id	sid	tid	token	lemma	pos
iogr-1284	1	1	copyright	copyright	NOUN
iogr-1284	1	2	©	©	ADP
iogr-1284	1	3	the	the	DET
iogr-1284	1	4	author(s	author(s	NOUN
iogr-1284	1	5	)	)	PUNCT
iogr-1284	1	6	.	.	PUNCT
iogr-1284	2	1	this	this	DET
iogr-1284	2	2	work	work	NOUN
iogr-1284	2	3	is	be	AUX
iogr-1284	2	4	licensed	license	VERB
iogr-1284	2	5	under	under	ADP
iogr-1284	2	6	a	a	DET
iogr-1284	2	7	creative	creative	ADJ
iogr-1284	2	8	commons	common	NOUN
iogr-1284	2	9	attribution	attribution	NOUN
iogr-1284	2	10	4.0	4.0	NUM
iogr-1284	2	11	international	international	ADJ
iogr-1284	2	12	license	license	NOUN
iogr-1284	2	13	.	.	PUNCT
iogr-1284	3	1	improved	improve	VERB
iogr-1284	3	2	oil	oil	NOUN
iogr-1284	3	3	and	and	CCONJ
iogr-1284	3	4	gas	gas	NOUN
iogr-1284	3	5	recovery	recovery	NOUN
iogr-1284	3	6	doi	doi	NOUN
iogr-1284	3	7	:	:	PUNCT
iogr-1284	3	8	10.14800	10.14800	NUM
iogr-1284	3	9	/	/	SYM
iogr-1284	3	10	iogr.1284	iogr.1284	PROPN
iogr-1284	3	11	received	receive	VERB
iogr-1284	3	12	march	march	PROPN
iogr-1284	3	13	29	29	NUM
iogr-1284	3	14	,	,	PUNCT
iogr-1284	3	15	2024	2024	NUM
iogr-1284	3	16	;	;	PUNCT
iogr-1284	3	17	revised	revise	VERB
iogr-1284	3	18	july	july	PROPN
iogr-1284	3	19	14	14	NUM
iogr-1284	3	20	,	,	PUNCT
iogr-1284	3	21	2024	2024	NUM
iogr-1284	3	22	;	;	PUNCT
iogr-1284	3	23	accepted	accept	VERB
iogr-1284	3	24	april	april	PROPN
iogr-1284	3	25	19	19	NUM
iogr-1284	3	26	,	,	PUNCT
iogr-1284	3	27	2024	2024	NUM
iogr-1284	3	28	.	.	PUNCT
iogr-1284	4	1	*	*	PUNCT
iogr-1284	4	2	corresponding	correspond	VERB
iogr-1284	4	3	author	author	NOUN
iogr-1284	4	4	:	:	PUNCT
iogr-1284	4	5	jude.odo@futo.edu.ng	jude.odo@futo.edu.ng	PROPN
iogr-1284	4	6	1	1	NUM
iogr-1284	4	7	application	application	NOUN
iogr-1284	4	8	of	of	ADP
iogr-1284	4	9	proxy	proxy	ADJ
iogr-1284	4	10	models	model	NOUN
iogr-1284	4	11	for	for	ADP
iogr-1284	4	12	estimation	estimation	NOUN
iogr-1284	4	13	of	of	ADP
iogr-1284	4	14	cumulative	cumulative	ADJ
iogr-1284	4	15	recovery	recovery	NOUN
iogr-1284	4	16	volume	volume	NOUN
iogr-1284	4	17	from	from	ADP
iogr-1284	4	18	a	a	DET
iogr-1284	4	19	heavy	heavy	ADJ
iogr-1284	4	20	oil	oil	NOUN
iogr-1284	4	21	reservoir	reservoir	NOUN
iogr-1284	4	22	jude	jude	PROPN
iogr-1284	4	23	emeka	emeka	VERB
iogr-1284	4	24	odo	odo	PROPN
iogr-1284	4	25	*	*	PROPN
iogr-1284	4	26	,	,	PUNCT
iogr-1284	4	27	mike	mike	PROPN
iogr-1284	4	28	obi	obi	PROPN
iogr-1284	4	29	onyekonwu	onyekonwu	PROPN
iogr-1284	4	30	,	,	PUNCT
iogr-1284	4	31	sunday	sunday	PROPN
iogr-1284	4	32	sunday	sunday	PROPN
iogr-1284	4	33	ikiensikimama	ikiensikimama	PROPN
iogr-1284	4	34	,	,	PUNCT
iogr-1284	4	35	university	university	NOUN
iogr-1284	4	36	of	of	ADP
iogr-1284	4	37	port	port	PROPN
iogr-1284	4	38	harcourt	harcourt	PROPN
iogr-1284	4	39	,	,	PUNCT
iogr-1284	4	40	rivers	river	NOUN
iogr-1284	4	41	state	state	PROPN
iogr-1284	4	42	,	,	PUNCT
iogr-1284	4	43	nigeria	nigeria	PROPN
iogr-1284	4	44	;	;	PUNCT
iogr-1284	4	45	chidinma	chidinma	PROPN
iogr-1284	4	46	uzoamaka	uzoamaka	PROPN
iogr-1284	4	47	uzoho	uzoho	PROPN
iogr-1284	4	48	,	,	PUNCT
iogr-1284	4	49	laser	laser	NOUN
iogr-1284	4	50	engineering	engineering	NOUN
iogr-1284	4	51	and	and	CCONJ
iogr-1284	4	52	consultants	consultant	NOUN
iogr-1284	4	53	limited	limit	VERB
iogr-1284	4	54	,	,	PUNCT
iogr-1284	4	55	rivers	river	NOUN
iogr-1284	4	56	state	state	PROPN
iogr-1284	4	57	,	,	PUNCT
iogr-1284	4	58	nigeria	nigeria	PROPN
iogr-1284	4	59	;	;	PUNCT
iogr-1284	4	60	praise	praise	VERB
iogr-1284	4	61	udochukwu	udochukwu	ADJ
iogr-1284	4	62	ekeopara	ekeopara	PROPN
iogr-1284	4	63	,	,	PUNCT
iogr-1284	4	64	federal	federal	ADJ
iogr-1284	4	65	university	university	PROPN
iogr-1284	4	66	of	of	ADP
iogr-1284	4	67	technology	technology	PROPN
iogr-1284	4	68	,	,	PUNCT
iogr-1284	4	69	owerri	owerri	PROPN
iogr-1284	4	70	,	,	PUNCT
iogr-1284	4	71	nigeria	nigeria	PROPN
iogr-1284	4	72	abstract	abstract	ADJ
iogr-1284	4	73	steam	steam	NOUN
iogr-1284	4	74	flooding	flooding	NOUN
iogr-1284	4	75	as	as	ADP
iogr-1284	4	76	a	a	DET
iogr-1284	4	77	popular	popular	ADJ
iogr-1284	4	78	method	method	NOUN
iogr-1284	4	79	for	for	ADP
iogr-1284	4	80	heavy	heavy	ADJ
iogr-1284	4	81	oil	oil	NOUN
iogr-1284	4	82	recovery	recovery	NOUN
iogr-1284	4	83	is	be	AUX
iogr-1284	4	84	associated	associate	VERB
iogr-1284	4	85	with	with	ADP
iogr-1284	4	86	high	high	ADJ
iogr-1284	4	87	cost	cost	NOUN
iogr-1284	4	88	and	and	CCONJ
iogr-1284	4	89	uncertainty	uncertainty	NOUN
iogr-1284	4	90	issues	issue	NOUN
iogr-1284	4	91	.	.	PUNCT
iogr-1284	5	1	these	these	DET
iogr-1284	5	2	issues	issue	NOUN
iogr-1284	5	3	are	be	AUX
iogr-1284	5	4	usually	usually	ADV
iogr-1284	5	5	analyzed	analyze	VERB
iogr-1284	5	6	through	through	ADP
iogr-1284	5	7	various	various	ADJ
iogr-1284	5	8	simulations	simulation	NOUN
iogr-1284	5	9	and	and	CCONJ
iogr-1284	5	10	experiments	experiment	NOUN
iogr-1284	5	11	which	which	PRON
iogr-1284	5	12	are	be	AUX
iogr-1284	5	13	usually	usually	ADV
iogr-1284	5	14	time	time	NOUN
iogr-1284	5	15	consuming	consume	VERB
iogr-1284	5	16	and	and	CCONJ
iogr-1284	5	17	computationally	computationally	ADV
iogr-1284	5	18	expensive	expensive	ADJ
iogr-1284	5	19	.	.	PUNCT
iogr-1284	6	1	hence	hence	ADV
iogr-1284	6	2	,	,	PUNCT
iogr-1284	6	3	in	in	ADP
iogr-1284	6	4	this	this	DET
iogr-1284	6	5	study	study	NOUN
iogr-1284	6	6	a	a	DET
iogr-1284	6	7	response	response	NOUN
iogr-1284	6	8	surface	surface	NOUN
iogr-1284	6	9	model	model	NOUN
iogr-1284	6	10	as	as	ADP
iogr-1284	6	11	proxy	proxy	NOUN
iogr-1284	6	12	model	model	NOUN
iogr-1284	6	13	was	be	AUX
iogr-1284	6	14	developed	develop	VERB
iogr-1284	6	15	to	to	PART
iogr-1284	6	16	estimate	estimate	VERB
iogr-1284	6	17	the	the	DET
iogr-1284	6	18	cumulative	cumulative	ADJ
iogr-1284	6	19	recovery	recovery	NOUN
iogr-1284	6	20	volume	volume	NOUN
iogr-1284	6	21	(	(	PUNCT
iogr-1284	6	22	crv	crv	PROPN
iogr-1284	6	23	)	)	PUNCT
iogr-1284	6	24	from	from	ADP
iogr-1284	6	25	a	a	DET
iogr-1284	6	26	heterogeneous	heterogeneous	ADJ
iogr-1284	6	27	reservoir	reservoir	NOUN
iogr-1284	6	28	undergoing	undergo	VERB
iogr-1284	6	29	a	a	DET
iogr-1284	6	30	steam	steam	NOUN
iogr-1284	6	31	flooding	flooding	NOUN
iogr-1284	6	32	process	process	NOUN
iogr-1284	6	33	.	.	PUNCT
iogr-1284	7	1	a	a	DET
iogr-1284	7	2	five	five	NUM
iogr-1284	7	3	inverted	inverted	ADJ
iogr-1284	7	4	spot	spot	NOUN
iogr-1284	7	5	steam	steam	NOUN
iogr-1284	7	6	flooding	flooding	NOUN
iogr-1284	7	7	pattern	pattern	NOUN
iogr-1284	7	8	for	for	ADP
iogr-1284	7	9	the	the	DET
iogr-1284	7	10	heavy	heavy	ADJ
iogr-1284	7	11	oil	oil	NOUN
iogr-1284	7	12	reservoir	reservoir	NOUN
iogr-1284	7	13	was	be	AUX
iogr-1284	7	14	developed	develop	VERB
iogr-1284	7	15	,	,	PUNCT
iogr-1284	7	16	followed	follow	VERB
iogr-1284	7	17	by	by	ADP
iogr-1284	7	18	a	a	DET
iogr-1284	7	19	box	box	NOUN
iogr-1284	7	20	-	-	PUNCT
iogr-1284	7	21	behnken	behnken	VERB
iogr-1284	7	22	experimental	experimental	ADJ
iogr-1284	7	23	design	design	NOUN
iogr-1284	7	24	considering	consider	VERB
iogr-1284	7	25	steam	steam	NOUN
iogr-1284	7	26	and	and	CCONJ
iogr-1284	7	27	reservoir	reservoir	NOUN
iogr-1284	7	28	parameters	parameter	NOUN
iogr-1284	7	29	,	,	PUNCT
iogr-1284	7	30	was	be	AUX
iogr-1284	7	31	used	use	VERB
iogr-1284	7	32	for	for	ADP
iogr-1284	7	33	data	data	NOUN
iogr-1284	7	34	generation	generation	NOUN
iogr-1284	7	35	.	.	PUNCT
iogr-1284	8	1	hence	hence	ADV
iogr-1284	8	2	,	,	PUNCT
iogr-1284	8	3	with	with	ADP
iogr-1284	8	4	steam	steam	NOUN
iogr-1284	8	5	injection	injection	NOUN
iogr-1284	8	6	rates	rate	NOUN
iogr-1284	8	7	,	,	PUNCT
iogr-1284	8	8	steam	steam	NOUN
iogr-1284	8	9	temperature	temperature	NOUN
iogr-1284	8	10	,	,	PUNCT
iogr-1284	8	11	steam	steam	NOUN
iogr-1284	8	12	quality	quality	NOUN
iogr-1284	8	13	,	,	PUNCT
iogr-1284	8	14	bottom	bottom	ADJ
iogr-1284	8	15	-	-	PUNCT
iogr-1284	8	16	hole	hole	NOUN
iogr-1284	8	17	flowing	flow	VERB
iogr-1284	8	18	pressures	pressure	NOUN
iogr-1284	8	19	of	of	ADP
iogr-1284	8	20	the	the	DET
iogr-1284	8	21	producer	producer	NOUN
iogr-1284	8	22	wells	well	NOUN
iogr-1284	8	23	as	as	ADP
iogr-1284	8	24	the	the	DET
iogr-1284	8	25	input	input	NOUN
iogr-1284	8	26	parameters	parameter	NOUN
iogr-1284	8	27	,	,	PUNCT
iogr-1284	8	28	a	a	DET
iogr-1284	8	29	reduced	reduce	VERB
iogr-1284	8	30	quadratic	quadratic	ADJ
iogr-1284	8	31	response	response	NOUN
iogr-1284	8	32	surface	surface	NOUN
iogr-1284	8	33	model	model	NOUN
iogr-1284	8	34	was	be	AUX
iogr-1284	8	35	developed	develop	VERB
iogr-1284	8	36	to	to	PART
iogr-1284	8	37	predict	predict	VERB
iogr-1284	8	38	the	the	DET
iogr-1284	8	39	crv	crv	PROPN
iogr-1284	8	40	.	.	PUNCT
iogr-1284	9	1	with	with	ADP
iogr-1284	9	2	the	the	DET
iogr-1284	9	3	developed	develop	VERB
iogr-1284	9	4	model	model	NOUN
iogr-1284	9	5	as	as	ADP
iogr-1284	9	6	the	the	DET
iogr-1284	9	7	objective	objective	ADJ
iogr-1284	9	8	function	function	NOUN
iogr-1284	9	9	,	,	PUNCT
iogr-1284	9	10	the	the	DET
iogr-1284	9	11	maximization	maximization	NOUN
iogr-1284	9	12	of	of	ADP
iogr-1284	9	13	the	the	DET
iogr-1284	9	14	crv	crv	NOUN
iogr-1284	9	15	was	be	AUX
iogr-1284	9	16	achieved	achieve	VERB
iogr-1284	9	17	while	while	SCONJ
iogr-1284	9	18	determining	determine	VERB
iogr-1284	9	19	the	the	DET
iogr-1284	9	20	optimal	optimal	ADJ
iogr-1284	9	21	values	value	NOUN
iogr-1284	9	22	for	for	ADP
iogr-1284	9	23	the	the	DET
iogr-1284	9	24	parameters	parameter	NOUN
iogr-1284	9	25	used	use	VERB
iogr-1284	9	26	.	.	PUNCT
iogr-1284	10	1	the	the	DET
iogr-1284	10	2	study	study	NOUN
iogr-1284	10	3	proved	prove	VERB
iogr-1284	10	4	successful	successful	ADJ
iogr-1284	10	5	as	as	SCONJ
iogr-1284	10	6	the	the	DET
iogr-1284	10	7	adjusted	adjust	VERB
iogr-1284	10	8	and	and	CCONJ
iogr-1284	10	9	predicted	predict	VERB
iogr-1284	10	10	r2	r2	PROPN
iogr-1284	10	11	values	value	NOUN
iogr-1284	10	12	were	be	AUX
iogr-1284	10	13	recorded	record	VERB
iogr-1284	10	14	as	as	ADP
iogr-1284	10	15	97.59	97.59	NUM
iogr-1284	10	16	%	%	NOUN
iogr-1284	10	17	and	and	CCONJ
iogr-1284	10	18	95.85	95.85	NUM
iogr-1284	10	19	%	%	NOUN
iogr-1284	10	20	,	,	PUNCT
iogr-1284	10	21	respectively	respectively	ADV
iogr-1284	10	22	.	.	PUNCT
iogr-1284	11	1	also	also	ADV
iogr-1284	11	2	,	,	PUNCT
iogr-1284	11	3	up	up	ADP
iogr-1284	11	4	to	to	PART
iogr-1284	11	5	19	19	NUM
iogr-1284	11	6	%	%	NOUN
iogr-1284	11	7	increase	increase	NOUN
iogr-1284	11	8	in	in	ADP
iogr-1284	11	9	crv	crv	PROPN
iogr-1284	11	10	was	be	AUX
iogr-1284	11	11	achieved	achieve	VERB
iogr-1284	11	12	after	after	ADP
iogr-1284	11	13	the	the	DET
iogr-1284	11	14	optimization	optimization	NOUN
iogr-1284	11	15	process	process	NOUN
iogr-1284	11	16	.	.	PUNCT
iogr-1284	12	1	this	this	DET
iogr-1284	12	2	research	research	NOUN
iogr-1284	12	3	,	,	PUNCT
iogr-1284	12	4	therefore	therefore	ADV
iogr-1284	12	5	,	,	PUNCT
iogr-1284	12	6	demonstrates	demonstrate	VERB
iogr-1284	12	7	the	the	DET
iogr-1284	12	8	feasibility	feasibility	NOUN
iogr-1284	12	9	of	of	ADP
iogr-1284	12	10	using	use	VERB
iogr-1284	12	11	proxy	proxy	NOUN
iogr-1284	12	12	models	model	NOUN
iogr-1284	12	13	to	to	PART
iogr-1284	12	14	analyse	analyse	VERB
iogr-1284	12	15	and	and	CCONJ
iogr-1284	12	16	estimate	estimate	VERB
iogr-1284	12	17	crv	crv	PROPN
iogr-1284	12	18	of	of	ADP
iogr-1284	12	19	a	a	DET
iogr-1284	12	20	steam	steam	NOUN
iogr-1284	12	21	flooding	flooding	NOUN
iogr-1284	12	22	reservoir	reservoir	NOUN
iogr-1284	12	23	while	while	SCONJ
iogr-1284	12	24	benefiting	benefit	VERB
iogr-1284	12	25	from	from	ADP
iogr-1284	12	26	the	the	DET
iogr-1284	12	27	computational	computational	ADJ
iogr-1284	12	28	advantages	advantage	NOUN
iogr-1284	12	29	they	they	PRON
iogr-1284	12	30	provide	provide	VERB
iogr-1284	12	31	.	.	PUNCT
iogr-1284	13	1	this	this	DET
iogr-1284	13	2	approach	approach	NOUN
iogr-1284	13	3	has	have	VERB
iogr-1284	13	4	potential	potential	ADJ
iogr-1284	13	5	applications	application	NOUN
iogr-1284	13	6	in	in	ADP
iogr-1284	13	7	the	the	DET
iogr-1284	13	8	oil	oil	NOUN
iogr-1284	13	9	and	and	CCONJ
iogr-1284	13	10	gas	gas	NOUN
iogr-1284	13	11	industry	industry	NOUN
iogr-1284	13	12	,	,	PUNCT
iogr-1284	13	13	as	as	SCONJ
iogr-1284	13	14	it	it	PRON
iogr-1284	13	15	can	can	AUX
iogr-1284	13	16	help	help	VERB
iogr-1284	13	17	reduce	reduce	VERB
iogr-1284	13	18	uncertainty	uncertainty	NOUN
iogr-1284	13	19	and	and	CCONJ
iogr-1284	13	20	the	the	DET
iogr-1284	13	21	associated	associated	ADJ
iogr-1284	13	22	high	high	ADJ
iogr-1284	13	23	costs	cost	NOUN
iogr-1284	13	24	of	of	ADP
iogr-1284	13	25	heavy	heavy	ADJ
iogr-1284	13	26	oil	oil	NOUN
iogr-1284	13	27	recovery	recovery	NOUN
iogr-1284	13	28	.	.	PUNCT
iogr-1284	14	1	introduction	introduction	NOUN
iogr-1284	14	2	there	there	PRON
iogr-1284	14	3	is	be	VERB
iogr-1284	14	4	an	an	DET
iogr-1284	14	5	increasing	increase	VERB
iogr-1284	14	6	demand	demand	NOUN
iogr-1284	14	7	for	for	ADP
iogr-1284	14	8	fossil	fossil	ADJ
iogr-1284	14	9	energy	energy	NOUN
iogr-1284	14	10	in	in	ADP
iogr-1284	14	11	the	the	DET
iogr-1284	14	12	world	world	NOUN
iogr-1284	14	13	as	as	ADP
iogr-1284	14	14	human	human	ADJ
iogr-1284	14	15	population	population	NOUN
iogr-1284	14	16	and	and	CCONJ
iogr-1284	14	17	mechanization	mechanization	NOUN
iogr-1284	14	18	increases	increase	NOUN
iogr-1284	14	19	(	(	PUNCT
iogr-1284	14	20	al	al	PROPN
iogr-1284	14	21	adasani	adasani	PROPN
iogr-1284	14	22	and	and	CCONJ
iogr-1284	14	23	bai	bai	PROPN
iogr-1284	14	24	2011	2011	NUM
iogr-1284	14	25	)	)	PUNCT
iogr-1284	14	26	.	.	PUNCT
iogr-1284	15	1	according	accord	VERB
iogr-1284	15	2	to	to	ADP
iogr-1284	15	3	the	the	DET
iogr-1284	15	4	international	international	ADJ
iogr-1284	15	5	energy	energy	NOUN
iogr-1284	15	6	agency	agency	PROPN
iogr-1284	15	7	(	(	PUNCT
iogr-1284	15	8	iea	iea	NOUN
iogr-1284	15	9	)	)	PUNCT
iogr-1284	15	10	forecast	forecast	NOUN
iogr-1284	15	11	for	for	ADP
iogr-1284	15	12	2008	2008	NUM
iogr-1284	15	13	-	-	SYM
iogr-1284	15	14	2035	2035	NUM
iogr-1284	15	15	outlook	outlook	NOUN
iogr-1284	15	16	,	,	PUNCT
iogr-1284	15	17	there	there	PRON
iogr-1284	15	18	will	will	AUX
iogr-1284	15	19	be	be	AUX
iogr-1284	15	20	a	a	DET
iogr-1284	15	21	primary	primary	ADJ
iogr-1284	15	22	energy	energy	NOUN
iogr-1284	15	23	demand	demand	NOUN
iogr-1284	15	24	rate	rate	NOUN
iogr-1284	15	25	of	of	ADP
iogr-1284	15	26	around	around	ADV
iogr-1284	15	27	300	300	NUM
iogr-1284	15	28	mmboe	mmboe	ADJ
iogr-1284	15	29	/	/	SYM
iogr-1284	15	30	d	d	PROPN
iogr-1284	15	31	and	and	CCONJ
iogr-1284	15	32	crude	crude	ADJ
iogr-1284	15	33	oil	oil	NOUN
iogr-1284	15	34	is	be	AUX
iogr-1284	15	35	predicted	predict	VERB
iogr-1284	15	36	to	to	PART
iogr-1284	15	37	escalate	escalate	VERB
iogr-1284	15	38	to	to	ADP
iogr-1284	15	39	almost	almost	ADV
iogr-1284	15	40	100	100	NUM
iogr-1284	15	41	mmboe	mmboe	ADJ
iogr-1284	15	42	/	/	SYM
iogr-1284	15	43	d	d	NOUN
iogr-1284	15	44	by	by	ADP
iogr-1284	15	45	2035	2035	NUM
iogr-1284	15	46	(	(	PUNCT
iogr-1284	15	47	evans	evans	PROPN
iogr-1284	15	48	et	et	PROPN
iogr-1284	15	49	al	al	PROPN
iogr-1284	15	50	.	.	PROPN
iogr-1284	15	51	2021	2021	NUM
iogr-1284	15	52	)	)	PUNCT
iogr-1284	15	53	.	.	PUNCT
iogr-1284	16	1	this	this	PRON
iogr-1284	16	2	has	have	AUX
iogr-1284	16	3	therefore	therefore	ADV
iogr-1284	16	4	fostered	foster	VERB
iogr-1284	16	5	the	the	DET
iogr-1284	16	6	need	need	NOUN
iogr-1284	16	7	for	for	ADP
iogr-1284	16	8	the	the	DET
iogr-1284	16	9	exploration	exploration	NOUN
iogr-1284	16	10	and	and	CCONJ
iogr-1284	16	11	exploitation	exploitation	NOUN
iogr-1284	16	12	of	of	ADP
iogr-1284	16	13	various	various	ADJ
iogr-1284	16	14	unconventional	unconventional	ADJ
iogr-1284	16	15	energy	energy	NOUN
iogr-1284	16	16	sources	source	NOUN
iogr-1284	16	17	.	.	PUNCT
iogr-1284	17	1	the	the	DET
iogr-1284	17	2	extraction	extraction	NOUN
iogr-1284	17	3	of	of	ADP
iogr-1284	17	4	crude	crude	ADJ
iogr-1284	17	5	oil	oil	NOUN
iogr-1284	17	6	from	from	ADP
iogr-1284	17	7	the	the	DET
iogr-1284	17	8	subsurface	subsurface	NOUN
iogr-1284	17	9	generally	generally	ADV
iogr-1284	17	10	follows	follow	VERB
iogr-1284	17	11	three	three	NUM
iogr-1284	17	12	stages	stage	NOUN
iogr-1284	17	13	,	,	PUNCT
iogr-1284	17	14	namely	namely	ADV
iogr-1284	17	15	,	,	PUNCT
iogr-1284	17	16	the	the	DET
iogr-1284	17	17	primary	primary	ADJ
iogr-1284	17	18	,	,	PUNCT
iogr-1284	17	19	secondary	secondary	ADJ
iogr-1284	17	20	and	and	CCONJ
iogr-1284	17	21	enhanced	enhanced	ADJ
iogr-1284	17	22	oil	oil	NOUN
iogr-1284	17	23	recovery	recovery	NOUN
iogr-1284	17	24	(	(	PUNCT
iogr-1284	17	25	tertiary	tertiary	ADJ
iogr-1284	17	26	)	)	PUNCT
iogr-1284	17	27	stages	stage	NOUN
iogr-1284	17	28	.	.	PUNCT
iogr-1284	18	1	sponsored	sponsor	VERB
iogr-1284	18	2	by	by	ADP
iogr-1284	18	3	the	the	DET
iogr-1284	18	4	natural	natural	ADJ
iogr-1284	18	5	drive	drive	NOUN
iogr-1284	18	6	mechanism	mechanism	NOUN
iogr-1284	18	7	of	of	ADP
iogr-1284	18	8	the	the	DET
iogr-1284	18	9	reservoir	reservoir	NOUN
iogr-1284	18	10	,	,	PUNCT
iogr-1284	18	11	the	the	DET
iogr-1284	18	12	oil	oil	NOUN
iogr-1284	18	13	is	be	AUX
iogr-1284	18	14	being	be	AUX
iogr-1284	18	15	produced	produce	VERB
iogr-1284	18	16	in	in	ADP
iogr-1284	18	17	the	the	DET
iogr-1284	18	18	primary	primary	ADJ
iogr-1284	18	19	recovery	recovery	NOUN
iogr-1284	18	20	stage	stage	NOUN
iogr-1284	18	21	,	,	PUNCT
iogr-1284	18	22	and	and	CCONJ
iogr-1284	18	23	this	this	PRON
iogr-1284	18	24	usually	usually	ADV
iogr-1284	18	25	results	result	VERB
iogr-1284	18	26	to	to	ADP
iogr-1284	18	27	roughly	roughly	ADV
iogr-1284	18	28	10	10	NUM
iogr-1284	18	29	%	%	NOUN
iogr-1284	18	30	of	of	ADP
iogr-1284	18	31	oil	oil	NOUN
iogr-1284	18	32	supposed	suppose	VERB
iogr-1284	18	33	to	to	PART
iogr-1284	18	34	be	be	AUX
iogr-1284	18	35	produced	produce	VERB
iogr-1284	18	36	from	from	ADP
iogr-1284	18	37	the	the	DET
iogr-1284	18	38	formation	formation	NOUN
iogr-1284	18	39	.	.	PUNCT
iogr-1284	19	1	in	in	ADP
iogr-1284	19	2	secondary	secondary	ADJ
iogr-1284	19	3	recovery	recovery	NOUN
iogr-1284	19	4	,	,	PUNCT
iogr-1284	19	5	specialized	specialized	ADJ
iogr-1284	19	6	fluids	fluid	NOUN
iogr-1284	19	7	are	be	AUX
iogr-1284	19	8	injected	inject	VERB
iogr-1284	19	9	into	into	ADP
iogr-1284	19	10	the	the	DET
iogr-1284	19	11	reservoir	reservoir	NOUN
iogr-1284	19	12	,	,	PUNCT
iogr-1284	19	13	through	through	ADP
iogr-1284	19	14	a	a	DET
iogr-1284	19	15	displacing	displace	VERB
iogr-1284	19	16	technique	technique	NOUN
iogr-1284	19	17	,	,	PUNCT
iogr-1284	19	18	can	can	AUX
iogr-1284	19	19	extract	extract	VERB
iogr-1284	19	20	20	20	NUM
iogr-1284	19	21	-	-	SYM
iogr-1284	19	22	40	40	NUM
iogr-1284	19	23	%	%	NOUN
iogr-1284	19	24	of	of	ADP
iogr-1284	19	25	original	original	ADJ
iogr-1284	19	26	oil	oil	NOUN
iogr-1284	19	27	in	in	ADP
iogr-1284	19	28	place	place	NOUN
iogr-1284	19	29	.	.	PUNCT
iogr-1284	20	1	then	then	ADV
iogr-1284	20	2	the	the	DET
iogr-1284	20	3	last	last	ADJ
iogr-1284	20	4	production	production	NOUN
iogr-1284	20	5	stage	stage	NOUN
iogr-1284	20	6	involving	involve	VERB
iogr-1284	20	7	the	the	DET
iogr-1284	20	8	production	production	NOUN
iogr-1284	20	9	of	of	ADP
iogr-1284	20	10	heavy	heavy	ADJ
iogr-1284	20	11	crude	crude	ADJ
iogr-1284	20	12	oil	oil	NOUN
iogr-1284	20	13	unlike	unlike	ADP
iogr-1284	20	14	primary	primary	ADJ
iogr-1284	20	15	and	and	CCONJ
iogr-1284	20	16	secondary	secondary	ADJ
iogr-1284	20	17	uses	use	VERB
iogr-1284	20	18	specialized	specialized	ADJ
iogr-1284	20	19	techniques	technique	NOUN
iogr-1284	20	20	for	for	ADP
iogr-1284	20	21	30%-60	30%-60	NUM
iogr-1284	20	22	%	%	NOUN
iogr-1284	20	23	of	of	ADP
iogr-1284	20	24	heavy	heavy	ADJ
iogr-1284	20	25	oil	oil	NOUN
iogr-1284	20	26	production	production	NOUN
iogr-1284	20	27	(	(	PUNCT
iogr-1284	20	28	alawode	alawode	ADJ
iogr-1284	20	29	and	and	CCONJ
iogr-1284	20	30	falode	falode	ADJ
iogr-1284	20	31	2021	2021	NUM
iogr-1284	20	32	;	;	PUNCT
iogr-1284	20	33	muzzafaruddin	muzzafaruddin	VERB
iogr-1284	20	34	2019	2019	NUM
iogr-1284	20	35	;	;	PUNCT
iogr-1284	20	36	mokheimer	mokheimer	PROPN
iogr-1284	20	37	et	et	PROPN
iogr-1284	20	38	al	al	PROPN
iogr-1284	20	39	.	.	PROPN
iogr-1284	20	40	2019	2019	NUM
iogr-1284	20	41	)	)	PUNCT
iogr-1284	20	42	.	.	PUNCT
iogr-1284	21	1	mailto:jude.odo@futo.edu.ng	mailto:jude.odo@futo.edu.ng	AUX
iogr-1284	21	2	improved	improve	VERB
iogr-1284	21	3	oil	oil	NOUN
iogr-1284	21	4	and	and	CCONJ
iogr-1284	21	5	gas	gas	NOUN
iogr-1284	21	6	recovery	recovery	NOUN
iogr-1284	21	7	2	2	NUM
iogr-1284	21	8	one	one	NUM
iogr-1284	21	9	of	of	ADP
iogr-1284	21	10	the	the	DET
iogr-1284	21	11	most	most	ADV
iogr-1284	21	12	popular	popular	ADJ
iogr-1284	21	13	and	and	CCONJ
iogr-1284	21	14	efficient	efficient	ADJ
iogr-1284	21	15	ways	way	NOUN
iogr-1284	21	16	of	of	ADP
iogr-1284	21	17	enhanced	enhanced	ADJ
iogr-1284	21	18	oil	oil	NOUN
iogr-1284	21	19	recovery	recovery	NOUN
iogr-1284	21	20	is	be	AUX
iogr-1284	21	21	the	the	DET
iogr-1284	21	22	thermal	thermal	ADJ
iogr-1284	21	23	recovery	recovery	NOUN
iogr-1284	21	24	method	method	NOUN
iogr-1284	21	25	(	(	PUNCT
iogr-1284	21	26	hama	hama	PROPN
iogr-1284	21	27	et	et	PROPN
iogr-1284	21	28	al	al	PROPN
iogr-1284	21	29	.	.	PROPN
iogr-1284	21	30	2014	2014	NUM
iogr-1284	21	31	)	)	PUNCT
iogr-1284	21	32	.	.	PUNCT
iogr-1284	22	1	the	the	DET
iogr-1284	22	2	idea	idea	NOUN
iogr-1284	22	3	here	here	ADV
iogr-1284	22	4	is	be	AUX
iogr-1284	22	5	that	that	DET
iogr-1284	22	6	heat	heat	NOUN
iogr-1284	22	7	is	be	AUX
iogr-1284	22	8	used	use	VERB
iogr-1284	22	9	to	to	PART
iogr-1284	22	10	increase	increase	VERB
iogr-1284	22	11	the	the	DET
iogr-1284	22	12	temperature	temperature	NOUN
iogr-1284	22	13	of	of	ADP
iogr-1284	22	14	the	the	DET
iogr-1284	22	15	formation	formation	NOUN
iogr-1284	22	16	thereby	thereby	ADV
iogr-1284	22	17	lowering	lower	VERB
iogr-1284	22	18	the	the	DET
iogr-1284	22	19	viscosity	viscosity	NOUN
iogr-1284	22	20	of	of	ADP
iogr-1284	22	21	the	the	DET
iogr-1284	22	22	heavy	heavy	ADJ
iogr-1284	22	23	oil	oil	NOUN
iogr-1284	22	24	contained	contain	VERB
iogr-1284	22	25	in	in	ADP
iogr-1284	22	26	this	this	DET
iogr-1284	22	27	formation	formation	NOUN
iogr-1284	22	28	,	,	PUNCT
iogr-1284	22	29	permitting	permit	VERB
iogr-1284	22	30	the	the	DET
iogr-1284	22	31	oil	oil	NOUN
iogr-1284	22	32	to	to	PART
iogr-1284	22	33	easily	easily	ADV
iogr-1284	22	34	flow	flow	VERB
iogr-1284	22	35	towards	towards	ADP
iogr-1284	22	36	the	the	DET
iogr-1284	22	37	production	production	NOUN
iogr-1284	22	38	well	well	ADV
iogr-1284	22	39	.	.	PUNCT
iogr-1284	23	1	most	most	ADJ
iogr-1284	23	2	times	time	NOUN
iogr-1284	23	3	this	this	DET
iogr-1284	23	4	method	method	NOUN
iogr-1284	23	5	can	can	AUX
iogr-1284	23	6	involve	involve	VERB
iogr-1284	23	7	different	different	ADJ
iogr-1284	23	8	steam	steam	NOUN
iogr-1284	23	9	injection	injection	NOUN
iogr-1284	23	10	techniques	technique	NOUN
iogr-1284	23	11	(	(	PUNCT
iogr-1284	23	12	chaalal	chaalal	PROPN
iogr-1284	23	13	2018	2018	NUM
iogr-1284	23	14	)	)	PUNCT
iogr-1284	23	15	.	.	PUNCT
iogr-1284	24	1	thermal	thermal	ADJ
iogr-1284	24	2	recovery	recovery	NOUN
iogr-1284	24	3	method	method	NOUN
iogr-1284	24	4	can	can	AUX
iogr-1284	24	5	involve	involve	VERB
iogr-1284	24	6	any	any	PRON
iogr-1284	24	7	of	of	ADP
iogr-1284	24	8	these	these	DET
iogr-1284	24	9	techniques	technique	NOUN
