262	299	15	oil	oil	NOUN
iogr-1262	299	16	and	and	CCONJ
iogr-1262	299	17	gas	gas	NOUN
iogr-1262	299	18	reservoir	reservoir	NOUN
iogr-1262	299	19	development	development	NOUN
iogr-1262	299	20	to	to	PART
iogr-1262	299	21	establish	establish	VERB
iogr-1262	299	22	a	a	DET
iogr-1262	299	23	comprehensive	comprehensive	ADJ
iogr-1262	299	24	workflow	workflow	NOUN
iogr-1262	299	25	for	for	ADP
iogr-1262	299	26	optimizing	optimize	VERB
iogr-1262	299	27	hydraulic	hydraulic	ADJ
iogr-1262	299	28	fracturing	fracturing	NOUN
iogr-1262	299	29	parameters	parameter	NOUN
iogr-1262	299	30	.	.	PUNCT
iogr-1262	300	1	this	this	DET
iogr-1262	300	2	study	study	NOUN
iogr-1262	300	3	obtained	obtain	VERB
iogr-1262	300	4	a	a	DET
iogr-1262	300	5	best	good	ADJ
iogr-1262	300	6	machine	machine	NOUN
iogr-1262	300	7	learning	learning	NOUN
iogr-1262	300	8	-	-	PUNCT
iogr-1262	300	9	based	base	VERB
iogr-1262	300	10	production	production	NOUN
iogr-1262	300	11	prediction	prediction	NOUN
iogr-1262	300	12	model	model	NOUN
iogr-1262	300	13	based	base	VERB
iogr-1262	300	14	on	on	ADP
iogr-1262	300	15	the	the	DET
iogr-1262	300	16	synthetic	synthetic	ADJ
iogr-1262	300	17	production	production	NOUN
iogr-1262	300	18	dataset	dataset	NOUN
iogr-1262	300	19	generated	generate	VERB
iogr-1262	300	20	from	from	ADP
iogr-1262	300	21	numerical	numerical	PROPN
iogr-1262	300	22	simulation	simulation	PROPN
iogr-1262	300	23	.	.	PUNCT
iogr-1262	301	1	the	the	DET
iogr-1262	301	2	particle	particle	NOUN
iogr-1262	301	3	swarm	swarm	NOUN
iogr-1262	301	4	optimization	optimization	NOUN
iogr-1262	301	5	(	(	PUNCT
iogr-1262	301	6	pso	pso	NOUN
iogr-1262	301	7	)	)	PUNCT
iogr-1262	301	8	algorithm	algorithm	NOUN
iogr-1262	301	9	was	be	AUX
iogr-1262	301	10	applied	apply	VERB
iogr-1262	301	11	to	to	PART
iogr-1262	301	12	optimize	optimize	VERB
iogr-1262	301	13	fracturing	fracturing	NOUN
iogr-1262	301	14	parameters	parameter	NOUN
iogr-1262	301	15	by	by	ADP
iogr-1262	301	16	maximizing	maximize	VERB
iogr-1262	301	17	well	well	ADJ
iogr-1262	301	18	productivity	productivity	NOUN
iogr-1262	301	19	and	and	CCONJ
iogr-1262	301	20	economic	economic	ADJ
iogr-1262	301	21	returns	return	NOUN
iogr-1262	301	22	,	,	PUNCT
iogr-1262	301	23	minimizing	minimize	VERB
iogr-1262	301	24	unnecessary	unnecessary	ADJ
iogr-1262	301	25	operations	operation	NOUN
iogr-1262	301	26	and	and	CCONJ
iogr-1262	301	27	resource	resource	NOUN
iogr-1262	301	28	waste	waste	NOUN
iogr-1262	301	29	,	,	PUNCT
iogr-1262	301	30	thus	thus	ADV
iogr-1262	301	31	reducing	reduce	VERB
iogr-1262	301	32	costs	cost	NOUN
iogr-1262	301	33	and	and	CCONJ
iogr-1262	301	34	achieving	achieve	VERB
iogr-1262	301	35	maximum	maximum	ADJ
iogr-1262	301	36	economic	economic	ADJ
iogr-1262	301	37	benefits	benefit	NOUN
iogr-1262	301	38	.	.	PUNCT
iogr-1262	302	1	the	the	DET
iogr-1262	302	2	main	main	ADJ
iogr-1262	302	3	conclusions	conclusion	NOUN
iogr-1262	302	4	are	be	AUX
iogr-1262	302	5	follows	follow	VERB
iogr-1262	302	6	.	.	PUNCT
iogr-1262	303	1	1	1	X
iogr-1262	303	2	.	.	X
iogr-1262	303	3	the	the	DET
iogr-1262	303	4	cnn	cnn	PROPN
iogr-1262	303	5	-	-	PUNCT
iogr-1262	303	6	lstm	lstm	PROPN
iogr-1262	303	7	model	model	NOUN
iogr-1262	303	8	was	be	AUX
iogr-1262	303	9	identified	identify	VERB
iogr-1262	303	10	as	as	ADP
iogr-1262	303	11	the	the	DET
iogr-1262	303	12	optimal	optimal	ADJ
iogr-1262	303	13	production	production	NOUN
iogr-1262	303	14	prediction	prediction	NOUN
iogr-1262	303	15	model	model	NOUN
iogr-1262	303	16	.	.	PUNCT
iogr-1262	304	1	2	2	NUM
iogr-1262	304	2	.	.	NUM
iogr-1262	304	3	from	from	ADP
iogr-1262	304	4	univariate	univariate	ADJ
iogr-1262	304	5	sensitivity	sensitivity	NOUN
iogr-1262	304	6	analysis	analysis	NOUN
iogr-1262	304	7	,	,	PUNCT
iogr-1262	304	8	it	it	PRON
iogr-1262	304	9	is	be	AUX
iogr-1262	304	10	clear	clear	ADJ
iogr-1262	304	11	that	that	SCONJ
iogr-1262	304	12	increasing	increase	VERB
iogr-1262	304	13	the	the	DET
iogr-1262	304	14	single	single	ADJ
iogr-1262	304	15	-	-	PUNCT
iogr-1262	304	16	stage	stage	NOUN
iogr-1262	304	17	fluid	fluid	NOUN
iogr-1262	304	18	volume	volume	NOUN
iogr-1262	304	19	and	and	CCONJ
iogr-1262	304	20	the	the	DET
iogr-1262	304	21	singlestage	singlestage	NOUN
iogr-1262	304	22	displacement	displacement	NOUN
iogr-1262	304	23	can	can	AUX
iogr-1262	304	24	notably	notably	ADV
iogr-1262	304	25	enhance	enhance	VERB
iogr-1262	304	26	the	the	DET
iogr-1262	304	27	npv	npv	NOUN
iogr-1262	304	28	;	;	PUNCT
iogr-1262	304	29	there	there	PRON
iogr-1262	304	30	is	be	VERB
iogr-1262	304	31	an	an	DET
iogr-1262	304	32	optimal	optimal	ADJ
iogr-1262	304	33	fracturing	fracturing	NOUN
iogr-1262	304	34	spacing	spacing	NOUN
iogr-1262	304	35	corresponding	correspond	VERB
iogr-1262	304	36	to	to	ADP
iogr-1262	304	37	the	the	DET
iogr-1262	304	38	highest	high	ADJ
iogr-1262	304	39	npv	npv	NOUN
iogr-1262	304	40	;	;	PUNCT
iogr-1262	304	41	while	while	SCONJ
iogr-1262	304	42	increasing	increase	VERB
iogr-1262	304	43	the	the	DET
iogr-1262	304	44	single	single	ADJ
iogr-1262	304	45	-	-	PUNCT
iogr-1262	304	46	stage	stage	NOUN
iogr-1262	304	47	sand	sand	NOUN
iogr-1262	304	48	volume	volume	NOUN
iogr-1262	304	49	beyond	beyond	ADP
iogr-1262	304	50	a	a	DET
iogr-1262	304	51	certain	certain	ADJ
iogr-1262	304	52	threshold	threshold	NOUN
iogr-1262	304	53	may	may	AUX
iogr-1262	304	54	have	have	VERB
iogr-1262	304	55	an	an	DET
iogr-1262	304	56	adverse	adverse	ADJ
iogr-1262	304	57	effect	effect	NOUN
iogr-1262	304	58	on	on	ADP
iogr-1262	304	59	npv	npv	NOUN
iogr-1262	304	60	.	.	PUNCT
iogr-1262	305	1	conflicting	conflict	VERB
iogr-1262	305	2	interests	interest	NOUN
iogr-1262	305	3	the	the	DET
iogr-1262	305	4	author(s	author(s	NOUN
iogr-1262	305	5	)	)	PUNCT
iogr-1262	305	6	declare	declare	VERB
iogr-1262	305	7	that	that	SCONJ
iogr-1262	305	8	they	they	PRON
iogr-1262	305	9	have	have	VERB
iogr-1262	305	10	no	no	DET
iogr-1262	305	11	conflicting	conflict	VERB
iogr-1262	305	12	interests	interest	NOUN
iogr-1262	305	13	.	.	PUNCT
iogr-1262	306	1	references	reference	NOUN
iogr-1262	306	2	albawi	albawi	PROPN
iogr-1262	306	3	,	,	PUNCT
iogr-1262	306	4	s.	s.	PROPN
iogr-1262	306	5	,	,	PUNCT
iogr-1262	306	6	mohammed	mohammed	PROPN
iogr-1262	306	7	,	,	PUNCT
iogr-1262	306	8	t.	t.	PROPN
iogr-1262	306	9	a.	a.	PROPN
iogr-1262	306	10	,	,	PUNCT