iogr-1284	24	10	,	,	PUNCT
iogr-1284	24	11	including	include	VERB
iogr-1284	24	12	steam	steam	NOUN
iogr-1284	24	13	flooding	flooding	NOUN
iogr-1284	24	14	,	,	PUNCT
iogr-1284	24	15	steam	steam	NOUN
iogr-1284	24	16	assisted	assist	VERB
iogr-1284	24	17	gravity	gravity	NOUN
iogr-1284	24	18	drainage	drainage	NOUN
iogr-1284	24	19	(	(	PUNCT
iogr-1284	24	20	sagd	sagd	PROPN
iogr-1284	24	21	)	)	PUNCT
iogr-1284	24	22	,	,	PUNCT
iogr-1284	24	23	in	in	ADP
iogr-1284	24	24	-	-	PUNCT
iogr-1284	24	25	situ	situ	NOUN
iogr-1284	24	26	combustion	combustion	NOUN
iogr-1284	24	27	,	,	PUNCT
iogr-1284	24	28	cyclic	cyclic	ADJ
iogr-1284	24	29	steam	steam	NOUN
iogr-1284	24	30	injection	injection	NOUN
iogr-1284	24	31	etc	etc	X
iogr-1284	24	32	.	.	X
iogr-1284	24	33	amongst	amongst	ADP
iogr-1284	24	34	these	these	DET
iogr-1284	24	35	techniques	technique	NOUN
iogr-1284	24	36	is	be	AUX
iogr-1284	24	37	the	the	DET
iogr-1284	24	38	steam	steam	NOUN
iogr-1284	24	39	flooding	flooding	NOUN
iogr-1284	24	40	thermal	thermal	ADJ
iogr-1284	24	41	eor	eor	PROPN
iogr-1284	24	42	method	method	NOUN
iogr-1284	24	43	,	,	PUNCT
iogr-1284	24	44	which	which	PRON
iogr-1284	24	45	is	be	AUX
iogr-1284	24	46	being	be	AUX
iogr-1284	24	47	investigated	investigate	VERB
iogr-1284	24	48	in	in	ADP
iogr-1284	24	49	this	this	DET
iogr-1284	24	50	research	research	NOUN
iogr-1284	24	51	.	.	PUNCT
iogr-1284	25	1	steam	steam	NOUN
iogr-1284	25	2	flooding	flooding	NOUN
iogr-1284	25	3	is	be	AUX
iogr-1284	25	4	a	a	DET
iogr-1284	25	5	type	type	NOUN
iogr-1284	25	6	of	of	ADP
iogr-1284	25	7	thermal	thermal	ADJ
iogr-1284	25	8	eor	eor	PROPN
iogr-1284	25	9	method	method	NOUN
iogr-1284	25	10	that	that	PRON
iogr-1284	25	11	uses	use	VERB
iogr-1284	25	12	an	an	DET
iogr-1284	25	13	injection	injection	NOUN
iogr-1284	25	14	-	-	PUNCT
iogr-1284	25	15	to	to	ADP
iogr-1284	25	16	-	-	PUNCT
iogr-1284	25	17	production	production	NOUN
iogr-1284	25	18	configuration	configuration	NOUN
iogr-1284	25	19	for	for	ADP
iogr-1284	25	20	heavy	heavy	ADJ
iogr-1284	25	21	oil	oil	NOUN
iogr-1284	25	22	production	production	NOUN
iogr-1284	25	23	.	.	PUNCT
iogr-1284	26	1	steam	steam	NOUN
iogr-1284	26	2	is	be	AUX
iogr-1284	26	3	pumped	pump	VERB
iogr-1284	26	4	into	into	ADP
iogr-1284	26	5	the	the	DET
iogr-1284	26	6	reservoir	reservoir	NOUN
iogr-1284	26	7	from	from	ADP
iogr-1284	26	8	the	the	DET
iogr-1284	26	9	injector	injector	NOUN
iogr-1284	26	10	well(s	well(s	PROPN
iogr-1284	26	11	)	)	PUNCT
iogr-1284	26	12	,	,	PUNCT
iogr-1284	26	13	as	as	SCONJ
iogr-1284	26	14	shown	show	VERB
iogr-1284	26	15	in	in	ADP
iogr-1284	26	16	figure	figure	NOUN
iogr-1284	26	17	1	1	NUM
iogr-1284	26	18	,	,	PUNCT
iogr-1284	26	19	the	the	DET
iogr-1284	26	20	pumped	pump	VERB
iogr-1284	26	21	steam	steam	NOUN
iogr-1284	26	22	heats	heat	VERB
iogr-1284	26	23	up	up	ADP
iogr-1284	26	24	the	the	DET
iogr-1284	26	25	formation	formation	NOUN
iogr-1284	26	26	around	around	ADP
iogr-1284	26	27	the	the	DET
iogr-1284	26	28	wellbore	wellbore	NOUN
iogr-1284	26	29	,	,	PUNCT
iogr-1284	26	30	eventually	eventually	ADV
iogr-1284	26	31	forming	form	VERB
iogr-1284	26	32	a	a	DET
iogr-1284	26	33	steam	steam	NOUN
iogr-1284	26	34	zone	zone	NOUN
iogr-1284	26	35	that	that	PRON
iogr-1284	26	36	grows	grow	VERB
iogr-1284	26	37	with	with	ADP
iogr-1284	26	38	continuous	continuous	ADJ
iogr-1284	26	39	steam	steam	NOUN
iogr-1284	26	40	injection	injection	NOUN
iogr-1284	26	41	while	while	SCONJ
iogr-1284	26	42	reducing	reduce	VERB
iogr-1284	26	43	formation	formation	NOUN
iogr-1284	26	44	fluid	fluid	ADJ
iogr-1284	26	45	viscosity	viscosity	NOUN
iogr-1284	26	46	and	and	CCONJ
iogr-1284	26	47	increasing	increase	VERB
iogr-1284	26	48	oil	oil	NOUN
iogr-1284	26	49	mobility	mobility	NOUN
iogr-1284	26	50	.	.	PUNCT
iogr-1284	27	1	figure	figure	VERB
iogr-1284	27	2	1	1	NUM
iogr-1284	27	3	—	—	PUNCT
iogr-1284	27	4	a	a	DET
iogr-1284	27	5	typical	typical	ADJ
iogr-1284	27	6	illustration	illustration	NOUN
iogr-1284	27	7	of	of	ADP
iogr-1284	27	8	a	a	DET
iogr-1284	27	9	steam	steam	NOUN
iogr-1284	27	10	flooding	flooding	NOUN
iogr-1284	27	11	process	process	NOUN
iogr-1284	27	12	(	(	PUNCT
iogr-1284	27	13	modified	modify	VERB
iogr-1284	27	14	frommokheimer	frommokheimer	PROPN
iogr-1284	27	15	et	et	PROPN
iogr-1284	27	16	al	al	PROPN
iogr-1284	27	17	.	.	PROPN
iogr-1284	27	18	2019	2019	NUM
iogr-1284	27	19	)	)	PUNCT
iogr-1284	27	20	.	.	PUNCT
iogr-1284	28	1	however	however	ADV
iogr-1284	28	2	,	,	PUNCT
iogr-1284	28	3	while	while	SCONJ
iogr-1284	28	4	eor	eor	PROPN
iogr-1284	28	5	methods	method	VERB
iogr-1284	28	6	especially	especially	ADV
iogr-1284	28	7	the	the	DET
iogr-1284	28	8	thermal	thermal	ADJ
iogr-1284	28	9	techniques	technique	NOUN
iogr-1284	28	10	have	have	AUX
iogr-1284	28	11	proven	prove	VERB
iogr-1284	28	12	to	to	PART
iogr-1284	28	13	be	be	AUX
iogr-1284	28	14	efficient	efficient	ADJ
iogr-1284	28	15	,	,	PUNCT
iogr-1284	28	16	initial	initial	ADJ
iogr-1284	28	17	assessment	assessment	NOUN
iogr-1284	28	18	of	of	ADP
iogr-1284	28	19	the	the	DET
iogr-1284	28	20	feasibility	feasibility	NOUN
iogr-1284	28	21	of	of	ADP
iogr-1284	28	22	the	the	DET
iogr-1284	28	23	chosen	choose	VERB
iogr-1284	28	24	technique	technique	NOUN
iogr-1284	28	25	must	must	AUX
iogr-1284	28	26	be	be	AUX
iogr-1284	28	27	ascertained	ascertain	VERB
iogr-1284	28	28	before	before	ADP
iogr-1284	28	29	field	field	NOUN
iogr-1284	28	30	scale	scale	NOUN
iogr-1284	28	31	application	application	NOUN
iogr-1284	28	32	(	(	PUNCT
iogr-1284	28	33	matthew	matthew	PROPN
iogr-1284	28	34	et	et	PROPN
iogr-1284	28	35	al	al	PROPN
iogr-1284	28	36	.	.	PROPN
iogr-1284	28	37	2023	2023	NUM
iogr-1284	28	38	)	)	PUNCT
iogr-1284	28	39	.	.	PUNCT
iogr-1284	29	1	the	the	DET
iogr-1284	29	2	feasibility	feasibility	NOUN
iogr-1284	29	3	study	study	NOUN
iogr-1284	29	4	must	must	AUX
iogr-1284	29	5	consider	consider	VERB
iogr-1284	29	6	the	the	DET
iogr-1284	29	7	risk	risk	NOUN
iogr-1284	29	8	,	,	PUNCT
iogr-1284	29	9	economic	economic	ADJ
iogr-1284	29	10	viability	viability	NOUN
iogr-1284	29	11	(	(	PUNCT
iogr-1284	29	12	realizable	realizable	ADJ
iogr-1284	29	13	oil	oil	NOUN
iogr-1284	29	14	volume	volume	NOUN
iogr-1284	29	15	by	by	ADP
iogr-1284	29	16	the	the	DET
iogr-1284	29	17	process	process	NOUN
iogr-1284	29	18	)	)	PUNCT
iogr-1284	29	19	and	and	CCONJ
iogr-1284	29	20	optimal	optimal	ADJ
iogr-1284	29	21	parameters	parameter	NOUN
iogr-1284	29	22	for	for	ADP
iogr-1284	29	23	optimal	optimal	ADJ
iogr-1284	29	24	production	production	NOUN
iogr-1284	29	25	from	from	ADP
iogr-1284	29	26	such	such	ADJ
iogr-1284	29	27	reservoirs	reservoir	NOUN
iogr-1284	29	28	.	.	PUNCT
iogr-1284	30	1	the	the	DET
iogr-1284	30	2	industry	industry	NOUN
iogr-1284	30	3	,	,	PUNCT
iogr-1284	30	4	on	on	ADP
iogr-1284	30	5	this	this	DET
iogr-1284	30	6	regard	regard	NOUN
iogr-1284	30	7	,	,	PUNCT
iogr-1284	30	8	has	have	AUX
iogr-1284	30	9	always	always	ADV
iogr-1284	30	10	relied	rely	VERB
iogr-1284	30	11	on	on	ADP
iogr-1284	30	12	building	building	NOUN
iogr-1284	30	13	and	and	CCONJ
iogr-1284	30	14	evaluating	evaluate	VERB
iogr-1284	30	15	reservoir	reservoir	PROPN
iogr-1284	30	16	numerical	numerical	PROPN
iogr-1284	30	17	simulation	simulation	PROPN
iogr-1284	30	18	model	model	PROPN
iogr-1284	30	19	to	to	PART
iogr-1284	30	20	carry	carry	VERB
iogr-1284	30	21	out	out	ADP
iogr-1284	30	22	these	these	DET
iogr-1284	30	23	studies	study	NOUN
iogr-1284	30	24	.	.	PUNCT
iogr-1284	31	1	however	however	ADV
iogr-1284	31	2	,	,	PUNCT
iogr-1284	31	3	the	the	DET
iogr-1284	31	4	complexity	complexity	NOUN
iogr-1284	31	5	of	of	ADP
iogr-1284	31	6	these	these	DET
iogr-1284	31	7	numerical	numerical	ADJ
iogr-1284	31	8	simulations	simulation	NOUN
iogr-1284	31	9	makes	make	VERB
iogr-1284	31	10	conducting	conduct	VERB
iogr-1284	31	11	a	a	DET
iogr-1284	31	12	full	full	ADJ
iogr-1284	31	13	experimental	experimental	ADJ
iogr-1284	31	14	run	run	NOUN
iogr-1284	31	15	timeconsuming	timeconsuming	ADJ
iogr-1284	31	16	.	.	PUNCT
iogr-1284	32	1	additionally	additionally	ADV
iogr-1284	32	2	,	,	PUNCT
iogr-1284	32	3	there	there	PRON
iogr-1284	32	4	are	be	VERB
iogr-1284	32	5	significant	significant	ADJ
iogr-1284	32	6	storage	storage	NOUN
iogr-1284	32	7	constraints	constraint	NOUN
iogr-1284	32	8	,	,	PUNCT
iogr-1284	32	9	and	and	CCONJ
iogr-1284	32	10	often	often	ADV
iogr-1284	32	11	,	,	PUNCT
iogr-1284	32	12	the	the	DET
iogr-1284	32	13	simulations	simulation	NOUN
iogr-1284	32	14	lack	lack	VERB
iogr-1284	32	15	the	the	DET
iogr-1284	32	16	flexibility	flexibility	NOUN
iogr-1284	32	17	needed	need	VERB
iogr-1284	32	18	to	to	PART
iogr-1284	32	19	perform	perform	VERB
iogr-1284	32	20	sensitivity	sensitivity	NOUN
iogr-1284	32	21	studies	study	NOUN
iogr-1284	32	22	.	.	PUNCT
iogr-1284	33	1	these	these	DET
iogr-1284	33	2	studies	study	NOUN
iogr-1284	33	3	are	be	AUX
iogr-1284	33	4	essential	essential	ADJ
iogr-1284	33	5	for	for	ADP
iogr-1284	33	6	assessing	assess	VERB
iogr-1284	33	7	the	the	DET
iogr-1284	33	8	impact	impact	NOUN
iogr-1284	33	9	of	of	ADP
iogr-1284	33	10	one	one	NUM
iogr-1284	33	11	parameter	parameter	NOUN
iogr-1284	33	12	on	on	ADP
iogr-1284	33	13	another	another	PRON
iogr-1284	33	14	and	and	CCONJ
iogr-1284	33	15	identifying	identify	VERB
iogr-1284	33	16	optimal	optimal	ADJ
iogr-1284	33	17	parameters	parameter	NOUN
iogr-1284	33	18	for	for	ADP
iogr-1284	33	19	achieving	achieve	VERB
iogr-1284	33	20	optimal	optimal	ADJ
iogr-1284	33	21	production	production	NOUN
iogr-1284	33	22	(	(	PUNCT
iogr-1284	33	23	ma	ma	PROPN
iogr-1284	33	24	and	and	CCONJ
iogr-1284	33	25	leung	leung	PROPN
iogr-1284	33	26	2020	2020	NUM
iogr-1284	33	27	;	;	PUNCT
iogr-1284	33	28	yu	yu	PROPN
iogr-1284	33	29	et	et	PROPN
iogr-1284	33	30	al	al	PROPN
iogr-1284	33	31	.	.	PROPN
iogr-1284	33	32	2021	2021	NUM
iogr-1284	33	33	)	)	PUNCT
iogr-1284	33	34	.	.	PUNCT
iogr-1284	34	1	to	to	PART
iogr-1284	34	2	mitigate	mitigate	VERB
iogr-1284	34	3	these	these	DET
iogr-1284	34	4	gaps	gap	NOUN
iogr-1284	34	5	,	,	PUNCT
iogr-1284	34	6	an	an	DET
iogr-1284	34	7	innovative	innovative	ADJ
iogr-1284	34	8	approach	approach	NOUN
iogr-1284	34	9	,	,	PUNCT
iogr-1284	34	10	known	know	VERB
iogr-1284	34	11	as	as	ADP
iogr-1284	34	12	proxy	proxy	NOUN
iogr-1284	34	13	models	model	NOUN
iogr-1284	34	14	have	have	AUX
iogr-1284	34	15	proven	prove	VERB
iogr-1284	34	16	to	to	PART
iogr-1284	34	17	be	be	AUX
iogr-1284	34	18	successful	successful	ADJ
iogr-1284	34	19	and	and	CCONJ
iogr-1284	34	20	have	have	AUX
iogr-1284	34	21	been	be	AUX
iogr-1284	34	22	utilized	utilize	VERB
iogr-1284	34	23	in	in	ADP
iogr-1284	34	24	providing	provide	VERB
iogr-1284	34	25	excellent	excellent	ADJ
iogr-1284	34	26	solutions	solution	NOUN
iogr-1284	34	27	.	.	PUNCT
iogr-1284	35	1	the	the	DET
iogr-1284	35	2	proxy	proxy	NOUN
iogr-1284	35	3	model	model	NOUN
iogr-1284	35	4	,	,	PUNCT
iogr-1284	35	5	also	also	ADV
iogr-1284	35	6	known	know	VERB
iogr-1284	35	7	as	as	ADP
iogr-1284	35	8	the	the	DET
iogr-1284	35	9	surrogate	surrogate	ADJ
iogr-1284	35	10	model	model	NOUN
iogr-1284	35	11	,	,	PUNCT
iogr-1284	35	12	is	be	AUX
iogr-1284	35	13	simply	simply	ADV
iogr-1284	35	14	a	a	DET
iogr-1284	35	15	representation	representation	NOUN
iogr-1284	35	16	of	of	ADP
iogr-1284	35	17	a	a	DET
iogr-1284	35	18	complex	complex	ADJ
iogr-1284	35	19	numerical	numerical	ADJ
iogr-1284	35	20	simulation	simulation	NOUN
iogr-1284	35	21	that	that	PRON
iogr-1284	35	22	is	be	AUX
iogr-1284	35	23	useful	useful	ADJ
iogr-1284	35	24	in	in	ADP
iogr-1284	35	25	higher	high	ADJ
iogr-1284	35	26	levels	level	NOUN
iogr-1284	35	27	of	of	ADP
iogr-1284	35	28	reservoir	reservoir	NOUN
iogr-1284	35	29	study	study	NOUN
iogr-1284	35	30	such	such	ADJ
iogr-1284	35	31	as	as	ADP
iogr-1284	35	32	uncertainty	uncertainty	NOUN
iogr-1284	35	33	analysis	analysis	NOUN
iogr-1284	35	34	,	,	PUNCT
iogr-1284	35	35	risk	risk	NOUN
iogr-1284	35	36	analysis	analysis	NOUN
iogr-1284	35	37	,	,	PUNCT
iogr-1284	35	38	and	and	CCONJ
iogr-1284	35	39	production	production	NOUN
iogr-1284	35	40	optimization	optimization	NOUN
iogr-1284	35	41	(	(	PUNCT
iogr-1284	35	42	bahrami	bahrami	NOUN
iogr-1284	35	43	et	et	PROPN
iogr-1284	35	44	al	al	PROPN
iogr-1284	35	45	.	.	PROPN
iogr-1284	35	46	2022	2022	NUM
iogr-1284	35	47	;	;	PUNCT
iogr-1284	35	48	silva	silva	PROPN
iogr-1284	35	49	et	et	PROPN
iogr-1284	35	50	al	al	PROPN
iogr-1284	35	51	.	.	PROPN
iogr-1284	35	52	2020	2020	NUM
iogr-1284	35	53	)	)	PUNCT
iogr-1284	35	54	.	.	PUNCT
iogr-1284	36	1	this	this	DET
iogr-1284	36	2	approach	approach	NOUN
iogr-1284	36	3	has	have	AUX
iogr-1284	36	4	since	since	ADV
iogr-1284	36	5	been	be	AUX
iogr-1284	36	6	applied	apply	VERB
iogr-1284	36	7	in	in	ADP
iogr-1284	36	8	various	various	ADJ
iogr-1284	36	9	areas	area	NOUN
iogr-1284	36	10	with	with	ADP
iogr-1284	36	11	significant	significant	ADJ
iogr-1284	36	12	results	result	NOUN
iogr-1284	36	13	.	.	PUNCT
iogr-1284	37	1	aboaba	aboaba	NOUN
iogr-1284	37	2	et	et	PROPN
iogr-1284	37	3	al	al	PROPN
iogr-1284	37	4	.	.	PROPN
iogr-1284	37	5	(	(	PUNCT
iogr-1284	37	6	2020	2020	NUM
iogr-1284	37	7	)	)	PUNCT
iogr-1284	37	8	implemented	implement	VERB
iogr-1284	37	9	smart	smart	ADJ
iogr-1284	37	10	proxy	proxy	NOUN
iogr-1284	37	11	models	model	NOUN
iogr-1284	37	12	in	in	ADP
iogr-1284	37	13	in	in	ADP
iogr-1284	37	14	computational	computational	ADJ
iogr-1284	37	15	fluid	fluid	ADJ
iogr-1284	37	16	dynamics	dynamic	NOUN
iogr-1284	37	17	(	(	PUNCT
iogr-1284	37	18	cfd	cfd	NOUN
iogr-1284	37	19	)	)	PUNCT
iogr-1284	37	20	simulation	simulation	NOUN
iogr-1284	37	21	and	and	CCONJ
iogr-1284	37	22	thereby	thereby	ADV
iogr-1284	37	23	reduced	reduce	VERB
iogr-1284	37	24	the	the	DET
iogr-1284	37	25	computational	computational	ADJ
iogr-1284	37	26	cost	cost	NOUN
iogr-1284	37	27	that	that	PRON
iogr-1284	37	28	would	would	AUX
iogr-1284	37	29	have	have	AUX
iogr-1284	37	30	been	be	AUX
iogr-1284	37	31	associated	associate	VERB
iogr-1284	37	32	with	with	ADP
iogr-1284	37	33	the	the	DET
iogr-1284	37	34	cfd	cfd	NOUN
iogr-1284	37	35	simulations	simulation	NOUN
iogr-1284	37	36	.	.	PUNCT
iogr-1284	38	1	similarly	similarly	ADV
iogr-1284	38	2	,	,	PUNCT
iogr-1284	38	3	by	by	ADP
iogr-1284	38	4	leveraging	leverage	VERB
iogr-1284	38	5	an	an	DET
iogr-1284	38	6	optimized	optimize	VERB
iogr-1284	38	7	least	least	ADJ
iogr-1284	38	8	-	-	PUNCT
iogr-1284	38	9	squares	square	NOUN
iogr-1284	38	10	support	support	NOUN
iogr-1284	38	11	vector	vector	NOUN
iogr-1284	38	12	machine	machine	NOUN
iogr-1284	38	13	(	(	PUNCT
iogr-1284	38	14	lssvm	lssvm	PROPN
iogr-1284	38	15	)	)	PUNCT
iogr-1284	38	16	as	as	ADP
iogr-1284	38	17	an	an	DET
iogr-1284	38	18	adaptive	adaptive	ADJ
iogr-1284	38	19	proxy	proxy	NOUN
iogr-1284	38	20	model	model	NOUN
iogr-1284	38	21	,	,	PUNCT
iogr-1284	38	22	qiao	qiao	PROPN
iogr-1284	38	23	et	et	PROPN
iogr-1284	38	24	al	al	PROPN
iogr-1284	38	25	.	.	PROPN
iogr-1284	39	1	(	(	PUNCT
iogr-1284	39	2	2022	2022	NUM
iogr-1284	39	3	)	)	PUNCT
iogr-1284	39	4	were	be	AUX
iogr-1284	39	5	able	able	ADJ
iogr-1284	39	6	to	to	PART
iogr-1284	39	7	handle	handle	VERB
iogr-1284	39	8	efficiently	efficiently	ADV
iogr-1284	39	9	production	production	NOUN
iogr-1284	39	10	optimization	optimization	NOUN
iogr-1284	39	11	problems	problem	NOUN
iogr-1284	39	12	.	.	PUNCT
iogr-1284	40	1	while	while	SCONJ
iogr-1284	40	2	surrogate	surrogate	ADJ
iogr-1284	40	3	models	model	NOUN
iogr-1284	40	4	have	have	AUX
iogr-1284	40	5	been	be	AUX
iogr-1284	40	6	applied	apply	VERB
iogr-1284	40	7	in	in	ADP
iogr-1284	40	8	these	these	DET
iogr-1284	40	9	aforementioned	aforementioned	ADJ
iogr-1284	40	10	areas	area	NOUN
iogr-1284	40	11	,	,	PUNCT
iogr-1284	40	12	yu	yu	PROPN
iogr-1284	40	13	et	et	PROPN
iogr-1284	40	14	al	al	PROPN
iogr-1284	40	15	.	.	PROPN
iogr-1284	41	1	(	(	PUNCT
iogr-1284	41	2	2021	2021	NUM
iogr-1284	41	3	)	)	PUNCT
iogr-1284	41	4	leveraged	leverage	VERB
iogr-1284	41	5	artificial	artificial	ADJ
iogr-1284	41	6	neural	neural	ADJ
iogr-1284	41	7	networks	network	NOUN
iogr-1284	41	8	as	as	ADP
iogr-1284	41	9	a	a	DET
iogr-1284	41	10	suitable	suitable	ADJ
iogr-1284	41	11	data	data	NOUN
iogr-1284	41	12	-	-	PUNCT
iogr-1284	41	13	driven	drive	VERB
iogr-1284	41	14	proxy	proxy	NOUN
iogr-1284	41	15	model	model	NOUN
iogr-1284	41	16	for	for	ADP
iogr-1284	41	17	forecasting	forecast	VERB
iogr-1284	41	18	the	the	DET
iogr-1284	41	19	cumulative	cumulative	ADJ
iogr-1284	41	20	oil	oil	NOUN
iogr-1284	41	21	production	production	NOUN
iogr-1284	41	22	during	during	ADP
iogr-1284	41	23	a	a	DET
iogr-1284	41	24	steam	steam	NOUN
iogr-1284	41	25	-	-	PUNCT
iogr-1284	41	26	assisted	assist	VERB
iogr-1284	41	27	gravity	gravity	NOUN
iogr-1284	41	28	drainage	drainage	NOUN
iogr-1284	41	29	process	process	NOUN
iogr-1284	41	30	.	.	PUNCT
iogr-1284	42	1	while	while	SCONJ
iogr-1284	42	2	,	,	PUNCT
iogr-1284	42	3	matthew	matthew	PROPN
iogr-1284	42	4	et	et	PROPN
iogr-1284	42	5	al	al	PROPN
iogr-1284	42	6	.	.	PROPN
iogr-1284	42	7	(	(	PUNCT
iogr-1284	42	8	2023	2023	NUM
iogr-1284	42	9	)	)	PUNCT
iogr-1284	42	10	combined	combine	VERB
iogr-1284	42	11	proxy	proxy	NOUN
iogr-1284	42	12	models	model	NOUN
iogr-1284	42	13	and	and	CCONJ
iogr-1284	42	14	nsga	nsga	NOUN
iogr-1284	42	15	-	-	PUNCT
iogr-1284	42	16	ii	ii	PROPN
iogr-1284	42	17	(	(	PUNCT
iogr-1284	42	18	non	non	ADJ
iogr-1284	42	19	-	-	ADJ
iogr-1284	42	20	dominated	dominated	ADJ
iogr-1284	42	21	sorting	sort	VERB
iogr-1284	42	22	genetic	genetic	ADJ
iogr-1284	42	23	algorithm	algorithm	NOUN
iogr-1284	42	24	ii	ii	PROPN
iogr-1284	42	25	)	)	PUNCT
iogr-1284	42	26	to	to	PART
iogr-1284	42	27	improved	improve	VERB
iogr-1284	42	28	oil	oil	NOUN
iogr-1284	42	29	and	and	CCONJ
iogr-1284	42	30	gas	gas	NOUN
iogr-1284	42	31	recovery	recovery	NOUN
iogr-1284	42	32	3	3	NUM
iogr-1284	42	33	determine	determine	VERB
iogr-1284	42	34	the	the	DET
iogr-1284	42	35	optimal	optimal	ADJ
iogr-1284	42	36	values	value	NOUN
iogr-1284	42	37	for	for	ADP
iogr-1284	42	38	water	water	NOUN
iogr-1284	42	39	injection	injection	NOUN
iogr-1284	42	40	rates	rate	NOUN
iogr-1284	42	41	and	and	CCONJ
iogr-1284	42	42	half	half	ADJ
iogr-1284	42	43	-	-	PUNCT
iogr-1284	42	44	cycle	cycle	NOUN
iogr-1284	42	45	lengths	length	NOUN
iogr-1284	42	46	to	to	PART
iogr-1284	42	47	maximize	maximize	VERB
iogr-1284	42	48	the	the	DET
iogr-1284	42	49	oil	oil	NOUN
iogr-1284	42	50	recovery	recovery	NOUN
iogr-1284	42	51	and	and	CCONJ
iogr-1284	42	52	co2	co2	NOUN
iogr-1284	42	53	stored	store	VERB
iogr-1284	42	54	in	in	ADP
iogr-1284	42	55	the	the	DET
iogr-1284	42	56	reservoir	reservoir	NOUN
iogr-1284	42	57	.	.	PUNCT
iogr-1284	43	1	these	these	DET
iogr-1284	43	2	various	various	ADJ
iogr-1284	43	3	applications	application	NOUN
iogr-1284	43	4	of	of	ADP
iogr-1284	43	5	proxy	proxy	NOUN
iogr-1284	43	6	models	model	NOUN
iogr-1284	43	7	therefore	therefore	ADV
iogr-1284	43	8	make	make	VERB
iogr-1284	43	9	the	the	DET
iogr-1284	43	10	use	use	NOUN
iogr-1284	43	11	of	of	ADP
iogr-1284	43	12	proxy	proxy	ADJ
iogr-1284	43	13	models	model	NOUN
iogr-1284	43	14	suitable	suitable	ADJ
iogr-1284	43	15	for	for	ADP
iogr-1284	43	16	application	application	NOUN
iogr-1284	43	17	for	for	ADP
iogr-1284	43	18	problems	problem	NOUN
iogr-1284	43	19	having	have	VERB
iogr-1284	43	20	similar	similar	ADJ
iogr-1284	43	21	challenging	challenging	ADJ
iogr-1284	43	22	constraints	constraint	NOUN
iogr-1284	43	23	.	.	PUNCT
iogr-1284	44	1	hence	hence	ADV
iogr-1284	44	2	in	in	ADP
iogr-1284	44	3	this	this	DET
iogr-1284	44	4	study	study	NOUN
iogr-1284	44	5	,	,	PUNCT
iogr-1284	44	6	a	a	DET
iogr-1284	44	7	quadratic	quadratic	ADJ
iogr-1284	44	8	response	response	NOUN
iogr-1284	44	9	surface	surface	NOUN
iogr-1284	44	10	proxy	proxy	NOUN
iogr-1284	44	11	model	model	NOUN
iogr-1284	44	12	was	be	AUX
iogr-1284	44	13	developed	develop	VERB
iogr-1284	44	14	to	to	PART
iogr-1284	44	15	estimate	estimate	VERB
iogr-1284	44	16	the	the	DET
iogr-1284	44	17	cumulative	cumulative	ADJ
iogr-1284	44	18	recovery	recovery	NOUN
iogr-1284	44	19	volume	volume	NOUN
iogr-1284	44	20	from	from	ADP
iogr-1284	44	21	a	a	DET
iogr-1284	44	22	heterogeneous	heterogeneous	ADJ
iogr-1284	44	23	heavy	heavy	ADJ
iogr-1284	44	24	oil	oil	NOUN
iogr-1284	44	25	reservoir	reservoir	NOUN
iogr-1284	44	26	undergoing	undergo	VERB
iogr-1284	44	27	a	a	DET
iogr-1284	44	28	steam	steam	NOUN
iogr-1284	44	29	flooding	flooding	NOUN
iogr-1284	44	30	process	process	NOUN
iogr-1284	44	31	.	.	PUNCT
iogr-1284	45	1	with	with	ADP
iogr-1284	45	2	the	the	DET
iogr-1284	45	3	developed	develop	VERB
iogr-1284	45	4	model	model	NOUN
iogr-1284	45	5	,	,	PUNCT
iogr-1284	45	6	further	further	ADJ
iogr-1284	45	7	investigative	investigative	ADJ
iogr-1284	45	8	studies	study	NOUN
iogr-1284	45	9	provided	provide	VERB
iogr-1284	45	10	optimal	optimal	ADJ
iogr-1284	45	11	values	value	NOUN
iogr-1284	45	12	for	for	ADP
iogr-1284	45	13	the	the	DET
iogr-1284	45	14	selected	select	VERB
iogr-1284	45	15	parameters	parameter	NOUN
iogr-1284	45	16	,	,	PUNCT
iogr-1284	45	17	including	include	VERB
iogr-1284	45	18	steam	steam	NOUN
iogr-1284	45	19	injection	injection	NOUN
iogr-1284	45	20	rates	rate	NOUN
iogr-1284	45	21	,	,	PUNCT
iogr-1284	45	22	steam	steam	NOUN
iogr-1284	45	23	temperature	temperature	NOUN
iogr-1284	45	24	,	,	PUNCT
iogr-1284	45	25	steam	steam	NOUN
iogr-1284	45	26	quality	quality	NOUN
iogr-1284	45	27	,	,	PUNCT
iogr-1284	45	28	bottom	bottom	ADJ
iogr-1284	45	29	-	-	PUNCT
iogr-1284	45	30	hole	hole	NOUN
iogr-1284	45	31	flowing	flow	VERB
iogr-1284	45	32	pressure	pressure	NOUN
iogr-1284	45	33	to	to	PART
iogr-1284	45	34	maximize	maximize	VERB
iogr-1284	45	35	production	production	NOUN
iogr-1284	45	36	from	from	ADP
iogr-1284	45	37	this	this	DET
iogr-1284	45	38	process	process	NOUN
iogr-1284	45	39	.	.	PUNCT
iogr-1284	46	1	several	several	ADJ
iogr-1284	46	2	areas	area	NOUN
iogr-1284	46	3	covered	cover	VERB
iogr-1284	46	4	in	in	ADP
iogr-1284	46	5	this	this	DET
iogr-1284	46	6	study	study	NOUN
iogr-1284	46	7	can	can	AUX
iogr-1284	46	8	be	be	AUX
iogr-1284	46	9	summarized	summarize	VERB
iogr-1284	46	10	as	as	SCONJ
iogr-1284	46	11	follows	follow	VERB
iogr-1284	46	12	.	.	PUNCT
iogr-1284	47	1	1	1	X
iogr-1284	47	2	.	.	X
iogr-1284	47	3	the	the	DET
iogr-1284	47	4	complex	complex	ADJ
iogr-1284	47	5	numerical	numerical	ADJ
iogr-1284	47	6	simulation	simulation	NOUN
iogr-1284	47	7	to	to	PART
iogr-1284	47	8	model	model	VERB
iogr-1284	47	9	a	a	DET
iogr-1284	47	10	steam	steam	NOUN
iogr-1284	47	11	flooding	flooding	NOUN
iogr-1284	47	12	pattern	pattern	NOUN
iogr-1284	47	13	with	with	ADP
iogr-1284	47	14	five	five	NUM
iogr-1284	47	15	inverted	inverted	ADJ
iogr-1284	47	16	spots	spot	NOUN
iogr-1284	47	17	for	for	ADP
iogr-1284	47	18	a	a	DET
iogr-1284	47	19	heavy	heavy	ADJ
iogr-1284	47	20	oil	oil	NOUN
iogr-1284	47	21	reservoir	reservoir	NOUN
iogr-1284	47	22	was	be	AUX
iogr-1284	47	23	first	first	ADV
iogr-1284	47	24	developed	develop	VERB
iogr-1284	47	25	.	.	PUNCT
iogr-1284	48	1	2	2	X
iogr-1284	48	2	.	.	X
iogr-1284	48	3	the	the	DET
iogr-1284	48	4	study	study	NOUN
iogr-1284	48	5	utilized	utilize	VERB
iogr-1284	48	6	a	a	DET
iogr-1284	48	7	box	box	NOUN
iogr-1284	48	8	-	-	PUNCT
iogr-1284	48	9	behnken	behnken	VERB
iogr-1284	48	10	experimental	experimental	ADJ
iogr-1284	48	11	design	design	NOUN
iogr-1284	48	12	,	,	PUNCT
iogr-1284	48	13	considering	consider	VERB
iogr-1284	48	14	steam	steam	NOUN
iogr-1284	48	15	injection	injection	NOUN
iogr-1284	48	16	rates	rate	NOUN
iogr-1284	48	17	,	,	PUNCT
iogr-1284	48	18	steam	steam	NOUN
iogr-1284	48	19	temperature	temperature	NOUN
iogr-1284	48	20	,	,	PUNCT
iogr-1284	48	21	steam	steam	NOUN
iogr-1284	48	22	quality	quality	NOUN
iogr-1284	48	23	,	,	PUNCT
iogr-1284	48	24	and	and	CCONJ
iogr-1284	48	25	bottom	bottom	ADJ
iogr-1284	48	26	-	-	PUNCT
iogr-1284	48	27	hole	hole	NOUN
iogr-1284	48	28	flowing	flow	VERB
iogr-1284	48	29	pressure	pressure	NOUN
iogr-1284	48	30	of	of	ADP
iogr-1284	48	31	the	the	DET
iogr-1284	48	32	producing	produce	VERB
iogr-1284	48	33	wells	well	NOUN
iogr-1284	48	34	.	.	PUNCT
iogr-1284	49	1	3	3	X
iogr-1284	49	2	.	.	X
iogr-1284	49	3	after	after	ADP
iogr-1284	49	4	creating	create	VERB
iogr-1284	49	5	and	and	CCONJ
iogr-1284	49	6	validating	validate	VERB
iogr-1284	49	7	the	the	DET
iogr-1284	49	8	proxy	proxy	ADJ
iogr-1284	49	9	model	model	NOUN
iogr-1284	49	10	,	,	PUNCT
iogr-1284	49	11	further	further	ADJ
iogr-1284	49	12	uncertainty	uncertainty	NOUN
iogr-1284	49	13	studies	study	NOUN
iogr-1284	49	14	were	be	AUX
iogr-1284	49	15	conducted	conduct	VERB
iogr-1284	49	16	to	to	PART
iogr-1284	49	17	evaluate	evaluate	VERB
iogr-1284	49	18	the	the	DET
iogr-1284	49	19	behaviour	behaviour	NOUN
iogr-1284	49	20	of	of	ADP
iogr-1284	49	21	input	input	NOUN
iogr-1284	49	22	parameters	parameter	NOUN
iogr-1284	49	23	and	and	CCONJ
iogr-1284	49	24	optimize	optimize	VERB
iogr-1284	49	25	the	the	DET
iogr-1284	49	26	objective	objective	ADJ
iogr-1284	49	27	function	function	NOUN
iogr-1284	49	28	.	.	PUNCT
iogr-1284	50	1	the	the	DET
iogr-1284	50	2	paper	paper	NOUN
iogr-1284	50	3	comprises	comprise	VERB
iogr-1284	50	4	multiple	multiple	ADJ
iogr-1284	50	5	sections	section	NOUN
iogr-1284	50	6	.	.	PUNCT
iogr-1284	51	1	section	section	NOUN
iogr-1284	51	2	1	1	NUM
iogr-1284	51	3	provides	provide	VERB
iogr-1284	51	4	an	an	DET
iogr-1284	51	5	overview	overview	NOUN
iogr-1284	51	6	of	of	ADP
iogr-1284	51	7	the	the	DET
iogr-1284	51	8	background	background	NOUN
iogr-1284	51	9	and	and	CCONJ
iogr-1284	51	10	research	research	NOUN
iogr-1284	51	11	objectives	objective	NOUN
iogr-1284	51	12	.	.	PUNCT
iogr-1284	52	1	section	section	NOUN
iogr-1284	52	2	2	2	NUM
iogr-1284	52	3	outlines	outline	VERB
iogr-1284	52	4	the	the	DET
iogr-1284	52	5	materials	material	NOUN
iogr-1284	52	6	and	and	CCONJ
iogr-1284	52	7	methods	method	NOUN
iogr-1284	52	8	employed	employ	VERB
iogr-1284	52	9	to	to	PART
iogr-1284	52	10	attain	attain	VERB
iogr-1284	52	11	these	these	DET
iogr-1284	52	12	objectives	objective	NOUN
iogr-1284	52	13	.	.	PUNCT
iogr-1284	53	1	section	section	NOUN
iogr-1284	53	2	3	3	NUM
iogr-1284	53	3	is	be	AUX
iogr-1284	53	4	dedicated	dedicate	VERB
iogr-1284	53	5	to	to	ADP
iogr-1284	53	6	presenting	present	VERB
iogr-1284	53	7	the	the	DET
iogr-1284	53	8	results	result	NOUN
iogr-1284	53	9	and	and	CCONJ
iogr-1284	53	10	discussing	discuss	VERB
iogr-1284	53	11	the	the	DET
iogr-1284	53	12	comprehensive	comprehensive	ADJ
iogr-1284	53	13	findings	finding	NOUN
iogr-1284	53	14	of	of	ADP
iogr-1284	53	15	the	the	DET
iogr-1284	53	16	study	study	NOUN
iogr-1284	53	17	.	.	PUNCT
iogr-1284	54	1	the	the	DET
iogr-1284	54	2	final	final	ADJ
iogr-1284	54	3	section	section	NOUN
iogr-1284	54	4	encompasses	encompass	VERB
iogr-1284	54	5	the	the	DET
iogr-1284	54	6	conclusions	conclusion	NOUN
iogr-1284	54	7	and	and	CCONJ
iogr-1284	54	8	recommendations	recommendation	NOUN
iogr-1284	54	9	derived	derive	VERB
iogr-1284	54	10	from	from	ADP
iogr-1284	54	11	our	our	PRON
iogr-1284	54	12	research	research	NOUN
iogr-1284	54	13	.	.	PUNCT
iogr-1284	55	1	materials	material	NOUN
iogr-1284	55	2	and	and	CCONJ
iogr-1284	55	3	methods	method	NOUN
iogr-1284	55	4	steam	steam	NOUN
iogr-1284	55	5	flooding	flooding	NOUN
iogr-1284	55	6	reservoir	reservoir	PROPN
iogr-1284	55	7	simulation	simulation	PROPN
iogr-1284	55	8	model	model	PROPN
iogr-1284	55	9	.	.	PUNCT
iogr-1284	56	1	in	in	ADP
iogr-1284	56	2	proxy	proxy	ADJ
iogr-1284	56	3	model	model	NOUN
iogr-1284	56	4	design	design	NOUN
iogr-1284	56	5	,	,	PUNCT
iogr-1284	56	6	defining	define	VERB
iogr-1284	56	7	the	the	DET
iogr-1284	56	8	actual	actual	ADJ
iogr-1284	56	9	complex	complex	ADJ
iogr-1284	56	10	system	system	NOUN
iogr-1284	56	11	of	of	ADP
iogr-1284	56	12	interest	interest	NOUN
iogr-1284	56	13	must	must	AUX
iogr-1284	56	14	first	first	ADV
iogr-1284	56	15	be	be	AUX
iogr-1284	56	16	accomplished	accomplish	VERB
iogr-1284	56	17	.	.	PUNCT
iogr-1284	57	1	this	this	DET
iogr-1284	57	2	system	system	NOUN
iogr-1284	57	3	otherwise	otherwise	ADV
iogr-1284	57	4	referred	refer	VERB
iogr-1284	57	5	(	(	PUNCT
iogr-1284	57	6	aboaba	aboaba	NOUN
iogr-1284	57	7	et	et	PROPN
iogr-1284	57	8	al	al	PROPN
iogr-1284	57	9	.	.	PROPN
iogr-1284	57	10	2020	2020	NUM
iogr-1284	57	11	)	)	PUNCT
iogr-1284	57	12	,	,	PUNCT
iogr-1284	57	13	involves	involve	VERB
iogr-1284	57	14	a	a	DET
iogr-1284	57	15	space	space	NOUN
iogr-1284	57	16	and	and	CCONJ
iogr-1284	57	17	time	time	NOUN
iogr-1284	57	18	simulation	simulation	NOUN
iogr-1284	57	19	usually	usually	ADV
iogr-1284	57	20	generated	generate	VERB
iogr-1284	57	21	with	with	ADP
iogr-1284	57	22	a	a	DET
iogr-1284	57	23	simulator	simulator	NOUN
iogr-1284	57	24	with	with	ADP
iogr-1284	57	25	defined	define	VERB
iogr-1284	57	26	input	input	NOUN
iogr-1284	57	27	and	and	CCONJ
iogr-1284	57	28	output	output	NOUN
iogr-1284	57	29	sections	section	NOUN
iogr-1284	57	30	.	.	PUNCT
iogr-1284	58	1	hence	hence	ADV
iogr-1284	58	2	,	,	PUNCT
iogr-1284	58	3	in	in	ADP
iogr-1284	58	4	this	this	DET
iogr-1284	58	5	study	study	NOUN
iogr-1284	58	6	a	a	DET
iogr-1284	58	7	reservoir	reservoir	NOUN
iogr-1284	58	8	simulation	simulation	NOUN
iogr-1284	58	9	was	be	AUX
iogr-1284	58	10	developed	develop	VERB
iogr-1284	58	11	for	for	ADP
iogr-1284	58	12	a	a	DET
iogr-1284	58	13	five	five	NUM
iogr-1284	58	14	inverted	inverted	ADJ
iogr-1284	58	15	spot	spot	NOUN
iogr-1284	58	16	steam	steam	NOUN
iogr-1284	58	17	flooding	flooding	NOUN
iogr-1284	58	18	pattern	pattern	NOUN
iogr-1284	58	19	for	for	ADP
iogr-1284	58	20	10	10	NUM
iogr-1284	58	21	years	year	NOUN
iogr-1284	58	22	time	time	NOUN
iogr-1284	58	23	step	step	NOUN
iogr-1284	58	24	,	,	PUNCT
iogr-1284	58	25	using	use	VERB
iogr-1284	58	26	eclipse	eclipse	NOUN
iogr-1284	58	27	2019	2019	NUM
iogr-1284	58	28	edition	edition	NOUN
iogr-1284	58	29	.	.	PUNCT
iogr-1284	59	1	the	the	DET
iogr-1284	59	2	developed	develop	VERB
iogr-1284	59	3	heterogeneous	heterogeneous	ADJ
iogr-1284	59	4	mode	mode	NOUN
iogr-1284	59	5	with	with	ADP
iogr-1284	59	6	dimensions	dimension	NOUN
iogr-1284	59	7	of	of	ADP
iogr-1284	59	8	2500×2000×	2500×2000×	NOUN
iogr-1284	59	9	2500	2500	NUM
iogr-1284	59	10	(	(	PUNCT
iogr-1284	59	11	ft	ft	NOUN
iogr-1284	59	12	)	)	PUNCT
iogr-1284	59	13	,	,	PUNCT
iogr-1284	59	14	has	have	VERB
iogr-1284	59	15	a	a	DET
iogr-1284	59	16	porosity	porosity	NOUN
iogr-1284	59	17	of	of	ADP
iogr-1284	59	18	30	30	NUM
iogr-1284	59	19	%	%	NOUN
iogr-1284	59	20	,	,	PUNCT
iogr-1284	59	21	with	with	ADP
iogr-1284	59	22	varying	vary	VERB
iogr-1284	59	23	permeabilities	permeability	NOUN
iogr-1284	59	24	ranging	range	VERB
iogr-1284	59	25	from	from	ADP
iogr-1284	59	26	500,000	500,000	NUM
iogr-1284	59	27	to	to	PART
iogr-1284	59	28	1000,000	1000,000	NUM
iogr-1284	59	29	md	md	NOUN
iogr-1284	59	30	across	across	ADP
iogr-1284	59	31	the	the	DET
iogr-1284	59	32	formations	formation	NOUN
iogr-1284	59	33	.	.	PUNCT
iogr-1284	60	1	the	the	DET
iogr-1284	60	2	model	model	NOUN
iogr-1284	60	3	is	be	AUX
iogr-1284	60	4	made	make	VERB
iogr-1284	60	5	up	up	ADP
iogr-1284	60	6	of	of	ADP
iogr-1284	60	7	a	a	DET
iogr-1284	60	8	single	single	ADJ
iogr-1284	60	9	injector	injector	NOUN
iogr-1284	60	10	well	well	ADV
iogr-1284	60	11	located	locate	VERB
iogr-1284	60	12	at	at	ADP
iogr-1284	60	13	the	the	DET
iogr-1284	60	14	center	center	NOUN
iogr-1284	60	15	,	,	PUNCT
iogr-1284	60	16	from	from	ADP
iogr-1284	60	17	which	which	PRON
iogr-1284	60	18	steam	steam	NOUN
iogr-1284	60	19	is	be	AUX
iogr-1284	60	20	pumped	pump	VERB
iogr-1284	60	21	in	in	ADP
iogr-1284	60	22	and	and	CCONJ
iogr-1284	60	23	four	four	NUM
iogr-1284	60	24	producer	producer	NOUN
iogr-1284	60	25	wells	well	NOUN
iogr-1284	60	26	as	as	SCONJ
iogr-1284	60	27	can	can	AUX
iogr-1284	60	28	be	be	AUX
iogr-1284	60	29	depicted	depict	VERB
iogr-1284	60	30	in	in	ADP
iogr-1284	60	31	figure	figure	NOUN
iogr-1284	60	32	2	2	NUM
iogr-1284	60	33	.	.	PUNCT
iogr-1284	61	1	however	however	ADV
iogr-1284	61	2	,	,	PUNCT
iogr-1284	61	3	it	it	PRON
iogr-1284	61	4	is	be	AUX
iogr-1284	61	5	worthy	worthy	ADJ
iogr-1284	61	6	to	to	PART
iogr-1284	61	7	note	note	VERB
iogr-1284	61	8	that	that	SCONJ
iogr-1284	61	9	all	all	DET
iogr-1284	61	10	the	the	DET
iogr-1284	61	11	reservoir	reservoir	NOUN
iogr-1284	61	12	,	,	PUNCT
iogr-1284	61	13	well	well	INTJ
iogr-1284	61	14	configuration	configuration	NOUN
iogr-1284	61	15	and	and	CCONJ
iogr-1284	61	16	pvt	pvt	PROPN
iogr-1284	61	17	data	datum	NOUN
iogr-1284	61	18	were	be	AUX
iogr-1284	61	19	obtained	obtain	VERB
iogr-1284	61	20	from	from	ADP
iogr-1284	61	21	spe	spe	PROPN
iogr-1284	61	22	2	2	NUM
iogr-1284	61	23	model	model	NOUN
iogr-1284	61	24	(	(	PUNCT
iogr-1284	61	25	spe	spe	PROPN
iogr-1284	61	26	2010	2010	NUM
iogr-1284	61	27	)	)	PUNCT
iogr-1284	61	28	,	,	PUNCT
iogr-1284	61	29	with	with	ADP
iogr-1284	61	30	slight	slight	ADJ
iogr-1284	61	31	modifications	modification	NOUN
iogr-1284	61	32	to	to	ADP
iogr-1284	61	33	our	our	PRON
iogr-1284	61	34	study	study	NOUN
iogr-1284	61	35	.	.	PUNCT
iogr-1284	62	1	(	(	PUNCT
iogr-1284	62	2	a	a	X
iogr-1284	62	3	)	)	PUNCT
iogr-1284	62	4	2d	2d	NOUN
iogr-1284	62	5	steam	steam	NOUN
iogr-1284	62	6	drive	drive	NOUN
iogr-1284	62	7	reservoir	reservoir	NOUN
iogr-1284	62	8	model	model	NOUN
iogr-1284	62	9	(	(	PUNCT
iogr-1284	62	10	b	b	NOUN
iogr-1284	62	11	)	)	PUNCT
iogr-1284	62	12	3d	3d	NOUN
iogr-1284	62	13	steam	steam	NOUN
iogr-1284	62	14	drive	drive	NOUN
iogr-1284	62	15	reservoir	reservoir	PROPN
iogr-1284	62	16	model	model	NOUN
iogr-1284	62	17	figure	figure	NOUN
iogr-1284	62	18	2	2	NUM
iogr-1284	62	19	—	—	PUNCT
iogr-1284	62	20	steam	steam	NOUN
iogr-1284	62	21	flooding	flooding	NOUN
iogr-1284	62	22	reservoir	reservoir	PROPN
iogr-1284	62	23	simulation	simulation	PROPN
iogr-1284	62	24	model	model	PROPN
iogr-1284	62	25	.	.	PUNCT
iogr-1284	63	1	improved	improve	VERB
iogr-1284	63	2	oil	oil	NOUN
iogr-1284	63	3	and	and	CCONJ
iogr-1284	63	4	gas	gas	NOUN
iogr-1284	63	5	recovery	recovery	NOUN
iogr-1284	63	6	4	4	NUM
iogr-1284	63	7	data	datum	NOUN
iogr-1284	63	8	generation	generation	NOUN
iogr-1284	63	9	.	.	PUNCT
iogr-1284	64	1	in	in	ADP
iogr-1284	64	2	building	build	VERB
iogr-1284	64	3	a	a	DET
iogr-1284	64	4	proxy	proxy	NOUN
iogr-1284	64	5	model	model	NOUN
iogr-1284	64	6	,	,	PUNCT
iogr-1284	64	7	data	datum	NOUN
iogr-1284	64	8	is	be	AUX
iogr-1284	64	9	of	of	ADP
iogr-1284	64	10	uttermost	uttermost	ADJ
iogr-1284	64	11	importance	importance	NOUN
iogr-1284	64	12	as	as	SCONJ
iogr-1284	64	13	the	the	DET
iogr-1284	64	14	algorithm	algorithm	NOUN
iogr-1284	64	15	will	will	AUX
iogr-1284	64	16	leverage	leverage	VERB
iogr-1284	64	17	on	on	ADP
iogr-1284	64	18	it	it	PRON
iogr-1284	64	19	to	to	PART
iogr-1284	64	20	produce	produce	VERB
iogr-1284	64	21	a	a	DET
iogr-1284	64	22	suitable	suitable	ADJ
iogr-1284	64	23	proxy	proxy	NOUN
iogr-1284	64	24	model	model	NOUN
iogr-1284	64	25	.	.	PUNCT
iogr-1284	65	1	hence	hence	ADV
iogr-1284	65	2	,	,	PUNCT
iogr-1284	65	3	the	the	DET
iogr-1284	65	4	data	data	NOUN
iogr-1284	65	5	generation	generation	NOUN
iogr-1284	65	6	for	for	ADP
iogr-1284	65	7	this	this	DET
iogr-1284	65	8	study	study	NOUN
iogr-1284	65	9	took	take	VERB
iogr-1284	65	10	several	several	ADJ
iogr-1284	65	11	steps	step	NOUN
iogr-1284	65	12	which	which	PRON
iogr-1284	65	13	are	be	AUX
iogr-1284	65	14	summarized	summarize	VERB
iogr-1284	65	15	as	as	SCONJ
iogr-1284	65	16	seen	see	VERB
iogr-1284	65	17	in	in	ADP
iogr-1284	65	18	figure	figure	NOUN
iogr-1284	65	19	3	3	NUM
iogr-1284	65	20	.	.	PUNCT
iogr-1284	66	1	firstly	firstly	ADV
iogr-1284	66	2	,	,	PUNCT
iogr-1284	66	3	a	a	DET
iogr-1284	66	4	box	box	NOUN
iogr-1284	66	5	-	-	PUNCT
iogr-1284	66	6	behnken	behnken	VERB
iogr-1284	66	7	experimental	experimental	ADJ
iogr-1284	66	8	design	design	NOUN
iogr-1284	66	9	was	be	AUX
iogr-1284	66	10	utilized	utilize	VERB
iogr-1284	66	11	to	to	PART
iogr-1284	66	12	develop	develop	VERB
iogr-1284	66	13	experimental	experimental	ADJ
iogr-1284	66	14	runs	run	NOUN
iogr-1284	66	15	considering	consider	VERB
iogr-1284	66	16	various	various	ADJ
iogr-1284	66	17	reservoir	reservoir	NOUN
iogr-1284	66	18	and	and	CCONJ
iogr-1284	66	19	steam	steam	NOUN
iogr-1284	66	20	flooding	flooding	NOUN
iogr-1284	66	21	parameters	parameter	NOUN
iogr-1284	66	22	.	.	PUNCT
iogr-1284	67	1	box	box	NOUN
iogr-1284	67	2	-	-	PUNCT
iogr-1284	67	3	behnken	behnken	VERB
iogr-1284	67	4	design	design	NOUN
iogr-1284	67	5	(	(	PUNCT
iogr-1284	67	6	bbd	bbd	PROPN
iogr-1284	67	7	)	)	PUNCT
iogr-1284	67	8	is	be	AUX
iogr-1284	67	9	a	a	DET
iogr-1284	67	10	type	type	NOUN
iogr-1284	67	11	of	of	ADP
iogr-1284	67	12	design	design	NOUN
iogr-1284	67	13	pattern	pattern	NOUN
iogr-1284	67	14	for	for	ADP
iogr-1284	67	15	response	response	NOUN
iogr-1284	67	16	surface	surface	NOUN
iogr-1284	67	17	modelling	model	VERB
iogr-1284	67	18	specifically	specifically	ADV
iogr-1284	67	19	for	for	ADP
iogr-1284	67	20	fitting	fit	VERB
iogr-1284	67	21	a	a	DET
iogr-1284	67	22	second	second	ADJ
iogr-1284	67	23	-	-	PUNCT
iogr-1284	67	24	order	order	NOUN
iogr-1284	67	25	(	(	PUNCT
iogr-1284	67	26	quadratic	quadratic	ADJ
iogr-1284	67	27	)	)	PUNCT
iogr-1284	67	28	model	model	NOUN
iogr-1284	67	29	.	.	PUNCT
iogr-1284	68	1	figure	figure	VERB
iogr-1284	68	2	3	3	NUM
iogr-1284	68	3	—	—	PUNCT
iogr-1284	68	4	steps	step	NOUN
iogr-1284	68	5	for	for	ADP
iogr-1284	68	6	generating	generate	VERB
iogr-1284	68	7	data	datum	NOUN
iogr-1284	68	8	for	for	ADP
iogr-1284	68	9	proxy	proxy	ADJ
iogr-1284	68	10	model	model	NOUN
iogr-1284	68	11	development	development	NOUN
iogr-1284	68	12	.	.	PUNCT
iogr-1284	69	1	bbd	bbd	PROPN
iogr-1284	69	2	proves	prove	VERB
iogr-1284	69	3	beneficial	beneficial	ADJ
iogr-1284	69	4	as	as	SCONJ
iogr-1284	69	5	it	it	PRON
iogr-1284	69	6	eliminates	eliminate	VERB
iogr-1284	69	7	the	the	DET
iogr-1284	69	8	need	need	NOUN
iogr-1284	69	9	to	to	PART
iogr-1284	69	10	test	test	VERB
iogr-1284	69	11	points	point	NOUN
iogr-1284	69	12	at	at	ADP
iogr-1284	69	13	the	the	DET
iogr-1284	69	14	extremes	extreme	NOUN
iogr-1284	69	15	of	of	ADP
iogr-1284	69	16	the	the	DET
iogr-1284	69	17	cubic	cubic	ADJ
iogr-1284	69	18	region	region	NOUN
iogr-1284	69	19	resulting	result	VERB
iogr-1284	69	20	from	from	ADP
iogr-1284	69	21	two	two	NUM
iogr-1284	69	22	-	-	PUNCT
iogr-1284	69	23	level	level	NOUN
iogr-1284	69	24	factorial	factorial	NOUN
iogr-1284	69	25	combinations	combination	NOUN
iogr-1284	69	26	.	.	PUNCT
iogr-1284	70	1	this	this	PRON
iogr-1284	70	2	is	be	AUX
iogr-1284	70	3	particularly	particularly	ADV
iogr-1284	70	4	advantageous	advantageous	ADJ
iogr-1284	70	5	,	,	PUNCT
iogr-1284	70	6	given	give	VERB
iogr-1284	70	7	that	that	SCONJ
iogr-1284	70	8	such	such	ADJ
iogr-1284	70	9	points	point	NOUN
iogr-1284	70	10	are	be	AUX
iogr-1284	70	11	either	either	CCONJ
iogr-1284	70	12	prohibitively	prohibitively	ADV
iogr-1284	70	13	expensive	expensive	ADJ
iogr-1284	70	14	or	or	CCONJ
iogr-1284	70	15	impossible	impossible	ADJ
iogr-1284	70	16	to	to	PART
iogr-1284	70	17	test	test	VERB
iogr-1284	70	18	due	due	ADP
iogr-1284	70	19	to	to	ADP
iogr-1284	70	20	physical	physical	ADJ
iogr-1284	70	21	constraints	constraint	NOUN
iogr-1284	70	22	in	in	ADP
iogr-1284	70	23	experimentation	experimentation	NOUN
iogr-1284	70	24	(	(	PUNCT
iogr-1284	70	25	ahmad	ahmad	PROPN
iogr-1284	70	26	et	et	PROPN
iogr-1284	70	27	al	al	PROPN
iogr-1284	70	28	.	.	PROPN
iogr-1284	70	29	2020	2020	NUM
iogr-1284	70	30	;	;	PUNCT
iogr-1284	70	31	ferreira	ferreira	PROPN
iogr-1284	70	32	et	et	PROPN
iogr-1284	70	33	al	al	PROPN
iogr-1284	70	34	.	.	PROPN
iogr-1284	70	35	2007	2007	NUM
iogr-1284	70	36	)	)	PUNCT
iogr-1284	70	37	.	.	PUNCT
iogr-1284	71	1	next	next	ADV
iogr-1284	71	2	,	,	PUNCT
iogr-1284	71	3	with	with	ADP
iogr-1284	71	4	the	the	DET
iogr-1284	71	5	generated	generate	VERB
iogr-1284	71	6	experimental	experimental	ADJ
iogr-1284	71	7	runs	run	NOUN
iogr-1284	71	8	fed	feed	VERB
iogr-1284	71	9	into	into	ADP
iogr-1284	71	10	the	the	DET
iogr-1284	71	11	reservoir	reservoir	PROPN
iogr-1284	71	12	model	model	NOUN
iogr-1284	71	13	,	,	PUNCT
iogr-1284	71	14	the	the	DET
iogr-1284	71	15	output	output	NOUN
iogr-1284	71	16	was	be	AUX
iogr-1284	71	17	then	then	ADV
iogr-1284	71	18	collected	collect	VERB
iogr-1284	71	19	for	for	ADP
iogr-1284	71	20	each	each	DET
iogr-1284	71	21	row	row	NOUN
iogr-1284	71	22	or	or	CCONJ
iogr-1284	71	23	experimental	experimental	ADJ
iogr-1284	71	24	run	run	NOUN
iogr-1284	71	25	.	.	PUNCT
iogr-1284	72	1	while	while	SCONJ
iogr-1284	72	2	this	this	DET
iogr-1284	72	3	process	process	NOUN
iogr-1284	72	4	may	may	AUX
iogr-1284	72	5	seem	seem	VERB
iogr-1284	72	6	time	time	NOUN
iogr-1284	72	7	consuming	consume	VERB
iogr-1284	72	8	,	,	PUNCT
iogr-1284	72	9	a	a	DET
iogr-1284	72	10	python	python	NOUN
iogr-1284	72	11	automation	automation	NOUN
iogr-1284	72	12	script	script	NOUN
iogr-1284	72	13	was	be	AUX
iogr-1284	72	14	developed	develop	VERB
iogr-1284	72	15	to	to	PART
iogr-1284	72	16	handle	handle	VERB
iogr-1284	72	17	this	this	DET
iogr-1284	72	18	process	process	NOUN
iogr-1284	72	19	within	within	ADP
iogr-1284	72	20	few	few	ADJ
iogr-1284	72	21	minutes	minute	NOUN
iogr-1284	72	22	.	.	PUNCT
iogr-1284	73	1	table	table	NOUN
iogr-1284	73	2	1	1	NUM
iogr-1284	73	3	shows	show	VERB
iogr-1284	73	4	the	the	DET
iogr-1284	73	5	various	various	ADJ
iogr-1284	73	6	controllable	controllable	ADJ
iogr-1284	73	7	reservoir	reservoir	NOUN
iogr-1284	73	8	parameters	parameter	NOUN
iogr-1284	73	9	considered	consider	VERB
iogr-1284	73	10	for	for	ADP
iogr-1284	73	11	the	the	DET
iogr-1284	73	12	model	model	NOUN
iogr-1284	73	13	development	development	NOUN
iogr-1284	73	14	.	.	PUNCT
iogr-1284	74	1	table	table	NOUN
iogr-1284	74	2	1	1	NUM
iogr-1284	74	3	—	—	PUNCT
iogr-1284	74	4	reservoir	reservoir	NOUN
iogr-1284	74	5	and	and	CCONJ
iogr-1284	74	6	steam	steam	NOUN
iogr-1284	74	7	flooding	flooding	NOUN
iogr-1284	74	8	parameters	parameter	NOUN
iogr-1284	74	9	for	for	ADP
iogr-1284	74	10	proxy	proxy	NOUN
iogr-1284	74	11	model	model	NOUN
iogr-1284	74	12	development	development	NOUN
iogr-1284	74	13	.	.	PUNCT
iogr-1284	75	1	s	s	X
iogr-1284	75	2	/	/	SYM
iogr-1284	75	3	n	n	CCONJ
iogr-1284	75	4	parameters	parameter	NOUN
iogr-1284	75	5	identifiers	identifier	NOUN
iogr-1284	75	6	units	unit	NOUN
iogr-1284	75	7	min	min	PROPN
iogr-1284	75	8	max	max	PROPN
iogr-1284	75	9	1	1	NUM
iogr-1284	75	10	.	.	PUNCT
iogr-1284	75	11	bottom	bottom	ADJ
iogr-1284	75	12	-	-	PUNCT
iogr-1284	75	13	hole	hole	NOUN
iogr-1284	75	14	pressure	pressure	NOUN
iogr-1284	75	15	for	for	ADP
iogr-1284	75	16	well	well	ADV
iogr-1284	75	17	1	1	NUM
iogr-1284	75	18	x1	x1	NOUN
iogr-1284	75	19	psi	psi	VERB
iogr-1284	75	20	500	500	NUM
iogr-1284	75	21	2000	2000	NUM
iogr-1284	75	22	2	2	NUM
iogr-1284	75	23	.	.	PUNCT
iogr-1284	75	24	bottom	bottom	ADJ
iogr-1284	75	25	-	-	PUNCT
iogr-1284	75	26	hole	hole	NOUN
iogr-1284	75	27	pressure	pressure	NOUN
iogr-1284	75	28	for	for	ADP
iogr-1284	75	29	well	well	ADV
iogr-1284	75	30	2	2	NUM
iogr-1284	75	31	x2	x2	NOUN
iogr-1284	75	32	psi	psi	VERB
iogr-1284	75	33	500	500	NUM
iogr-1284	75	34	2000	2000	NUM
iogr-1284	75	35	3	3	NUM
iogr-1284	75	36	.	.	PUNCT
iogr-1284	75	37	bottom	bottom	ADJ
iogr-1284	75	38	-	-	PUNCT
iogr-1284	75	39	hole	hole	NOUN
iogr-1284	75	40	pressure	pressure	NOUN
iogr-1284	75	41	for	for	ADP
iogr-1284	75	42	well	well	ADV
iogr-1284	75	43	3	3	NUM
iogr-1284	75	44	x3	x3	NOUN
iogr-1284	75	45	psi	psi	VERB
iogr-1284	75	46	500	500	NUM
iogr-1284	75	47	2000	2000	NUM
iogr-1284	75	48	4	4	NUM
iogr-1284	75	49	.	.	PUNCT
iogr-1284	76	1	bottom	bottom	ADJ
iogr-1284	76	2	-	-	PUNCT
iogr-1284	76	3	hole	hole	NOUN
iogr-1284	76	4	pressure	pressure	NOUN
iogr-1284	76	5	for	for	ADP
iogr-1284	76	6	well	well	ADV
iogr-1284	76	7	4	4	NUM
iogr-1284	76	8	x4	x4	NOUN
iogr-1284	76	9	psi	psi	VERB
iogr-1284	76	10	500	500	NUM
iogr-1284	76	11	2000	2000	NUM
iogr-1284	76	12	5	5	NUM
iogr-1284	76	13	.	.	PUNCT
iogr-1284	77	1	steam	steam	NOUN
iogr-1284	77	2	injection	injection	NOUN
iogr-1284	77	3	rate	rate	NOUN
iogr-1284	77	4	x5	x5	PROPN
iogr-1284	77	5	cc	cc	PROPN
iogr-1284	77	6	/	/	SYM
iogr-1284	77	7	day	day	NOUN
iogr-1284	77	8	1000	1000	NUM
iogr-1284	77	9	10000	10000	NUM
iogr-1284	77	10	6	6	NUM
iogr-1284	77	11	.	.	PUNCT
iogr-1284	78	1	steam	steam	NOUN
iogr-1284	78	2	quality	quality	NOUN
iogr-1284	78	3	x6	x6	PROPN
iogr-1284	78	4	0.1	0.1	NUM
iogr-1284	78	5	1	1	NUM
iogr-1284	78	6	7	7	NUM
iogr-1284	78	7	.	.	PUNCT
iogr-1284	78	8	steam	steam	NOUN
iogr-1284	78	9	temperature	temperature	NOUN
iogr-1284	78	10	x7	x7	NOUN
iogr-1284	78	11	ºc	ºc	NOUN
iogr-1284	78	12	100	100	NUM
iogr-1284	78	13	200	200	NUM
iogr-1284	78	14	proxy	proxy	NOUN
iogr-1284	78	15	model	model	NOUN
iogr-1284	78	16	.	.	PUNCT
iogr-1284	79	1	a	a	DET
iogr-1284	79	2	quadratic	quadratic	ADJ
iogr-1284	79	3	proxy	proxy	NOUN
iogr-1284	79	4	model	model	NOUN
iogr-1284	79	5	serves	serve	VERB
iogr-1284	79	6	as	as	ADP
iogr-1284	79	7	a	a	DET
iogr-1284	79	8	pivotal	pivotal	ADJ
iogr-1284	79	9	tool	tool	NOUN
iogr-1284	79	10	in	in	ADP
iogr-1284	79	11	approximating	approximate	VERB
iogr-1284	79	12	complex	complex	ADJ
iogr-1284	79	13	relationships	relationship	NOUN
iogr-1284	79	14	between	between	ADP
iogr-1284	79	15	variables	variable	NOUN
iogr-1284	79	16	within	within	ADP
iogr-1284	79	17	a	a	DET
iogr-1284	79	18	system	system	NOUN
iogr-1284	79	19	.	.	PUNCT
iogr-1284	80	1	in	in	ADP
iogr-1284	80	2	this	this	DET
iogr-1284	80	3	study	study	NOUN
iogr-1284	80	4	,	,	PUNCT
iogr-1284	80	5	the	the	DET
iogr-1284	80	6	quadratic	quadratic	ADJ
iogr-1284	80	7	proxy	proxy	NOUN
iogr-1284	80	8	model	model	NOUN
iogr-1284	80	9	was	be	AUX
iogr-1284	80	10	constructed	construct	VERB
iogr-1284	80	11	using	use	VERB
iogr-1284	80	12	designexpert-13	designexpert-13	PROPN
iogr-1284	80	13	software	software	NOUN
iogr-1284	80	14	,	,	PUNCT
iogr-1284	80	15	a	a	DET
iogr-1284	80	16	robust	robust	ADJ
iogr-1284	80	17	statistical	statistical	ADJ
iogr-1284	80	18	tool	tool	NOUN
iogr-1284	80	19	known	know	VERB
iogr-1284	80	20	for	for	ADP
iogr-1284	80	21	its	its	PRON
iogr-1284	80	22	capabilities	capability	NOUN
iogr-1284	80	23	in	in	ADP
iogr-1284	80	24	experimental	experimental	ADJ
iogr-1284	80	25	design	design	NOUN
iogr-1284	80	26	and	and	CCONJ
iogr-1284	80	27	analysis	analysis	NOUN
iogr-1284	80	28	.	.	PUNCT
iogr-1284	81	1	generally	generally	ADV
iogr-1284	81	2	,	,	PUNCT
iogr-1284	81	3	quadratic	quadratic	ADJ
iogr-1284	81	4	equation	equation	NOUN
iogr-1284	81	5	takes	take	VERB
iogr-1284	81	6	the	the	DET