iogr-1262	306	11	alzawi	alzawi	PROPN
iogr-1262	306	12	,	,	PUNCT
iogr-1262	306	13	s.	s.	PROPN
iogr-1262	306	14	2017	2017	NUM
iogr-1262	306	15	.	.	PUNCT
iogr-1262	307	1	understanding	understanding	NOUN
iogr-1262	307	2	of	of	ADP
iogr-1262	307	3	a	a	DET
iogr-1262	307	4	convolutional	convolutional	ADJ
iogr-1262	307	5	neural	neural	ADJ
iogr-1262	307	6	network	network	NOUN
iogr-1262	307	7	.	.	PUNCT
iogr-1262	308	1	paper	paper	NOUN
iogr-1262	308	2	presented	present	VERB
iogr-1262	308	3	at	at	ADP
iogr-1262	308	4	the	the	DET
iogr-1262	308	5	2017	2017	NUM
iogr-1262	308	6	international	international	ADJ
iogr-1262	308	7	conference	conference	NOUN
iogr-1262	308	8	on	on	ADP
iogr-1262	308	9	engineering	engineering	NOUN
iogr-1262	308	10	and	and	CCONJ
iogr-1262	308	11	technology	technology	NOUN
iogr-1262	308	12	(	(	PUNCT
iogr-1262	308	13	icet	icet	PROPN
iogr-1262	308	14	)	)	PUNCT
iogr-1262	308	15	,	,	PUNCT
iogr-1262	308	16	21	21	NUM
iogr-1262	308	17	-	-	SYM
iogr-1262	308	18	23	23	NUM
iogr-1262	308	19	august	august	NOUN
iogr-1262	308	20	.	.	PUNCT
iogr-1262	309	1	17615756	17615756	NUM
iogr-1262	309	2	.	.	PUNCT
iogr-1262	310	1	cipolla	cipolla	PROPN
iogr-1262	310	2	,	,	PUNCT
iogr-1262	310	3	c.	c.	PROPN
iogr-1262	310	4	l.	l.	PROPN
iogr-1262	310	5	,	,	PUNCT
iogr-1262	310	6	lolon	lolon	PROPN
iogr-1262	310	7	,	,	PUNCT
iogr-1262	310	8	e.	e.	PROPN
iogr-1262	310	9	p.	p.	PROPN
iogr-1262	310	10	,	,	PUNCT
iogr-1262	310	11	erdle	erdle	PROPN
iogr-1262	310	12	,	,	PUNCT
iogr-1262	310	13	j.	j.	PROPN
iogr-1262	310	14	c.	c.	PROPN
iogr-1262	310	15	,	,	PUNCT
iogr-1262	310	16	et	et	PROPN
iogr-1262	310	17	al	al	PROPN
iogr-1262	310	18	.	.	PROPN
iogr-1262	310	19	2010	2010	NUM
iogr-1262	310	20	.	.	PUNCT
iogr-1262	311	1	reservoir	reservoir	NOUN
iogr-1262	311	2	modeling	modeling	NOUN
iogr-1262	311	3	in	in	ADP
iogr-1262	311	4	shale	shale	NOUN
iogr-1262	311	5	-	-	PUNCT
iogr-1262	311	6	gas	gas	NOUN
iogr-1262	311	7	reservoirs	reservoir	NOUN
iogr-1262	311	8	.	.	PUNCT
iogr-1262	312	1	spe	spe	PROPN
iogr-1262	312	2	reservoir	reservoir	PROPN
iogr-1262	312	3	evaluation	evaluation	PROPN
iogr-1262	312	4	&	&	CCONJ
iogr-1262	312	5	engineering	engineering	PROPN
iogr-1262	312	6	13	13	NUM
iogr-1262	312	7	(	(	PUNCT
iogr-1262	312	8	4	4	NUM
iogr-1262	312	9	):	):	PUNCT
iogr-1262	312	10	638	638	NUM
iogr-1262	312	11	-	-	SYM
iogr-1262	312	12	653	653	NUM
iogr-1262	312	13	.	.	PUNCT
iogr-1262	313	1	cleary	cleary	PROPN
iogr-1262	313	2	,	,	PUNCT
iogr-1262	313	3	m.	m.	NOUN
iogr-1262	313	4	p.	p.	NOUN
iogr-1262	313	5	1980	1980	NUM
iogr-1262	313	6	.	.	PUNCT
iogr-1262	314	1	comprehensive	comprehensive	ADJ
iogr-1262	314	2	design	design	NOUN
iogr-1262	314	3	formulae	formulae	NOUN
iogr-1262	314	4	for	for	ADP
iogr-1262	314	5	hydraulic	hydraulic	ADJ
iogr-1262	314	6	fracturing	fracturing	NOUN
iogr-1262	314	7	.	.	PUNCT
iogr-1262	315	1	paper	paper	NOUN
iogr-1262	315	2	presented	present	VERB
iogr-1262	315	3	at	at	ADP
iogr-1262	315	4	the	the	DET
iogr-1262	315	5	spe	spe	PROPN
iogr-1262	315	6	annual	annual	ADJ
iogr-1262	315	7	technical	technical	ADJ
iogr-1262	315	8	conference	conference	NOUN
iogr-1262	315	9	and	and	CCONJ
iogr-1262	315	10	exhibition	exhibition	NOUN
iogr-1262	315	11	,	,	PUNCT
iogr-1262	315	12	dallas	dallas	PROPN
iogr-1262	315	13	,	,	PUNCT
iogr-1262	315	14	texas	texas	PROPN
iogr-1262	315	15	,	,	PUNCT
iogr-1262	315	16	21	21	NUM
iogr-1262	315	17	-	-	SYM
iogr-1262	315	18	24	24	NUM
iogr-1262	315	19	september	september	PROPN
iogr-1262	315	20	.	.	PUNCT
iogr-1262	316	1	spe-9259	spe-9259	PROPN
iogr-1262	316	2	-	-	PUNCT
iogr-1262	316	3	ms	ms	PROPN
iogr-1262	316	4	.	.	PROPN
iogr-1262	316	5	dong	dong	PROPN
iogr-1262	316	6	,	,	PUNCT
iogr-1262	316	7	z.	z.	PROPN
iogr-1262	316	8	,	,	PUNCT
iogr-1262	316	9	wu	wu	PROPN
iogr-1262	316	10	,	,	PUNCT
iogr-1262	316	11	l.	l.	PROPN
iogr-1262	316	12	,	,	PUNCT
iogr-1262	316	13	wang	wang	PROPN
iogr-1262	316	14	,	,	PUNCT
iogr-1262	316	15	l.	l.	PROPN
iogr-1262	316	16	,	,	PUNCT
iogr-1262	316	17	et	et	PROPN
iogr-1262	316	18	al	al	PROPN
iogr-1262	316	19	.	.	PROPN
iogr-1262	316	20	2022	2022	NUM
iogr-1262	316	21	.	.	PUNCT
iogr-1262	317	1	optimization	optimization	NOUN
iogr-1262	317	2	of	of	ADP
iogr-1262	317	3	fracturing	fracture	VERB
iogr-1262	317	4	parameters	parameter	NOUN
iogr-1262	317	5	with	with	ADP
iogr-1262	317	6	machine	machine	NOUN
iogr-1262	317	7	-	-	PUNCT
iogr-1262	317	8	learning	learn	VERB
iogr-1262	317	9	and	and	CCONJ
iogr-1262	317	10	evolutionary	evolutionary	ADJ
iogr-1262	317	11	algorithm	algorithm	NOUN
iogr-1262	317	12	methods	method	NOUN
iogr-1262	317	13	.	.	PUNCT
iogr-1262	318	1	energies	energy	NOUN
iogr-1262	318	2	15	15	NUM
iogr-1262	318	3	(	(	PUNCT
iogr-1262	318	4	16	16	NUM
iogr-1262	318	5	):	):	PUNCT
iogr-1262	318	6	6063	6063	NUM
iogr-1262	318	7	.	.	PUNCT
iogr-1262	319	1	duplyakov	duplyakov	NOUN
iogr-1262	319	2	,	,	PUNCT
iogr-1262	319	3	v.	v.	ADP
iogr-1262	319	4	,	,	PUNCT
iogr-1262	319	5	morozov	morozov	NOUN
iogr-1262	319	6	,	,	PUNCT
iogr-1262	319	7	a.	a.	NOUN
iogr-1262	319	8	,	,	PUNCT
iogr-1262	319	9	popkov	popkov	PROPN
iogr-1262	319	10	,	,	PUNCT
iogr-1262	319	11	d.	d.	PROPN
iogr-1262	319	12	,	,	PUNCT
iogr-1262	319	13	et	et	PROPN
iogr-1262	319	14	al	al	PROPN
iogr-1262	319	15	.	.	PROPN
iogr-1262	319	16	2020	2020	NUM
iogr-1262	319	17	.	.	PUNCT
iogr-1262	320	1	practical	practical	ADJ
iogr-1262	320	2	aspects	aspect	NOUN
iogr-1262	320	3	of	of	ADP
iogr-1262	320	4	hydraulic	hydraulic	ADJ
iogr-1262	320	5	fracturing	fracturing	NOUN
iogr-1262	320	6	design	design	NOUN
iogr-1262	320	7	optimization	optimization	NOUN
iogr-1262	320	8	using	use	VERB
iogr-1262	320	9	machine	machine	NOUN
iogr-1262	320	10	learning	learn	VERB
iogr-1262	320	11	on	on	ADP
iogr-1262	320	12	field	field	NOUN
iogr-1262	320	13	data	datum	NOUN
iogr-1262	320	14	:	:	PUNCT
iogr-1262	320	15	digital	digital	ADJ
iogr-1262	320	16	database	database	NOUN
iogr-1262	320	17	,	,	PUNCT
iogr-1262	320	18	algorithms	algorithm	NOUN
iogr-1262	320	19	and	and	CCONJ
iogr-1262	320	20	planning	plan	VERB
iogr-1262	320	21	the	the	DET
iogr-1262	320	22	field	field	NOUN
iogr-1262	320	23	tests	test	NOUN
iogr-1262	320	24	.	.	PUNCT
iogr-1262	321	1	paper	paper	NOUN
iogr-1262	321	2	presented	present	VERB
iogr-1262	321	3	at	at	ADP
iogr-1262	321	4	the	the	DET
iogr-1262	321	5	spe	spe	PROPN