iogr-1284	81	7	general	general	ADJ
iogr-1284	81	8	form	form	NOUN
iogr-1284	81	9	as	as	ADP
iogr-1284	81	10	,	,	PUNCT
iogr-1284	81	11	improved	improved	ADJ
iogr-1284	81	12	oil	oil	NOUN
iogr-1284	81	13	and	and	CCONJ
iogr-1284	81	14	gas	gas	NOUN
iogr-1284	81	15	recovery	recovery	NOUN
iogr-1284	81	16	5	5	NUM
iogr-1284	81	17	�	�	PROPN
iogr-1284	81	18	�	�	PROPN
iogr-1284	81	19	=	=	SYM
iogr-1284	81	20	�	�	PROPN
iogr-1284	81	21	�	�	PROPN
iogr-1284	81	22	2	2	NUM
iogr-1284	81	23	+	+	SYM
iogr-1284	81	24	�	�	PROPN
iogr-1284	81	25	�	�	PROPN
iogr-1284	81	26	+	+	CCONJ
iogr-1284	81	27	�	�	PROPN
iogr-1284	81	28	,	,	PUNCT
iogr-1284	81	29	.......................................................................................................................................................	.......................................................................................................................................................	PROPN
iogr-1284	81	30	(	(	PUNCT
iogr-1284	81	31	1	1	NUM
iogr-1284	81	32	)	)	PUNCT
iogr-1284	81	33	where	where	SCONJ
iogr-1284	81	34	�	�	PROPN
iogr-1284	81	35	,	,	PUNCT
iogr-1284	81	36	�	�	PROPN
iogr-1284	81	37	,	,	PUNCT
iogr-1284	81	38	and	and	CCONJ
iogr-1284	81	39	�	�	PROPN
iogr-1284	81	40	are	be	AUX
iogr-1284	81	41	coefficients	coefficient	NOUN
iogr-1284	81	42	,	,	PUNCT
iogr-1284	81	43	and	and	CCONJ
iogr-1284	81	44	�	�	PROPN
iogr-1284	81	45	represents	represent	VERB
iogr-1284	81	46	the	the	DET
iogr-1284	81	47	independent	independent	ADJ
iogr-1284	81	48	variable	variable	NOUN
iogr-1284	81	49	.	.	PUNCT
iogr-1284	82	1	this	this	DET
iogr-1284	82	2	equation	equation	NOUN
iogr-1284	82	3	encapsulates	encapsulate	VERB
iogr-1284	82	4	a	a	DET
iogr-1284	82	5	nonlinear	nonlinear	ADJ
iogr-1284	82	6	relationship	relationship	NOUN
iogr-1284	82	7	wherein	wherein	SCONJ
iogr-1284	82	8	the	the	DET
iogr-1284	82	9	variable	variable	ADJ
iogr-1284	82	10	�	�	PROPN
iogr-1284	82	11	is	be	AUX
iogr-1284	82	12	squared	square	VERB
iogr-1284	82	13	,	,	PUNCT
iogr-1284	82	14	thus	thus	ADV
iogr-1284	82	15	allowing	allow	VERB
iogr-1284	82	16	for	for	ADP
iogr-1284	82	17	the	the	DET
iogr-1284	82	18	representation	representation	NOUN
iogr-1284	82	19	of	of	ADP
iogr-1284	82	20	curvature	curvature	NOUN
iogr-1284	82	21	in	in	ADP
iogr-1284	82	22	the	the	DET
iogr-1284	82	23	relationship	relationship	NOUN
iogr-1284	82	24	between	between	ADP
iogr-1284	82	25	variables	variable	NOUN
iogr-1284	82	26	.	.	PUNCT
iogr-1284	83	1	the	the	DET
iogr-1284	83	2	quadratic	quadratic	ADJ
iogr-1284	83	3	model	model	NOUN
iogr-1284	83	4	was	be	AUX
iogr-1284	83	5	selected	select	VERB
iogr-1284	83	6	as	as	ADP
iogr-1284	83	7	the	the	DET
iogr-1284	83	8	proxy	proxy	NOUN
iogr-1284	83	9	model	model	NOUN
iogr-1284	83	10	in	in	ADP
iogr-1284	83	11	this	this	DET
iogr-1284	83	12	study	study	NOUN
iogr-1284	83	13	because	because	SCONJ
iogr-1284	83	14	of	of	ADP
iogr-1284	83	15	both	both	DET
iogr-1284	83	16	its	its	PRON
iogr-1284	83	17	performance	performance	NOUN
iogr-1284	83	18	,	,	PUNCT
iogr-1284	83	19	simplicity	simplicity	NOUN
iogr-1284	83	20	and	and	CCONJ
iogr-1284	83	21	interpretability	interpretability	NOUN
iogr-1284	83	22	.	.	PUNCT
iogr-1284	84	1	additionally	additionally	ADV
iogr-1284	84	2	,	,	PUNCT
iogr-1284	84	3	quadratic	quadratic	ADJ
iogr-1284	84	4	model	model	NOUN
iogr-1284	84	5	provides	provide	VERB
iogr-1284	84	6	flexibility	flexibility	NOUN
iogr-1284	84	7	by	by	ADP
iogr-1284	84	8	accommodating	accommodate	VERB
iogr-1284	84	9	curvature	curvature	NOUN
iogr-1284	84	10	and	and	CCONJ
iogr-1284	84	11	nonlinearity	nonlinearity	NOUN
iogr-1284	84	12	in	in	ADP
iogr-1284	84	13	the	the	DET
iogr-1284	84	14	data	data	NOUN
iogr-1284	84	15	,	,	PUNCT
iogr-1284	84	16	allowing	allow	VERB
iogr-1284	84	17	for	for	ADP
iogr-1284	84	18	the	the	DET
iogr-1284	84	19	representation	representation	NOUN
iogr-1284	84	20	of	of	ADP
iogr-1284	84	21	complex	complex	ADJ
iogr-1284	84	22	relationships	relationship	NOUN
iogr-1284	84	23	and	and	CCONJ
iogr-1284	84	24	often	often	ADV
iogr-1284	84	25	yields	yield	VERB
iogr-1284	84	26	accurate	accurate	ADJ
iogr-1284	84	27	predictions	prediction	NOUN
iogr-1284	84	28	within	within	ADP
iogr-1284	84	29	the	the	DET
iogr-1284	84	30	range	range	NOUN
iogr-1284	84	31	of	of	ADP
iogr-1284	84	32	observed	observe	VERB
iogr-1284	84	33	data	data	NOUN
iogr-1284	84	34	points	point	NOUN
iogr-1284	84	35	,	,	PUNCT
iogr-1284	84	36	making	make	VERB
iogr-1284	84	37	it	it	PRON
iogr-1284	84	38	valuable	valuable	ADJ
iogr-1284	84	39	for	for	ADP
iogr-1284	84	40	interpolation	interpolation	NOUN
iogr-1284	84	41	tasks	task	NOUN
iogr-1284	84	42	(	(	PUNCT
iogr-1284	84	43	shacham	shacham	NOUN
iogr-1284	84	44	et	et	PROPN
iogr-1284	84	45	al	al	PROPN
iogr-1284	84	46	.	.	PROPN
iogr-1284	84	47	2007	2007	NUM
iogr-1284	84	48	)	)	PUNCT
iogr-1284	84	49	.	.	PUNCT
iogr-1284	85	1	objective	objective	ADJ
iogr-1284	85	2	function	function	NOUN
iogr-1284	85	3	.	.	PUNCT
iogr-1284	86	1	an	an	DET
iogr-1284	86	2	objective	objective	ADJ
iogr-1284	86	3	function	function	NOUN
iogr-1284	86	4	serves	serve	VERB
iogr-1284	86	5	as	as	ADP
iogr-1284	86	6	a	a	DET
iogr-1284	86	7	cornerstone	cornerstone	NOUN
iogr-1284	86	8	in	in	ADP
iogr-1284	86	9	optimization	optimization	NOUN
iogr-1284	86	10	tasks	task	NOUN
iogr-1284	86	11	,	,	PUNCT
iogr-1284	86	12	encapsulating	encapsulate	VERB
iogr-1284	86	13	the	the	DET
iogr-1284	86	14	desired	desire	VERB
iogr-1284	86	15	outcome	outcome	NOUN
iogr-1284	86	16	or	or	CCONJ
iogr-1284	86	17	criteria	criterion	NOUN
iogr-1284	86	18	to	to	PART
iogr-1284	86	19	be	be	AUX
iogr-1284	86	20	maximized	maximize	VERB
iogr-1284	86	21	or	or	CCONJ
iogr-1284	86	22	minimized	minimize	VERB
iogr-1284	86	23	.	.	PUNCT
iogr-1284	87	1	in	in	ADP
iogr-1284	87	2	our	our	PRON
iogr-1284	87	3	study	study	NOUN
iogr-1284	87	4	,	,	PUNCT
iogr-1284	87	5	the	the	DET
iogr-1284	87	6	objective	objective	ADJ
iogr-1284	87	7	function	function	NOUN
iogr-1284	87	8	encapsulates	encapsulate	VERB
iogr-1284	87	9	the	the	DET
iogr-1284	87	10	fundamental	fundamental	ADJ
iogr-1284	87	11	goals	goal	NOUN
iogr-1284	87	12	or	or	CCONJ
iogr-1284	87	13	performance	performance	NOUN
iogr-1284	87	14	metrics	metric	NOUN
iogr-1284	87	15	that	that	PRON
iogr-1284	87	16	we	we	PRON
iogr-1284	87	17	aim	aim	VERB
iogr-1284	87	18	to	to	PART
iogr-1284	87	19	optimize	optimize	VERB
iogr-1284	87	20	.	.	PUNCT
iogr-1284	88	1	maximizing	maximize	VERB
iogr-1284	88	2	the	the	DET
iogr-1284	88	3	objective	objective	ADJ
iogr-1284	88	4	function	function	NOUN
iogr-1284	88	5	is	be	AUX
iogr-1284	88	6	crucial	crucial	ADJ
iogr-1284	88	7	as	as	SCONJ
iogr-1284	88	8	it	it	PRON
iogr-1284	88	9	enables	enable	VERB
iogr-1284	88	10	us	we	PRON
iogr-1284	88	11	to	to	PART
iogr-1284	88	12	enhance	enhance	VERB
iogr-1284	88	13	specific	specific	ADJ
iogr-1284	88	14	aspects	aspect	NOUN
iogr-1284	88	15	of	of	ADP
iogr-1284	88	16	the	the	DET
iogr-1284	88	17	system	system	NOUN
iogr-1284	88	18	under	under	ADP
iogr-1284	88	19	investigation	investigation	NOUN
iogr-1284	88	20	,	,	PUNCT
iogr-1284	88	21	leading	lead	VERB
iogr-1284	88	22	to	to	ADP
iogr-1284	88	23	improved	improved	ADJ
iogr-1284	88	24	efficiency	efficiency	NOUN
iogr-1284	88	25	,	,	PUNCT
iogr-1284	88	26	performance	performance	NOUN
iogr-1284	88	27	,	,	PUNCT
iogr-1284	88	28	or	or	CCONJ
iogr-1284	88	29	effectiveness	effectiveness	NOUN
iogr-1284	88	30	.	.	PUNCT
iogr-1284	89	1	by	by	ADP
iogr-1284	89	2	maximizing	maximize	VERB
iogr-1284	89	3	the	the	DET
iogr-1284	89	4	objective	objective	ADJ
iogr-1284	89	5	function	function	NOUN
iogr-1284	89	6	,	,	PUNCT
iogr-1284	89	7	we	we	PRON
iogr-1284	89	8	seek	seek	VERB
iogr-1284	89	9	to	to	PART
iogr-1284	89	10	achieve	achieve	VERB
iogr-1284	89	11	the	the	DET
iogr-1284	89	12	optimal	optimal	ADJ
iogr-1284	89	13	configuration	configuration	NOUN
iogr-1284	89	14	or	or	CCONJ
iogr-1284	89	15	set	set	NOUN
iogr-1284	89	16	of	of	ADP
iogr-1284	89	17	parameters	parameter	NOUN
iogr-1284	89	18	that	that	PRON
iogr-1284	89	19	yield	yield	VERB
iogr-1284	89	20	the	the	DET
iogr-1284	89	21	most	most	ADV
iogr-1284	89	22	desirable	desirable	ADJ
iogr-1284	89	23	outcomes	outcome	NOUN
iogr-1284	89	24	(	(	PUNCT
iogr-1284	89	25	bhaskar	bhaskar	NOUN
iogr-1284	89	26	et	et	PROPN
iogr-1284	89	27	al	al	PROPN
iogr-1284	89	28	.	.	PROPN
iogr-1284	89	29	2017	2017	NUM
iogr-1284	89	30	;	;	PUNCT
iogr-1284	89	31	minhas	minhas	PROPN
iogr-1284	89	32	et	et	PROPN
iogr-1284	89	33	al	al	PROPN
iogr-1284	89	34	.	.	PROPN
iogr-1284	89	35	2021	2021	NUM
iogr-1284	89	36	)	)	PUNCT
iogr-1284	89	37	.	.	PUNCT
iogr-1284	90	1	in	in	ADP
iogr-1284	90	2	cases	case	NOUN
iogr-1284	90	3	where	where	SCONJ
iogr-1284	90	4	the	the	DET
iogr-1284	90	5	goal	goal	NOUN
iogr-1284	90	6	is	be	AUX
iogr-1284	90	7	to	to	PART
iogr-1284	90	8	maximize	maximize	VERB
iogr-1284	90	9	the	the	DET
iogr-1284	90	10	objective	objective	ADJ
iogr-1284	90	11	function	function	NOUN
iogr-1284	90	12	,	,	PUNCT
iogr-1284	90	13	hence	hence	ADV
iogr-1284	90	14	,	,	PUNCT
iogr-1284	90	15	the	the	DET
iogr-1284	90	16	general	general	ADJ
iogr-1284	90	17	equation	equation	NOUN
iogr-1284	90	18	for	for	ADP
iogr-1284	90	19	such	such	ADJ
iogr-1284	90	20	optimization	optimization	NOUN
iogr-1284	90	21	process	process	NOUN
iogr-1284	90	22	can	can	AUX
iogr-1284	90	23	be	be	AUX
iogr-1284	90	24	expressed	express	VERB
iogr-1284	90	25	in	in	ADP
iogr-1284	90	26	the	the	DET
iogr-1284	90	27	equation	equation	NOUN
iogr-1284	90	28	below	below	ADV
iogr-1284	90	29	;	;	PUNCT
iogr-1284	90	30	�	�	PROPN
iogr-1284	90	31	=	=	SYM
iogr-1284	90	32	max	max	PROPN
iogr-1284	90	33	�	�	PROPN
iogr-1284	90	34	�	�	PROPN
iogr-1284	90	35	1	1	NUM
iogr-1284	90	36	,	,	PUNCT
iogr-1284	90	37	�	�	PROPN
iogr-1284	90	38	2	2	NUM
iogr-1284	90	39	,	,	PUNCT
iogr-1284	90	40	…	…	NUM
iogr-1284	90	41	,	,	PUNCT
iogr-1284	90	42	�	�	PROPN
iogr-1284	90	43	�	�	PROPN
iogr-1284	90	44	,	,	PUNCT
iogr-1284	90	45	..............................................................................................................................	..............................................................................................................................	PUNCT
iogr-1284	90	46	(	(	PUNCT
iogr-1284	90	47	2	2	NUM
iogr-1284	90	48	)	)	PUNCT
iogr-1284	90	49	where	where	SCONJ
iogr-1284	90	50	y	y	PRON
iogr-1284	90	51	represent	represent	VERB
iogr-1284	90	52	the	the	DET
iogr-1284	90	53	output	output	NOUN
iogr-1284	90	54	value	value	NOUN
iogr-1284	90	55	from	from	ADP
iogr-1284	90	56	the	the	DET
iogr-1284	90	57	optimization	optimization	NOUN
iogr-1284	90	58	process	process	NOUN
iogr-1284	90	59	,	,	PUNCT
iogr-1284	90	60	while	while	SCONJ
iogr-1284	90	61	�	�	PROPN
iogr-1284	90	62	x1	x1	PROPN
iogr-1284	90	63	,	,	PUNCT
iogr-1284	90	64	x2	x2	PROPN
iogr-1284	90	65	,	,	PUNCT
iogr-1284	90	66	…	…	PUNCT
iogr-1284	90	67	,	,	PUNCT
iogr-1284	90	68	xn	xn	PROPN
iogr-1284	90	69	,	,	PUNCT
iogr-1284	90	70	represents	represent	VERB
iogr-1284	90	71	the	the	DET
iogr-1284	90	72	objective	objective	ADJ
iogr-1284	90	73	function	function	NOUN
iogr-1284	90	74	to	to	PART
iogr-1284	90	75	be	be	AUX
iogr-1284	90	76	maximized	maximize	VERB
iogr-1284	90	77	while	while	SCONJ
iogr-1284	90	78	x1	x1	PROPN
iogr-1284	90	79	,	,	PUNCT
iogr-1284	90	80	x2	x2	PROPN
iogr-1284	90	81	,	,	PUNCT
iogr-1284	90	82	…	…	PUNCT
iogr-1284	90	83	,	,	PUNCT
iogr-1284	90	84	xn	xn	PROPN
iogr-1284	90	85	represents	represent	VERB
iogr-1284	90	86	the	the	DET
iogr-1284	90	87	variables	variable	NOUN
iogr-1284	90	88	or	or	CCONJ
iogr-1284	90	89	parameters	parameter	NOUN
iogr-1284	90	90	under	under	ADP
iogr-1284	90	91	consideration	consideration	NOUN
iogr-1284	90	92	within	within	ADP
iogr-1284	90	93	the	the	DET
iogr-1284	90	94	system	system	NOUN
iogr-1284	90	95	.	.	PUNCT
iogr-1284	91	1	similarly	similarly	ADV
iogr-1284	91	2	,	,	PUNCT
iogr-1284	91	3	in	in	ADP
iogr-1284	91	4	our	our	PRON
iogr-1284	91	5	case	case	NOUN
iogr-1284	91	6	study	study	NOUN
iogr-1284	91	7	,	,	PUNCT
iogr-1284	91	8	the	the	DET
iogr-1284	91	9	proxy	proxy	NOUN
iogr-1284	91	10	model	model	NOUN
iogr-1284	91	11	developed	develop	VERB
iogr-1284	91	12	for	for	ADP
iogr-1284	91	13	the	the	DET
iogr-1284	91	14	estimation	estimation	NOUN
iogr-1284	91	15	of	of	ADP
iogr-1284	91	16	the	the	DET
iogr-1284	91	17	cumulative	cumulative	ADJ
iogr-1284	91	18	volume	volume	NOUN
iogr-1284	91	19	of	of	ADP
iogr-1284	91	20	oil	oil	NOUN
iogr-1284	91	21	recoverable	recoverable	NOUN
iogr-1284	91	22	from	from	ADP
iogr-1284	91	23	the	the	DET
iogr-1284	91	24	steam	steam	NOUN
iogr-1284	91	25	flooding	flooding	NOUN
iogr-1284	91	26	process	process	NOUN
iogr-1284	91	27	becomes	become	VERB
iogr-1284	91	28	the	the	DET
iogr-1284	91	29	objective	objective	ADJ
iogr-1284	91	30	function	function	NOUN
iogr-1284	91	31	to	to	PART
iogr-1284	91	32	be	be	AUX
iogr-1284	91	33	maximized	maximize	VERB
iogr-1284	91	34	,	,	PUNCT
iogr-1284	91	35	while	while	SCONJ
iogr-1284	91	36	determining	determine	VERB
iogr-1284	91	37	the	the	DET
iogr-1284	91	38	optimal	optimal	ADJ
iogr-1284	91	39	parameters	parameter	NOUN
iogr-1284	91	40	for	for	ADP
iogr-1284	91	41	the	the	DET
iogr-1284	91	42	reservoir	reservoir	NOUN
iogr-1284	91	43	parameters	parameter	NOUN
iogr-1284	91	44	.	.	PUNCT
iogr-1284	92	1	results	result	NOUN
iogr-1284	92	2	and	and	CCONJ
iogr-1284	92	3	discussions	discussion	NOUN
iogr-1284	92	4	proxy	proxy	NOUN
iogr-1284	92	5	model	model	NOUN
iogr-1284	92	6	result	result	NOUN
iogr-1284	92	7	and	and	CCONJ
iogr-1284	92	8	interpretation	interpretation	NOUN
iogr-1284	92	9	.	.	PUNCT
iogr-1284	93	1	proxy	proxy	NOUN
iogr-1284	93	2	models	model	NOUN
iogr-1284	93	3	in	in	ADP
iogr-1284	93	4	reservoir	reservoir	NOUN
iogr-1284	93	5	engineering	engineering	NOUN
iogr-1284	93	6	are	be	AUX
iogr-1284	93	7	known	know	VERB
iogr-1284	93	8	for	for	ADP
iogr-1284	93	9	their	their	PRON
iogr-1284	93	10	usefulness	usefulness	NOUN
iogr-1284	93	11	in	in	ADP
iogr-1284	93	12	approximating	approximate	VERB
iogr-1284	93	13	relationships	relationship	NOUN
iogr-1284	93	14	within	within	ADP
iogr-1284	93	15	complex	complex	ADJ
iogr-1284	93	16	reservoir	reservoir	NOUN
iogr-1284	93	17	simulation	simulation	NOUN
iogr-1284	93	18	models	model	NOUN
iogr-1284	93	19	.	.	PUNCT
iogr-1284	94	1	in	in	ADP
iogr-1284	94	2	this	this	DET
iogr-1284	94	3	research	research	NOUN
iogr-1284	94	4	,	,	PUNCT
iogr-1284	94	5	the	the	DET
iogr-1284	94	6	developed	develop	VERB
iogr-1284	94	7	model	model	NOUN
iogr-1284	94	8	is	be	AUX
iogr-1284	94	9	a	a	DET
iogr-1284	94	10	reduced	reduce	VERB
iogr-1284	94	11	quadratic	quadratic	ADJ
iogr-1284	94	12	model	model	NOUN
iogr-1284	94	13	which	which	PRON
iogr-1284	94	14	is	be	AUX
iogr-1284	94	15	defined	define	VERB
iogr-1284	94	16	as	as	ADP
iogr-1284	94	17	thus	thus	ADV
iogr-1284	94	18	,	,	PUNCT
iogr-1284	94	19	log10	log10	PROPN
iogr-1284	94	20	�	�	PROPN
iogr-1284	94	21	�	�	PROPN
iogr-1284	94	22	�	�	PROPN
iogr-1284	94	23	=	=	SYM
iogr-1284	94	24	0.0688692	0.0688692	NUM
iogr-1284	94	25	�	�	NOUN
iogr-1284	94	26	62	62	NUM
iogr-1284	94	27	+	+	NOUN
iogr-1284	94	28	2.56296	2.56296	NUM
iogr-1284	94	29	×	×	NOUN
iogr-1284	94	30	10−9	10−9	NUM
iogr-1284	94	31	�	�	PROPN
iogr-1284	94	32	52	52	NUM
iogr-1284	94	33	−	−	PROPN
iogr-1284	94	34	9.9533	9.9533	NUM
iogr-1284	94	35	×	×	NOUN
iogr-1284	94	36	10−9	10−9	NUM
iogr-1284	94	37	�	�	NOUN
iogr-1284	94	38	42	42	NUM
iogr-1284	94	39	−	−	PROPN
iogr-1284	94	40	6.33966	6.33966	NUM
iogr-1284	94	41	×	×	NOUN
iogr-1284	94	42	10−9	10−9	NUM
iogr-1284	94	43	�	�	NOUN
iogr-1284	94	44	12	12	NUM
iogr-1284	94	45	−	−	PROPN
iogr-1284	94	46	2.61898	2.61898	NUM
iogr-1284	94	47	×	×	NOUN
iogr-1284	94	48	10−6	10−6	NUM
iogr-1284	94	49	�	�	PROPN
iogr-1284	94	50	5	5	NUM
iogr-1284	94	51	�	�	PROPN
iogr-1284	94	52	6	6	NUM
iogr-1284	94	53	+	+	NOUN
iogr-1284	94	54	1.58417	1.58417	NUM
iogr-1284	94	55	×	×	NOUN
iogr-1284	94	56	10−9	10−9	NUM
iogr-1284	94	57	�	�	PROPN
iogr-1284	94	58	4	4	NUM
iogr-1284	94	59	�	�	NOUN
iogr-1284	94	60	5	5	NUM
iogr-1284	94	61	+	+	NUM
iogr-1284	94	62	1.744	1.744	NUM
iogr-1284	94	63	×	×	NOUN
iogr-1284	94	64	10−9	10−9	NUM
iogr-1284	94	65	�	�	PROPN
iogr-1284	94	66	3	3	NUM
iogr-1284	94	67	�	�	PROPN
iogr-1284	94	68	5	5	NUM
iogr-1284	94	69	−	−	PROPN
iogr-1284	94	70	3.90065	3.90065	NUM
iogr-1284	94	71	×	×	NOUN
iogr-1284	94	72	10−5	10−5	NUM
iogr-1284	94	73	�	�	PROPN
iogr-1284	94	74	7	7	NUM
iogr-1284	94	75	−	−	NOUN
iogr-1284	94	76	0.0831905	0.0831905	NUM
iogr-1284	94	77	�	�	PROPN
iogr-1284	94	78	6	6	NUM
iogr-1284	94	79	−	−	PROPN
iogr-1284	94	80	4.30134	4.30134	NUM
iogr-1284	94	81	×	×	NOUN
iogr-1284	94	82	10−5	10−5	NUM
iogr-1284	94	83	�	�	NOUN
iogr-1284	94	84	5	5	NUM
iogr-1284	94	85	+	+	SYM
iogr-1284	94	86	1.37941	1.37941	NUM
iogr-1284	94	87	×	×	NOUN
iogr-1284	94	88	10−5	10−5	NUM
iogr-1284	94	89	�	�	NOUN
iogr-1284	94	90	4	4	NUM
iogr-1284	94	91	−	−	PROPN
iogr-1284	94	92	1.2208	1.2208	NUM
iogr-1284	94	93	×	×	NOUN
iogr-1284	94	94	10−5	10−5	NUM
iogr-1284	94	95	�	�	NOUN
iogr-1284	94	96	3	3	NUM
iogr-1284	94	97	+	+	SYM
iogr-1284	94	98	1.41117	1.41117	NUM
iogr-1284	94	99	×	×	NOUN
iogr-1284	94	100	10−5	10−5	NUM
iogr-1284	94	101	�	�	NOUN
iogr-1284	94	102	1	1	NUM
iogr-1284	94	103	+	+	NOUN
iogr-1284	94	104	7.02342	7.02342	NUM
iogr-1284	94	105	............................................................................................................................................................	............................................................................................................................................................	PUNCT
iogr-1284	94	106	(3	(3	X
iogr-1284	94	107	)	)	PUNCT
iogr-1284	94	108	from	from	ADP
iogr-1284	94	109	eq	eq	ADP
iogr-1284	94	110	.	.	PROPN
iogr-1284	94	111	3	3	NUM
iogr-1284	94	112	,	,	PUNCT
iogr-1284	94	113	we	we	PRON
iogr-1284	94	114	can	can	AUX
iogr-1284	94	115	observe	observe	VERB
iogr-1284	94	116	that	that	SCONJ
iogr-1284	94	117	the	the	DET
iogr-1284	94	118	output	output	NOUN
iogr-1284	94	119	is	be	AUX
iogr-1284	94	120	in	in	ADP
iogr-1284	94	121	logarithmic	logarithmic	ADJ
iogr-1284	94	122	values	value	NOUN
iogr-1284	94	123	,	,	PUNCT
iogr-1284	94	124	hence	hence	ADV
iogr-1284	94	125	to	to	PART
iogr-1284	94	126	obtain	obtain	VERB
iogr-1284	94	127	the	the	DET
iogr-1284	94	128	actual	actual	ADJ
iogr-1284	94	129	values	value	NOUN
iogr-1284	94	130	,	,	PUNCT
iogr-1284	94	131	we	we	PRON
iogr-1284	94	132	need	need	VERB
iogr-1284	94	133	to	to	PART
iogr-1284	94	134	take	take	VERB
iogr-1284	94	135	exponential	exponential	NOUN
iogr-1284	94	136	of	of	ADP
iogr-1284	94	137	both	both	DET
iogr-1284	94	138	sides	side	NOUN
iogr-1284	94	139	,	,	PUNCT
iogr-1284	94	140	thereby	thereby	ADV
iogr-1284	94	141	resulting	result	VERB
iogr-1284	94	142	to	to	ADP
iogr-1284	94	143	a	a	DET
iogr-1284	94	144	final	final	ADJ
iogr-1284	94	145	model	model	NOUN
iogr-1284	94	146	as	as	SCONJ
iogr-1284	94	147	shown	show	VERB
iogr-1284	94	148	in	in	ADP
iogr-1284	94	149	eq	eq	ADJ
iogr-1284	94	150	.	.	PROPN
iogr-1284	94	151	4	4	NUM
iogr-1284	94	152	,	,	PUNCT
iogr-1284	94	153	�	�	PROPN
iogr-1284	94	154	�	�	PROPN
iogr-1284	94	155	�	�	PROPN
iogr-1284	94	156	=	=	SYM
iogr-1284	94	157	�	�	PROPN
iogr-1284	94	158	log10	log10	PROPN
iogr-1284	94	159	�	�	PROPN
iogr-1284	94	160	�	�	PROPN
iogr-1284	94	161	�	�	PROPN
iogr-1284	94	162	............................................................................................................................................	............................................................................................................................................	PROPN
iogr-1284	94	163	(	(	PUNCT
iogr-1284	94	164	4	4	NUM
iogr-1284	94	165	)	)	PUNCT
iogr-1284	94	166	hence	hence	ADV
iogr-1284	94	167	,	,	PUNCT
iogr-1284	94	168	by	by	ADP
iogr-1284	94	169	providing	provide	VERB
iogr-1284	94	170	the	the	DET
iogr-1284	94	171	combination	combination	NOUN
iogr-1284	94	172	of	of	ADP
iogr-1284	94	173	reservoir	reservoir	NOUN
iogr-1284	94	174	and	and	CCONJ
iogr-1284	94	175	steam	steam	NOUN
iogr-1284	94	176	flooding	flooding	NOUN
iogr-1284	94	177	parameters	parameter	NOUN
iogr-1284	94	178	,	,	PUNCT
iogr-1284	94	179	such	such	ADJ
iogr-1284	94	180	as	as	ADP
iogr-1284	94	181	the	the	DET
iogr-1284	94	182	bottom	bottom	ADJ
iogr-1284	94	183	-	-	PUNCT
iogr-1284	94	184	hole	hole	NOUN
iogr-1284	94	185	well	well	ADJ
iogr-1284	94	186	pressure	pressure	NOUN
iogr-1284	94	187	,	,	PUNCT
iogr-1284	94	188	steam	steam	NOUN
iogr-1284	94	189	temperature	temperature	NOUN
iogr-1284	94	190	,	,	PUNCT
iogr-1284	94	191	and	and	CCONJ
iogr-1284	94	192	the	the	DET
iogr-1284	94	193	steam	steam	NOUN
iogr-1284	94	194	quality	quality	NOUN
iogr-1284	94	195	values	value	NOUN
iogr-1284	94	196	for	for	ADP
iogr-1284	94	197	eq	eq	NOUN
iogr-1284	94	198	.	.	PROPN
iogr-1284	94	199	4	4	NUM
iogr-1284	94	200	,	,	PUNCT
iogr-1284	94	201	the	the	DET
iogr-1284	94	202	cumulative	cumulative	ADJ
iogr-1284	94	203	recoverable	recoverable	ADJ
iogr-1284	94	204	volume	volume	NOUN
iogr-1284	94	205	can	can	AUX
iogr-1284	94	206	be	be	AUX
iogr-1284	94	207	accurately	accurately	ADV
iogr-1284	94	208	estimated	estimate	VERB
iogr-1284	94	209	.	.	PUNCT
iogr-1284	95	1	statistical	statistical	ADJ
iogr-1284	95	2	evaluation	evaluation	NOUN
iogr-1284	95	3	of	of	ADP
iogr-1284	95	4	developed	develop	VERB
iogr-1284	95	5	model	model	NOUN
iogr-1284	95	6	.	.	PUNCT
iogr-1284	96	1	the	the	DET
iogr-1284	96	2	anova	anova	PROPN
iogr-1284	96	3	table	table	NOUN
iogr-1284	96	4	,	,	PUNCT
iogr-1284	96	5	as	as	SCONJ
iogr-1284	96	6	shown	show	VERB
iogr-1284	96	7	in	in	ADP
iogr-1284	96	8	table	table	NOUN
iogr-1284	96	9	2	2	NUM
iogr-1284	96	10	presents	present	VERB
iogr-1284	96	11	a	a	DET
iogr-1284	96	12	rigorous	rigorous	ADJ
iogr-1284	96	13	examination	examination	NOUN
iogr-1284	96	14	of	of	ADP
iogr-1284	96	15	the	the	DET
iogr-1284	96	16	model	model	NOUN
iogr-1284	96	17	's	's	PART
iogr-1284	96	18	performance	performance	NOUN
iogr-1284	96	19	and	and	CCONJ
iogr-1284	96	20	the	the	DET
iogr-1284	96	21	individual	individual	ADJ
iogr-1284	96	22	predictors	predictor	NOUN
iogr-1284	96	23	.	.	PUNCT
iogr-1284	97	1	the	the	DET
iogr-1284	97	2	overall	overall	ADJ
iogr-1284	97	3	model	model	NOUN
iogr-1284	97	4	exhibits	exhibit	VERB
iogr-1284	97	5	remarkable	remarkable	ADJ
iogr-1284	97	6	significance	significance	NOUN
iogr-1284	97	7	(	(	PUNCT
iogr-1284	97	8	p<0.0001	p<0.0001	NOUN
iogr-1284	97	9	)	)	PUNCT
iogr-1284	97	10	,	,	PUNCT
iogr-1284	97	11	signifying	signify	VERB
iogr-1284	97	12	that	that	SCONJ
iogr-1284	97	13	it	it	PRON
iogr-1284	97	14	effectively	effectively	ADV
iogr-1284	97	15	predicts	predict	VERB
iogr-1284	97	16	the	the	DET
iogr-1284	97	17	variable	variable	NOUN
iogr-1284	97	18	.	.	PUNCT
iogr-1284	98	1	the	the	DET
iogr-1284	98	2	high	high	ADJ
iogr-1284	98	3	r²	r²	NOUN
iogr-1284	98	4	value	value	NOUN
iogr-1284	98	5	of	of	ADP
iogr-1284	98	6	0.9816	0.9816	NUM
iogr-1284	98	7	further	far	ADV
iogr-1284	98	8	improved	improve	VERB
iogr-1284	98	9	oil	oil	NOUN
iogr-1284	98	10	and	and	CCONJ
iogr-1284	98	11	gas	gas	NOUN
iogr-1284	98	12	recovery	recovery	NOUN