iogr-1262	321	6	symposium	symposium	NOUN
iogr-1262	321	7	:	:	PUNCT
iogr-1262	321	8	hydraulic	hydraulic	ADJ
iogr-1262	321	9	fracturing	fracturing	NOUN
iogr-1262	321	10	in	in	ADP
iogr-1262	321	11	russia	russia	PROPN
iogr-1262	321	12	.	.	PUNCT
iogr-1262	322	1	experience	experience	NOUN
iogr-1262	322	2	and	and	CCONJ
iogr-1262	322	3	prospects	prospect	NOUN
iogr-1262	322	4	,	,	PUNCT
iogr-1262	322	5	virtual	virtual	ADJ
iogr-1262	322	6	,	,	PUNCT
iogr-1262	322	7	11	11	NUM
iogr-1262	322	8	-	-	SYM
iogr-1262	322	9	13	13	NUM
iogr-1262	322	10	january	january	NOUN
iogr-1262	322	11	.	.	PUNCT
iogr-1262	323	1	spe-205310	spe-205310	PROPN
iogr-1262	323	2	-	-	PUNCT
iogr-1262	323	3	ms	ms	PROPN
iogr-1262	323	4	.	.	PROPN
iogr-1262	323	5	elrafie	elrafie	PROPN
iogr-1262	323	6	,	,	PUNCT
iogr-1262	323	7	e.	e.	PROPN
iogr-1262	323	8	a.	a.	PROPN
iogr-1262	323	9	and	and	CCONJ
iogr-1262	323	10	wattenbarger	wattenbarger	PROPN
iogr-1262	323	11	,	,	PUNCT
iogr-1262	323	12	r.	r.	PROPN
iogr-1262	323	13	a.	a.	PROPN
iogr-1262	323	14	1997	1997	NUM
iogr-1262	323	15	.	.	PUNCT
iogr-1262	324	1	comprehensive	comprehensive	ADJ
iogr-1262	324	2	evaluation	evaluation	NOUN
iogr-1262	324	3	of	of	ADP
iogr-1262	324	4	horizontal	horizontal	ADJ
iogr-1262	324	5	wells	well	NOUN
iogr-1262	324	6	with	with	ADP
iogr-1262	324	7	transverse	transverse	NOUN
iogr-1262	324	8	hydraulic	hydraulic	ADJ
iogr-1262	324	9	fractures	fracture	NOUN
iogr-1262	324	10	in	in	ADP
iogr-1262	324	11	the	the	DET
iogr-1262	324	12	upper	upper	ADJ
iogr-1262	324	13	bahariyia	bahariyia	PROPN
iogr-1262	324	14	reservoirs	reservoir	NOUN
iogr-1262	324	15	.	.	PUNCT
iogr-1262	325	1	paper	paper	NOUN
iogr-1262	325	2	presented	present	VERB
iogr-1262	325	3	at	at	ADP
iogr-1262	325	4	the	the	DET
iogr-1262	325	5	middle	middle	PROPN
iogr-1262	325	6	east	east	PROPN
iogr-1262	325	7	oil	oil	NOUN
iogr-1262	325	8	show	show	NOUN
iogr-1262	325	9	and	and	CCONJ
iogr-1262	325	10	conference	conference	NOUN
iogr-1262	325	11	,	,	PUNCT
iogr-1262	325	12	bahrain	bahrain	NOUN
iogr-1262	325	13	,	,	PUNCT
iogr-1262	325	14	15	15	NUM
iogr-1262	325	15	-	-	SYM
iogr-1262	325	16	18	18	NUM
iogr-1262	325	17	march	march	NOUN
iogr-1262	325	18	.	.	PUNCT
iogr-1262	326	1	spe-37759	spe-37759	NOUN
iogr-1262	326	2	-	-	PUNCT
iogr-1262	326	3	ms	ms	PROPN
iogr-1262	326	4	hou	hou	PROPN
iogr-1262	326	5	,	,	PUNCT
iogr-1262	326	6	l.	l.	PROPN
iogr-1262	326	7	,	,	PUNCT
iogr-1262	326	8	pang	pang	NOUN
iogr-1262	326	9	,	,	PUNCT
iogr-1262	326	10	z.	z.	PROPN
iogr-1262	326	11	,	,	PUNCT
iogr-1262	326	12	luo	luo	PROPN
iogr-1262	326	13	,	,	PUNCT
iogr-1262	326	14	x.	x.	PROPN
iogr-1262	326	15	,	,	PUNCT
iogr-1262	326	16	et	et	PROPN
iogr-1262	326	17	al	al	PROPN
iogr-1262	326	18	.	.	PROPN
iogr-1262	326	19	2023	2023	NUM
iogr-1262	326	20	.	.	PUNCT
iogr-1262	327	1	sedimentary	sedimentary	ADJ
iogr-1262	327	2	features	feature	NOUN
iogr-1262	327	3	of	of	ADP
iogr-1262	327	4	the	the	DET
iogr-1262	327	5	gravity	gravity	NOUN
iogr-1262	327	6	flow	flow	NOUN
iogr-1262	327	7	influenced	influence	VERB
iogr-1262	327	8	shale	shale	NOUN
iogr-1262	327	9	deposit	deposit	NOUN
iogr-1262	327	10	:	:	PUNCT
iogr-1262	327	11	a	a	DET
iogr-1262	327	12	case	case	NOUN
iogr-1262	327	13	study	study	NOUN
iogr-1262	327	14	of	of	ADP
iogr-1262	327	15	chang	chang	PROPN
iogr-1262	327	16	7	7	NUM
iogr-1262	327	17	member	member	NOUN
iogr-1262	327	18	in	in	ADP
iogr-1262	327	19	the	the	DET
iogr-1262	327	20	ordos	ordos	PROPN
iogr-1262	327	21	basin	basin	NOUN
iogr-1262	327	22	,	,	PUNCT
iogr-1262	327	23	china	china	PROPN
iogr-1262	327	24	.	.	PUNCT
iogr-1262	327	25	marine	marine	PROPN
iogr-1262	327	26	and	and	CCONJ
iogr-1262	327	27	petroleum	petroleum	NOUN
iogr-1262	327	28	geology	geology	NOUN
iogr-1262	327	29	153	153	NUM
iogr-1262	327	30	(	(	PUNCT
iogr-1262	327	31	6	6	NUM
iogr-1262	327	32	):	):	PUNCT
iogr-1262	327	33	106277	106277	NUM
iogr-1262	327	34	.	.	PUNCT
iogr-1262	328	1	improved	improve	VERB
iogr-1262	328	2	oil	oil	NOUN
iogr-1262	328	3	and	and	CCONJ
iogr-1262	328	4	gas	gas	NOUN
iogr-1262	328	5	recovery	recovery	NOUN
iogr-1262	328	6	23	23	NUM
iogr-1262	328	7	dahaghi	dahaghi	PROPN
iogr-1262	328	8	,	,	PUNCT
iogr-1262	328	9	a	a	PRON
iogr-1262	328	10	,	,	PUNCT
iogr-1262	328	11	k.	k.	PROPN
iogr-1262	328	12	2010	2010	NUM
iogr-1262	328	13	.	.	PUNCT
iogr-1262	329	1	numerical	numerical	PROPN
iogr-1262	329	2	simulation	simulation	NOUN
iogr-1262	329	3	and	and	CCONJ
iogr-1262	329	4	modeling	modeling	NOUN
iogr-1262	329	5	of	of	ADP
iogr-1262	329	6	enhanced	enhanced	ADJ
iogr-1262	329	7	gas	gas	NOUN
iogr-1262	329	8	recovery	recovery	NOUN
iogr-1262	329	9	and	and	CCONJ
iogr-1262	329	10	co2	co2	NOUN
iogr-1262	329	11	sequestration	sequestration	NOUN
iogr-1262	329	12	in	in	ADP
iogr-1262	329	13	shale	shale	NOUN
iogr-1262	329	14	gas	gas	NOUN
iogr-1262	329	15	reservoirs	reservoir	NOUN
iogr-1262	329	16	:	:	PUNCT
iogr-1262	329	17	a	a	DET
iogr-1262	329	18	feasibility	feasibility	NOUN
iogr-1262	329	19	study	study	NOUN
iogr-1262	329	20	.	.	PUNCT
iogr-1262	330	1	paper	paper	NOUN
iogr-1262	330	2	presented	present	VERB
iogr-1262	330	3	at	at	ADP
iogr-1262	330	4	the	the	DET
iogr-1262	330	5	spe	spe	PROPN
iogr-1262	330	6	international	international	ADJ
iogr-1262	330	7	conference	conference	NOUN
iogr-1262	330	8	on	on	ADP
iogr-1262	330	9	co2	co2	NOUN
iogr-1262	330	10	capture	capture	NOUN
iogr-1262	330	11	,	,	PUNCT
iogr-1262	330	12	storage	storage	NOUN
iogr-1262	330	13	,	,	PUNCT
iogr-1262	330	14	and	and	CCONJ
iogr-1262	330	15	utilization	utilization	NOUN
iogr-1262	330	16	,	,	PUNCT
iogr-1262	330	17	new	new	PROPN
iogr-1262	330	18	orleans	orleans	PROPN
iogr-1262	330	19	,	,	PUNCT
iogr-1262	330	20	louisiana	louisiana	PROPN
iogr-1262	330	21	,	,	PUNCT
iogr-1262	330	22	usa	usa	PROPN
iogr-1262	330	23	,	,	PUNCT
iogr-1262	330	24	10	10	NUM
iogr-1262	330	25	-	-	SYM
iogr-1262	330	26	12	12	NUM
iogr-1262	330	27	november	november	PROPN
iogr-1262	330	28	.	.	PUNCT
iogr-1262	331	1	spe-139701	spe-139701	PROPN
iogr-1262	331	2	-	-	PUNCT
iogr-1262	331	3	ms	ms	PROPN
iogr-1262	331	4	.	.	PROPN
iogr-1262	331	5	kelsey	kelsey	PROPN
iogr-1262	331	6	,	,	PUNCT
iogr-1262	331	7	t.w	t.w	PROPN
iogr-1262	331	8	.	.	PROPN
iogr-1262	331	9	,	,	PUNCT
iogr-1262	331	10	partridge	partridge	PROPN
iogr-1262	331	11	,	,	PUNCT