iogr-1284	98	13	6	6	NUM
iogr-1284	98	14	reinforces	reinforce	VERB
iogr-1284	98	15	this	this	PRON
iogr-1284	98	16	,	,	PUNCT
iogr-1284	98	17	indicating	indicate	VERB
iogr-1284	98	18	that	that	SCONJ
iogr-1284	98	19	approximately	approximately	ADV
iogr-1284	98	20	98	98	NUM
iogr-1284	98	21	%	%	NOUN
iogr-1284	98	22	of	of	ADP
iogr-1284	98	23	the	the	DET
iogr-1284	98	24	variance	variance	NOUN
iogr-1284	98	25	in	in	ADP
iogr-1284	98	26	the	the	DET
iogr-1284	98	27	dependent	dependent	ADJ
iogr-1284	98	28	variable	variable	NOUN
iogr-1284	98	29	can	can	AUX
iogr-1284	98	30	be	be	AUX
iogr-1284	98	31	attributed	attribute	VERB
iogr-1284	98	32	to	to	ADP
iogr-1284	98	33	our	our	PRON
iogr-1284	98	34	model	model	NOUN
iogr-1284	98	35	.	.	PUNCT
iogr-1284	99	1	moreover	moreover	ADV
iogr-1284	99	2	,	,	PUNCT
iogr-1284	99	3	the	the	DET
iogr-1284	99	4	r²	r²	NOUN
iogr-1284	99	5	score	score	NOUN
iogr-1284	99	6	is	be	AUX
iogr-1284	99	7	in	in	ADP
iogr-1284	99	8	reasonable	reasonable	ADJ
iogr-1284	99	9	agreement	agreement	NOUN
iogr-1284	99	10	with	with	ADP
iogr-1284	99	11	the	the	DET
iogr-1284	99	12	adjusted	adjusted	ADJ
iogr-1284	99	13	r2	r2	NOUN
iogr-1284	99	14	,	,	PUNCT
iogr-1284	99	15	that	that	PRON
iogr-1284	99	16	is	be	AUX
iogr-1284	99	17	the	the	DET
iogr-1284	99	18	difference	difference	NOUN
iogr-1284	99	19	is	be	AUX
iogr-1284	99	20	less	less	ADJ
iogr-1284	99	21	than	than	ADP
iogr-1284	99	22	0.2	0.2	NUM
iogr-1284	99	23	.	.	PUNCT
iogr-1284	100	1	from	from	ADP
iogr-1284	100	2	the	the	DET
iogr-1284	100	3	table	table	NOUN
iogr-1284	100	4	also	also	ADV
iogr-1284	100	5	,	,	PUNCT
iogr-1284	100	6	its	its	PRON
iogr-1284	100	7	worthy	worthy	ADJ
iogr-1284	100	8	to	to	PART
iogr-1284	100	9	note	note	VERB
iogr-1284	100	10	that	that	SCONJ
iogr-1284	100	11	the	the	DET
iogr-1284	100	12	alphabets	alphabet	NOUN
iogr-1284	100	13	a	a	PRON
iogr-1284	100	14	,	,	PUNCT
iogr-1284	100	15	c	c	NOUN
iogr-1284	100	16	,	,	PUNCT
iogr-1284	100	17	d	d	NOUN
iogr-1284	100	18	,	,	PUNCT
iogr-1284	100	19	e	e	NOUN
iogr-1284	100	20	,	,	PUNCT
iogr-1284	100	21	f	f	PROPN
iogr-1284	100	22	and	and	CCONJ
iogr-1284	100	23	g	g	PROPN
iogr-1284	100	24	represent	represent	VERB
iogr-1284	100	25	x1	x1	PROPN
iogr-1284	100	26	,	,	PUNCT
iogr-1284	100	27	x3	x3	ADJ
iogr-1284	100	28	,	,	PUNCT
iogr-1284	100	29	x4	x4	PROPN
iogr-1284	100	30	,	,	PUNCT
iogr-1284	100	31	x5	x5	PROPN
iogr-1284	100	32	,	,	PUNCT
iogr-1284	100	33	x6	x6	PROPN
iogr-1284	100	34	and	and	CCONJ
iogr-1284	100	35	x7	x7	NOUN
iogr-1284	100	36	,	,	PUNCT
iogr-1284	100	37	respectively	respectively	ADV
iogr-1284	100	38	.	.	PUNCT
iogr-1284	101	1	hence	hence	ADV
iogr-1284	101	2	,	,	PUNCT
iogr-1284	101	3	among	among	ADP
iogr-1284	101	4	the	the	DET
iogr-1284	101	5	predictors	predictor	NOUN
iogr-1284	101	6	,	,	PUNCT
iogr-1284	101	7	a	a	DET
iogr-1284	101	8	,	,	PUNCT
iogr-1284	101	9	e	e	NOUN
iogr-1284	101	10	,	,	PUNCT
iogr-1284	101	11	f	f	PROPN
iogr-1284	101	12	,	,	PUNCT
iogr-1284	101	13	e²	e²	VERB
iogr-1284	101	14	,	,	PUNCT
iogr-1284	101	15	and	and	CCONJ
iogr-1284	101	16	f²	f²	NOUN
iogr-1284	101	17	emerged	emerge	VERB
iogr-1284	101	18	as	as	ADP
iogr-1284	101	19	key	key	ADJ
iogr-1284	101	20	contributors	contributor	NOUN
iogr-1284	101	21	due	due	ADP
iogr-1284	101	22	to	to	ADP
iogr-1284	101	23	their	their	PRON
iogr-1284	101	24	substantial	substantial	ADJ
iogr-1284	101	25	f	f	NOUN
iogr-1284	101	26	-	-	PUNCT
iogr-1284	101	27	values	value	NOUN
iogr-1284	101	28	and	and	CCONJ
iogr-1284	101	29	low	low	ADJ
iogr-1284	101	30	p	p	NOUN
iogr-1284	101	31	-	-	PUNCT
iogr-1284	101	32	values	value	NOUN
iogr-1284	101	33	(	(	PUNCT
iogr-1284	101	34	p<0.0001	p<0.0001	NOUN
iogr-1284	101	35	)	)	PUNCT
iogr-1284	101	36	.	.	PUNCT
iogr-1284	102	1	these	these	DET
iogr-1284	102	2	variables	variable	NOUN
iogr-1284	102	3	significantly	significantly	ADV
iogr-1284	102	4	enhance	enhance	VERB
iogr-1284	102	5	our	our	PRON
iogr-1284	102	6	model	model	NOUN
iogr-1284	102	7	's	's	PART
iogr-1284	102	8	predictive	predictive	ADJ
iogr-1284	102	9	power	power	NOUN
iogr-1284	102	10	.	.	PUNCT
iogr-1284	103	1	however	however	ADV
iogr-1284	103	2	,	,	PUNCT
iogr-1284	103	3	it	it	PRON
iogr-1284	103	4	is	be	AUX
iogr-1284	103	5	essential	essential	ADJ
iogr-1284	103	6	to	to	PART
iogr-1284	103	7	consider	consider	VERB
iogr-1284	103	8	that	that	PRON
iogr-1284	103	9	c	c	NOUN
iogr-1284	103	10	,	,	PUNCT
iogr-1284	103	11	d	d	NOUN
iogr-1284	103	12	,	,	PUNCT
iogr-1284	103	13	and	and	CCONJ
iogr-1284	103	14	g	g	PROPN
iogr-1284	103	15	exhibit	exhibit	VERB
iogr-1284	103	16	p	p	NOUN
iogr-1284	103	17	-	-	PUNCT
iogr-1284	103	18	values	value	NOUN
iogr-1284	103	19	greater	great	ADJ
iogr-1284	103	20	than	than	ADP
iogr-1284	103	21	0.05	0.05	NUM
iogr-1284	103	22	,	,	PUNCT
iogr-1284	103	23	rendering	render	VERB
iogr-1284	103	24	them	they	PRON
iogr-1284	103	25	statistically	statistically	ADV
iogr-1284	103	26	insignificant	insignificant	ADJ
iogr-1284	103	27	at	at	ADP
iogr-1284	103	28	the	the	DET
iogr-1284	103	29	95	95	NUM
iogr-1284	103	30	%	%	NOUN
iogr-1284	103	31	confidence	confidence	NOUN
iogr-1284	103	32	level	level	NOUN
iogr-1284	103	33	selected	select	VERB
iogr-1284	103	34	in	in	ADP
iogr-1284	103	35	this	this	DET
iogr-1284	103	36	study	study	NOUN
iogr-1284	103	37	.	.	PUNCT
iogr-1284	104	1	table	table	NOUN
iogr-1284	104	2	2	2	NUM
iogr-1284	104	3	—	—	PUNCT
iogr-1284	104	4	analysis	analysis	NOUN
iogr-1284	104	5	of	of	ADP
iogr-1284	104	6	variance	variance	NOUN
iogr-1284	104	7	(	(	PUNCT
iogr-1284	104	8	anova	anova	PROPN
iogr-1284	104	9	)	)	PUNCT
iogr-1284	104	10	for	for	ADP
iogr-1284	104	11	crv	crv	PROPN
iogr-1284	104	12	.	.	PROPN
iogr-1284	104	13	source	source	PROPN
iogr-1284	104	14	sum	sum	NOUN
iogr-1284	104	15	of	of	ADP
iogr-1284	104	16	squares	square	NOUN
iogr-1284	105	1	df	df	PROPN
iogr-1284	105	2	mean	mean	VERB
iogr-1284	105	3	square	square	ADJ
iogr-1284	105	4	f	f	NOUN
iogr-1284	105	5	-	-	PUNCT
iogr-1284	105	6	value	value	NOUN
iogr-1284	105	7	p	p	NOUN
iogr-1284	105	8	-	-	PUNCT
iogr-1284	105	9	value	value	NOUN
iogr-1284	105	10	model	model	NOUN
iogr-1284	105	11	0.1141	0.1141	NUM
iogr-1284	105	12	13	13	NUM
iogr-1284	105	13	0.0088	0.0088	NUM
iogr-1284	105	14	172.30	172.30	NUM
iogr-1284	105	15	<	<	X
iogr-1284	105	16	0.0001	0.0001	NUM
iogr-1284	105	17	significant	significant	ADJ
iogr-1284	105	18	a	a	PROPN
iogr-1284	105	19	-	-	PUNCT
iogr-1284	105	20	x1	x1	ADJ
iogr-1284	105	21	0.0000	0.0000	NUM
iogr-1284	105	22	1	1	NUM
iogr-1284	105	23	0.0000	0.0000	NUM
iogr-1284	105	24	0.8001	0.8001	NUM
iogr-1284	105	25	0.3762	0.3762	NUM
iogr-1284	105	26	c	c	X
iogr-1284	105	27	-	-	PUNCT
iogr-1284	105	28	x3	x3	VERB
iogr-1284	105	29	0.0001	0.0001	NUM
iogr-1284	105	30	1	1	NUM
iogr-1284	105	31	0.0001	0.0001	NUM
iogr-1284	105	32	1.81	1.81	NUM
iogr-1284	105	33	0.1853	0.1853	NUM
iogr-1284	105	34	d	d	X
iogr-1284	105	35	-	-	PUNCT
iogr-1284	105	36	x4	x4	VERB
iogr-1284	105	37	0.0001	0.0001	NUM
iogr-1284	105	38	1	1	NUM
iogr-1284	105	39	0.0001	0.0001	NUM
iogr-1284	105	40	1.50	1.50	NUM
iogr-1284	105	41	0.2280	0.2280	NUM
iogr-1284	105	42	e	e	NOUN
iogr-1284	105	43	-	-	NOUN
iogr-1284	105	44	x5	x5	ADJ
iogr-1284	105	45	0.0712	0.0712	NUM
iogr-1284	105	46	1	1	NUM
iogr-1284	105	47	0.0712	0.0712	NUM
iogr-1284	105	48	1397.20	1397.20	NUM
iogr-1284	105	49	<	<	X
iogr-1284	105	50	0.0001	0.0001	NUM
iogr-1284	105	51	f	f	PROPN
iogr-1284	105	52	-	-	PUNCT
iogr-1284	105	53	x6	x6	PROPN
iogr-1284	105	54	0.0023	0.0023	NUM
iogr-1284	105	55	1	1	NUM
iogr-1284	105	56	0.0023	0.0023	NUM
iogr-1284	105	57	45.51	45.51	NUM
iogr-1284	105	58	<	<	X
iogr-1284	105	59	0.0001	0.0001	NUM
iogr-1284	105	60	g	g	NOUN
iogr-1284	105	61	-	-	PUNCT
iogr-1284	105	62	x7	x7	NOUN
iogr-1284	105	63	0.0001	0.0001	NUM
iogr-1284	105	64	1	1	NUM
iogr-1284	105	65	0.0001	0.0001	NUM
iogr-1284	105	66	1.79	1.79	NUM
iogr-1284	105	67	0.1879	0.1879	NUM
iogr-1284	105	68	ce	ce	PROPN
iogr-1284	105	69	0.0003	0.0003	NUM
iogr-1284	105	70	1	1	NUM
iogr-1284	105	71	0.0003	0.0003	NUM
iogr-1284	105	72	5.44	5.44	NUM
iogr-1284	105	73	0.0245	0.0245	NUM
iogr-1284	105	74	de	de	X
iogr-1284	105	75	0.0002	0.0002	NUM
iogr-1284	105	76	1	1	NUM
iogr-1284	105	77	0.0002	0.0002	NUM
iogr-1284	105	78	4.49	4.49	NUM
iogr-1284	105	79	0.0401	0.0401	NUM
iogr-1284	105	80	ef	ef	X
iogr-1284	105	81	0.0002	0.0002	NUM
iogr-1284	105	82	1	1	NUM
iogr-1284	105	83	0.0002	0.0002	NUM
iogr-1284	105	84	4.42	4.42	NUM
iogr-1284	105	85	0.0416	0.0416	NUM
iogr-1284	105	86	a²	a²	NOUN
iogr-1284	105	87	0.0002	0.0002	NUM
iogr-1284	105	88	1	1	NUM
iogr-1284	105	89	0.0002	0.0002	NUM
iogr-1284	105	90	3.00	3.00	NUM
iogr-1284	105	91	0.0908	0.0908	NUM
iogr-1284	105	92	d²	d²	NOUN
iogr-1284	105	93	0.0004	0.0004	NUM
iogr-1284	105	94	1	1	NUM
iogr-1284	105	95	0.0004	0.0004	NUM
iogr-1284	105	96	7.38	7.38	NUM
iogr-1284	105	97	0.0095	0.0095	NUM
iogr-1284	105	98	e²	e²	NOUN
iogr-1284	105	99	0.0323	0.0323	NUM
iogr-1284	105	100	1	1	NUM
iogr-1284	105	101	0.0323	0.0323	NUM
iogr-1284	105	102	634.59	634.59	NUM
iogr-1284	105	103	<	<	SYM
iogr-1284	105	104	0.0001	0.0001	NUM
iogr-1284	105	105	f²	f²	PROPN
iogr-1284	105	106	0.0023	0.0023	NUM
iogr-1284	105	107	1	1	NUM
iogr-1284	105	108	0.0023	0.0023	NUM
iogr-1284	105	109	45.82	45.82	NUM
iogr-1284	105	110	<	<	X
iogr-1284	105	111	0.0001	0.0001	NUM
iogr-1284	105	112	residual	residual	ADJ
iogr-1284	105	113	0.0021	0.0021	NUM
iogr-1284	105	114	42	42	NUM
iogr-1284	105	115	0.0001	0.0001	NUM
iogr-1284	105	116	cor	cor	NOUN
iogr-1284	105	117	total	total	NOUN
iogr-1284	105	118	0.1162	0.1162	NUM
iogr-1284	105	119	55	55	NUM
iogr-1284	105	120	sd=0.0071	sd=0.0071	ADJ
iogr-1284	105	121	mean=6.87	mean=6.87	NOUN
iogr-1284	105	122	*	*	PUNCT
iogr-1284	105	123	cv%=0.1039	cv%=0.1039	NOUN
iogr-1284	105	124	press=0.0048	press=0.0048	PART
iogr-1284	105	125	r2=0.9816	r2=0.9816	VERB
iogr-1284	105	126	adj	adj	X
iogr-1284	105	127	r2=0.9759	r2=0.9759	PROPN
iogr-1284	105	128	adeq	adeq	PROPN
iogr-1284	105	129	.	.	PUNCT
iogr-1284	106	1	precision=39.0244	precision=39.0244	PROPN
iogr-1284	106	2	*	*	PUNCT
iogr-1284	107	1	cv	cv	PROPN
iogr-1284	107	2	is	be	AUX
iogr-1284	107	3	coefficient	coefficient	NOUN
iogr-1284	107	4	of	of	ADP
iogr-1284	107	5	variation	variation	NOUN
iogr-1284	107	6	and	and	CCONJ
iogr-1284	107	7	press	press	NOUN
iogr-1284	107	8	is	be	AUX
iogr-1284	107	9	predicted	predict	VERB
iogr-1284	107	10	residual	residual	ADJ
iogr-1284	107	11	error	error	NOUN
iogr-1284	107	12	of	of	ADP
iogr-1284	107	13	sum	sum	NOUN
iogr-1284	107	14	of	of	ADP
iogr-1284	107	15	squares	square	NOUN
iogr-1284	107	16	.	.	PUNCT
iogr-1284	108	1	improved	improve	VERB
iogr-1284	108	2	oil	oil	NOUN
iogr-1284	108	3	and	and	CCONJ
iogr-1284	108	4	gas	gas	NOUN
iogr-1284	108	5	recovery	recovery	NOUN
iogr-1284	108	6	7	7	NUM
iogr-1284	108	7	figure	figure	NOUN
iogr-1284	108	8	4—(a	4—(a	NOUN
iogr-1284	108	9	)	)	PUNCT
iogr-1284	108	10	plot	plot	NOUN
iogr-1284	108	11	of	of	ADP
iogr-1284	108	12	actual	actual	ADJ
iogr-1284	108	13	vs.	vs.	ADP
iogr-1284	108	14	predicted	predict	VERB
iogr-1284	108	15	response	response	NOUN
iogr-1284	108	16	of	of	ADP
iogr-1284	108	17	surface	surface	NOUN
iogr-1284	108	18	;	;	PUNCT
iogr-1284	108	19	(	(	PUNCT
iogr-1284	108	20	b	b	X
iogr-1284	108	21	)	)	PUNCT
iogr-1284	108	22	normal	normal	ADJ
iogr-1284	108	23	probability	probability	NOUN
iogr-1284	108	24	plot	plot	NOUN
iogr-1284	108	25	to	to	ADP
iogr-1284	108	26	residuals	residual	NOUN
iogr-1284	108	27	of	of	ADP
iogr-1284	108	28	crv	crv	PROPN
iogr-1284	108	29	data	datum	NOUN
iogr-1284	108	30	;	;	PUNCT
iogr-1284	108	31	(	(	PUNCT
iogr-1284	108	32	c	c	X
iogr-1284	108	33	)	)	PUNCT
iogr-1284	108	34	the	the	DET
iogr-1284	108	35	plot	plot	NOUN
iogr-1284	108	36	of	of	ADP
iogr-1284	108	37	residuals	residual	NOUN
iogr-1284	108	38	vs.	vs.	ADP
iogr-1284	108	39	predicted	predict	VERB
iogr-1284	108	40	response	response	NOUN
iogr-1284	108	41	of	of	ADP
iogr-1284	108	42	crv	crv	PROPN
iogr-1284	108	43	data	data	PROPN
iogr-1284	108	44	;	;	PUNCT
iogr-1284	108	45	(	(	PUNCT
iogr-1284	108	46	d	d	X
iogr-1284	108	47	)	)	PUNCT
iogr-1284	108	48	the	the	DET
iogr-1284	108	49	plot	plot	NOUN
iogr-1284	108	50	of	of	ADP
iogr-1284	108	51	residuals	residual	NOUN
iogr-1284	108	52	vs.	vs.	ADP
iogr-1284	108	53	run	run	NOUN
iogr-1284	108	54	of	of	ADP
iogr-1284	108	55	crv	crv	PROPN
iogr-1284	108	56	data	data	PROPN
iogr-1284	108	57	.	.	PUNCT
iogr-1284	109	1	figure	figure	NOUN
iogr-1284	109	2	4(a	4(a	NUM
iogr-1284	109	3	)	)	PUNCT
iogr-1284	109	4	compares	compare	VERB
iogr-1284	109	5	the	the	DET
iogr-1284	109	6	predicted	predict	VERB
iogr-1284	109	7	and	and	CCONJ
iogr-1284	109	8	actual	actual	ADJ
iogr-1284	109	9	values	value	NOUN
iogr-1284	109	10	of	of	ADP
iogr-1284	109	11	crv	crv	PROPN
iogr-1284	109	12	(	(	PUNCT
iogr-1284	109	13	mm.bbl	mm.bbl	PROPN
iogr-1284	109	14	)	)	PUNCT
iogr-1284	109	15	and	and	CCONJ
iogr-1284	109	16	hence	hence	ADV
iogr-1284	109	17	,	,	PUNCT
iogr-1284	109	18	it	it	PRON
iogr-1284	109	19	can	can	AUX
iogr-1284	109	20	be	be	AUX
iogr-1284	109	21	observed	observe	VERB
iogr-1284	109	22	that	that	SCONJ
iogr-1284	109	23	the	the	DET
iogr-1284	109	24	data	data	NOUN
iogr-1284	109	25	points	point	NOUN
iogr-1284	109	26	are	be	AUX
iogr-1284	109	27	scattered	scatter	VERB
iogr-1284	109	28	around	around	ADP
iogr-1284	109	29	the	the	DET
iogr-1284	109	30	diagonal	diagonal	ADJ
iogr-1284	109	31	line	line	NOUN
iogr-1284	109	32	,	,	PUNCT
iogr-1284	109	33	which	which	PRON
iogr-1284	109	34	represents	represent	VERB
iogr-1284	109	35	good	good	ADJ
iogr-1284	109	36	prediction	prediction	NOUN
iogr-1284	109	37	with	with	ADP
iogr-1284	109	38	approximately	approximately	ADV
iogr-1284	109	39	98	98	NUM
iogr-1284	109	40	%	%	NOUN
iogr-1284	109	41	accuracy	accuracy	NOUN
iogr-1284	109	42	.	.	PUNCT
iogr-1284	110	1	points	point	NOUN
iogr-1284	110	2	close	close	ADV
iogr-1284	110	3	to	to	ADP
iogr-1284	110	4	the	the	DET
iogr-1284	110	5	diagonal	diagonal	ADJ
iogr-1284	110	6	line	line	NOUN
iogr-1284	110	7	indicate	indicate	VERB
iogr-1284	110	8	accurate	accurate	ADJ
iogr-1284	110	9	predictions	prediction	NOUN
iogr-1284	110	10	,	,	PUNCT
iogr-1284	110	11	while	while	SCONJ
iogr-1284	110	12	deviations	deviation	NOUN
iogr-1284	110	13	from	from	ADP
iogr-1284	110	14	the	the	DET
iogr-1284	110	15	line	line	NOUN
iogr-1284	110	16	specifically	specifically	ADV
iogr-1284	110	17	in	in	ADP
iogr-1284	110	18	red	red	ADJ
iogr-1284	110	19	and	and	CCONJ
iogr-1284	110	20	green	green	ADJ
iogr-1284	110	21	colors	color	NOUN
iogr-1284	110	22	account	account	VERB
iogr-1284	110	23	for	for	ADP
iogr-1284	110	24	the	the	DET
iogr-1284	110	25	2	2	NUM
iogr-1284	110	26	%	%	NOUN
iogr-1284	110	27	error	error	NOUN
iogr-1284	110	28	in	in	ADP
iogr-1284	110	29	prediction	prediction	NOUN
iogr-1284	110	30	.	.	PUNCT
iogr-1284	111	1	additionally	additionally	ADV
iogr-1284	111	2	,	,	PUNCT
iogr-1284	111	3	the	the	DET
iogr-1284	111	4	normal	normal	ADJ
iogr-1284	111	5	probability	probability	NOUN
iogr-1284	111	6	plot	plot	NOUN
iogr-1284	111	7	as	as	SCONJ
iogr-1284	111	8	shown	show	VERB
iogr-1284	111	9	in	in	ADP
iogr-1284	111	10	figure	figure	NOUN
iogr-1284	111	11	4(b	4(b	NUM
iogr-1284	111	12	)	)	PUNCT
iogr-1284	111	13	indicates	indicate	VERB
iogr-1284	111	14	that	that	SCONJ
iogr-1284	111	15	the	the	DET
iogr-1284	111	16	residuals	residual	NOUN
iogr-1284	111	17	follow	follow	VERB
iogr-1284	111	18	a	a	DET
iogr-1284	111	19	normal	normal	ADJ
iogr-1284	111	20	distribution	distribution	NOUN
iogr-1284	111	21	,	,	PUNCT
iogr-1284	111	22	thus	thus	ADV
iogr-1284	111	23	follow	follow	VERB
iogr-1284	111	24	the	the	DET
iogr-1284	111	25	straight	straight	ADJ
iogr-1284	111	26	line	line	NOUN
iogr-1284	111	27	and	and	CCONJ
iogr-1284	111	28	“	"	PUNCT
iogr-1284	111	29	s	s	NOUN
iogr-1284	111	30	-	-	PUNCT
iogr-1284	111	31	shaped	shaped	ADJ
iogr-1284	111	32	”	"	PUNCT
iogr-1284	111	33	curve	curve	NOUN
iogr-1284	111	34	,	,	PUNCT
iogr-1284	111	35	suggests	suggest	VERB
iogr-1284	111	36	that	that	SCONJ
iogr-1284	111	37	the	the	DET
iogr-1284	111	38	transformation	transformation	NOUN
iogr-1284	111	39	of	of	ADP
iogr-1284	111	40	the	the	DET
iogr-1284	111	41	response	response	NOUN
iogr-1284	111	42	will	will	AUX
iogr-1284	111	43	provide	provide	VERB
iogr-1284	111	44	a	a	DET
iogr-1284	111	45	better	well	ADJ
iogr-1284	111	46	analysis	analysis	NOUN
iogr-1284	111	47	.	.	PUNCT
iogr-1284	112	1	figure	figure	NOUN
iogr-1284	112	2	4(c	4(c	NUM
iogr-1284	112	3	)	)	PUNCT
iogr-1284	112	4	,	,	PUNCT
iogr-1284	112	5	however	however	ADV
iogr-1284	112	6	,	,	PUNCT
iogr-1284	112	7	presents	present	VERB
iogr-1284	112	8	the	the	DET
iogr-1284	112	9	plot	plot	NOUN
iogr-1284	112	10	of	of	ADP
iogr-1284	112	11	the	the	DET
iogr-1284	112	12	residuals	residual	NOUN
iogr-1284	112	13	versus	versus	ADP
iogr-1284	112	14	the	the	DET
iogr-1284	112	15	ascending	ascend	VERB
iogr-1284	112	16	predicted	predict	VERB
iogr-1284	112	17	response	response	NOUN
iogr-1284	112	18	values	value	NOUN
iogr-1284	112	19	,	,	PUNCT
iogr-1284	112	20	which	which	PRON
iogr-1284	112	21	is	be	AUX
iogr-1284	112	22	a	a	DET
iogr-1284	112	23	random	random	ADJ
iogr-1284	112	24	scatter	scatter	NOUN
iogr-1284	112	25	depicting	depict	VERB
iogr-1284	112	26	expanding	expand	VERB
iogr-1284	112	27	variance	variance	NOUN
iogr-1284	112	28	,	,	PUNCT
iogr-1284	112	29	suggesting	suggest	VERB
iogr-1284	112	30	need	need	NOUN
iogr-1284	112	31	for	for	ADP
iogr-1284	112	32	response	response	NOUN
iogr-1284	112	33	transformation	transformation	NOUN
iogr-1284	112	34	.	.	PUNCT
iogr-1284	113	1	lastly	lastly	ADV
iogr-1284	113	2	,	,	PUNCT
iogr-1284	113	3	figure	figure	NOUN
iogr-1284	113	4	4(d	4(d	NUM
iogr-1284	113	5	)	)	PUNCT
iogr-1284	113	6	shows	show	VERB
iogr-1284	113	7	the	the	DET
iogr-1284	113	8	plot	plot	NOUN
iogr-1284	113	9	of	of	ADP
iogr-1284	113	10	the	the	DET
iogr-1284	113	11	residuals	residual	NOUN
iogr-1284	113	12	versus	versus	ADP
iogr-1284	113	13	the	the	DET
iogr-1284	113	14	experimental	experimental	ADJ
iogr-1284	113	15	run	run	NOUN
iogr-1284	113	16	order	order	NOUN
iogr-1284	113	17	.	.	PUNCT
iogr-1284	114	1	the	the	DET
iogr-1284	114	2	scatter	scatter	NOUN
iogr-1284	114	3	of	of	ADP
iogr-1284	114	4	residuals	residual	NOUN
iogr-1284	114	5	appears	appear	VERB
iogr-1284	114	6	random	random	ADJ
iogr-1284	114	7	and	and	CCONJ
iogr-1284	114	8	is	be	AUX
iogr-1284	114	9	evenly	evenly	ADV
iogr-1284	114	10	distributed	distribute	VERB
iogr-1284	114	11	around	around	ADP
iogr-1284	114	12	the	the	DET
iogr-1284	114	13	mean	mean	ADJ
iogr-1284	114	14	residual	residual	ADJ
iogr-1284	114	15	value	value	NOUN
iogr-1284	114	16	.	.	PUNCT
iogr-1284	115	1	this	this	PRON
iogr-1284	115	2	suggests	suggest	VERB
iogr-1284	115	3	that	that	SCONJ
iogr-1284	115	4	the	the	DET
iogr-1284	115	5	residuals	residual	NOUN
iogr-1284	115	6	are	be	AUX
iogr-1284	115	7	not	not	PART
iogr-1284	115	8	influenced	influence	VERB
iogr-1284	115	9	by	by	ADP
iogr-1284	115	10	the	the	DET
iogr-1284	115	11	order	order	NOUN
iogr-1284	115	12	in	in	ADP
iogr-1284	115	13	which	which	PRON
iogr-1284	115	14	the	the	DET
iogr-1284	115	15	runs	run	NOUN
iogr-1284	115	16	were	be	AUX
iogr-1284	115	17	conducted	conduct	VERB
iogr-1284	115	18	,	,	PUNCT
iogr-1284	115	19	indicating	indicate	VERB
iogr-1284	115	20	their	their	PRON
iogr-1284	115	21	independence	independence	NOUN
iogr-1284	115	22	from	from	ADP
iogr-1284	115	23	the	the	DET
iogr-1284	115	24	run	run	NOUN
iogr-1284	115	25	sequence	sequence	NOUN
iogr-1284	115	26	.	.	PUNCT
iogr-1284	116	1	sensitivity	sensitivity	NOUN
iogr-1284	116	2	analysis	analysis	NOUN
iogr-1284	116	3	.	.	PUNCT
iogr-1284	117	1	in	in	ADP
iogr-1284	117	2	an	an	DET
iogr-1284	117	3	attempt	attempt	NOUN
iogr-1284	117	4	to	to	PART
iogr-1284	117	5	study	study	VERB
iogr-1284	117	6	the	the	DET
iogr-1284	117	7	effect	effect	NOUN
iogr-1284	117	8	of	of	ADP
iogr-1284	117	9	the	the	DET
iogr-1284	117	10	factors	factor	NOUN
iogr-1284	117	11	(	(	PUNCT
iogr-1284	117	12	reservoir	reservoir	NOUN
iogr-1284	117	13	and	and	CCONJ
iogr-1284	117	14	steam	steam	NOUN
iogr-1284	117	15	flooding	flooding	NOUN
iogr-1284	117	16	parameters	parameter	NOUN
iogr-1284	117	17	)	)	PUNCT
iogr-1284	117	18	considered	consider	VERB
iogr-1284	117	19	in	in	ADP
iogr-1284	117	20	this	this	DET
iogr-1284	117	21	study	study	NOUN
iogr-1284	117	22	,	,	PUNCT
iogr-1284	117	23	a	a	DET
iogr-1284	117	24	sensitivity	sensitivity	NOUN
iogr-1284	117	25	study	study	NOUN
iogr-1284	117	26	was	be	AUX
iogr-1284	117	27	carried	carry	VERB
iogr-1284	117	28	out	out	ADP
iogr-1284	117	29	using	use	VERB
iogr-1284	117	30	the	the	DET
iogr-1284	117	31	perturbation	perturbation	NOUN
iogr-1284	117	32	functionality	functionality	NOUN
iogr-1284	117	33	of	of	ADP
iogr-1284	117	34	the	the	DET
iogr-1284	117	35	design	design	NOUN
iogr-1284	117	36	expert	expert	NOUN
iogr-1284	117	37	software	software	NOUN
iogr-1284	117	38	.	.	PUNCT
iogr-1284	118	1	the	the	DET
iogr-1284	118	2	effect	effect	NOUN
iogr-1284	118	3	of	of	ADP
iogr-1284	118	4	these	these	DET
iogr-1284	118	5	factors	factor	NOUN
iogr-1284	118	6	on	on	ADP
iogr-1284	118	7	our	our	PRON
iogr-1284	118	8	response	response	NOUN
iogr-1284	118	9	,	,	PUNCT
iogr-1284	118	10	the	the	DET
iogr-1284	118	11	cumulative	cumulative	ADJ
iogr-1284	118	12	recoverable	recoverable	ADJ
iogr-1284	118	13	volume	volume	NOUN
iogr-1284	118	14	can	can	AUX
iogr-1284	118	15	be	be	AUX
iogr-1284	118	16	seen	see	VERB
iogr-1284	118	17	in	in	ADP
iogr-1284	118	18	figure	figure	NOUN
iogr-1284	118	19	5	5	NUM
iogr-1284	118	20	.	.	PUNCT
iogr-1284	118	21	improved	improve	VERB
iogr-1284	118	22	oil	oil	NOUN
iogr-1284	118	23	and	and	CCONJ
iogr-1284	118	24	gas	gas	NOUN
iogr-1284	118	25	recovery	recovery	NOUN
iogr-1284	118	26	8	8	NUM
iogr-1284	118	27	figure	figure	NOUN
iogr-1284	118	28	5	5	NUM
iogr-1284	118	29	—	—	PUNCT
iogr-1284	118	30	the	the	DET
iogr-1284	118	31	effect	effect	NOUN
iogr-1284	118	32	of	of	ADP
iogr-1284	118	33	these	these	DET
iogr-1284	118	34	factors	factor	NOUN
iogr-1284	118	35	on	on	ADP
iogr-1284	118	36	our	our	PRON
iogr-1284	118	37	response	response	NOUN
iogr-1284	118	38	surface	surface	NOUN
iogr-1284	118	39	.	.	PUNCT
iogr-1284	119	1	as	as	SCONJ
iogr-1284	119	2	can	can	AUX
iogr-1284	119	3	be	be	AUX
iogr-1284	119	4	observed	observe	VERB
iogr-1284	119	5	from	from	ADP
iogr-1284	119	6	figure	figure	NOUN
iogr-1284	119	7	5	5	NUM
iogr-1284	119	8	,	,	PUNCT
iogr-1284	119	9	as	as	SCONJ
iogr-1284	119	10	the	the	DET
iogr-1284	119	11	deviation	deviation	NOUN
iogr-1284	119	12	from	from	ADP
iogr-1284	119	13	the	the	DET
iogr-1284	119	14	reference	reference	NOUN
iogr-1284	119	15	point	point	NOUN
iogr-1284	119	16	increases	increase	NOUN
iogr-1284	119	17	,	,	PUNCT
iogr-1284	119	18	crv	crv	PROPN
iogr-1284	119	19	sharply	sharply	ADV
iogr-1284	119	20	decreases	decrease	VERB
iogr-1284	119	21	,	,	PUNCT
iogr-1284	119	22	this	this	PRON
iogr-1284	119	23	shows	show	VERB
iogr-1284	119	24	that	that	SCONJ
iogr-1284	119	25	factor	factor	NOUN
iogr-1284	119	26	e	e	NOUN
iogr-1284	119	27	(	(	PUNCT
iogr-1284	119	28	steam	steam	NOUN
iogr-1284	119	29	injection	injection	NOUN
iogr-1284	119	30	rate	rate	NOUN
iogr-1284	119	31	)	)	PUNCT
iogr-1284	119	32	plays	play	VERB