iogr-1262	331	12	m.d	m.d	PROPN
iogr-1262	331	13	.	.	PROPN
iogr-1262	331	14	,	,	PUNCT
iogr-1262	331	15	and	and	CCONJ
iogr-1262	331	16	white	white	ADJ
iogr-1262	331	17	,	,	PUNCT
iogr-1262	331	18	n.	n.	PROPN
iogr-1262	331	19	e.	e.	PROPN
iogr-1262	331	20	2016	2016	NUM
iogr-1262	331	21	.	.	PUNCT
iogr-1262	332	1	unconventional	unconventional	ADJ
iogr-1262	332	2	gas	gas	NOUN
iogr-1262	332	3	and	and	CCONJ
iogr-1262	332	4	oil	oil	NOUN
iogr-1262	332	5	development	development	NOUN
iogr-1262	332	6	in	in	ADP
iogr-1262	332	7	the	the	DET
iogr-1262	332	8	united	united	PROPN
iogr-1262	332	9	states	states	PROPN
iogr-1262	332	10	:	:	PUNCT
iogr-1262	332	11	economic	economic	ADJ
iogr-1262	332	12	experience	experience	NOUN
iogr-1262	332	13	and	and	CCONJ
iogr-1262	332	14	policy	policy	NOUN
iogr-1262	332	15	issues	issue	NOUN
iogr-1262	332	16	.	.	PUNCT
iogr-1262	333	1	applied	apply	VERB
iogr-1262	333	2	economic	economic	ADJ
iogr-1262	333	3	perspectives	perspective	NOUN
iogr-1262	333	4	and	and	CCONJ
iogr-1262	333	5	policy	policy	NOUN
iogr-1262	333	6	38(2	38(2	NOUN
iogr-1262	333	7	):	):	PUNCT
iogr-1262	333	8	191	191	NUM
iogr-1262	333	9	-	-	SYM
iogr-1262	333	10	214	214	NUM
iogr-1262	333	11	.	.	PUNCT
iogr-1262	334	1	kulga	kulga	PROPN
iogr-1262	334	2	,	,	PUNCT
iogr-1262	334	3	b.	b.	PROPN
iogr-1262	334	4	,	,	PUNCT
iogr-1262	334	5	e.	e.	PROPN
iogr-1262	334	6	artun	artun	PROPN
iogr-1262	334	7	,	,	PUNCT
iogr-1262	334	8	and	and	CCONJ
iogr-1262	334	9	ertekin	ertekin	X
iogr-1262	334	10	,	,	PUNCT
iogr-1262	334	11	t.	t.	PROPN
iogr-1262	334	12	2017	2017	NUM
iogr-1262	334	13	.	.	PUNCT
iogr-1262	335	1	development	development	NOUN
iogr-1262	335	2	of	of	ADP
iogr-1262	335	3	a	a	DET
iogr-1262	335	4	data	data	NOUN
iogr-1262	335	5	-	-	PUNCT
iogr-1262	335	6	driven	drive	VERB
iogr-1262	335	7	forecasting	forecasting	NOUN
iogr-1262	335	8	tool	tool	NOUN
iogr-1262	335	9	for	for	ADP
iogr-1262	335	10	hydraulically	hydraulically	ADV
iogr-1262	335	11	fractured	fractured	ADJ
iogr-1262	335	12	,	,	PUNCT
iogr-1262	335	13	horizontal	horizontal	ADJ
iogr-1262	335	14	wells	well	NOUN
iogr-1262	335	15	in	in	ADP
iogr-1262	335	16	tight	tight	ADJ
iogr-1262	335	17	-	-	PUNCT
iogr-1262	335	18	gas	gas	NOUN
iogr-1262	335	19	sands	sand	NOUN
iogr-1262	335	20	.	.	PUNCT
iogr-1262	336	1	computers	computer	NOUN
iogr-1262	336	2	&	&	CCONJ
iogr-1262	336	3	geosciences	geoscience	NOUN
iogr-1262	336	4	103	103	NUM
iogr-1262	336	5	(	(	PUNCT
iogr-1262	336	6	6	6	NUM
iogr-1262	336	7	):	):	PUNCT
iogr-1262	336	8	99	99	NUM
iogr-1262	336	9	-	-	SYM
iogr-1262	336	10	110	110	NUM
iogr-1262	336	11	.	.	PUNCT
iogr-1262	337	1	li	li	PROPN
iogr-1262	337	2	,	,	PUNCT
iogr-1262	337	3	w.	w.	PROPN
iogr-1262	337	4	,	,	PUNCT
iogr-1262	337	5	wang	wang	PROPN
iogr-1262	337	6	,	,	PUNCT
iogr-1262	337	7	l.	l.	PROPN
iogr-1262	337	8	,	,	PUNCT
iogr-1262	337	9	dong	dong	PROPN
iogr-1262	337	10	,	,	PUNCT
iogr-1262	337	11	z.	z.	PROPN
iogr-1262	337	12	,	,	PUNCT
iogr-1262	337	13	et	et	PROPN
iogr-1262	337	14	al	al	PROPN
iogr-1262	337	15	.	.	PROPN
iogr-1262	337	16	2022	2022	NUM
iogr-1262	337	17	.	.	PUNCT
iogr-1262	338	1	reservoir	reservoir	NOUN
iogr-1262	338	2	production	production	NOUN
iogr-1262	338	3	prediction	prediction	NOUN
iogr-1262	338	4	with	with	ADP
iogr-1262	338	5	optimized	optimize	VERB
iogr-1262	338	6	artificial	artificial	ADJ
iogr-1262	338	7	neural	neural	ADJ
iogr-1262	338	8	network	network	NOUN
iogr-1262	338	9	and	and	CCONJ
iogr-1262	338	10	time	time	NOUN
iogr-1262	338	11	series	series	PROPN
iogr-1262	338	12	approaches	approach	NOUN
iogr-1262	338	13	.	.	PUNCT
iogr-1262	339	1	journal	journal	PROPN
iogr-1262	339	2	of	of	ADP
iogr-1262	339	3	petroleum	petroleum	NOUN
iogr-1262	339	4	science	science	NOUN
iogr-1262	339	5	and	and	CCONJ
iogr-1262	339	6	engineering	engineering	NOUN
iogr-1262	339	7	215	215	NUM
iogr-1262	339	8	:	:	PUNCT
iogr-1262	339	9	110	110	NUM
iogr-1262	339	10	-	-	SYM
iogr-1262	339	11	586	586	NUM
iogr-1262	339	12	.	.	PUNCT
iogr-1262	340	1	luo	luo	PROPN
iogr-1262	340	2	,	,	PUNCT
iogr-1262	340	3	g.	g.	PROPN
iogr-1262	340	4	,	,	PUNCT
iogr-1262	340	5	yao	yao	PROPN
iogr-1262	340	6	,	,	PUNCT
iogr-1262	340	7	t.	t.	PROPN
iogr-1262	340	8	,	,	PUNCT
iogr-1262	340	9	mariia	mariia	NOUN
iogr-1262	340	10	,	,	PUNCT
iogr-1262	340	11	b.	b.	PROPN
iogr-1262	340	12	,	,	PUNCT
iogr-1262	340	13	et	et	PROPN
iogr-1262	340	14	al	al	PROPN
iogr-1262	340	15	.	.	PROPN
iogr-1262	340	16	2019	2019	NUM
iogr-1262	340	17	.	.	PUNCT
iogr-1262	341	1	production	production	NOUN
iogr-1262	341	2	-	-	PUNCT
iogr-1262	341	3	strategy	strategy	NOUN
iogr-1262	341	4	insights	insight	NOUN
iogr-1262	341	5	using	use	VERB
iogr-1262	341	6	machine	machine	NOUN
iogr-1262	341	7	learning	learning	NOUN
iogr-1262	341	8	:	:	PUNCT
iogr-1262	341	9	application	application	NOUN
iogr-1262	341	10	for	for	ADP
iogr-1262	341	11	bakken	bakken	PROPN
iogr-1262	341	12	shale	shale	PROPN
iogr-1262	341	13	.	.	PUNCT
iogr-1262	342	1	paper	paper	PROPN
iogr-1262	342	2	presented	present	VERB
iogr-1262	342	3	at	at	ADP
iogr-1262	342	4	the	the	DET
iogr-1262	342	5	spe	spe	ADJ
iogr-1262	342	6	unconventional	unconventional	ADJ
iogr-1262	342	7	resources	resource	NOUN
iogr-1262	342	8	technology	technology	NOUN
iogr-1262	342	9	conference	conference	NOUN
iogr-1262	342	10	,	,	PUNCT
iogr-1262	342	11	houston	houston	PROPN
iogr-1262	342	12	,	,	PUNCT
iogr-1262	342	13	2325	2325	NUM
iogr-1262	342	14	july	july	PROPN
iogr-1262	342	15	.	.	PUNCT
iogr-1262	343	1	spe-195681	spe-195681	PROPN
iogr-1262	343	2	-	-	PUNCT
iogr-1262	343	3	pa	pa	PROPN
iogr-1262	343	4	.	.	PROPN
iogr-1262	343	5	rezaee	rezaee	PROPN
iogr-1262	343	6	,	,	PUNCT
iogr-1262	343	7	r.	r.	PROPN
iogr-1262	343	8	2022	2022	NUM
iogr-1262	343	9	.	.	PUNCT
iogr-1262	344	1	editorial	editorial	NOUN
iogr-1262	344	2	on	on	ADP
iogr-1262	344	3	special	special	ADJ
iogr-1262	344	4	issues	issue	NOUN
iogr-1262	344	5	of	of	ADP
iogr-1262	344	6	development	development	NOUN
iogr-1262	344	7	of	of	ADP
iogr-1262	344	8	unconventional	unconventional	ADJ
iogr-1262	344	9	reservoirs	reservoir	NOUN
iogr-1262	344	10	.	.	PUNCT
iogr-1262	345	1	energies	energy	NOUN
iogr-1262	345	2	15(7	15(7	NUM
iogr-1262	345	3	):	):	PUNCT
iogr-1262	345	4	2617	2617	NUM
iogr-1262	345	5	.	.	PUNCT
iogr-1262	346	1	schuetter	schuetter	PROPN
iogr-1262	346	2	,	,	PUNCT