iogr-1284	119	33	a	a	DET
iogr-1284	119	34	critical	critical	ADJ
iogr-1284	119	35	role	role	NOUN
iogr-1284	119	36	in	in	ADP
iogr-1284	119	37	reducing	reduce	VERB
iogr-1284	119	38	crv	crv	NOUN
iogr-1284	119	39	and	and	CCONJ
iogr-1284	119	40	hence	hence	ADV
iogr-1284	119	41	,	,	PUNCT
iogr-1284	119	42	determining	determine	VERB
iogr-1284	119	43	its	its	PRON
iogr-1284	119	44	optimal	optimal	ADJ
iogr-1284	119	45	parameter	parameter	NOUN
iogr-1284	119	46	can	can	AUX
iogr-1284	119	47	lead	lead	VERB
iogr-1284	119	48	to	to	ADP
iogr-1284	119	49	significant	significant	ADJ
iogr-1284	119	50	improvements	improvement	NOUN
iogr-1284	119	51	in	in	ADP
iogr-1284	119	52	crv	crv	PROPN
iogr-1284	119	53	.	.	PUNCT
iogr-1284	120	1	however	however	ADV
iogr-1284	120	2	,	,	PUNCT
iogr-1284	120	3	factors	factor	VERB
iogr-1284	120	4	a	a	DET
iogr-1284	120	5	(	(	PUNCT
iogr-1284	120	6	bhp	bhp	PROPN
iogr-1284	120	7	well_1	well_1	PROPN
iogr-1284	120	8	)	)	PUNCT
iogr-1284	120	9	,	,	PUNCT
iogr-1284	120	10	c	c	PROPN
iogr-1284	120	11	(	(	PUNCT
iogr-1284	120	12	bhp	bhp	PROPN
iogr-1284	120	13	well_3	well_3	PROPN
iogr-1284	120	14	)	)	PUNCT
iogr-1284	120	15	,	,	PUNCT
iogr-1284	120	16	and	and	CCONJ
iogr-1284	120	17	g	g	NOUN
iogr-1284	120	18	(	(	PUNCT
iogr-1284	120	19	steam	steam	NOUN
iogr-1284	120	20	temperature	temperature	NOUN
iogr-1284	120	21	)	)	PUNCT
iogr-1284	120	22	can	can	AUX
iogr-1284	120	23	be	be	AUX
iogr-1284	120	24	observed	observe	VERB
iogr-1284	120	25	to	to	PART
iogr-1284	120	26	have	have	AUX
iogr-1284	120	27	exhibited	exhibit	VERB
iogr-1284	120	28	minimal	minimal	ADJ
iogr-1284	120	29	influence	influence	NOUN
iogr-1284	120	30	as	as	SCONJ
iogr-1284	120	31	they	they	PRON
iogr-1284	120	32	have	have	VERB
iogr-1284	120	33	relatively	relatively	ADV
iogr-1284	120	34	flat	flat	ADJ
iogr-1284	120	35	lines	line	NOUN
iogr-1284	120	36	near	near	ADP
iogr-1284	120	37	the	the	DET
iogr-1284	120	38	reference	reference	NOUN
iogr-1284	120	39	point	point	NOUN
iogr-1284	120	40	,	,	PUNCT
iogr-1284	120	41	hence	hence	ADV
iogr-1284	120	42	,	,	PUNCT
iogr-1284	120	43	changes	change	NOUN
iogr-1284	120	44	in	in	ADP
iogr-1284	120	45	factors	factor	NOUN
iogr-1284	120	46	a	a	DET
iogr-1284	120	47	,	,	PUNCT
iogr-1284	120	48	c	c	NOUN
iogr-1284	120	49	,	,	PUNCT
iogr-1284	120	50	and	and	CCONJ
iogr-1284	120	51	g	g	PROPN
iogr-1284	120	52	have	have	VERB
iogr-1284	120	53	minimal	minimal	ADJ
iogr-1284	120	54	impact	impact	NOUN
iogr-1284	120	55	on	on	ADP
iogr-1284	120	56	crv	crv	PROPN
iogr-1284	120	57	.	.	PUNCT
iogr-1284	121	1	additionally	additionally	ADV
iogr-1284	121	2	,	,	PUNCT
iogr-1284	121	3	while	while	SCONJ
iogr-1284	121	4	factors	factor	NOUN
iogr-1284	121	5	f	f	X
iogr-1284	121	6	(	(	PUNCT
iogr-1284	121	7	steam	steam	NOUN
iogr-1284	121	8	quality	quality	NOUN
iogr-1284	121	9	)	)	PUNCT
iogr-1284	121	10	and	and	CCONJ
iogr-1284	121	11	d	d	PROPN
iogr-1284	121	12	(	(	PUNCT
iogr-1284	121	13	bhp	bhp	PROPN
iogr-1284	121	14	well_4	well_4	NOUN
iogr-1284	121	15	)	)	PUNCT
iogr-1284	121	16	may	may	AUX
iogr-1284	121	17	not	not	PART
iogr-1284	121	18	be	be	AUX
iogr-1284	121	19	as	as	ADV
iogr-1284	121	20	impactful	impactful	ADJ
iogr-1284	121	21	as	as	ADP
iogr-1284	121	22	factor	factor	NOUN
iogr-1284	121	23	e	e	NOUN
iogr-1284	121	24	,	,	PUNCT
iogr-1284	121	25	optimizing	optimize	VERB
iogr-1284	121	26	f	f	PROPN
iogr-1284	121	27	and	and	CCONJ
iogr-1284	121	28	d	d	PROPN
iogr-1284	121	29	may	may	AUX
iogr-1284	121	30	contribute	contribute	VERB
iogr-1284	121	31	positively	positively	ADV
iogr-1284	121	32	to	to	ADP
iogr-1284	121	33	crv	crv	PROPN
iogr-1284	121	34	as	as	SCONJ
iogr-1284	121	35	they	they	PRON
iogr-1284	121	36	show	show	VERB
iogr-1284	121	37	slight	slight	ADJ
iogr-1284	121	38	inclines	incline	NOUN
iogr-1284	121	39	,	,	PUNCT
iogr-1284	121	40	indicating	indicate	VERB
iogr-1284	121	41	positive	positive	ADJ
iogr-1284	121	42	correlations	correlation	NOUN
iogr-1284	121	43	with	with	ADP
iogr-1284	121	44	crv	crv	PROPN
iogr-1284	121	45	.	.	PUNCT
iogr-1284	121	46	optimization	optimization	NOUN
iogr-1284	121	47	analysis	analysis	NOUN
iogr-1284	121	48	.	.	PUNCT
iogr-1284	122	1	the	the	DET
iogr-1284	122	2	numerical	numerical	PROPN
iogr-1284	122	3	optimization	optimization	PROPN
iogr-1284	122	4	algorithm	algorithm	NOUN
iogr-1284	122	5	adopted	adopt	VERB
iogr-1284	122	6	in	in	ADP
iogr-1284	122	7	this	this	DET
iogr-1284	122	8	research	research	NOUN
iogr-1284	122	9	follows	follow	VERB
iogr-1284	122	10	the	the	DET
iogr-1284	122	11	hill	hill	NOUN
iogr-1284	122	12	climbing	climbing	NOUN
iogr-1284	122	13	technique	technique	NOUN
iogr-1284	122	14	.	.	PUNCT
iogr-1284	123	1	firstly	firstly	ADV
iogr-1284	123	2	,	,	PUNCT
iogr-1284	123	3	the	the	DET
iogr-1284	123	4	objective	objective	ADJ
iogr-1284	123	5	function	function	NOUN
iogr-1284	123	6	(	(	PUNCT
iogr-1284	123	7	desirability	desirability	NOUN
iogr-1284	123	8	function	function	NOUN
iogr-1284	123	9	)	)	PUNCT
iogr-1284	123	10	is	be	AUX
iogr-1284	123	11	set	set	VERB
iogr-1284	123	12	to	to	PART
iogr-1284	123	13	ranges	range	NOUN
iogr-1284	123	14	from	from	ADP
iogr-1284	123	15	zero	zero	NUM
iogr-1284	123	16	to	to	ADP
iogr-1284	123	17	outside	outside	ADP
iogr-1284	123	18	of	of	ADP
iogr-1284	123	19	the	the	DET
iogr-1284	123	20	limits	limit	NOUN
iogr-1284	123	21	to	to	ADP
iogr-1284	123	22	one	one	NUM
iogr-1284	123	23	at	at	ADP
iogr-1284	123	24	the	the	DET
iogr-1284	123	25	goal	goal	NOUN
iogr-1284	123	26	.	.	PUNCT
iogr-1284	124	1	by	by	ADP
iogr-1284	124	2	leveraging	leverage	VERB
iogr-1284	124	3	a	a	DET
iogr-1284	124	4	penalty	penalty	NOUN
iogr-1284	124	5	function	function	NOUN
iogr-1284	124	6	,	,	PUNCT
iogr-1284	124	7	a	a	DET
iogr-1284	124	8	set	set	NOUN
iogr-1284	124	9	of	of	ADP
iogr-1284	124	10	random	random	ADJ
iogr-1284	124	11	points	point	NOUN
iogr-1284	124	12	based	base	VERB
iogr-1284	124	13	on	on	ADP
iogr-1284	124	14	defined	define	VERB
iogr-1284	124	15	constraints	constraint	NOUN
iogr-1284	124	16	are	be	AUX
iogr-1284	124	17	checked	check	VERB
iogr-1284	124	18	to	to	PART
iogr-1284	124	19	see	see	VERB
iogr-1284	124	20	if	if	SCONJ
iogr-1284	124	21	there	there	PRON
iogr-1284	124	22	is	be	VERB
iogr-1284	124	23	a	a	DET
iogr-1284	124	24	more	more	ADV
iogr-1284	124	25	desirable	desirable	ADJ
iogr-1284	124	26	solution	solution	NOUN
iogr-1284	124	27	.	.	PUNCT
iogr-1284	125	1	based	base	VERB
iogr-1284	125	2	on	on	ADP
iogr-1284	125	3	this	this	DET
iogr-1284	125	4	approach	approach	NOUN
iogr-1284	125	5	,	,	PUNCT
iogr-1284	125	6	the	the	DET
iogr-1284	125	7	solution	solution	NOUN
iogr-1284	125	8	highlighting	highlight	VERB
iogr-1284	125	9	the	the	DET
iogr-1284	125	10	top	top	ADJ
iogr-1284	125	11	5	5	NUM
iogr-1284	125	12	optimization	optimization	NOUN
iogr-1284	125	13	results	result	NOUN
iogr-1284	125	14	is	be	AUX
iogr-1284	125	15	shown	show	VERB
iogr-1284	125	16	in	in	ADP
iogr-1284	125	17	table	table	NOUN
iogr-1284	125	18	3	3	NUM
iogr-1284	125	19	.	.	PUNCT
iogr-1284	125	20	table	table	NOUN
iogr-1284	125	21	3	3	NUM
iogr-1284	125	22	—	—	PUNCT
iogr-1284	125	23	top	top	ADJ
iogr-1284	125	24	5	5	NUM
iogr-1284	125	25	optimization	optimization	NOUN
iogr-1284	125	26	results	result	NOUN
iogr-1284	125	27	.	.	PUNCT
iogr-1284	126	1	number	number	NOUN
iogr-1284	126	2	x1	x1	PROPN
iogr-1284	127	1	x2	x2	PROPN
iogr-1284	127	2	x3	x3	PROPN
iogr-1284	127	3	x4	x4	PROPN
iogr-1284	127	4	x5	x5	PROPN
iogr-1284	127	5	x6	x6	PROPN
iogr-1284	127	6	x7	x7	NOUN
iogr-1284	127	7	optimized	optimize	VERB
iogr-1284	127	8	crv	crv	NOUN
iogr-1284	127	9	desirability	desirability	NOUN
iogr-1284	127	10	1	1	NUM
iogr-1284	127	11	1250	1250	NUM
iogr-1284	127	12	0	0	NUM
iogr-1284	127	13	1250	1250	NUM
iogr-1284	127	14	500	500	NUM
iogr-1284	127	15	1000	1000	NUM
iogr-1284	127	16	0.1	0.1	NUM
iogr-1284	127	17	150	150	NUM
iogr-1284	127	18	9313994.303	9313994.303	NUM
iogr-1284	127	19	0.959	0.959	NUM
iogr-1284	127	20	2	2	NUM
iogr-1284	127	21	1250	1250	NUM
iogr-1284	127	22	0	0	NUM
iogr-1284	127	23	1250	1250	NUM
iogr-1284	127	24	500	500	NUM
iogr-1284	127	25	1000	1000	NUM
iogr-1284	127	26	1	1	NUM
iogr-1284	127	27	150	150	NUM
iogr-1284	127	28	9121955.466	9121955.466	NUM
iogr-1284	127	29	0.946	0.946	NUM
iogr-1284	127	30	3	3	NUM
iogr-1284	127	31	648.822	648.822	NUM
iogr-1284	127	32	0	0	NUM
iogr-1284	127	33	747.588	747.588	NUM
iogr-1284	127	34	665.041	665.041	NUM
iogr-1284	127	35	1418.562	1418.562	NUM
iogr-1284	127	36	0.108	0.108	NUM
iogr-1284	127	37	114.617	114.617	NUM
iogr-1284	127	38	9120851.876	9120851.876	NUM
iogr-1284	127	39	0.946	0.946	NUM
iogr-1284	127	40	4	4	NUM
iogr-1284	127	41	1250	1250	NUM
iogr-1284	127	42	0	0	NUM
iogr-1284	127	43	1250	1250	NUM
iogr-1284	127	44	2000	2000	NUM
iogr-1284	127	45	1000	1000	NUM
iogr-1284	127	46	0.1	0.1	NUM
iogr-1284	127	47	150	150	NUM
iogr-1284	127	48	9013188.917	9013188.917	NUM
iogr-1284	127	49	0.938	0.938	NUM
iogr-1284	127	50	5	5	NUM
iogr-1284	127	51	500	500	NUM
iogr-1284	127	52	0	0	NUM
iogr-1284	127	53	500	500	NUM
iogr-1284	127	54	1250	1250	NUM
iogr-1284	127	55	1000	1000	NUM
iogr-1284	127	56	0.55	0.55	NUM
iogr-1284	127	57	150	150	NUM
iogr-1284	127	58	9009920.854	9009920.854	NUM
iogr-1284	127	59	0.938	0.938	NUM
iogr-1284	127	60	improved	improved	ADJ
iogr-1284	127	61	oil	oil	NOUN
iogr-1284	127	62	and	and	CCONJ
iogr-1284	127	63	gas	gas	NOUN
iogr-1284	127	64	recovery	recovery	NOUN
iogr-1284	127	65	9	9	NUM
iogr-1284	127	66	from	from	ADP
iogr-1284	127	67	table	table	NOUN
iogr-1284	127	68	3	3	NUM
iogr-1284	127	69	,	,	PUNCT
iogr-1284	127	70	it	it	PRON
iogr-1284	127	71	can	can	AUX
iogr-1284	127	72	be	be	AUX
iogr-1284	127	73	observed	observe	VERB
iogr-1284	127	74	that	that	SCONJ
iogr-1284	127	75	the	the	DET
iogr-1284	127	76	feature	feature	NOUN
iogr-1284	127	77	b	b	PROPN
iogr-1284	127	78	was	be	AUX
iogr-1284	127	79	set	set	VERB
iogr-1284	127	80	to	to	ADP
iogr-1284	127	81	zero	zero	NUM
iogr-1284	127	82	,	,	PUNCT
iogr-1284	127	83	since	since	SCONJ
iogr-1284	127	84	it	it	PRON
iogr-1284	127	85	was	be	AUX
iogr-1284	127	86	not	not	PART
iogr-1284	127	87	part	part	NOUN
iogr-1284	127	88	of	of	ADP
iogr-1284	127	89	the	the	DET
iogr-1284	127	90	objective	objective	ADJ
iogr-1284	127	91	function	function	NOUN
iogr-1284	127	92	.	.	PUNCT
iogr-1284	128	1	from	from	ADP
iogr-1284	128	2	the	the	DET
iogr-1284	128	3	result	result	NOUN
iogr-1284	128	4	also	also	ADV
iogr-1284	128	5	,	,	PUNCT
iogr-1284	128	6	it	it	PRON
iogr-1284	128	7	can	can	AUX
iogr-1284	128	8	be	be	AUX
iogr-1284	128	9	observed	observe	VERB
iogr-1284	128	10	that	that	SCONJ
iogr-1284	128	11	the	the	DET
iogr-1284	128	12	highest	high	ADJ
iogr-1284	128	13	cumulative	cumulative	ADJ
iogr-1284	128	14	recoverable	recoverable	ADJ
iogr-1284	128	15	volume	volume	NOUN
iogr-1284	128	16	9,313,994.303	9,313,994.303	NUM
iogr-1284	128	17	bbl	bbl	NOUN
iogr-1284	128	18	which	which	PRON
iogr-1284	128	19	is	be	AUX
iogr-1284	128	20	approximately	approximately	ADV
iogr-1284	128	21	19	19	NUM
iogr-1284	128	22	%	%	NOUN
iogr-1284	128	23	increase	increase	NOUN
iogr-1284	128	24	as	as	SCONJ
iogr-1284	128	25	compared	compare	VERB
iogr-1284	128	26	to	to	ADP
iogr-1284	128	27	the	the	DET
iogr-1284	128	28	average	average	ADJ
iogr-1284	128	29	cumulative	cumulative	ADJ
iogr-1284	128	30	recoverable	recoverable	ADJ
iogr-1284	128	31	volume	volume	NOUN
iogr-1284	128	32	from	from	ADP
iogr-1284	128	33	the	the	DET
iogr-1284	128	34	reservoir	reservoir	NOUN
iogr-1284	128	35	experimental	experimental	ADJ
iogr-1284	128	36	results	result	NOUN
iogr-1284	128	37	.	.	PUNCT
iogr-1284	129	1	conclusions	conclusion	NOUN
iogr-1284	129	2	and	and	CCONJ
iogr-1284	129	3	recommendations	recommendation	NOUN
iogr-1284	129	4	in	in	ADP
iogr-1284	129	5	this	this	DET
iogr-1284	129	6	study	study	NOUN
iogr-1284	129	7	,	,	PUNCT
iogr-1284	129	8	we	we	PRON
iogr-1284	129	9	developed	develop	VERB
iogr-1284	129	10	a	a	DET
iogr-1284	129	11	quadratic	quadratic	ADJ
iogr-1284	129	12	response	response	NOUN
iogr-1284	129	13	surface	surface	NOUN
iogr-1284	129	14	proxy	proxy	NOUN
iogr-1284	129	15	model	model	NOUN
iogr-1284	129	16	to	to	PART
iogr-1284	129	17	estimate	estimate	VERB
iogr-1284	129	18	the	the	DET
iogr-1284	129	19	cumulative	cumulative	ADJ
iogr-1284	129	20	recovery	recovery	NOUN
iogr-1284	129	21	volume	volume	NOUN
iogr-1284	129	22	(	(	PUNCT
iogr-1284	129	23	crv	crv	PROPN
iogr-1284	129	24	)	)	PUNCT
iogr-1284	129	25	from	from	ADP
iogr-1284	129	26	a	a	DET
iogr-1284	129	27	heterogeneous	heterogeneous	ADJ
iogr-1284	129	28	heavy	heavy	ADJ
iogr-1284	129	29	oil	oil	NOUN
iogr-1284	129	30	reservoir	reservoir	NOUN
iogr-1284	129	31	undergoing	undergo	VERB
iogr-1284	129	32	steam	steam	NOUN
iogr-1284	129	33	flooding	flooding	NOUN
iogr-1284	129	34	.	.	PUNCT
iogr-1284	130	1	through	through	ADP
iogr-1284	130	2	rigorous	rigorous	ADJ
iogr-1284	130	3	numerical	numerical	ADJ
iogr-1284	130	4	simulations	simulation	NOUN
iogr-1284	130	5	and	and	CCONJ
iogr-1284	130	6	experimentation	experimentation	NOUN
iogr-1284	130	7	,	,	PUNCT
iogr-1284	130	8	we	we	PRON
iogr-1284	130	9	addressed	address	VERB
iogr-1284	130	10	the	the	DET
iogr-1284	130	11	challenges	challenge	NOUN
iogr-1284	130	12	associated	associate	VERB
iogr-1284	130	13	with	with	ADP
iogr-1284	130	14	high	high	ADJ
iogr-1284	130	15	costs	cost	NOUN
iogr-1284	130	16	and	and	CCONJ
iogr-1284	130	17	uncertainty	uncertainty	NOUN
iogr-1284	130	18	in	in	ADP
iogr-1284	130	19	heavy	heavy	ADJ
iogr-1284	130	20	oil	oil	NOUN
iogr-1284	130	21	recovery	recovery	NOUN
iogr-1284	130	22	processes	process	NOUN
iogr-1284	130	23	.	.	PUNCT
iogr-1284	131	1	our	our	PRON
iogr-1284	131	2	findings	finding	NOUN
iogr-1284	131	3	demonstrate	demonstrate	VERB
iogr-1284	131	4	the	the	DET
iogr-1284	131	5	feasibility	feasibility	NOUN
iogr-1284	131	6	and	and	CCONJ
iogr-1284	131	7	effectiveness	effectiveness	NOUN
iogr-1284	131	8	of	of	ADP
iogr-1284	131	9	using	use	VERB
iogr-1284	131	10	proxy	proxy	NOUN
iogr-1284	131	11	models	model	NOUN
iogr-1284	131	12	to	to	PART
iogr-1284	131	13	analyse	analyse	VERB
iogr-1284	131	14	and	and	CCONJ
iogr-1284	131	15	optimize	optimize	VERB
iogr-1284	131	16	steam	steam	NOUN
iogr-1284	131	17	flooding	flooding	NOUN
iogr-1284	131	18	operations	operation	NOUN
iogr-1284	131	19	,	,	PUNCT
iogr-1284	131	20	thereby	thereby	ADV
iogr-1284	131	21	potentially	potentially	ADV
iogr-1284	131	22	reducing	reduce	VERB
iogr-1284	131	23	costs	cost	NOUN
iogr-1284	131	24	and	and	CCONJ
iogr-1284	131	25	improving	improve	VERB
iogr-1284	131	26	recovery	recovery	NOUN
iogr-1284	131	27	rates	rate	NOUN
iogr-1284	131	28	in	in	ADP
iogr-1284	131	29	the	the	DET
iogr-1284	131	30	oil	oil	NOUN
iogr-1284	131	31	and	and	CCONJ
iogr-1284	131	32	gas	gas	NOUN
iogr-1284	131	33	industry	industry	NOUN
iogr-1284	131	34	.	.	PUNCT
iogr-1284	132	1	the	the	DET
iogr-1284	132	2	development	development	NOUN
iogr-1284	132	3	of	of	ADP
iogr-1284	132	4	the	the	DET
iogr-1284	132	5	proxy	proxy	NOUN
iogr-1284	132	6	model	model	NOUN
iogr-1284	132	7	involved	involve	VERB
iogr-1284	132	8	the	the	DET
iogr-1284	132	9	creation	creation	NOUN
iogr-1284	132	10	of	of	ADP
iogr-1284	132	11	a	a	DET
iogr-1284	132	12	complex	complex	ADJ
iogr-1284	132	13	numerical	numerical	ADJ
iogr-1284	132	14	simulation	simulation	NOUN
iogr-1284	132	15	to	to	PART
iogr-1284	132	16	model	model	VERB
iogr-1284	132	17	a	a	DET
iogr-1284	132	18	steam	steam	NOUN
iogr-1284	132	19	flooding	flooding	NOUN
iogr-1284	132	20	pattern	pattern	NOUN
iogr-1284	132	21	with	with	ADP
iogr-1284	132	22	five	five	NUM
iogr-1284	132	23	inverted	inverted	ADJ
iogr-1284	132	24	spots	spot	NOUN
iogr-1284	132	25	for	for	ADP
iogr-1284	132	26	the	the	DET
iogr-1284	132	27	heavy	heavy	ADJ
iogr-1284	132	28	oil	oil	NOUN
iogr-1284	132	29	reservoir	reservoir	NOUN
iogr-1284	132	30	.	.	PUNCT
iogr-1284	133	1	utilizing	utilize	VERB
iogr-1284	133	2	a	a	DET
iogr-1284	133	3	box	box	NOUN
iogr-1284	133	4	-	-	PUNCT
iogr-1284	133	5	behnken	behnken	VERB
iogr-1284	133	6	experimental	experimental	ADJ
iogr-1284	133	7	design	design	NOUN
iogr-1284	133	8	,	,	PUNCT
iogr-1284	133	9	we	we	PRON
iogr-1284	133	10	considered	consider	VERB
iogr-1284	133	11	key	key	ADJ
iogr-1284	133	12	parameters	parameter	NOUN
iogr-1284	133	13	such	such	ADJ
iogr-1284	133	14	as	as	ADP
iogr-1284	133	15	steam	steam	NOUN
iogr-1284	133	16	injection	injection	NOUN
iogr-1284	133	17	rates	rate	NOUN
iogr-1284	133	18	,	,	PUNCT
iogr-1284	133	19	steam	steam	NOUN
iogr-1284	133	20	temperature	temperature	NOUN
iogr-1284	133	21	,	,	PUNCT
iogr-1284	133	22	steam	steam	NOUN
iogr-1284	133	23	quality	quality	NOUN
iogr-1284	133	24	,	,	PUNCT
iogr-1284	133	25	and	and	CCONJ
iogr-1284	133	26	bottomhole	bottomhole	NOUN
iogr-1284	133	27	flowing	flow	VERB
iogr-1284	133	28	pressure	pressure	NOUN
iogr-1284	133	29	of	of	ADP
iogr-1284	133	30	the	the	DET
iogr-1284	133	31	producing	produce	VERB
iogr-1284	133	32	wells	well	NOUN
iogr-1284	133	33	.	.	PUNCT
iogr-1284	134	1	the	the	DET
iogr-1284	134	2	resulting	result	VERB
iogr-1284	134	3	proxy	proxy	NOUN
iogr-1284	134	4	model	model	NOUN
iogr-1284	134	5	,	,	PUNCT
iogr-1284	134	6	validated	validate	VERB
iogr-1284	134	7	with	with	ADP
iogr-1284	134	8	high	high	ADJ
iogr-1284	134	9	adjusted	adjust	VERB
iogr-1284	134	10	and	and	CCONJ
iogr-1284	134	11	predicted	predict	VERB
iogr-1284	134	12	r2	r2	PROPN
iogr-1284	134	13	values	value	NOUN
iogr-1284	134	14	,	,	PUNCT
iogr-1284	134	15	successfully	successfully	ADV
iogr-1284	134	16	predicted	predict	VERB
iogr-1284	134	17	crv	crv	PROPN
iogr-1284	134	18	with	with	ADP
iogr-1284	134	19	remarkable	remarkable	ADJ
iogr-1284	134	20	accuracy	accuracy	NOUN
iogr-1284	134	21	.	.	PUNCT
iogr-1284	135	1	through	through	ADP
iogr-1284	135	2	further	further	ADJ
iogr-1284	135	3	sensitivity	sensitivity	NOUN
iogr-1284	135	4	studies	study	NOUN
iogr-1284	135	5	,	,	PUNCT
iogr-1284	135	6	we	we	PRON
iogr-1284	135	7	evaluated	evaluate	VERB
iogr-1284	135	8	the	the	DET
iogr-1284	135	9	behaviour	behaviour	NOUN
iogr-1284	135	10	of	of	ADP
iogr-1284	135	11	input	input	NOUN
iogr-1284	135	12	parameters	parameter	NOUN
iogr-1284	135	13	and	and	CCONJ
iogr-1284	135	14	optimized	optimize	VERB
iogr-1284	135	15	the	the	DET
iogr-1284	135	16	objective	objective	ADJ
iogr-1284	135	17	function	function	NOUN
iogr-1284	135	18	to	to	PART
iogr-1284	135	19	maximize	maximize	VERB
iogr-1284	135	20	production	production	NOUN
iogr-1284	135	21	from	from	ADP
iogr-1284	135	22	the	the	DET
iogr-1284	135	23	steam	steam	NOUN
iogr-1284	135	24	flooding	flooding	NOUN
iogr-1284	135	25	process	process	NOUN
iogr-1284	135	26	.	.	PUNCT
iogr-1284	136	1	our	our	PRON
iogr-1284	136	2	results	result	NOUN
iogr-1284	136	3	indicate	indicate	VERB
iogr-1284	136	4	that	that	SCONJ
iogr-1284	136	5	steam	steam	NOUN
iogr-1284	136	6	injection	injection	NOUN
iogr-1284	136	7	rate	rate	NOUN
iogr-1284	136	8	,	,	PUNCT
iogr-1284	136	9	steam	steam	NOUN
iogr-1284	136	10	quality	quality	NOUN
iogr-1284	136	11	and	and	CCONJ
iogr-1284	136	12	bottomhole	bottomhole	NOUN
iogr-1284	136	13	pressure	pressure	NOUN
iogr-1284	136	14	for	for	ADP
iogr-1284	136	15	well_4	well_4	NUM
iogr-1284	136	16	played	play	VERB
iogr-1284	136	17	critical	critical	ADJ
iogr-1284	136	18	role	role	NOUN
iogr-1284	136	19	in	in	ADP
iogr-1284	136	20	crv	crv	PROPN
iogr-1284	136	21	determination	determination	NOUN
iogr-1284	136	22	,	,	PUNCT
iogr-1284	136	23	while	while	SCONJ
iogr-1284	136	24	bhp	bhp	PROPN
iogr-1284	136	25	well_1	well_1	PROPN
iogr-1284	136	26	,	,	PUNCT
iogr-1284	136	27	bhp	bhp	PROPN
iogr-1284	136	28	well_3	well_3	NOUN
iogr-1284	136	29	,	,	PUNCT
iogr-1284	136	30	and	and	CCONJ
iogr-1284	136	31	steam	steam	NOUN
iogr-1284	136	32	temperature	temperature	NOUN
iogr-1284	136	33	exhibited	exhibit	VERB
iogr-1284	136	34	minimal	minimal	ADJ
iogr-1284	136	35	influence	influence	NOUN
iogr-1284	136	36	.	.	PUNCT
iogr-1284	137	1	following	follow	VERB
iogr-1284	137	2	the	the	DET
iogr-1284	137	3	optimization	optimization	NOUN
iogr-1284	137	4	process	process	NOUN
iogr-1284	137	5	,	,	PUNCT
iogr-1284	137	6	we	we	PRON
iogr-1284	137	7	observed	observe	VERB
iogr-1284	137	8	a	a	DET
iogr-1284	137	9	substantial	substantial	ADJ
iogr-1284	137	10	crv	crv	NOUN
iogr-1284	137	11	increase	increase	NOUN
iogr-1284	137	12	of	of	ADP
iogr-1284	137	13	up	up	ADP
iogr-1284	137	14	to	to	PART
iogr-1284	137	15	19	19	NUM
iogr-1284	137	16	%	%	NOUN
iogr-1284	137	17	,	,	PUNCT
iogr-1284	137	18	highlighting	highlight	VERB
iogr-1284	137	19	the	the	DET
iogr-1284	137	20	potential	potential	NOUN
iogr-1284	137	21	of	of	ADP
iogr-1284	137	22	our	our	PRON
iogr-1284	137	23	approach	approach	NOUN
iogr-1284	137	24	to	to	PART
iogr-1284	137	25	enhance	enhance	VERB
iogr-1284	137	26	recovery	recovery	NOUN
iogr-1284	137	27	outcomes	outcome	NOUN
iogr-1284	137	28	.	.	PUNCT
iogr-1284	138	1	based	base	VERB
iogr-1284	138	2	on	on	ADP
iogr-1284	138	3	the	the	DET
iogr-1284	138	4	outcomes	outcome	NOUN
iogr-1284	138	5	of	of	ADP
iogr-1284	138	6	our	our	PRON
iogr-1284	138	7	study	study	NOUN
iogr-1284	138	8	,	,	PUNCT
iogr-1284	138	9	we	we	PRON
iogr-1284	138	10	offer	offer	VERB
iogr-1284	138	11	the	the	DET
iogr-1284	138	12	following	follow	VERB
iogr-1284	138	13	recommendations	recommendation	NOUN
iogr-1284	138	14	for	for	ADP
iogr-1284	138	15	future	future	ADJ
iogr-1284	138	16	research	research	NOUN
iogr-1284	138	17	and	and	CCONJ
iogr-1284	138	18	practical	practical	ADJ
iogr-1284	138	19	applications	application	NOUN
iogr-1284	138	20	:	:	PUNCT
iogr-1284	138	21			NOUN
iogr-1284	138	22	further	further	ADJ
iogr-1284	138	23	research	research	NOUN
iogr-1284	138	24	could	could	AUX
iogr-1284	138	25	focus	focus	VERB
iogr-1284	138	26	on	on	ADP
iogr-1284	138	27	refining	refine	VERB
iogr-1284	138	28	the	the	DET
iogr-1284	138	29	proxy	proxy	NOUN
iogr-1284	138	30	model	model	NOUN
iogr-1284	138	31	by	by	ADP
iogr-1284	138	32	incorporating	incorporate	VERB
iogr-1284	138	33	additional	additional	ADJ
iogr-1284	138	34	parameters	parameter	NOUN
iogr-1284	138	35	and	and	CCONJ
iogr-1284	138	36	considering	consider	VERB
iogr-1284	138	37	more	more	ADJ
iogr-1284	138	38	complex	complex	ADJ
iogr-1284	138	39	reservoir	reservoir	NOUN
iogr-1284	138	40	conditions	condition	NOUN
iogr-1284	138	41	.	.	PUNCT
iogr-1284	139	1	this	this	PRON
iogr-1284	139	2	could	could	AUX
iogr-1284	139	3	improve	improve	VERB
iogr-1284	139	4	the	the	DET
iogr-1284	139	5	accuracy	accuracy	NOUN
iogr-1284	139	6	of	of	ADP
iogr-1284	139	7	predictions	prediction	NOUN
iogr-1284	139	8	and	and	CCONJ
iogr-1284	139	9	optimize	optimize	VERB
iogr-1284	139	10	steam	steam	NOUN
iogr-1284	139	11	flooding	flooding	NOUN
iogr-1284	139	12	operations	operation	NOUN
iogr-1284	139	13	even	even	ADV
iogr-1284	139	14	further	far	ADV
iogr-1284	139	15	.	.	PUNCT
iogr-1284	140	1			PRON
iogr-1284	140	2	our	our	PRON
iogr-1284	140	3	findings	finding	NOUN
iogr-1284	140	4	suggest	suggest	VERB
iogr-1284	140	5	that	that	SCONJ
iogr-1284	140	6	the	the	DET
iogr-1284	140	7	developed	develop	VERB
iogr-1284	140	8	proxy	proxy	NOUN
iogr-1284	140	9	model	model	NOUN
iogr-1284	140	10	has	have	VERB
iogr-1284	140	11	practical	practical	ADJ
iogr-1284	140	12	applications	application	NOUN
iogr-1284	140	13	in	in	ADP
iogr-1284	140	14	the	the	DET
iogr-1284	140	15	oil	oil	NOUN
iogr-1284	140	16	and	and	CCONJ
iogr-1284	140	17	gas	gas	NOUN
iogr-1284	140	18	industry	industry	NOUN
iogr-1284	140	19	.	.	PUNCT
iogr-1284	141	1	field	field	NOUN
iogr-1284	141	2	trials	trial	NOUN
iogr-1284	141	3	and	and	CCONJ
iogr-1284	141	4	implementation	implementation	NOUN
iogr-1284	141	5	studies	study	NOUN
iogr-1284	141	6	could	could	AUX
iogr-1284	141	7	be	be	AUX
iogr-1284	141	8	conducted	conduct	VERB
iogr-1284	141	9	to	to	PART
iogr-1284	141	10	validate	validate	VERB
iogr-1284	141	11	the	the	DET
iogr-1284	141	12	effectiveness	effectiveness	NOUN
iogr-1284	141	13	of	of	ADP
iogr-1284	141	14	the	the	DET
iogr-1284	141	15	model	model	NOUN
iogr-1284	141	16	in	in	ADP
iogr-1284	141	17	real	real	ADJ
iogr-1284	141	18	-	-	PUNCT
iogr-1284	141	19	world	world	NOUN
iogr-1284	141	20	heavy	heavy	ADJ
iogr-1284	141	21	oil	oil	NOUN
iogr-1284	141	22	reservoirs	reservoir	NOUN
iogr-1284	141	23	.	.	PUNCT
iogr-1284	142	1			NOUN
iogr-1284	142	2	evaluating	evaluate	VERB
iogr-1284	142	3	the	the	DET
iogr-1284	142	4	cost	cost	NOUN
iogr-1284	142	5	-	-	PUNCT
iogr-1284	142	6	effectiveness	effectiveness	NOUN
iogr-1284	142	7	of	of	ADP
iogr-1284	142	8	implementing	implement	VERB
iogr-1284	142	9	the	the	DET
iogr-1284	142	10	proxy	proxy	ADJ
iogr-1284	142	11	model	model	NOUN
iogr-1284	142	12	compared	compare	VERB
iogr-1284	142	13	to	to	ADP
iogr-1284	142	14	traditional	traditional	ADJ
iogr-1284	142	15	simulation	simulation	NOUN
iogr-1284	142	16	methods	method	NOUN
iogr-1284	142	17	is	be	AUX
iogr-1284	142	18	essential	essential	ADJ
iogr-1284	142	19	.	.	PUNCT
iogr-1284	143	1	cost	cost	NOUN
iogr-1284	143	2	-	-	PUNCT
iogr-1284	143	3	benefit	benefit	NOUN
iogr-1284	143	4	analyses	analysis	NOUN
iogr-1284	143	5	could	could	AUX
iogr-1284	143	6	provide	provide	VERB
iogr-1284	143	7	stakeholders	stakeholder	NOUN
iogr-1284	143	8	with	with	ADP
iogr-1284	143	9	valuable	valuable	ADJ
iogr-1284	143	10	insights	insight	NOUN
iogr-1284	143	11	into	into	ADP
iogr-1284	143	12	the	the	DET
iogr-1284	143	13	economic	economic	ADJ
iogr-1284	143	14	feasibility	feasibility	NOUN
iogr-1284	143	15	of	of	ADP
iogr-1284	143	16	adopting	adopt	VERB
iogr-1284	143	17	proxy	proxy	NOUN
iogr-1284	143	18	models	model	NOUN
iogr-1284	143	19	for	for	ADP
iogr-1284	143	20	reservoir	reservoir	NOUN
iogr-1284	143	21	optimization	optimization	NOUN
iogr-1284	143	22	.	.	PUNCT
iogr-1284	144	1	this	this	DET
iogr-1284	144	2	research	research	NOUN
iogr-1284	144	3	work	work	NOUN
iogr-1284	144	4	contributes	contribute	VERB
iogr-1284	144	5	to	to	ADP
iogr-1284	144	6	the	the	DET
iogr-1284	144	7	ongoing	ongoing	ADJ
iogr-1284	144	8	efforts	effort	NOUN
iogr-1284	144	9	to	to	PART
iogr-1284	144	10	improve	improve	VERB
iogr-1284	144	11	heavy	heavy	ADJ
iogr-1284	144	12	oil	oil	NOUN
iogr-1284	144	13	recovery	recovery	NOUN
iogr-1284	144	14	techniques	technique	NOUN
iogr-1284	144	15	by	by	ADP
iogr-1284	144	16	offering	offer	VERB
iogr-1284	144	17	a	a	DET
iogr-1284	144	18	practical	practical	ADJ
iogr-1284	144	19	and	and	CCONJ
iogr-1284	144	20	efficient	efficient	ADJ
iogr-1284	144	21	approach	approach	NOUN
iogr-1284	144	22	for	for	ADP
iogr-1284	144	23	estimating	estimate	VERB
iogr-1284	144	24	crv	crv	NOUN
iogr-1284	144	25	in	in	ADP
iogr-1284	144	26	steam	steam	NOUN
iogr-1284	144	27	flooding	flooding	NOUN
iogr-1284	144	28	operations	operation	NOUN
iogr-1284	144	29	.	.	PUNCT
iogr-1284	145	1	by	by	ADP
iogr-1284	145	2	leveraging	leverage	VERB
iogr-1284	145	3	proxy	proxy	NOUN
iogr-1284	145	4	models	model	NOUN
iogr-1284	145	5	,	,	PUNCT
iogr-1284	145	6	we	we	PRON
iogr-1284	145	7	can	can	AUX
iogr-1284	145	8	mitigate	mitigate	VERB
iogr-1284	145	9	uncertainty	uncertainty	NOUN
iogr-1284	145	10	and	and	CCONJ
iogr-1284	145	11	optimize	optimize	VERB
iogr-1284	145	12	production	production	NOUN
iogr-1284	145	13	processes	process	NOUN
iogr-1284	145	14	,	,	PUNCT
iogr-1284	145	15	ultimately	ultimately	ADV
iogr-1284	145	16	driving	drive	VERB
iogr-1284	145	17	efficiency	efficiency	NOUN
iogr-1284	145	18	and	and	CCONJ
iogr-1284	145	19	reducing	reduce	VERB
iogr-1284	145	20	costs	cost	NOUN
iogr-1284	145	21	in	in	ADP
iogr-1284	145	22	the	the	DET
iogr-1284	145	23	oil	oil	NOUN
iogr-1284	145	24	and	and	CCONJ
iogr-1284	145	25	gas	gas	NOUN
iogr-1284	145	26	industry	industry	NOUN
iogr-1284	145	27	.	.	PUNCT
iogr-1284	146	1	conflicting	conflict	VERB
iogr-1284	146	2	interests	interest	NOUN
iogr-1284	146	3	the	the	DET
iogr-1284	146	4	author(s	author(s	NOUN
iogr-1284	146	5	)	)	PUNCT
iogr-1284	146	6	declare	declare	VERB
iogr-1284	146	7	that	that	SCONJ
iogr-1284	146	8	they	they	PRON
iogr-1284	146	9	have	have	VERB
iogr-1284	146	10	no	no	DET
iogr-1284	146	11	conflicting	conflict	VERB
iogr-1284	146	12	interests	interest	NOUN
iogr-1284	146	13	.	.	PUNCT
iogr-1284	147	1	references	reference	NOUN
iogr-1284	147	2	aboaba	aboaba	PROPN
iogr-1284	147	3	,	,	PUNCT
iogr-1284	147	4	m.	m.	NOUN
iogr-1284	147	5	,	,	PUNCT
iogr-1284	147	6	martinez	martinez	PROPN
iogr-1284	147	7	,	,	PUNCT
iogr-1284	147	8	y.	y.	PROPN
iogr-1284	147	9	,	,	PUNCT
iogr-1284	147	10	mohaghegh	mohaghegh	PROPN
iogr-1284	147	11	,	,	PUNCT
iogr-1284	147	12	s.	s.	PROPN
iogr-1284	147	13	,	,	PUNCT
iogr-1284	147	14	et	et	PROPN
iogr-1284	147	15	al	al	PROPN
iogr-1284	147	16	.	.	PROPN
iogr-1284	147	17	2020	2020	NUM
iogr-1284	147	18	.	.	PUNCT
iogr-1284	148	1	smart	smart	ADJ
iogr-1284	148	2	proxy	proxy	NOUN
iogr-1284	148	3	modeling	modeling	NOUN
iogr-1284	148	4	application	application	NOUN
iogr-1284	148	5	of	of	ADP
iogr-1284	148	6	artificial	artificial	ADJ
iogr-1284	148	7	intelligence	intelligence	NOUN
iogr-1284	148	8	&	&	CCONJ
iogr-1284	148	9	machine	machine	NOUN
iogr-1284	148	10	learning	learn	VERB
iogr-1284	148	11	in	in	ADP
iogr-1284	148	12	computational	computational	ADJ
iogr-1284	148	13	fluid	fluid	ADJ
iogr-1284	148	14	dynamics	dynamic	NOUN
iogr-1284	148	15	.	.	PUNCT
iogr-1284	149	1	report	report	NOUN
iogr-1284	149	2	,	,	PUNCT
iogr-1284	149	3	contract	contract	NOUN
iogr-1284	149	4	no	no	INTJ
iogr-1284	149	5	.	.	PUNCT
iogr-1284	150	1	netl	netl	NOUN
iogr-1284	150	2	-	-	PUNCT
iogr-1284	150	3	wvu-07	wvu-07	PROPN
iogr-1284	150	4	-	-	PUNCT
iogr-1284	150	5	22	22	NUM
iogr-1284	150	6	-	-	SYM
iogr-1284	150	7	2020	2020	NUM
iogr-1284	150	8	,	,	PUNCT
iogr-1284	150	9	us	us	PROPN
iogr-1284	150	10	doe	doe	PROPN
iogr-1284	150	11	,	,	PUNCT
iogr-1284	150	12	washington	washington	PROPN
iogr-1284	150	13	,	,	PUNCT
iogr-1284	150	14	dc	dc	PROPN
iogr-1284	150	15	.	.	PROPN
iogr-1284	150	16	improved	improve	VERB
iogr-1284	150	17	oil	oil	NOUN
iogr-1284	150	18	and	and	CCONJ
iogr-1284	150	19	gas	gas	NOUN
iogr-1284	150	20	recovery	recovery	NOUN
iogr-1284	150	21	10	10	NUM
iogr-1284	150	22	ahmad	ahmad	NOUN
iogr-1284	150	23	,	,	PUNCT
iogr-1284	150	24	a.	a.	NOUN
iogr-1284	150	25	,	,	PUNCT
iogr-1284	150	26	rehman	rehman	PROPN
iogr-1284	150	27	,	,	PUNCT
iogr-1284	150	28	m.	m.	NOUN
iogr-1284	150	29	u.	u.	PROPN
iogr-1284	150	30	,	,	PUNCT
iogr-1284	150	31	wali	wali	PROPN
iogr-1284	150	32	,	,	PUNCT
iogr-1284	150	33	a.	a.	PROPN
iogr-1284	150	34	f.	f.	PROPN
iogr-1284	150	35	,	,	PUNCT
iogr-1284	150	36	et	et	PROPN
iogr-1284	150	37	al	al	PROPN
iogr-1284	150	38	.	.	PROPN
iogr-1284	150	39	2020	2020	NUM
iogr-1284	150	40	.	.	PUNCT
iogr-1284	151	1	box	box	NOUN
iogr-1284	151	2	–	–	PUNCT
iogr-1284	151	3	behnken	behnken	VERB
iogr-1284	151	4	response	response	NOUN
iogr-1284	151	5	surface	surface	NOUN
iogr-1284	151	6	design	design	NOUN
iogr-1284	151	7	of	of	ADP
iogr-1284	151	8	polysaccharide	polysaccharide	NOUN
iogr-1284	151	9	extraction	extraction	NOUN
iogr-1284	151	10	from	from	ADP
iogr-1284	151	11	rhododendron	rhododendron	NOUN
iogr-1284	151	12	arboreum	arboreum	NOUN
iogr-1284	151	13	and	and	CCONJ
iogr-1284	151	14	the	the	DET
iogr-1284	151	15	evaluation	evaluation	NOUN
iogr-1284	151	16	of	of	ADP
iogr-1284	151	17	its	its	PRON
iogr-1284	151	18	antioxidant	antioxidant	ADJ
iogr-1284	151	19	potential.molecules	potential.molecule	NOUN
iogr-1284	151	20	25(17):1	25(17):1	NOUN
iogr-1284	151	21	-	-	SYM
iogr-1284	151	22	12	12	NUM
iogr-1284	151	23	.	.	PUNCT
iogr-1284	152	1	al	al	PROPN
iogr-1284	152	2	adasani	adasani	PROPN
iogr-1284	152	3	,	,	PUNCT
iogr-1284	152	4	a.	a.	NOUN
iogr-1284	152	5	and	and	CCONJ
iogr-1284	152	6	bai	bai	PROPN
iogr-1284	152	7	,	,	PUNCT
iogr-1284	152	8	b.	b.	PROPN
iogr-1284	152	9	2011	2011	NUM
iogr-1284	152	10	.	.	PUNCT
iogr-1284	153	1	analysis	analysis	NOUN
iogr-1284	153	2	of	of	ADP
iogr-1284	153	3	eor	eor	PROPN
iogr-1284	153	4	projects	project	NOUN
iogr-1284	153	5	and	and	CCONJ
iogr-1284	153	6	updated	update	VERB
iogr-1284	153	7	screening	screening	NOUN
iogr-1284	153	8	criteria	criterion	NOUN
iogr-1284	153	9	.	.	PUNCT
iogr-1284	154	1	journal	journal	NOUN
iogr-1284	154	2	of	of	ADP
iogr-1284	154	3	petroleum	petroleum	NOUN
iogr-1284	154	4	science	science	NOUN
iogr-1284	154	5	and	and	CCONJ
iogr-1284	154	6	engineering	engineering	NOUN
iogr-1284	154	7	79(1	79(1	NUM
iogr-1284	154	8	):	):	PUNCT
iogr-1284	154	9	10	10	NUM
iogr-1284	154	10	-	-	SYM
iogr-1284	154	11	24	24	NUM
iogr-1284	154	12	.	.	PUNCT
iogr-1284	155	1	alawode	alawode	PROPN
iogr-1284	155	2	,	,	PUNCT
iogr-1284	155	3	a.	a.	PROPN
iogr-1284	155	4	j.	j.	PROPN
iogr-1284	155	5	and	and	CCONJ
iogr-1284	155	6	falode	falode	ADJ
iogr-1284	155	7	,	,	PUNCT
iogr-1284	155	8	o.	o.	NOUN
iogr-1284	155	9	a.	a.	NOUN
iogr-1284	155	10	2021	2021	NUM
iogr-1284	155	11	.	.	PUNCT
iogr-1284	156	1	enhanced	enhance	VERB
iogr-1284	156	2	oil	oil	NOUN
iogr-1284	156	3	recovery	recovery	NOUN
iogr-1284	156	4	practices	practice	NOUN
iogr-1284	156	5	:	:	PUNCT
iogr-1284	156	6	global	global	ADJ
iogr-1284	156	7	trend	trend	NOUN
iogr-1284	156	8	,	,	PUNCT
iogr-1284	156	9	nigeria	nigeria	PROPN
iogr-1284	156	10	’	'	PUNCT
iogr-1284	156	11	s	s	PART
iogr-1284	156	12	present	present	ADJ
iogr-1284	156	13	status	status	NOUN
iogr-1284	156	14	,	,	PUNCT
iogr-1284	156	15	prospects	prospect	NOUN
iogr-1284	156	16	and	and	CCONJ
iogr-1284	156	17	challenges	challenge	NOUN
iogr-1284	156	18	.	.	PUNCT
iogr-1284	157	1	current	current	ADJ
iogr-1284	157	2	journal	journal	NOUN
iogr-1284	157	3	of	of	ADP
iogr-1284	157	4	applied	apply	VERB
iogr-1284	157	5	science	science	NOUN
iogr-1284	157	6	and	and	CCONJ
iogr-1284	157	7	technology	technology	NOUN
iogr-1284	157	8	40(8):79	40(8):79	PROPN
iogr-1284	157	9	-	-	PUNCT
iogr-1284	157	10	92	92	NUM
iogr-1284	157	11	.	.	PUNCT
iogr-1284	158	1	bahrami	bahrami	NOUN
iogr-1284	158	2	,	,	PUNCT
iogr-1284	158	3	p.	p.	NOUN
iogr-1284	158	4	,	,	PUNCT
iogr-1284	158	5	moghaddam	moghaddam	NOUN
iogr-1284	158	6	,	,	PUNCT
iogr-1284	158	7	f.	f.	PROPN
iogr-1284	158	8	s.	s.	PROPN
iogr-1284	158	9	,	,	PUNCT
iogr-1284	158	10	and	and	CCONJ
iogr-1284	158	11	james	james	PROPN
iogr-1284	158	12	,	,	PUNCT
iogr-1284	158	13	l.	l.	PROPN
iogr-1284	158	14	a.	a.	PROPN
iogr-1284	158	15	2022	2022	NUM
iogr-1284	158	16	.	.	PUNCT
iogr-1284	159	1	a	a	DET
iogr-1284	159	2	review	review	NOUN
iogr-1284	159	3	of	of	ADP
iogr-1284	159	4	proxy	proxy	NOUN
iogr-1284	159	5	modeling	modeling	NOUN
iogr-1284	159	6	highlighting	highlighting	NOUN
iogr-1284	159	7	applications	application	NOUN
iogr-1284	159	8	for	for	ADP
iogr-1284	159	9	reservoir	reservoir	NOUN
iogr-1284	159	10	engineering	engineering	NOUN
iogr-1284	159	11	.	.	PUNCT
iogr-1284	160	1	energies	energy	NOUN
iogr-1284	160	2	15(4):5247	15(4):5247	PROPN
iogr-1284	160	3	-	-	SYM
iogr-1284	160	4	5265	5265	NUM
iogr-1284	160	5	.	.	PUNCT
iogr-1284	161	1	reddy	reddy	PROPN
iogr-1284	161	2	,	,	PUNCT
iogr-1284	161	3	b.	b.	PROPN
iogr-1284	161	4	a.	a.	PROPN
iogr-1284	161	5	v.	v.	PROPN
iogr-1284	161	6	,	,	PUNCT
iogr-1284	161	7	yusop	yusop	PROPN
iogr-1284	161	8	,	,	PUNCT
iogr-1284	161	9	z.	z.	PROPN
iogr-1284	161	10	,	,	PUNCT
iogr-1284	161	11	jaafar	jaafar	ADV
iogr-1284	161	12	,	,	PUNCT
iogr-1284	161	13	j.	j.	PROPN
iogr-1284	161	14	,	,	PUNCT
iogr-1284	161	15	et	et	PROPN
iogr-1284	161	16	al	al	PROPN
iogr-1284	161	17	.	.	PROPN
iogr-1284	161	18	2017	2017	NUM
iogr-1284	161	19	.	.	PUNCT
iogr-1284	162	1	simulation	simulation	NOUN
iogr-1284	162	2	of	of	ADP
iogr-1284	162	3	a	a	DET
iogr-1284	162	4	conventional	conventional	ADJ
iogr-1284	162	5	water	water	NOUN
iogr-1284	162	6	treatment	treatment	NOUN
iogr-1284	162	7	plant	plant	NOUN
iogr-1284	162	8	for	for	ADP
iogr-1284	162	9	the	the	DET
iogr-1284	162	10	minimization	minimization	NOUN
iogr-1284	162	11	of	of	ADP
iogr-1284	162	12	new	new	ADJ
iogr-1284	162	13	emerging	emerge	VERB
iogr-1284	162	14	pollutants	pollutant	NOUN
iogr-1284	162	15	in	in	ADP
iogr-1284	162	16	drinking	drink	VERB
iogr-1284	162	17	water	water	NOUN
iogr-1284	162	18	sources	source	NOUN
iogr-1284	162	19	:	:	PUNCT
iogr-1284	162	20	process	process	NOUN
iogr-1284	162	21	optimization	optimization	NOUN
iogr-1284	162	22	using	use	VERB
iogr-1284	162	23	response	response	NOUN
iogr-1284	162	24	surface	surface	NOUN
iogr-1284	162	25	methodology	methodology	NOUN
iogr-1284	162	26	.	.	PUNCT
iogr-1284	163	1	rsc	rsc	PROPN
iogr-1284	163	2	advances	advance	VERB
iogr-1284	163	3	7(19	7(19	NUM
iogr-1284	163	4	):	):	PUNCT
iogr-1284	163	5	11550	11550	NUM
iogr-1284	163	6	-	-	SYM
iogr-1284	163	7	11560	11560	NUM
iogr-1284	163	8	.	.	PUNCT
iogr-1284	164	1	chaalal	chaalal	PROPN
iogr-1284	164	2	,	,	PUNCT
iogr-1284	164	3	o.	o.	PROPN
iogr-1284	164	4	2018	2018	NUM
iogr-1284	164	5	.	.	PUNCT
iogr-1284	165	1	innovation	innovation	NOUN
iogr-1284	165	2	in	in	ADP
iogr-1284	165	3	enhanced	enhanced	ADJ
iogr-1284	165	4	oil	oil	NOUN
iogr-1284	165	5	recovery	recovery	NOUN
iogr-1284	165	6	.	.	PUNCT
iogr-1284	166	1	recent	recent	ADJ
iogr-1284	166	2	advances	advance	NOUN
iogr-1284	166	3	in	in	ADP
iogr-1284	166	4	petrochemical	petrochemical	NOUN
iogr-1284	166	5	science	science	NOUN
iogr-1284	166	6	5(2	5(2	NUM
iogr-1284	166	7	):	):	PUNCT
iogr-1284	166	8	1	1	NUM
iogr-1284	166	9	-	-	SYM
iogr-1284	166	10	15	15	NUM
iogr-1284	166	11	.	.	PUNCT
iogr-1284	167	1	evans	evans	PROPN
iogr-1284	167	2	,	,	PUNCT
iogr-1284	167	3	o.	o.	PROPN
iogr-1284	167	4	e.	e.	PROPN
iogr-1284	167	5	,	,	PUNCT
iogr-1284	167	6	onyekonwu	onyekonwu	PROPN
iogr-1284	167	7	,	,	PUNCT
iogr-1284	167	8	m.	m.	NOUN
iogr-1284	167	9	,	,	PUNCT
iogr-1284	167	10	and	and	CCONJ
iogr-1284	167	11	ajienka	ajienka	NOUN
iogr-1284	167	12	,	,	PUNCT
iogr-1284	167	13	j.	j.	PROPN
iogr-1284	167	14	2021	2021	NUM
iogr-1284	167	15	.	.	PUNCT
iogr-1284	168	1	recovery	recovery	NOUN
iogr-1284	168	2	of	of	ADP
iogr-1284	168	3	nigerian	nigerian	ADJ
iogr-1284	168	4	heavy	heavy	ADJ
iogr-1284	168	5	oil	oil	NOUN
iogr-1284	168	6	:	:	PUNCT
iogr-1284	168	7	application	application	NOUN
iogr-1284	168	8	of	of	ADP
iogr-1284	168	9	steam	steam	NOUN
iogr-1284	168	10	flooding	flooding	NOUN
iogr-1284	168	11	.	.	PUNCT
iogr-1284	169	1	journal	journal	NOUN
iogr-1284	169	2	of	of	ADP
iogr-1284	169	3	energy	energy	NOUN
iogr-1284	169	4	research	research	NOUN
iogr-1284	169	5	and	and	CCONJ
iogr-1284	169	6	reviews	review	NOUN
iogr-1284	169	7	5(4):21	5(4):21	NUM
iogr-1284	169	8	-	-	SYM
iogr-1284	169	9	38	38	NUM
iogr-1284	169	10	.	.	PUNCT
iogr-1284	170	1	ferreira	ferreira	PROPN
iogr-1284	170	2	,	,	PUNCT
iogr-1284	170	3	s.	s.	PROPN
iogr-1284	170	4	l.	l.	PROPN
iogr-1284	170	5	c.	c.	PROPN
iogr-1284	170	6	,	,	PUNCT
iogr-1284	170	7	bruns	brun	NOUN
iogr-1284	170	8	,	,	PUNCT
iogr-1284	170	9	r.	r.	PROPN
iogr-1284	170	10	e.	e.	PROPN
iogr-1284	170	11	,	,	PUNCT
iogr-1284	170	12	ferreira	ferreira	PROPN
iogr-1284	170	13	,	,	PUNCT
iogr-1284	170	14	h.	h.	PROPN
iogr-1284	170	15	s.	s.	PROPN
iogr-1284	170	16	,	,	PUNCT
iogr-1284	170	17	et	et	PROPN
iogr-1284	170	18	al	al	PROPN
iogr-1284	170	19	.	.	PROPN
iogr-1284	170	20	2007	2007	NUM
iogr-1284	170	21	.	.	PUNCT
iogr-1284	171	1	box	box	NOUN
iogr-1284	171	2	-	-	PUNCT
iogr-1284	171	3	behnken	behnken	VERB
iogr-1284	171	4	design	design	NOUN
iogr-1284	171	5	:	:	PUNCT
iogr-1284	171	6	an	an	DET
iogr-1284	171	7	alternative	alternative	NOUN
iogr-1284	171	8	for	for	ADP
iogr-1284	171	9	the	the	DET
iogr-1284	171	10	optimization	optimization	NOUN
iogr-1284	171	11	of	of	ADP
iogr-1284	171	12	analytical	analytical	ADJ
iogr-1284	171	13	methods	method	NOUN
iogr-1284	171	14	.	.	PUNCT
iogr-1284	172	1	analytica	analytica	PROPN
iogr-1284	172	2	chimica	chimica	PROPN
iogr-1284	172	3	acta	acta	PROPN
iogr-1284	172	4	597:179	597:179	PROPN
iogr-1284	172	5	-	-	PUNCT
iogr-1284	172	6	186	186	NUM
iogr-1284	172	7	.	.	PUNCT
iogr-1284	173	1	hama	hama	PROPN
iogr-1284	173	2	,	,	PUNCT
iogr-1284	173	3	m.	m.	NOUN
iogr-1284	173	4	q.	q.	PROPN
iogr-1284	173	5	,	,	PUNCT
iogr-1284	173	6	wei	wei	PROPN
iogr-1284	173	7	,	,	PUNCT
iogr-1284	173	8	m.	m.	NOUN
iogr-1284	173	9	,	,	PUNCT
iogr-1284	173	10	saleh	saleh	PROPN
iogr-1284	173	11	,	,	PUNCT
iogr-1284	173	12	l.	l.	PROPN
iogr-1284	173	13	d.	d.	PROPN
iogr-1284	173	14	,	,	PUNCT
iogr-1284	173	15	et	et	PROPN
iogr-1284	173	16	al	al	PROPN
iogr-1284	173	17	.	.	PROPN
iogr-1284	173	18	2014	2014	NUM
iogr-1284	173	19	.	.	PUNCT
iogr-1284	174	1	updated	update	VERB
iogr-1284	174	2	screening	screening	NOUN
iogr-1284	174	3	criteria	criterion	NOUN
iogr-1284	174	4	for	for	ADP
iogr-1284	174	5	steam	steam	NOUN
iogr-1284	174	6	flooding	flooding	NOUN
iogr-1284	174	7	based	base	VERB
iogr-1284	174	8	on	on	ADP
iogr-1284	174	9	oil	oil	NOUN
iogr-1284	174	10	field	field	NOUN
iogr-1284	174	11	projects	project	VERB
iogr-1284	174	12	data	datum	NOUN
iogr-1284	174	13	.	.	PUNCT
iogr-1284	175	1	paper	paper	NOUN
iogr-1284	175	2	presented	present	VERB
iogr-1284	175	3	at	at	ADP
iogr-1284	175	4	the	the	DET
iogr-1284	175	5	spe	spe	PROPN
iogr-1284	175	6	heavy	heavy	ADJ
iogr-1284	175	7	oil	oil	NOUN
iogr-1284	175	8	conference	conference	NOUN
iogr-1284	175	9	canada	canada	PROPN
iogr-1284	175	10	,	,	PUNCT
iogr-1284	175	11	alberta	alberta	PROPN
iogr-1284	175	12	,	,	PUNCT
iogr-1284	175	13	calgary	calgary	PROPN
iogr-1284	175	14	,	,	PUNCT
iogr-1284	175	15	10	10	NUM
iogr-1284	175	16	-	-	SYM
iogr-1284	175	17	13	13	NUM
iogr-1284	175	18	june	june	NOUN
iogr-1284	175	19	.	.	PUNCT
iogr-1284	176	1	spe-170031ms	spe-170031ms	PROPN
iogr-1284	176	2	.	.	PUNCT
iogr-1284	177	1	ma	ma	PROPN
iogr-1284	177	2	,	,	PUNCT
iogr-1284	177	3	z.	z.	PROPN
iogr-1284	177	4	and	and	CCONJ
iogr-1284	177	5	leung	leung	PROPN
iogr-1284	177	6	,	,	PUNCT
iogr-1284	177	7	j.	j.	PROPN
iogr-1284	177	8	y.	y.	PROPN
iogr-1284	177	9	2020	2020	NUM
iogr-1284	177	10	.	.	PUNCT
iogr-1284	178	1	a	a	DET
iogr-1284	178	2	knowledge	knowledge	NOUN
iogr-1284	178	3	-	-	PUNCT
iogr-1284	178	4	based	base	VERB
iogr-1284	178	5	heterogeneity	heterogeneity	NOUN
iogr-1284	178	6	characterization	characterization	NOUN
iogr-1284	178	7	framework	framework	NOUN
iogr-1284	178	8	for	for	ADP
iogr-1284	178	9	3d	3d	PROPN
iogr-1284	178	10	steam	steam	NOUN
iogr-1284	178	11	-	-	PUNCT
iogr-1284	178	12	assisted	assist	VERB
iogr-1284	178	13	gravity	gravity	NOUN
iogr-1284	178	14	drainage	drainage	NOUN
iogr-1284	178	15	reservoirs	reservoir	NOUN
iogr-1284	178	16	.	.	PUNCT
iogr-1284	179	1	knowledge	knowledge	NOUN
iogr-1284	179	2	-	-	PUNCT
iogr-1284	179	3	based	base	VERB
iogr-1284	179	4	systems	system	NOUN
iogr-1284	179	5	192(15	192(15	NUM
iogr-1284	179	6	):	):	PUNCT
iogr-1284	179	7	105	105	NUM
iogr-1284	179	8	-	-	SYM
iogr-1284	179	9	120	120	NUM
iogr-1284	179	10	.	.	PUNCT
iogr-1284	180	1	matthew	matthew	PROPN
iogr-1284	180	2	,	,	PUNCT
iogr-1284	180	3	d.	d.	PROPN
iogr-1284	180	4	a.	a.	PROPN
iogr-1284	180	5	m.	m.	PROPN
iogr-1284	180	6	,	,	PUNCT
iogr-1284	180	7	ghahfarokhi	ghahfarokhi	PROPN
iogr-1284	180	8	,	,	PUNCT
iogr-1284	180	9	a.	a.	PROPN
iogr-1284	180	10	j.	j.	PROPN
iogr-1284	180	11	,	,	PUNCT
iogr-1284	180	12	ng	ng	PROPN
iogr-1284	180	13	,	,	PUNCT
iogr-1284	180	14	m	m	VERB
iogr-1284	180	15	c.s.w	c.s.w	NOUN
iogr-1284	180	16	.	.	PROPN
iogr-1284	180	17	,	,	PUNCT
iogr-1284	180	18	et	et	PROPN
iogr-1284	180	19	al	al	PROPN
iogr-1284	180	20	.	.	PROPN
iogr-1284	180	21	2023	2023	NUM
iogr-1284	180	22	.	.	PUNCT
iogr-1284	181	1	proxy	proxy	PROPN
iogr-1284	181	2	model	model	PROPN
iogr-1284	181	3	development	development	NOUN
iogr-1284	181	4	for	for	ADP
iogr-1284	181	5	the	the	DET
iogr-1284	181	6	optimization	optimization	NOUN
iogr-1284	181	7	of	of	ADP
iogr-1284	181	8	water	water	NOUN
iogr-1284	181	9	alternating	alternate	VERB
iogr-1284	181	10	co2	co2	NOUN
iogr-1284	181	11	gas	gas	NOUN
iogr-1284	181	12	for	for	ADP
iogr-1284	181	13	enhanced	enhanced	ADJ
iogr-1284	181	14	oil	oil	NOUN
iogr-1284	181	15	recovery	recovery	NOUN
iogr-1284	181	16	.	.	PUNCT
iogr-1284	182	1	energies	energy	NOUN
iogr-1284	182	2	16(8	16(8	NUM
iogr-1284	182	3	):	):	PUNCT
iogr-1284	182	4	3337	3337	NUM
iogr-1284	182	5	-	-	SYM
iogr-1284	182	6	3345	3345	NUM
iogr-1284	182	7	.	.	PUNCT
iogr-1284	183	1	muzzafaruddin	muzzafaruddin	NOUN
iogr-1284	183	2	,	,	PUNCT
iogr-1284	183	3	m.	m.	PROPN
iogr-1284	183	4	k.	k.	PROPN
iogr-1284	183	5	(	(	PUNCT
iogr-1284	183	6	2019	2019	NUM
iogr-1284	183	7	)	)	PUNCT
iogr-1284	183	8	.	.	PUNCT
iogr-1284	184	1	enhanced	enhance	VERB
iogr-1284	184	2	oil	oil	NOUN
iogr-1284	184	3	recovery	recovery	NOUN
iogr-1284	184	4	.	.	PUNCT
iogr-1284	185	1	international	international	ADJ
iogr-1284	185	2	journal	journal	PROPN
iogr-1284	185	3	of	of	ADP
iogr-1284	185	4	petroleum	petroleum	NOUN
iogr-1284	185	5	and	and	CCONJ
iogr-1284	185	6	petrochemical	petrochemical	NOUN
iogr-1284	185	7	engineering	engineering	NOUN
iogr-1284	185	8	5(4):10	5(4):10	NUM
iogr-1284	185	9	-	-	SYM
iogr-1284	185	10	13	13	NUM
iogr-1284	185	11	.	.	PUNCT
iogr-1284	186	1	minhas	minhas	PROPN
iogr-1284	186	2	,	,	PUNCT
iogr-1284	186	3	n.	n.	NOUN
iogr-1284	186	4	,	,	PUNCT
iogr-1284	186	5	thakur	thakur	PROPN
iogr-1284	186	6	,	,	PUNCT
iogr-1284	186	7	a.	a.	NOUN
iogr-1284	186	8	,	,	PUNCT
iogr-1284	186	9	mehlwal	mehlwal	PROPN
iogr-1284	186	10	,	,	PUNCT
iogr-1284	186	11	s.	s.	PROPN
iogr-1284	186	12	,	,	PUNCT
iogr-1284	186	13	et	et	PROPN
iogr-1284	186	14	al	al	PROPN
iogr-1284	186	15	.	.	PROPN
iogr-1284	186	16	2021	2021	NUM
iogr-1284	186	17	.	.	PUNCT
iogr-1284	187	1	multi	multi	ADJ
iogr-1284	187	2	-	-	ADJ
iogr-1284	187	3	variable	variable	ADJ
iogr-1284	187	4	optimization	optimization	NOUN
iogr-1284	187	5	of	of	ADP
iogr-1284	187	6	the	the	DET
iogr-1284	187	7	shot	shot	NOUN
iogr-1284	187	8	blasting	blasting	NOUN
iogr-1284	187	9	of	of	ADP
iogr-1284	187	10	additively	additively	ADV
iogr-1284	187	11	manufactured	manufacture	VERB
iogr-1284	187	12	alsi10	alsi10	ADJ
iogr-1284	187	13	mg	mg	PROPN
iogr-1284	187	14	plates	plate	NOUN
iogr-1284	187	15	for	for	ADP
iogr-1284	187	16	surface	surface	NOUN
iogr-1284	187	17	roughness	roughness	NOUN
iogr-1284	187	18	using	use	VERB
iogr-1284	187	19	response	response	NOUN
iogr-1284	187	20	surface	surface	NOUN
iogr-1284	187	21	methodology	methodology	NOUN
iogr-1284	187	22	.	.	PUNCT
iogr-1284	188	1	arabian	arabian	ADJ
iogr-1284	188	2	journal	journal	PROPN
iogr-1284	188	3	for	for	ADP
iogr-1284	188	4	science	science	NOUN
iogr-1284	188	5	and	and	CCONJ
iogr-1284	188	6	engineering	engineering	NOUN
iogr-1284	188	7	46(12	46(12	NUM
iogr-1284	188	8	):	):	PUNCT
iogr-1284	188	9	11671	11671	NUM