iogr-1262	346	3	j.	j.	PROPN
iogr-1262	346	4	,	,	PUNCT
iogr-1262	346	5	srikanta	srikanta	ADJ
iogr-1262	346	6	,	,	PUNCT
iogr-1262	346	7	m.	m.	NOUN
iogr-1262	346	8	,	,	PUNCT
iogr-1262	346	9	zhong	zhong	PROPN
iogr-1262	346	10	,	,	PUNCT
iogr-1262	346	11	m.	m.	NOUN
iogr-1262	346	12	,	,	PUNCT
iogr-1262	346	13	et	et	PROPN
iogr-1262	346	14	al	al	PROPN
iogr-1262	346	15	.	.	PROPN
iogr-1262	346	16	2018	2018	NUM
iogr-1262	346	17	.	.	PUNCT
iogr-1262	347	1	a	a	DET
iogr-1262	347	2	data	data	NOUN
iogr-1262	347	3	-	-	PUNCT
iogr-1262	347	4	analytics	analytic	NOUN
iogr-1262	347	5	tutorial	tutorial	NOUN
iogr-1262	347	6	:	:	PUNCT
iogr-1262	347	7	building	build	VERB
iogr-1262	347	8	predictive	predictive	ADJ
iogr-1262	347	9	models	model	NOUN
iogr-1262	347	10	for	for	ADP
iogr-1262	347	11	oil	oil	NOUN
iogr-1262	347	12	production	production	NOUN
iogr-1262	347	13	in	in	ADP
iogr-1262	347	14	an	an	DET
iogr-1262	347	15	unconventional	unconventional	ADJ
iogr-1262	347	16	shale	shale	NOUN
iogr-1262	347	17	reservoir	reservoir	NOUN
iogr-1262	347	18	.	.	PUNCT
iogr-1262	348	1	spe	spe	PROPN
iogr-1262	348	2	journal	journal	PROPN
iogr-1262	348	3	23(4	23(4	NOUN
iogr-1262	348	4	):	):	PUNCT
iogr-1262	348	5	1075	1075	NUM
iogr-1262	348	6	-	-	SYM
iogr-1262	348	7	1089	1089	NUM
iogr-1262	348	8	.	.	PUNCT
iogr-1262	349	1	spe-189969	spe-189969	PROPN
iogr-1262	349	2	-	-	PUNCT
iogr-1262	349	3	pa	pa	PROPN
iogr-1262	349	4	todd	todd	PROPN
iogr-1262	349	5	,	,	PUNCT
iogr-1262	349	6	h.	h.	PROPN
iogr-1262	349	7	b.	b.	PROPN
iogr-1262	349	8	and	and	CCONJ
iogr-1262	349	9	evans	evans	PROPN
iogr-1262	349	10	,	,	PUNCT
iogr-1262	349	11	j.	j.	PROPN
iogr-1262	349	12	g.	g.	PROPN
iogr-1262	349	13	2016	2016	NUM
iogr-1262	349	14	.	.	PUNCT
iogr-1262	350	1	improved	improve	VERB
iogr-1262	350	2	oil	oil	NOUN
iogr-1262	350	3	recovery	recovery	NOUN
iogr-1262	350	4	ior	ior	NOUN
iogr-1262	350	5	pilot	pilot	NOUN
iogr-1262	350	6	projects	project	NOUN
iogr-1262	350	7	in	in	ADP
iogr-1262	350	8	the	the	DET
iogr-1262	350	9	bakken	bakken	NOUN
iogr-1262	350	10	formation	formation	NOUN
iogr-1262	350	11	.	.	PUNCT
iogr-1262	351	1	paper	paper	NOUN
iogr-1262	351	2	presented	present	VERB
iogr-1262	351	3	at	at	ADP
iogr-1262	351	4	the	the	DET
iogr-1262	351	5	spe	spe	ADJ
iogr-1262	351	6	low	low	ADJ
iogr-1262	351	7	perm	perm	NOUN
iogr-1262	351	8	symposium	symposium	NOUN
iogr-1262	351	9	,	,	PUNCT
iogr-1262	351	10	denver	denver	PROPN
iogr-1262	351	11	,	,	PUNCT
iogr-1262	351	12	colorado	colorado	PROPN
iogr-1262	351	13	,	,	PUNCT
iogr-1262	351	14	usa	usa	PROPN
iogr-1262	351	15	,	,	PUNCT
iogr-1262	351	16	5	5	NUM
iogr-1262	351	17	-	-	SYM
iogr-1262	351	18	6	6	NUM
iogr-1262	351	19	may	may	NOUN
iogr-1262	351	20	.	.	PUNCT
iogr-1262	352	1	spe-180270	spe-180270	NOUN
iogr-1262	352	2	-	-	PUNCT
iogr-1262	352	3	ms	ms	PROPN
iogr-1262	352	4	.	.	PROPN
iogr-1262	352	5	wang	wang	PROPN
iogr-1262	352	6	,	,	PUNCT
iogr-1262	352	7	m.	m.	PROPN
iogr-1262	352	8	,	,	PUNCT
iogr-1262	352	9	zhang	zhang	PROPN
iogr-1262	352	10	,	,	PUNCT
iogr-1262	352	11	s.	s.	PROPN
iogr-1262	352	12	,	,	PUNCT
iogr-1262	352	13	zhang	zhang	PROPN
iogr-1262	352	14	,	,	PUNCT
iogr-1262	352	15	f.	f.	PROPN
iogr-1262	352	16	,	,	PUNCT
iogr-1262	352	17	et	et	PROPN
iogr-1262	352	18	al	al	PROPN
iogr-1262	352	19	.	.	PROPN
iogr-1262	352	20	2015	2015	NUM
iogr-1262	352	21	.	.	PUNCT
iogr-1262	353	1	quantitative	quantitative	ADJ
iogr-1262	353	2	research	research	NOUN
iogr-1262	353	3	on	on	ADP
iogr-1262	353	4	tight	tight	ADJ
iogr-1262	353	5	oil	oil	NOUN
iogr-1262	353	6	microscopic	microscopic	ADJ
iogr-1262	353	7	state	state	NOUN
iogr-1262	353	8	of	of	ADP
iogr-1262	353	9	chang	chang	PROPN
iogr-1262	353	10	7	7	NUM
iogr-1262	353	11	member	member	NOUN
iogr-1262	353	12	of	of	ADP
iogr-1262	353	13	triassic	triassic	PROPN
iogr-1262	353	14	yanchang	yanchang	PROPN
iogr-1262	353	15	formation	formation	NOUN
iogr-1262	353	16	in	in	ADP
iogr-1262	353	17	ordos	ordo	NOUN
iogr-1262	353	18	basin	basin	NOUN
iogr-1262	353	19	,	,	PUNCT
iogr-1262	353	20	nw	nw	PROPN
iogr-1262	353	21	china	china	PROPN
iogr-1262	353	22	.	.	PUNCT
iogr-1262	354	1	petroleum	petroleum	NOUN
iogr-1262	354	2	exploration	exploration	NOUN
iogr-1262	354	3	and	and	CCONJ
iogr-1262	354	4	development	development	NOUN
iogr-1262	354	5	42(6	42(6	NOUN
iogr-1262	354	6	):	):	PUNCT
iogr-1262	354	7	827	827	NUM
iogr-1262	354	8	-	-	SYM
iogr-1262	354	9	832	832	NUM
iogr-1262	354	10	.	.	PUNCT
iogr-1262	355	1	wu	wu	PROPN
iogr-1262	355	2	,	,	PUNCT
iogr-1262	355	3	q.	q.	PROPN
iogr-1262	355	4	,	,	PUNCT
iogr-1262	355	5	xu	xu	PROPN
iogr-1262	355	6	,	,	PUNCT
iogr-1262	355	7	y.	y.	PROPN
iogr-1262	355	8	,	,	PUNCT
iogr-1262	355	9	wang	wang	PROPN
iogr-1262	355	10	,	,	PUNCT
iogr-1262	355	11	x.	x.	PROPN
iogr-1262	355	12	,	,	PUNCT
iogr-1262	355	13	et	et	PROPN
iogr-1262	355	14	al	al	PROPN
iogr-1262	355	15	.	.	PROPN
iogr-1262	355	16	2012	2012	NUM
iogr-1262	355	17	.	.	PUNCT
iogr-1262	356	1	volume	volume	NOUN
iogr-1262	356	2	fracturing	fracturing	NOUN
iogr-1262	356	3	technology	technology	NOUN
iogr-1262	356	4	of	of	ADP
iogr-1262	356	5	unconventional	unconventional	ADJ
iogr-1262	356	6	reservoirs	reservoir	NOUN
iogr-1262	356	7	:	:	PUNCT
iogr-1262	356	8	connotation	connotation	NOUN
iogr-1262	356	9	,	,	PUNCT
iogr-1262	356	10	design	design	NOUN
iogr-1262	356	11	optimization	optimization	NOUN
iogr-1262	356	12	and	and	CCONJ
iogr-1262	356	13	implementation	implementation	NOUN
iogr-1262	356	14	.	.	PUNCT
iogr-1262	357	1	petroleum	petroleum	NOUN
iogr-1262	357	2	exploration	exploration	NOUN
iogr-1262	357	3	and	and	CCONJ
iogr-1262	357	4	development	development	NOUN
iogr-1262	357	5	39	39	NUM
iogr-1262	357	6	:	:	PUNCT
iogr-1262	357	7	377384	377384	NUM
iogr-1262	357	8	.	.	PUNCT
iogr-1262	358	1	xiao	xiao	PROPN
iogr-1262	358	2	,	,	PUNCT
iogr-1262	358	3	y.	y.	PROPN
iogr-1262	358	4	,	,	PUNCT
iogr-1262	358	5	feng	feng	PROPN
iogr-1262	358	6	,	,	PUNCT
iogr-1262	358	7	s.	s.	PROPN
iogr-1262	358	8	,	,	PUNCT
iogr-1262	358	9	wang	wang	PROPN
iogr-1262	358	10	,	,	PUNCT
iogr-1262	358	11	j.	j.	PROPN
iogr-1262	358	12	,	,	PUNCT
iogr-1262	358	13	et	et	PROPN
iogr-1262	358	14	al	al	PROPN
iogr-1262	358	15	.	.	PROPN
iogr-1262	358	16	2017	2017	NUM
iogr-1262	358	17	.	.	PUNCT
iogr-1262	359	1	stress	stress	NOUN
iogr-1262	359	2	sensitivity	sensitivity	NOUN
iogr-1262	359	3	and	and	CCONJ
iogr-1262	359	4	its	its	PRON
iogr-1262	359	5	influence	influence	NOUN
iogr-1262	359	6	factors	factor	NOUN
iogr-1262	359	7	of	of	ADP
iogr-1262	359	8	tight	tight	ADJ
iogr-1262	359	9	oil	oil	NOUN
iogr-1262	359	10	reservoir	reservoir	NOUN
iogr-1262	359	11	in	in	ADP
iogr-1262	359	12	chang	chang	PROPN
iogr-1262	359	13	7	7	NUM
iogr-1262	359	14	member	member	NOUN
iogr-1262	359	15	,	,	PUNCT
iogr-1262	359	16	ordos	ordos	PROPN
iogr-1262	359	17	basin	basin	NOUN
iogr-1262	359	18	.	.	PUNCT
iogr-1262	360	1	china	china	PROPN
iogr-1262	360	2	petroleum	petroleum	PROPN
iogr-1262	360	3	exploration	exploration	NOUN
iogr-1262	360	4	22(5	22(5	NOUN
iogr-1262	360	5	):	):	PUNCT
iogr-1262	360	6	64	64	NUM
iogr-1262	360	7	-	-	SYM
iogr-1262	360	8	72	72	NUM
iogr-1262	360	9	.	.	PUNCT
iogr-1262	361	1	yang	yang	PROPN
iogr-1262	361	2	,	,	PUNCT
iogr-1262	361	3	z.	z.	PROPN
iogr-1262	361	4	,	,	PUNCT
iogr-1262	361	5	crosby	crosby	PROPN
iogr-1262	361	6	,	,	PUNCT
iogr-1262	361	7	d.	d.	PROPN
iogr-1262	361	8	g.	g.	PROPN
iogr-1262	361	9	,	,	PUNCT
iogr-1262	361	10	and	and	CCONJ
iogr-1262	361	11	khurana	khurana	PROPN
iogr-1262	361	12	,	,	PUNCT
iogr-1262	361	13	a.	a.	PROPN
iogr-1262	361	14	k.	k.	PROPN
iogr-1262	361	15	1996	1996	NUM
iogr-1262	361	16	.	.	PUNCT
iogr-1262	362	1	multivariate	multivariate	NOUN
iogr-1262	362	2	optimisation	optimisation	NOUN
iogr-1262	362	3	of	of	ADP
iogr-1262	362	4	hydraulic	hydraulic	ADJ
iogr-1262	362	5	fracture	fracture	PROPN
iogr-1262	362	6	design	design	NOUN
iogr-1262	362	7	.	.	PUNCT
iogr-1262	363	1	the	the	DET
iogr-1262	363	2	appea	appea	PROPN
iogr-1262	363	3	journal	journal	PROPN
iogr-1262	363	4	36	36	NUM
iogr-1262	363	5	1	1	NUM
iogr-1262	363	6	):	):	PUNCT
iogr-1262	363	7	516–527	516–527	NUM
iogr-1262	363	8	.	.	PUNCT
iogr-1262	364	1	zhan	zhan	PROPN
iogr-1262	364	2	,	,	PUNCT
iogr-1262	364	3	c.	c.	PROPN
iogr-1262	364	4	,	,	PUNCT
iogr-1262	364	5	sankaran	sankaran	VERB
iogr-1262	364	6	,	,	PUNCT
iogr-1262	364	7	s.	s.	PROPN
iogr-1262	364	8	,	,	PUNCT
iogr-1262	364	9	lemoine	lemoine	PROPN
iogr-1262	364	10	,	,	PUNCT
iogr-1262	364	11	v.	v.	PROPN
iogr-1262	364	12	,	,	PUNCT
iogr-1262	364	13	et	et	PROPN
iogr-1262	364	14	al	al	PROPN
iogr-1262	364	15	.	.	PROPN
iogr-1262	364	16	2019	2019	NUM
iogr-1262	364	17	.	.	PUNCT
iogr-1262	365	1	application	application	NOUN
iogr-1262	365	2	of	of	ADP
iogr-1262	365	3	machine	machine	NOUN
iogr-1262	365	4	learning	learn	VERB
iogr-1262	365	5	for	for	ADP
iogr-1262	365	6	production	production	NOUN
iogr-1262	365	7	forecasting	forecasting	NOUN
iogr-1262	365	8	for	for	ADP
iogr-1262	365	9	unconventional	unconventional	ADJ
iogr-1262	365	10	resources	resource	NOUN
iogr-1262	365	11	.	.	PUNCT
iogr-1262	366	1	paper	paper	NOUN
iogr-1262	366	2	presented	present	VERB
iogr-1262	366	3	at	at	ADP
iogr-1262	366	4	the	the	DET
iogr-1262	366	5	unconventional	unconventional	ADJ
iogr-1262	366	6	resources	resource	NOUN
iogr-1262	366	7	technology	technology	NOUN
iogr-1262	366	8	conference	conference	NOUN
iogr-1262	366	9	,	,	PUNCT
iogr-1262	366	10	denver	denver	PROPN
iogr-1262	366	11	,	,	PUNCT
iogr-1262	366	12	colorado	colorado	PROPN
iogr-1262	366	13	,	,	PUNCT
iogr-1262	366	14	22	22	NUM
iogr-1262	366	15	-	-	SYM
iogr-1262	366	16	24	24	NUM
iogr-1262	366	17	july	july	NOUN
iogr-1262	366	18	.	.	PUNCT
iogr-1262	367	1	urtec-2019	urtec-2019	PRON
iogr-1262	367	2	-	-	PUNCT
iogr-1262	367	3	47	47	NUM
iogr-1262	367	4	-	-	PUNCT
iogr-1262	367	5	ms	ms	PROPN
iogr-1262	367	6	.	.	PROPN
iogr-1262	367	7	zhang	zhang	PROPN
iogr-1262	367	8	,	,	PUNCT
iogr-1262	367	9	x.	x.	NOUN
iogr-1262	367	10	and	and	CCONJ
iogr-1262	367	11	awotunde	awotunde	ADJ
iogr-1262	367	12	,	,	PUNCT
iogr-1262	367	13	a.	a.	NOUN
iogr-1262	367	14	a.	a.	NOUN
iogr-1262	367	15	2016	2016	NUM
iogr-1262	367	16	.	.	PUNCT
iogr-1262	368	1	improvement	improvement	NOUN
iogr-1262	368	2	of	of	ADP
iogr-1262	368	3	levenberg	levenberg	PROPN
iogr-1262	368	4	-	-	PUNCT
iogr-1262	368	5	marquardt	marquardt	PROPN
iogr-1262	368	6	algorithm	algorithm	PROPN
iogr-1262	368	7	during	during	ADP
iogr-1262	368	8	history	history	NOUN
iogr-1262	368	9	fitting	fitting	ADJ
iogr-1262	368	10	for	for	ADP
iogr-1262	368	11	reservoir	reservoir	PROPN
iogr-1262	368	12	simulation	simulation	PROPN
iogr-1262	368	13	.	.	PUNCT
iogr-1262	369	1	petroleum	petroleum	NOUN
iogr-1262	369	2	exploration	exploration	NOUN
iogr-1262	369	3	and	and	CCONJ
iogr-1262	369	4	development	development	NOUN
iogr-1262	369	5	43(5	43(5	NOUN
iogr-1262	369	6	):	):	PUNCT
iogr-1262	369	7	876–85	876–85	NUM
iogr-1262	369	8	.	.	PUNCT
iogr-1262	370	1	zhou	zhou	PROPN
iogr-1262	370	2	,	,	PUNCT
iogr-1262	370	3	q.	q.	PROPN
iogr-1262	370	4	,	,	PUNCT
iogr-1262	370	5	dilmore	dilmore	PROPN
iogr-1262	370	6	,	,	PUNCT
iogr-1262	370	7	r.	r.	PROPN
iogr-1262	370	8	,	,	PUNCT
iogr-1262	370	9	kleiter	kleiter	PROPN
iogr-1262	370	10	,	,	PUNCT
iogr-1262	370	11	a.	a.	PROPN
iogr-1262	370	12	,	,	PUNCT
iogr-1262	370	13	et	et	PROPN
iogr-1262	370	14	al	al	PROPN
iogr-1262	370	15	.	.	PROPN
iogr-1262	370	16	2014	2014	NUM
iogr-1262	370	17	.	.	PUNCT
iogr-1262	371	1	evaluating	evaluate	VERB
iogr-1262	371	2	gas	gas	NOUN
iogr-1262	371	3	production	production	NOUN
iogr-1262	371	4	performances	performance	NOUN
iogr-1262	371	5	in	in	ADP
iogr-1262	371	6	marcellus	marcellus	PROPN
iogr-1262	371	7	using	use	VERB
iogr-1262	371	8	data	datum	NOUN
iogr-1262	371	9	mining	mining	NOUN
iogr-1262	371	10	technologies	technology	NOUN
iogr-1262	371	11	.	.	PUNCT
iogr-1262	372	1	paper	paper	NOUN
iogr-1262	372	2	presented	present	VERB
iogr-1262	372	3	at	at	ADP
iogr-1262	372	4	the	the	DET
iogr-1262	372	5	unconventional	unconventional	ADJ
iogr-1262	372	6	resources	resource	NOUN
iogr-1262	372	7	technology	technology	NOUN
iogr-1262	372	8	conference	conference	NOUN
iogr-1262	372	9	,	,	PUNCT
iogr-1262	372	10	denver	denver	PROPN
iogr-1262	372	11	,	,	PUNCT
iogr-1262	372	12	colorado	colorado	PROPN
iogr-1262	372	13	,	,	PUNCT
iogr-1262	372	14	25	25	NUM
iogr-1262	372	15	-	-	SYM
iogr-1262	372	16	27	27	NUM
iogr-1262	372	17	august	august	NOUN
iogr-1262	372	18	.	.	PUNCT
iogr-1262	373	1	urtec-1920211	urtec-1920211	NOUN
iogr-1262	373	2	-	-	PUNCT
iogr-1262	373	3	ms	ms	PROPN
iogr-1262	373	4	.	.	PROPN
iogr-1262	373	5	zou	zou	PROPN
iogr-1262	373	6	,	,	PUNCT