iogr-1284	188	10	-	-	SYM
iogr-1284	188	11	11685	11685	NUM
iogr-1284	188	12	.	.	PUNCT
iogr-1284	189	1	mokheimer	mokheimer	ADJ
iogr-1284	189	2	,	,	PUNCT
iogr-1284	189	3	e.	e.	PROPN
iogr-1284	189	4	m.	m.	PROPN
iogr-1284	189	5	a.	a.	PROPN
iogr-1284	189	6	,	,	PUNCT
iogr-1284	189	7	hamdy	hamdy	PROPN
iogr-1284	189	8	,	,	PUNCT
iogr-1284	189	9	m.	m.	NOUN
iogr-1284	189	10	,	,	PUNCT
iogr-1284	189	11	abubakar	abubakar	PROPN
iogr-1284	189	12	,	,	PUNCT
iogr-1284	189	13	z.	z.	PROPN
iogr-1284	189	14	,	,	PUNCT
iogr-1284	189	15	et	et	PROPN
iogr-1284	189	16	al	al	PROPN
iogr-1284	189	17	.	.	PROPN
iogr-1284	189	18	2019	2019	NUM
iogr-1284	189	19	.	.	PUNCT
iogr-1284	190	1	a	a	DET
iogr-1284	190	2	comprehensive	comprehensive	ADJ
iogr-1284	190	3	review	review	NOUN
iogr-1284	190	4	of	of	ADP
iogr-1284	190	5	thermal	thermal	ADJ
iogr-1284	190	6	enhanced	enhance	VERB
iogr-1284	190	7	oil	oil	NOUN
iogr-1284	190	8	recovery	recovery	NOUN
iogr-1284	190	9	:	:	PUNCT
iogr-1284	190	10	techniques	technique	NOUN
iogr-1284	190	11	evaluation	evaluation	NOUN
iogr-1284	190	12	.	.	PUNCT
iogr-1284	191	1	journal	journal	NOUN
iogr-1284	191	2	of	of	ADP
iogr-1284	191	3	energy	energy	NOUN
iogr-1284	191	4	resources	resource	NOUN
iogr-1284	191	5	technology	technology	NOUN
iogr-1284	191	6	141(3):25	141(3):25	PROPN
iogr-1284	191	7	-	-	SYM
iogr-1284	191	8	45	45	NUM
iogr-1284	191	9	.	.	PUNCT
iogr-1284	192	1	qiao	qiao	PROPN
iogr-1284	192	2	,	,	PUNCT
iogr-1284	192	3	l.	l.	PROPN
iogr-1284	192	4	,	,	PUNCT
iogr-1284	192	5	wang	wang	PROPN
iogr-1284	192	6	,	,	PUNCT
iogr-1284	192	7	h.	h.	PROPN
iogr-1284	192	8	,	,	PUNCT
iogr-1284	192	9	lu	lu	PROPN
iogr-1284	192	10	,	,	PUNCT
iogr-1284	192	11	s.	s.	PROPN
iogr-1284	192	12	,	,	PUNCT
iogr-1284	192	13	et	et	PROPN
iogr-1284	192	14	al	al	PROPN
iogr-1284	192	15	.	.	PROPN
iogr-1284	192	16	2022	2022	NUM
iogr-1284	192	17	.	.	PUNCT
iogr-1284	193	1	novel	novel	ADJ
iogr-1284	193	2	self	self	NOUN
iogr-1284	193	3	-	-	PUNCT
iogr-1284	193	4	adaptive	adaptive	ADJ
iogr-1284	193	5	shale	shale	NOUN
iogr-1284	193	6	gas	gas	NOUN
iogr-1284	193	7	production	production	NOUN
iogr-1284	193	8	proxy	proxy	NOUN
iogr-1284	193	9	model	model	NOUN
iogr-1284	193	10	and	and	CCONJ
iogr-1284	193	11	its	its	PRON
iogr-1284	193	12	practical	practical	ADJ
iogr-1284	193	13	application	application	NOUN
iogr-1284	193	14	.	.	PUNCT
iogr-1284	194	1	acs	acs	PROPN
iogr-1284	194	2	omega	omega	NOUN
iogr-1284	194	3	7(10	7(10	NUM
iogr-1284	194	4	):	):	PUNCT
iogr-1284	194	5	8294	8294	NUM
iogr-1284	194	6	-	-	SYM
iogr-1284	194	7	8305	8305	NUM
iogr-1284	194	8	.	.	PUNCT
iogr-1284	195	1	shacham	shacham	PROPN
iogr-1284	195	2	,	,	PUNCT
iogr-1284	195	3	m.	m.	NOUN
iogr-1284	195	4	,	,	PUNCT
iogr-1284	195	5	brauner	brauner	NOUN
iogr-1284	195	6	,	,	PUNCT
iogr-1284	195	7	n.	n.	NOUN
iogr-1284	195	8	,	,	PUNCT
iogr-1284	195	9	and	and	CCONJ
iogr-1284	195	10	shore	shore	PROPN
iogr-1284	195	11	,	,	PUNCT
iogr-1284	195	12	h.	h.	PROPN
iogr-1284	195	13	2007	2007	NUM
iogr-1284	195	14	.	.	PUNCT
iogr-1284	196	1	a	a	DET
iogr-1284	196	2	new	new	ADJ
iogr-1284	196	3	procedure	procedure	NOUN
iogr-1284	196	4	to	to	PART
iogr-1284	196	5	identify	identify	VERB
iogr-1284	196	6	linear	linear	ADJ
iogr-1284	196	7	and	and	CCONJ
iogr-1284	196	8	quadratic	quadratic	ADJ
iogr-1284	196	9	regression	regression	NOUN
iogr-1284	196	10	models	model	NOUN
iogr-1284	196	11	based	base	VERB
iogr-1284	196	12	on	on	ADP
iogr-1284	196	13	signal	signal	NOUN
iogr-1284	196	14	-	-	PUNCT
iogr-1284	196	15	to	to	ADP
iogr-1284	196	16	-	-	PUNCT
iogr-1284	196	17	noise	noise	NOUN
iogr-1284	196	18	-	-	PUNCT
iogr-1284	196	19	ratio	ratio	NOUN
iogr-1284	196	20	indicators.mathematical	indicators.mathematical	NOUN
iogr-1284	196	21	and	and	CCONJ
iogr-1284	196	22	computer	computer	NOUN
iogr-1284	196	23	modelling	model	VERB
iogr-1284	196	24	46(1	46(1	NUM
iogr-1284	196	25	):	):	PUNCT
iogr-1284	196	26	235	235	NUM
iogr-1284	196	27	-	-	SYM
iogr-1284	196	28	250	250	NUM
iogr-1284	196	29	.	.	PUNCT
iogr-1284	197	1	silva	silva	PROPN
iogr-1284	197	2	,	,	PUNCT
iogr-1284	197	3	l.	l.	PROPN
iogr-1284	197	4	m.	m.	PROPN
iogr-1284	197	5	da	da	PROPN
iogr-1284	197	6	,	,	PUNCT
iogr-1284	197	7	avansi	avansi	PROPN
iogr-1284	197	8	,	,	PUNCT
iogr-1284	197	9	g.	g.	PROPN
iogr-1284	197	10	d.	d.	PROPN
iogr-1284	197	11	,	,	PUNCT
iogr-1284	197	12	and	and	CCONJ
iogr-1284	197	13	schiozer	schiozer	NOUN
iogr-1284	197	14	,	,	PUNCT
iogr-1284	197	15	d.	d.	PROPN
iogr-1284	197	16	j.	j.	PROPN
iogr-1284	197	17	2020	2020	PROPN
iogr-1284	197	18	.	.	PUNCT
iogr-1284	198	1	development	development	NOUN
iogr-1284	198	2	of	of	ADP
iogr-1284	198	3	proxy	proxy	ADJ
iogr-1284	198	4	models	model	NOUN
iogr-1284	198	5	for	for	ADP
iogr-1284	198	6	petroleum	petroleum	NOUN
iogr-1284	198	7	reservoir	reservoir	NOUN
iogr-1284	198	8	simulation	simulation	NOUN
iogr-1284	198	9	:	:	PUNCT
iogr-1284	198	10	a	a	DET
iogr-1284	198	11	systematic	systematic	ADJ
iogr-1284	198	12	literature	literature	NOUN
iogr-1284	198	13	review	review	NOUN
iogr-1284	198	14	and	and	CCONJ
iogr-1284	198	15	state	state	NOUN
iogr-1284	198	16	-	-	PUNCT
iogr-1284	198	17	of	of	ADP
iogr-1284	198	18	-	-	PUNCT
iogr-1284	198	19	the	the	DET
iogr-1284	198	20	-	-	PUNCT
iogr-1284	198	21	art	art	NOUN
iogr-1284	198	22	.	.	PUNCT
iogr-1284	199	1	international	international	ADJ
iogr-1284	199	2	journal	journal	NOUN
iogr-1284	199	3	of	of	ADP
iogr-1284	199	4	advanced	advanced	ADJ
iogr-1284	199	5	engineering	engineering	NOUN
iogr-1284	199	6	research	research	NOUN
iogr-1284	199	7	and	and	CCONJ
iogr-1284	199	8	science	science	NOUN
iogr-1284	199	9	7(10):36	7(10):36	NOUN
iogr-1284	199	10	-	-	SYM
iogr-1284	199	11	62	62	NUM
iogr-1284	199	12	.	.	PUNCT
iogr-1284	200	1	spe	spe	PROPN
iogr-1284	200	2	.	.	PUNCT
iogr-1284	201	1	2010	2010	NUM
iogr-1284	201	2	.	.	PUNCT
iogr-1284	202	1	spe	spe	PROPN
iogr-1284	202	2	comparative	comparative	ADJ
iogr-1284	202	3	solution	solution	NOUN
iogr-1284	202	4	project	project	NOUN
iogr-1284	202	5	-	-	PUNCT
iogr-1284	202	6	model	model	NOUN
iogr-1284	202	7	2	2	NUM
iogr-1284	202	8	.	.	PUNCT
iogr-1284	202	9	https://www.spe.org/web/csp/datasets/set02.htm	https://www.spe.org/web/csp/datasets/set02.htm	PROPN
iogr-1284	202	10	(	(	PUNCT
iogr-1284	202	11	accessed	access	VERB
iogr-1284	202	12	1	1	NUM
iogr-1284	202	13	march	march	NOUN
iogr-1284	202	14	2024	2024	NUM
iogr-1284	202	15	)	)	PUNCT
iogr-1284	202	16	.	.	PUNCT
iogr-1284	203	1	yu	yu	PROPN
iogr-1284	203	2	,	,	PUNCT
iogr-1284	203	3	y.	y.	PROPN
iogr-1284	203	4	,	,	PUNCT
iogr-1284	203	5	liu	liu	PROPN
iogr-1284	203	6	,	,	PUNCT
iogr-1284	203	7	s.	s.	PROPN
iogr-1284	203	8	,	,	PUNCT
iogr-1284	203	9	liu	liu	PROPN
iogr-1284	203	10	,	,	PUNCT
iogr-1284	203	11	y.	y.	PROPN
iogr-1284	203	12	,	,	PUNCT
iogr-1284	203	13	et	et	PROPN
iogr-1284	203	14	al	al	PROPN
iogr-1284	203	15	.	.	PROPN
iogr-1284	203	16	2021	2021	NUM
iogr-1284	203	17	.	.	PUNCT
iogr-1284	204	1	data	data	NOUN
iogr-1284	204	2	-	-	PUNCT
iogr-1284	204	3	driven	drive	VERB
iogr-1284	204	4	proxy	proxy	NOUN
iogr-1284	204	5	model	model	NOUN
iogr-1284	204	6	for	for	ADP
iogr-1284	204	7	forecasting	forecasting	NOUN
iogr-1284	204	8	of	of	ADP
iogr-1284	204	9	cumulative	cumulative	ADJ
iogr-1284	204	10	oil	oil	NOUN
iogr-1284	204	11	production	production	NOUN
iogr-1284	204	12	during	during	ADP
iogr-1284	204	13	the	the	DET
iogr-1284	204	14	steam	steam	NOUN
iogr-1284	204	15	-	-	PUNCT
iogr-1284	204	16	assisted	assist	VERB
iogr-1284	204	17	gravity	gravity	NOUN
iogr-1284	204	18	drainage	drainage	NOUN
iogr-1284	204	19	process	process	NOUN
iogr-1284	204	20	.	.	PUNCT
iogr-1284	205	1	acs	acs	PROPN
iogr-1284	205	2	omega	omega	NOUN
iogr-1284	205	3	6(17	6(17	NUM
iogr-1284	205	4	):	):	PUNCT
iogr-1284	205	5	11497	11497	NUM
iogr-1284	205	6	-	-	SYM
iogr-1284	205	7	11509	11509	NUM
iogr-1284	205	8	.	.	PUNCT
iogr-1284	206	1	jude	jude	PROPN
iogr-1284	206	2	emeka	emeka	VERB
iogr-1284	206	3	odo	odo	PROPN
iogr-1284	206	4	,	,	PUNCT
iogr-1284	206	5	spe	spe	PROPN
iogr-1284	206	6	,	,	PUNCT
iogr-1284	206	7	is	be	AUX
iogr-1284	206	8	a	a	DET
iogr-1284	206	9	lecturer	lecturer	NOUN
iogr-1284	206	10	and	and	CCONJ
iogr-1284	206	11	researcher	researcher	NOUN
iogr-1284	206	12	in	in	ADP
iogr-1284	206	13	petroleum	petroleum	NOUN
iogr-1284	206	14	engineering	engineering	NOUN
iogr-1284	206	15	at	at	ADP
iogr-1284	206	16	the	the	DET
iogr-1284	206	17	federal	federal	ADJ
iogr-1284	206	18	university	university	PROPN
iogr-1284	206	19	of	of	ADP
iogr-1284	206	20	technology	technology	PROPN
iogr-1284	206	21	owerri	owerri	PROPN
iogr-1284	206	22	,	,	PUNCT
iogr-1284	206	23	where	where	SCONJ
iogr-1284	206	24	he	he	PRON
iogr-1284	206	25	has	have	AUX
iogr-1284	206	26	worked	work	VERB
iogr-1284	206	27	for	for	ADP
iogr-1284	206	28	10	10	NUM
iogr-1284	206	29	years	year	NOUN
iogr-1284	206	30	.	.	PUNCT
iogr-1284	207	1	his	his	PRON
iogr-1284	207	2	research	research	NOUN
iogr-1284	207	3	interests	interest	NOUN
iogr-1284	207	4	are	be	AUX
iogr-1284	207	5	in	in	ADP
iogr-1284	207	6	reservoir	reservoir	PROPN
iogr-1284	207	7	engineering	engineering	NOUN
iogr-1284	207	8	,	,	PUNCT
iogr-1284	207	9	enhanced	enhance	VERB
iogr-1284	207	10	oil	oil	NOUN
iogr-1284	207	11	recovery	recovery	NOUN
iogr-1284	207	12	,	,	PUNCT
iogr-1284	207	13	production	production	NOUN
iogr-1284	207	14	optimization	optimization	NOUN
iogr-1284	207	15	,	,	PUNCT
iogr-1284	207	16	and	and	CCONJ
iogr-1284	207	17	proxy	proxy	NOUN
iogr-1284	207	18	modeling	modeling	NOUN
iogr-1284	207	19	.	.	PUNCT
iogr-1284	208	1	he	he	PRON
iogr-1284	208	2	holds	hold	VERB
iogr-1284	208	3	a	a	DET
iogr-1284	208	4	beng	beng	PROPN
iogr-1284	208	5	.	.	PUNCT
iogr-1284	208	6	degree	degree	PROPN
iogr-1284	208	7	in	in	ADP
iogr-1284	208	8	petroleum	petroleum	NOUN
iogr-1284	208	9	engineering	engineering	NOUN
iogr-1284	208	10	from	from	ADP
iogr-1284	208	11	the	the	DET
iogr-1284	208	12	federal	federal	ADJ
iogr-1284	208	13	university	university	PROPN
iogr-1284	208	14	of	of	ADP
iogr-1284	208	15	technology	technology	PROPN
iogr-1284	208	16	owerri	owerri	PROPN
iogr-1284	208	17	,	,	PUNCT
iogr-1284	208	18	an	an	DET
iogr-1284	208	19	msc	msc	PROPN
iogr-1284	208	20	degree	degree	NOUN
iogr-1284	208	21	in	in	ADP
iogr-1284	208	22	petroleum	petroleum	NOUN
iogr-1284	208	23	engineering	engineering	NOUN
iogr-1284	208	24	from	from	ADP
iogr-1284	208	25	the	the	DET
iogr-1284	208	26	university	university	NOUN
iogr-1284	208	27	of	of	ADP
iogr-1284	208	28	abeerdeen	abeerdeen	PROPN
iogr-1284	208	29	.	.	PUNCT
iogr-1284	209	1	he	he	PRON
iogr-1284	209	2	is	be	AUX
iogr-1284	209	3	currently	currently	ADV
iogr-1284	209	4	in	in	ADP
iogr-1284	209	5	the	the	DET
iogr-1284	209	6	final	final	ADJ
iogr-1284	209	7	stages	stage	NOUN
iogr-1284	209	8	of	of	ADP
iogr-1284	209	9	obtaining	obtain	VERB
iogr-1284	209	10	a	a	DET
iogr-1284	209	11	phd	phd	NOUN
iogr-1284	209	12	in	in	ADP
iogr-1284	209	13	petroleum	petroleum	NOUN
iogr-1284	209	14	engineering	engineering	NOUN
iogr-1284	209	15	at	at	ADP
iogr-1284	209	16	federal	federal	ADJ
iogr-1284	209	17	university	university	PROPN
iogr-1284	209	18	of	of	ADP
iogr-1284	209	19	technology	technology	PROPN
iogr-1284	209	20	owerri	owerri	PROPN
iogr-1284	209	21	.	.	PUNCT
iogr-1284	210	1	mike	mike	PROPN
iogr-1284	210	2	onyekonwu	onyekonwu	PROPN
iogr-1284	210	3	,	,	PUNCT
iogr-1284	210	4	spe	spe	PROPN
iogr-1284	210	5	,	,	PUNCT
iogr-1284	210	6	is	be	AUX
iogr-1284	210	7	a	a	DET
iogr-1284	210	8	professor	professor	NOUN
iogr-1284	210	9	of	of	ADP
iogr-1284	210	10	petroleum	petroleum	NOUN
iogr-1284	210	11	and	and	CCONJ
iogr-1284	210	12	gas	gas	NOUN
iogr-1284	210	13	engineering	engineering	NOUN
iogr-1284	210	14	at	at	ADP
iogr-1284	210	15	the	the	DET
iogr-1284	210	16	university	university	PROPN
iogr-1284	210	17	of	of	ADP
iogr-1284	210	18	portharcourt	portharcourt	PROPN
iogr-1284	210	19	,	,	PUNCT
iogr-1284	210	20	where	where	SCONJ
iogr-1284	210	21	he	he	PRON
iogr-1284	210	22	has	have	AUX
iogr-1284	210	23	worked	work	VERB
iogr-1284	210	24	as	as	ADP
iogr-1284	210	25	faculty	faculty	NOUN
iogr-1284	210	26	for	for	ADP
iogr-1284	210	27	40	40	NUM
iogr-1284	210	28	years	year	NOUN
iogr-1284	210	29	and	and	CCONJ
iogr-1284	210	30	a	a	DET
iogr-1284	210	31	consultant	consultant	NOUN
iogr-1284	210	32	for	for	ADP
iogr-1284	210	33	the	the	DET
iogr-1284	210	34	oil	oil	NOUN
iogr-1284	210	35	and	and	CCONJ
iogr-1284	210	36	gas	gas	NOUN
iogr-1284	210	37	industry	industry	NOUN
iogr-1284	210	38	.	.	PUNCT
iogr-1284	211	1	his	his	PRON
iogr-1284	211	2	research	research	NOUN
iogr-1284	211	3	interests	interest	NOUN
iogr-1284	211	4	are	be	AUX
iogr-1284	211	5	in	in	ADP
iogr-1284	211	6	reservoir	reservoir	PROPN
iogr-1284	211	7	engineering	engineering	NOUN
iogr-1284	211	8	,	,	PUNCT
iogr-1284	211	9	alkaline	alkaline	NOUN
iogr-1284	211	10	,	,	PUNCT
iogr-1284	211	11	surfactants	surfactant	NOUN
iogr-1284	211	12	and	and	CCONJ
iogr-1284	211	13	polymers	polymer	NOUN
iogr-1284	211	14	for	for	ADP
iogr-1284	211	15	enhanced	enhanced	ADJ
iogr-1284	211	16	oil	oil	NOUN
iogr-1284	211	17	recovery	recovery	NOUN
iogr-1284	211	18	,	,	PUNCT
iogr-1284	211	19	pvt	pvt	PROPN
iogr-1284	211	20	https://www.spe.org/web/csp/datasets/set02.htm	https://www.spe.org/web/csp/datasets/set02.htm	PROPN
iogr-1284	211	21	improved	improve	VERB
iogr-1284	211	22	oil	oil	NOUN
iogr-1284	211	23	and	and	CCONJ
iogr-1284	211	24	gas	gas	NOUN
iogr-1284	211	25	recovery	recovery	NOUN
iogr-1284	211	26	11	11	NUM
iogr-1284	211	27	analysis	analysis	NOUN
iogr-1284	211	28	,	,	PUNCT
iogr-1284	211	29	and	and	CCONJ
iogr-1284	211	30	reservoir	reservoir	PROPN
iogr-1284	211	31	management	management	NOUN
iogr-1284	211	32	.	.	PUNCT
iogr-1284	212	1	he	he	PRON
iogr-1284	212	2	holds	hold	VERB
iogr-1284	212	3	a	a	DET
iogr-1284	212	4	bsc	bsc	PROPN
iogr-1284	212	5	.	.	PUNCT
iogr-1284	213	1	(	(	PUNCT
iogr-1284	213	2	first	first	ADJ
iogr-1284	213	3	class	class	NOUN
iogr-1284	213	4	)	)	PUNCT
iogr-1284	213	5	degree	degree	NOUN
iogr-1284	213	6	in	in	ADP
iogr-1284	213	7	petroleum	petroleum	NOUN
iogr-1284	213	8	engineering	engineering	NOUN
iogr-1284	213	9	from	from	ADP
iogr-1284	213	10	university	university	PROPN
iogr-1284	213	11	of	of	ADP
iogr-1284	213	12	ibadan	ibadan	PROPN
iogr-1284	213	13	nigeria	nigeria	PROPN
iogr-1284	213	14	,	,	PUNCT
iogr-1284	213	15	an	an	DET
iogr-1284	213	16	msc	msc	PROPN
iogr-1284	213	17	and	and	CCONJ
iogr-1284	213	18	phd	phd	NOUN
iogr-1284	213	19	degrees	degree	NOUN
iogr-1284	213	20	in	in	ADP
iogr-1284	213	21	petroleum	petroleum	NOUN
iogr-1284	213	22	engineering	engineering	NOUN
iogr-1284	213	23	both	both	CCONJ
iogr-1284	213	24	from	from	ADP
iogr-1284	213	25	stanford	stanford	PROPN
iogr-1284	213	26	university	university	PROPN
iogr-1284	213	27	california	california	PROPN
iogr-1284	213	28	.	.	PUNCT
iogr-1284	214	1	sunday	sunday	PROPN
iogr-1284	214	2	sunday	sunday	PROPN
iogr-1284	214	3	ikiensikimama	ikiensikimama	PROPN
iogr-1284	214	4	,	,	PUNCT
iogr-1284	214	5	spe	spe	PROPN
iogr-1284	214	6	,	,	PUNCT
iogr-1284	214	7	is	be	AUX
iogr-1284	214	8	a	a	DET
iogr-1284	214	9	professor	professor	NOUN
iogr-1284	214	10	of	of	ADP
iogr-1284	214	11	petroleum	petroleum	NOUN
iogr-1284	214	12	and	and	CCONJ
iogr-1284	214	13	gas	gas	NOUN
iogr-1284	214	14	engineering	engineering	NOUN
iogr-1284	214	15	at	at	ADP
iogr-1284	214	16	the	the	DET
iogr-1284	214	17	university	university	PROPN
iogr-1284	214	18	of	of	ADP
iogr-1284	214	19	portharcourt	portharcourt	PROPN
iogr-1284	214	20	,	,	PUNCT
iogr-1284	214	21	where	where	SCONJ
iogr-1284	214	22	he	he	PRON
iogr-1284	214	23	worked	work	VERB
iogr-1284	214	24	as	as	ADP
iogr-1284	214	25	faculty	faculty	NOUN
iogr-1284	214	26	for	for	ADP
iogr-1284	214	27	30	30	NUM
iogr-1284	214	28	years	year	NOUN
iogr-1284	214	29	.	.	PUNCT
iogr-1284	215	1	his	his	PRON
iogr-1284	215	2	research	research	NOUN
iogr-1284	215	3	interests	interest	NOUN
iogr-1284	215	4	are	be	AUX
iogr-1284	215	5	in	in	ADP
iogr-1284	215	6	pvt	pvt	PROPN
iogr-1284	215	7	analysis	analysis	NOUN
iogr-1284	215	8	,	,	PUNCT
iogr-1284	215	9	enhanced	enhance	VERB
iogr-1284	215	10	oil	oil	NOUN
iogr-1284	215	11	recovery	recovery	NOUN
iogr-1284	215	12	,	,	PUNCT
iogr-1284	215	13	flow	flow	NOUN
iogr-1284	215	14	assurance	assurance	NOUN
iogr-1284	215	15	,	,	PUNCT
iogr-1284	215	16	petroleum	petroleum	NOUN
iogr-1284	215	17	economics	economic	NOUN
iogr-1284	215	18	,	,	PUNCT
iogr-1284	215	19	and	and	CCONJ
iogr-1284	215	20	risk	risk	NOUN
iogr-1284	215	21	management	management	NOUN
iogr-1284	215	22	.	.	PUNCT
iogr-1284	216	1	he	he	PRON
iogr-1284	216	2	has	have	VERB
iogr-1284	216	3	a	a	DET
iogr-1284	216	4	bachelor	bachelor	NOUN
iogr-1284	216	5	of	of	ADP
iogr-1284	216	6	engineering	engineering	NOUN
iogr-1284	216	7	degree	degree	NOUN
iogr-1284	216	8	in	in	ADP
iogr-1284	216	9	chemical	chemical	ADJ
iogr-1284	216	10	engineering	engineering	NOUN
iogr-1284	216	11	,	,	PUNCT
iogr-1284	216	12	master	master	NOUN
iogr-1284	216	13	’s	’s	PART
iogr-1284	216	14	degrees	degree	NOUN
iogr-1284	216	15	both	both	CCONJ
iogr-1284	216	16	in	in	ADP
iogr-1284	216	17	chemical	chemical	ADJ
iogr-1284	216	18	engineering	engineering	NOUN
iogr-1284	216	19	and	and	CCONJ
iogr-1284	216	20	petroleum	petroleum	NOUN
iogr-1284	216	21	engineering	engineering	NOUN
iogr-1284	216	22	from	from	ADP
iogr-1284	216	23	the	the	DET
iogr-1284	216	24	university	university	NOUN
iogr-1284	216	25	of	of	ADP
iogr-1284	216	26	port	port	NOUN
iogr-1284	216	27	harcourt	harcourt	PROPN
iogr-1284	216	28	.	.	PUNCT
iogr-1284	217	1	he	he	PRON
iogr-1284	217	2	holds	hold	VERB
iogr-1284	217	3	a	a	DET
iogr-1284	217	4	phd	phd	NOUN
iogr-1284	217	5	in	in	ADP
iogr-1284	217	6	chemical	chemical	NOUN
iogr-1284	217	7	engineering	engineering	NOUN
iogr-1284	217	8	with	with	ADP
iogr-1284	217	9	specialization	specialization	NOUN
iogr-1284	217	10	in	in	ADP
iogr-1284	217	11	pvt	pvt	PROPN
iogr-1284	217	12	analysis	analysis	NOUN
iogr-1284	217	13	from	from	ADP
iogr-1284	217	14	the	the	DET
iogr-1284	217	15	university	university	NOUN
iogr-1284	217	16	of	of	ADP
iogr-1284	217	17	lagos	lagos	PROPN
iogr-1284	217	18	.	.	PUNCT
iogr-1284	218	1	chidinma	chidinma	PROPN
iogr-1284	218	2	uzoamaka	uzoamaka	PROPN
iogr-1284	218	3	uzoho	uzoho	PROPN
iogr-1284	218	4	,	,	PUNCT
iogr-1284	218	5	spe	spe	PROPN
iogr-1284	218	6	,	,	PUNCT
iogr-1284	218	7	is	be	AUX
iogr-1284	218	8	the	the	DET
iogr-1284	218	9	lab	lab	NOUN
iogr-1284	218	10	manager	manager	NOUN
iogr-1284	218	11	at	at	ADP
iogr-1284	218	12	laser	laser	PROPN
iogr-1284	218	13	engineering	engineering	PROPN
iogr-1284	218	14	ltd	ltd	PROPN
iogr-1284	218	15	involved	involve	VERB
iogr-1284	218	16	in	in	ADP
iogr-1284	218	17	collaborative	collaborative	ADJ
iogr-1284	218	18	research	research	NOUN
iogr-1284	218	19	with	with	ADP
iogr-1284	218	20	the	the	DET
iogr-1284	218	21	university	university	NOUN
iogr-1284	218	22	of	of	ADP
iogr-1284	218	23	portharcourt	portharcourt	PROPN
iogr-1284	218	24	.	.	PUNCT
iogr-1284	219	1	her	her	PRON
iogr-1284	219	2	research	research	NOUN
iogr-1284	219	3	interest	interest	NOUN
iogr-1284	219	4	is	be	AUX
iogr-1284	219	5	in	in	ADP
iogr-1284	219	6	enhanced	enhanced	ADJ
iogr-1284	219	7	oil	oil	NOUN
iogr-1284	219	8	recovery	recovery	NOUN
iogr-1284	219	9	,	,	PUNCT
iogr-1284	219	10	core	core	NOUN
iogr-1284	219	11	analysis	analysis	NOUN
iogr-1284	219	12	,	,	PUNCT
iogr-1284	219	13	gas	gas	NOUN
iogr-1284	219	14	to	to	ADP
iogr-1284	219	15	power	power	NOUN
iogr-1284	219	16	technologies	technology	NOUN
iogr-1284	219	17	,	,	PUNCT
iogr-1284	219	18	and	and	CCONJ
iogr-1284	219	19	utilization	utilization	NOUN
iogr-1284	219	20	of	of	ADP
iogr-1284	219	21	agrowaste	agrowaste	NOUN
iogr-1284	219	22	in	in	ADP
iogr-1284	219	23	enhanced	enhanced	ADJ
iogr-1284	219	24	oil	oil	NOUN
iogr-1284	219	25	recovery	recovery	NOUN
iogr-1284	219	26	.	.	PUNCT
iogr-1284	220	1	she	she	PRON
iogr-1284	220	2	holds	hold	VERB
iogr-1284	220	3	a	a	DET
iogr-1284	220	4	beng	beng	PROPN
iogr-1284	220	5	.	.	PUNCT
iogr-1284	220	6	degree	degree	PROPN
iogr-1284	220	7	in	in	ADP
iogr-1284	220	8	chemical	chemical	ADJ
iogr-1284	220	9	engineering	engineering	NOUN
iogr-1284	220	10	,	,	PUNCT
iogr-1284	220	11	an	an	DET
iogr-1284	220	12	meng	meng	PROPN
iogr-1284	220	13	degree	degree	NOUN
iogr-1284	220	14	in	in	ADP
iogr-1284	220	15	gas	gas	NOUN
iogr-1284	220	16	engineering	engineering	NOUN
iogr-1284	220	17	,	,	PUNCT
iogr-1284	220	18	and	and	CCONJ
iogr-1284	220	19	a	a	DET
iogr-1284	220	20	phd	phd	NOUN
iogr-1284	220	21	in	in	ADP
iogr-1284	220	22	petroleum	petroleum	NOUN
iogr-1284	220	23	engineering	engineering	NOUN
iogr-1284	220	24	all	all	ADV
iogr-1284	220	25	from	from	ADP
iogr-1284	220	26	the	the	DET
iogr-1284	220	27	university	university	NOUN
iogr-1284	220	28	of	of	ADP
iogr-1284	220	29	portharcourt	portharcourt	PROPN
iogr-1284	220	30	.	.	PUNCT
iogr-1284	221	1	praise	praise	NOUN
iogr-1284	221	2	udochukwu	udochukwu	ADJ
iogr-1284	221	3	ekeopara	ekeopara	PROPN
iogr-1284	221	4	,	,	PUNCT
iogr-1284	221	5	spe	spe	PROPN
iogr-1284	221	6	,	,	PUNCT
iogr-1284	221	7	is	be	AUX
iogr-1284	221	8	a	a	DET
iogr-1284	221	9	graduate	graduate	ADJ
iogr-1284	221	10	petroleum	petroleum	NOUN
iogr-1284	221	11	engineer	engineer	NOUN
iogr-1284	221	12	from	from	ADP
iogr-1284	221	13	the	the	DET
iogr-1284	221	14	federal	federal	ADJ
iogr-1284	221	15	university	university	PROPN
iogr-1284	221	16	of	of	ADP
iogr-1284	221	17	technology	technology	PROPN
iogr-1284	221	18	owerri	owerri	PROPN
iogr-1284	221	19	.	.	PUNCT
iogr-1284	222	1	his	his	PRON
iogr-1284	222	2	research	research	NOUN
iogr-1284	222	3	interests	interest	NOUN
iogr-1284	222	4	is	be	AUX
iogr-1284	222	5	in	in	ADP
iogr-1284	222	6	enhanced	enhanced	ADJ
iogr-1284	222	7	oil	oil	NOUN
iogr-1284	222	8	recovery	recovery	NOUN
iogr-1284	222	9	,	,	PUNCT
iogr-1284	222	10	production	production	NOUN
iogr-1284	222	11	optimization	optimization	NOUN
iogr-1284	222	12	,	,	PUNCT
iogr-1284	222	13	and	and	CCONJ
iogr-1284	222	14	machine	machine	NOUN
iogr-1284	222	15	learning	learning	NOUN
iogr-1284	222	16	.	.	PUNCT
iogr-1284	223	1	he	he	PRON
iogr-1284	223	2	holds	hold	VERB
iogr-1284	223	3	a	a	DET
iogr-1284	223	4	beng	beng	PROPN
iogr-1284	223	5	degree	degree	NOUN
iogr-1284	223	6	in	in	ADP
iogr-1284	223	7	petroleum	petroleum	NOUN
iogr-1284	223	8	engineering	engineering	NOUN
iogr-1284	223	9	from	from	ADP
iogr-1284	223	10	the	the	DET
iogr-1284	223	11	federal	federal	ADJ
iogr-1284	223	12	university	university	PROPN
iogr-1284	223	13	of	of	ADP
iogr-1284	223	14	technology	technology	PROPN
iogr-1284	223	15	,	,	PUNCT
iogr-1284	223	16	owerri	owerri	PROPN
iogr-1284	223	17	.	.	PUNCT
iogr-1284	224	1	abstract	abstract	ADJ
iogr-1284	224	2	introduction	introduction	NOUN
iogr-1284	224	3	materials	material	NOUN
iogr-1284	224	4	and	and	CCONJ
iogr-1284	224	5	methods	method	NOUN
iogr-1284	224	6	results	result	NOUN
iogr-1284	224	7	and	and	CCONJ
iogr-1284	224	8	discussions	discussion	NOUN
iogr-1284	224	9	conclusions	conclusion	NOUN
iogr-1284	224	10	and	and	CCONJ
iogr-1284	224	11	recommendations	recommendation	NOUN
iogr-1284	224	12	conflicting	conflict	VERB
iogr-1284	224	13	interests	interest	NOUN
iogr-1284	224	14	references	reference	NOUN