iogr-1262	373	7	c.	c.	PROPN
iogr-1262	373	8	,	,	PUNCT
iogr-1262	373	9	zhai	zhai	PROPN
iogr-1262	373	10	,	,	PUNCT
iogr-1262	373	11	g.	g.	PROPN
iogr-1262	373	12	,	,	PUNCT
iogr-1262	373	13	zhang	zhang	PROPN
iogr-1262	373	14	,	,	PUNCT
iogr-1262	373	15	g.	g.	PROPN
iogr-1262	373	16	,	,	PUNCT
iogr-1262	373	17	et	et	PROPN
iogr-1262	373	18	al	al	PROPN
iogr-1262	373	19	.	.	PROPN
iogr-1262	373	20	2015	2015	NUM
iogr-1262	373	21	.	.	PUNCT
iogr-1262	374	1	formation	formation	NOUN
iogr-1262	374	2	,	,	PUNCT
iogr-1262	374	3	distribution	distribution	NOUN
iogr-1262	374	4	,	,	PUNCT
iogr-1262	374	5	potential	potential	NOUN
iogr-1262	374	6	and	and	CCONJ
iogr-1262	374	7	prediction	prediction	NOUN
iogr-1262	374	8	of	of	ADP
iogr-1262	374	9	global	global	ADJ
iogr-1262	374	10	conventional	conventional	ADJ
iogr-1262	374	11	and	and	CCONJ
iogr-1262	374	12	unconventional	unconventional	ADJ
iogr-1262	374	13	hydrocarbon	hydrocarbon	NOUN
iogr-1262	374	14	resources	resource	NOUN
iogr-1262	374	15	.	.	PUNCT
iogr-1262	375	1	petroleum	petroleum	NOUN
iogr-1262	375	2	exploration	exploration	NOUN
iogr-1262	375	3	and	and	CCONJ
iogr-1262	375	4	development	development	NOUN
iogr-1262	375	5	42(1	42(1	NOUN
iogr-1262	375	6	):	):	PUNCT
iogr-1262	375	7	14	14	NUM
iogr-1262	375	8	-	-	SYM
iogr-1262	375	9	28	28	NUM
iogr-1262	375	10	.	.	PUNCT
iogr-1262	376	1	shide	shide	PROPN
iogr-1262	376	2	yan	yan	PROPN
iogr-1262	376	3	,	,	PUNCT
iogr-1262	376	4	is	be	AUX
iogr-1262	376	5	a	a	DET
iogr-1262	376	6	master	master	NOUN
iogr-1262	376	7	candidate	candidate	NOUN
iogr-1262	376	8	in	in	ADP
iogr-1262	376	9	petroleum	petroleum	NOUN
iogr-1262	376	10	engineering	engineering	NOUN
iogr-1262	376	11	department	department	NOUN
iogr-1262	376	12	at	at	ADP
iogr-1262	376	13	xi’an	xi’an	PROPN
iogr-1262	376	14	shiyou	shiyou	PROPN
iogr-1262	376	15	university	university	PROPN
iogr-1262	376	16	.	.	PUNCT
iogr-1262	377	1	he	he	PRON
iogr-1262	377	2	has	have	AUX
iogr-1262	377	3	focused	focus	VERB
iogr-1262	377	4	his	his	PRON
iogr-1262	377	5	research	research	NOUN
iogr-1262	377	6	in	in	ADP
iogr-1262	377	7	areas	area	NOUN
iogr-1262	377	8	involving	involve	VERB
iogr-1262	377	9	reservoir	reservoir	NOUN
iogr-1262	377	10	simulation	simulation	NOUN
iogr-1262	377	11	and	and	CCONJ
iogr-1262	377	12	enhance	enhance	VERB
iogr-1262	377	13	oil	oil	NOUN
iogr-1262	377	14	recovery	recovery	NOUN
iogr-1262	377	15	.	.	PUNCT
iogr-1262	378	1	weirong	weirong	PROPN
iogr-1262	378	2	li	li	PROPN
iogr-1262	378	3	,	,	PUNCT
iogr-1262	378	4	is	be	AUX
iogr-1262	378	5	a	a	DET
iogr-1262	378	6	professor	professor	NOUN
iogr-1262	378	7	in	in	ADP
iogr-1262	378	8	the	the	DET
iogr-1262	378	9	petroleum	petroleum	NOUN
iogr-1262	378	10	engineering	engineering	NOUN
iogr-1262	378	11	department	department	NOUN
iogr-1262	378	12	at	at	ADP
iogr-1262	378	13	xi’an	xi’an	PROPN
iogr-1262	378	14	shiyou	shiyou	PROPN
iogr-1262	378	15	university	university	PROPN
iogr-1262	378	16	.	.	PUNCT
iogr-1262	379	1	his	his	PRON
iogr-1262	379	2	research	research	NOUN
iogr-1262	379	3	interests	interest	NOUN
iogr-1262	379	4	include	include	VERB
iogr-1262	379	5	unconventional	unconventional	ADJ
iogr-1262	379	6	resources	resource	NOUN
iogr-1262	379	7	/	/	SYM
iogr-1262	379	8	reserves	reserve	NOUN
iogr-1262	379	9	estimates	estimate	NOUN
iogr-1262	379	10	,	,	PUNCT
iogr-1262	379	11	reservoir	reservoir	PROPN
iogr-1262	379	12	simulation	simulation	PROPN
iogr-1262	379	13	,	,	PUNCT
iogr-1262	379	14	well	well	INTJ
iogr-1262	379	15	testing	testing	NOUN
iogr-1262	379	16	,	,	PUNCT
iogr-1262	379	17	and	and	CCONJ
iogr-1262	379	18	production	production	NOUN
iogr-1262	379	19	analysis	analysis	NOUN
iogr-1262	379	20	.	.	PUNCT
iogr-1262	380	1	li	li	PROPN
iogr-1262	380	2	holds	hold	VERB
iogr-1262	380	3	a	a	DET
iogr-1262	380	4	bachelor	bachelor	NOUN
iogr-1262	380	5	’s	’s	PART
iogr-1262	380	6	degree	degree	NOUN
iogr-1262	380	7	in	in	ADP
iogr-1262	380	8	mathematics	mathematic	NOUN
iogr-1262	380	9	from	from	ADP
iogr-1262	380	10	northeast	northeast	ADJ
iogr-1262	380	11	petroleum	petroleum	NOUN
iogr-1262	380	12	university	university	NOUN
iogr-1262	380	13	,	,	PUNCT
iogr-1262	380	14	china	china	PROPN
iogr-1262	380	15	;	;	PUNCT
iogr-1262	380	16	a	a	DET
iogr-1262	380	17	master	master	NOUN
iogr-1262	380	18	’s	’s	PART
iogr-1262	380	19	degree	degree	NOUN
iogr-1262	380	20	in	in	ADP
iogr-1262	380	21	petroleum	petroleum	NOUN
iogr-1262	380	22	engineering	engineering	NOUN
iogr-1262	380	23	from	from	ADP
iogr-1262	380	24	research	research	PROPN
iogr-1262	380	25	institute	institute	PROPN
iogr-1262	380	26	of	of	ADP
iogr-1262	380	27	petroleum	petroleum	NOUN
iogr-1262	380	28	exploration	exploration	NOUN
iogr-1262	380	29	and	and	CCONJ
iogr-1262	380	30	development	development	NOUN
iogr-1262	380	31	,	,	PUNCT
iogr-1262	380	32	china	china	PROPN
iogr-1262	380	33	;	;	PUNCT
iogr-1262	380	34	and	and	CCONJ
iogr-1262	380	35	a	a	DET
iogr-1262	380	36	phd	phd	NOUN
iogr-1262	380	37	degree	degree	NOUN
iogr-1262	380	38	in	in	ADP
iogr-1262	380	39	petroleum	petroleum	NOUN
iogr-1262	380	40	engineering	engineering	NOUN
iogr-1262	380	41	from	from	ADP
iogr-1262	380	42	texas	texas	PROPN
iogr-1262	380	43	a&m	a&m	PROPN
iogr-1262	380	44	university	university	PROPN
iogr-1262	380	45	.	.	PUNCT
iogr-1262	381	1	improved	improve	VERB
iogr-1262	381	2	oil	oil	NOUN
iogr-1262	381	3	and	and	CCONJ
iogr-1262	381	4	gas	gas	NOUN
iogr-1262	381	5	recovery	recovery	NOUN
iogr-1262	381	6	24	24	NUM
iogr-1262	381	7	min	min	PROPN
iogr-1262	381	8	zhang	zhang	PROPN
iogr-1262	381	9	,	,	PUNCT
iogr-1262	381	10	is	be	AUX
iogr-1262	381	11	a	a	DET
iogr-1262	381	12	master	master	NOUN
iogr-1262	381	13	candidate	candidate	NOUN
iogr-1262	381	14	in	in	ADP
iogr-1262	381	15	petroleum	petroleum	NOUN
iogr-1262	381	16	engineering	engineering	NOUN
iogr-1262	381	17	department	department	NOUN
iogr-1262	381	18	at	at	ADP
iogr-1262	381	19	xi’an	xi’an	PROPN
iogr-1262	381	20	shiyou	shiyou	PROPN
iogr-1262	381	21	university	university	PROPN
iogr-1262	381	22	.	.	PUNCT
iogr-1262	382	1	she	she	PRON
iogr-1262	382	2	has	have	AUX
iogr-1262	382	3	focused	focus	VERB
iogr-1262	382	4	her	her	PRON
iogr-1262	382	5	research	research	NOUN
iogr-1262	382	6	in	in	ADP
iogr-1262	382	7	areas	area	NOUN
iogr-1262	382	8	involving	involve	VERB
iogr-1262	382	9	reservoir	reservoir	PROPN
iogr-1262	382	10	simulation	simulation	NOUN
iogr-1262	382	11	,	,	PUNCT
iogr-1262	382	12	chemical	chemical	NOUN
iogr-1262	382	13	flooding	flooding	NOUN
iogr-1262	382	14	,	,	PUNCT
iogr-1262	382	15	and	and	CCONJ
iogr-1262	382	16	enhanced	enhance	VERB
iogr-1262	382	17	oil	oil	NOUN
iogr-1262	382	18	recovery	recovery	NOUN
iogr-1262	382	19	.	.	PUNCT
iogr-1262	383	1	zhengbo	zhengbo	PROPN
iogr-1262	383	2	wang	wang	PROPN
iogr-1262	383	3	,	,	PUNCT
iogr-1262	383	4	is	be	AUX
iogr-1262	383	5	a	a	DET
iogr-1262	383	6	senior	senior	ADJ
iogr-1262	383	7	reservoir	reservoir	NOUN
iogr-1262	383	8	engineering	engineering	NOUN
iogr-1262	383	9	in	in	ADP
iogr-1262	383	10	research	research	PROPN
iogr-1262	383	11	institute	institute	PROPN
iogr-1262	383	12	of	of	ADP
iogr-1262	383	13	petroleum	petroleum	NOUN
iogr-1262	383	14	exploration	exploration	NOUN
iogr-1262	383	15	and	and	CCONJ
iogr-1262	383	16	development	development	NOUN
iogr-1262	383	17	,	,	PUNCT
iogr-1262	383	18	petrochina	petrochina	NOUN
iogr-1262	383	19	.	.	PUNCT
iogr-1262	384	1	he	he	PRON
iogr-1262	384	2	specializes	specialize	VERB
iogr-1262	384	3	in	in	ADP
iogr-1262	384	4	enhanced	enhanced	ADJ
iogr-1262	384	5	oil	oil	NOUN
iogr-1262	384	6	recovery	recovery	NOUN
iogr-1262	384	7	.	.	PUNCT
iogr-1262	385	1	dr	dr	PROPN
iogr-1262	385	2	.	.	PROPN
iogr-1262	385	3	wang	wang	PROPN
iogr-1262	385	4	holds	hold	VERB
iogr-1262	385	5	a	a	DET
iogr-1262	385	6	a	a	DET
iogr-1262	385	7	phd	phd	NOUN
iogr-1262	385	8	degree	degree	NOUN
iogr-1262	385	9	in	in	ADP
iogr-1262	385	10	petroleum	petroleum	NOUN
iogr-1262	385	11	engineering	engineering	NOUN
iogr-1262	385	12	from	from	ADP
iogr-1262	385	13	research	research	PROPN
iogr-1262	385	14	institute	institute	PROPN
iogr-1262	385	15	of	of	ADP
iogr-1262	385	16	petroleum	petroleum	NOUN
iogr-1262	385	17	exploration	exploration	NOUN
iogr-1262	385	18	and	and	CCONJ
iogr-1262	385	19	development	development	NOUN
iogr-1262	385	20	,	,	PUNCT
iogr-1262	385	21	petrochina	petrochina	NOUN
iogr-1262	385	22	.	.	PUNCT
iogr-1262	386	1	zhaoxia	zhaoxia	PROPN
iogr-1262	386	2	liu	liu	PROPN
iogr-1262	386	3	,	,	PUNCT
iogr-1262	386	4	is	be	AUX
iogr-1262	386	5	a	a	DET
iogr-1262	386	6	senior	senior	ADJ
iogr-1262	386	7	reservoir	reservoir	NOUN
iogr-1262	386	8	engineering	engineering	NOUN
iogr-1262	386	9	in	in	ADP
iogr-1262	386	10	research	research	PROPN
iogr-1262	386	11	institute	institute	PROPN
iogr-1262	386	12	of	of	ADP
iogr-1262	386	13	petroleum	petroleum	NOUN
iogr-1262	386	14	exploration	exploration	NOUN
iogr-1262	386	15	and	and	CCONJ
iogr-1262	386	16	development	development	NOUN
iogr-1262	386	17	,	,	PUNCT
iogr-1262	386	18	petrochina	petrochina	NOUN
iogr-1262	386	19	.	.	PUNCT
iogr-1262	387	1	she	she	PRON
iogr-1262	387	2	specializes	specialize	VERB
iogr-1262	387	3	in	in	ADP
iogr-1262	387	4	enhanced	enhanced	ADJ
iogr-1262	387	5	oil	oil	NOUN
iogr-1262	387	6	recovery	recovery	NOUN
iogr-1262	387	7	.	.	PUNCT
iogr-1262	388	1	dr	dr	PROPN
iogr-1262	388	2	.	.	PROPN
iogr-1262	388	3	liu	liu	PROPN
iogr-1262	388	4	holds	hold	VERB
iogr-1262	388	5	a	a	DET
iogr-1262	388	6	a	a	DET
iogr-1262	388	7	phd	phd	NOUN
iogr-1262	388	8	degree	degree	NOUN
iogr-1262	388	9	in	in	ADP
iogr-1262	388	10	petroleum	petroleum	NOUN
iogr-1262	388	11	engineering	engineering	NOUN
iogr-1262	388	12	from	from	ADP
iogr-1262	388	13	research	research	PROPN
iogr-1262	388	14	institute	institute	PROPN
iogr-1262	388	15	of	of	ADP
iogr-1262	388	16	petroleum	petroleum	NOUN
iogr-1262	388	17	exploration	exploration	NOUN
iogr-1262	388	18	and	and	CCONJ
iogr-1262	388	19	development	development	NOUN
iogr-1262	388	20	,	,	PUNCT
iogr-1262	388	21	petrochina	petrochina	NOUN
iogr-1262	388	22	.	.	PUNCT
iogr-1262	389	1	keze	keze	PROPN
iogr-1262	389	2	lin	lin	PROPN
iogr-1262	389	3	,	,	PUNCT
iogr-1262	389	4	is	be	AUX
iogr-1262	389	5	a	a	DET
iogr-1262	389	6	undergraduate	undergraduate	ADJ
iogr-1262	389	7	student	student	NOUN
iogr-1262	389	8	of	of	ADP
iogr-1262	389	9	china	china	PROPN
iogr-1262	389	10	university	university	PROPN
iogr-1262	389	11	of	of	ADP
iogr-1262	389	12	petroleum	petroleum	NOUN
iogr-1262	389	13	(	(	PUNCT
iogr-1262	389	14	beijing	beijing	PROPN
iogr-1262	389	15	)	)	PUNCT
iogr-1262	389	16	,	,	PUNCT
iogr-1262	389	17	beijing	beijing	PROPN
iogr-1262	389	18	.	.	PUNCT
iogr-1262	390	1	hongliang	hongliang	PROPN
iogr-1262	390	2	yi	yi	PROPN
iogr-1262	390	3	,	,	PUNCT
iogr-1262	390	4	is	be	AUX
iogr-1262	390	5	a	a	DET
iogr-1262	390	6	senior	senior	ADJ
iogr-1262	390	7	reservoir	reservoir	NOUN
iogr-1262	390	8	engineering	engineering	NOUN
iogr-1262	390	9	in	in	ADP
iogr-1262	390	10	liaohe	liaohe	NOUN
iogr-1262	390	11	oilfield	oilfield	NOUN
iogr-1262	390	12	company	company	NOUN
iogr-1262	390	13	of	of	ADP
iogr-1262	390	14	petrochina	petrochina	NOUN
iogr-1262	390	15	.	.	PUNCT
iogr-1262	391	1	he	he	PRON
iogr-1262	391	2	specializes	specialize	VERB
iogr-1262	391	3	in	in	ADP
iogr-1262	391	4	enhanced	enhanced	ADJ
iogr-1262	391	5	oil	oil	NOUN
iogr-1262	391	6	recovery	recovery	NOUN
iogr-1262	391	7	.	.	PUNCT
iogr-1262	392	1	abstract	abstract	ADJ
iogr-1262	392	2	introduction	introduction	NOUN
iogr-1262	392	3	methodology	methodology	NOUN
iogr-1262	392	4	and	and	CCONJ
iogr-1262	392	5	workflow	workflow	NOUN
iogr-1262	392	6	(	(	PUNCT
iogr-1262	392	7	a)reservoir	a)reservoir	NOUN
iogr-1262	392	8	length	length	NOUN
iogr-1262	392	9	(	(	PUNCT
iogr-1262	392	10	b)porosity	b)porosity	NOUN
iogr-1262	392	11	(	(	PUNCT
iogr-1262	392	12	c)permeability	c)permeability	NOUN
iogr-1262	392	13	(	(	PUNCT
iogr-1262	392	14	d)oil	d)oil	NOUN
iogr-1262	392	15	saturation	saturation	NOUN
iogr-1262	392	16	analysis	analysis	NOUN
iogr-1262	392	17	of	of	ADP
iogr-1262	392	18	model	model	NOUN
iogr-1262	392	19	training	training	NOUN
iogr-1262	392	20	results	result	NOUN
iogr-1262	392	21	fracturing	fracture	VERB
iogr-1262	392	22	parameters	parameter	NOUN
iogr-1262	392	23	optimization	optimization	NOUN
iogr-1262	392	24	example	example	NOUN
iogr-1262	392	25	discussion	discussion	NOUN
iogr-1262	392	26	and	and	CCONJ
iogr-1262	392	27	prospects	prospect	VERB
iogr-1262	392	28	conclusions	conclusion	NOUN
iogr-1262	392	29	conflicting	conflict	VERB
iogr-1262	392	30	interests	interest	NOUN
iogr-1262	392	31	references	reference	NOUN