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Numerical Reservoir Simulation
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Topic Overview
An introduction to standard numerical solution techniques for reservoir flow equations.
NextBack
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Introduction
Differential equations
for mass flow
Differential equations
for mass flow
Numerical Modell
Numerical Modell
Stability analyses
Gridding
Difference Approximation Discretization Error
Reservoir Performance
For more information click on the subject you want to learn more about.
Reservoir equationsReservoir equations
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Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Discretization Techniques
General partial differential equations for reservoir fluid flow must be discretized before they can be treated computationally.
The most common techniques are:
- finite differences- finite elements
We will in in this module learn about the finite difference technique.
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html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Finite difference approximations are used in most commercial reservoir simulation software to solve fluid flow equations numerically.
Main steps in a discretization procedure:
- replace differential operators by algebraic ciexpressions- compute approximate solution at given points and iiispecified times
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Finite Differences
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Differential Equations for Mass Flow
)()](][
[
:
w
wwww
ww
rw
BS
tQdp
Bkk
water
)()](][
[
:
w
wwww
ww
rw
BS
tQdp
Bkk
water
Mass conservation equations for Black Oil models:
)()](][
[
:
o
oooo
oo
ro
BS
tQdp
Bkk
oil
)()](][
[
:
o
oooo
oo
ro
BS
tQdp
Bkk
oil
)(
)](][
[)](][
[
:
o
so
g
g
goosoo
rogg
gg
rg
BRS
B
S
t
QdpRBkk
dpB
kk
gas
)(
)](][
[)](][
[
:
o
so
g
g
goosoo
rogg
gg
rg
BRS
B
S
t
QdpRBkk
dpB
kk
gas
Next
Where Ql are sink/source term
Discretization Techniques
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Reservoir Equations
)(
:
,,,,,
w
wt
kjikjiwww B
S
t
VqT
water
)(
:
,,,,,
w
wt
kjikjiwww B
S
t
VqT
water
)(
:
,,,,,
o
ot
kjikjiooo B
St
VqT
oil
)(
:
,,,,,
o
ot
kjikjiooo B
St
VqT
oil
)(
:
,,,,,
o
os
g
gt
kjikjigoosgg B
SRB
S
t
VqTRT
gas
)(
:
,,,,,
o
os
g
gt
kjikjigoosgg B
SRB
S
t
VqTRT
gas
For more information click on the equation you want to learn more about.
Discrete equations for Black Oil models for block i,j,k:
NextBack
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Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
)(
:
,,,,,
w
wt
kjikjiwww B
S
t
VqT
water
)(
:
,,,,,
w
wt
kjikjiwww B
S
t
VqT
water
Water Equation
The water equation consists of three parts; a flow term, a well term and an accumulation term.
For more information click on the term of the water equation you want to learn more about.
Flow term + well term = accumulation term
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Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
wzzwzzwyywyywxxwxxww TTTT
water
:
wzzwzzwyywyywxxwxxww TTTT
water
:
Flow Term for Water
The flow term for water consists of three terms, one for each coordinate direction.
NextUp
For more information click on the term of the equation you want to learn more about.html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Water in x- direction
The x-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
)()(
)()(
:
1,,
,1,
21
21
iwiwkjiww
rwx
iwiwkjiww
rwxwxwxx
zyxB
kk
zyxB
kkT
water
)()(
)()(
:
1,,
,1,
21
21
iwiwkjiww
rwx
iwiwkjiww
rwxwxwxx
zyxB
kk
zyxB
kkT
water
NextUp
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Water in y- direction
The y-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
)()(
)()(
:
1,,
,1,
21
21
jwjwkijww
rwy
jwjwkijww
rwywywyy
zxyB
kk
zxyB
kkT
water
)()(
)()(
:
1,,
,1,
21
21
jwjwkijww
rwy
jwjwkijww
rwywywyy
zxyB
kk
zxyB
kkT
water
NextBackUp
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Water in z- direction
The z-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
)()(
)()(
:
1,,
,1,
21
21
zwzwjikww
rwz
zwzwjikww
rwzwzwzz
yxzB
kk
yxzB
kkT
water
)()(
)()(
:
1,,
,1,
21
21
zwzwjikww
rwz
zwzwjikww
rwzwzwzz
yxzB
kk
yxzB
kkT
water
BackUp
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Well Term for Water
NextBackUp
Specification are different for production and injection wells.
Click here to see how the production term for water is given.
water
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance )()(
:
, welliiww
rwiiw pp
B
kWIq
water
)()(
:
, welliiww
rwiiw pp
B
kWIq
water
Srr
khWI
w
ei
)ln(
2
Up
Well Equations for Black Oil Model
Pwell = pressure in the well
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Srr
khWI
w
ei
)ln(
2
)()(
:
, welliioo
roiio pp
B
kWIq
oil
)()(
:
, welliioo
roiio pp
B
kWIq
oil
Up
Well Equations for Black Oil Model
Pwell = pressure in the well
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Srr
khWI
w
ei
)ln(
2
)()()()(
:
, welliioo
sroiwellii
gg
rgiig pp
B
RkWIpp
B
kWIq
gass
)()()()(
:
, welliioo
sroiwellii
gg
rgiig pp
B
RkWIpp
B
kWIq
gass
Up
Well Equations for Black Oil Model
Pwell = pressure in the well
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Accumulation Term for Water
])()[()(
:
1,,,, n
w
wn
w
wkji
w
wt
kji
B
S
B
S
t
V
B
S
t
V
water
])()[()(
:
1,,,, n
w
wn
w
wkji
w
wt
kji
B
S
B
S
t
V
B
S
t
V
water
BackUp
The change of mass of water in block i,j,k during time t between step n and n+1 is given by:
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Evaluation on Block Boundaries
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html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Oil Equation
)(
:
,,,,,
o
ot
kjikjiooo B
S
t
VqT
oil
)(
:
,,,,,
o
ot
kjikjiooo B
S
t
VqT
oil
Up NextBack
For more information click on the term of the oil equation you want to learn more about.
Flow term + well term = accumulation term
The oil equation consists of three parts; a flow term, a well term and an accumulation term.
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
ozzozzoyyoyyoxxoxxoo TTTT
oil
:
ozzozzoyyoyyoxxoxxoo TTTT
oil
:
Flow Term for Oil
The flow term for oil consists of three terms, one for each coordinate direction.
NextUp
For more information click on the term of the equation you want to learn more about.html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Oil in x- direction
)()(
)()(
:
1,,
,1,
21
21
ioiokjioo
rox
ioiokjioo
roxoxoxx
zyxB
kk
zyxB
kkT
oil
)()(
)()(
:
1,,
,1,
21
21
ioiokjioo
rox
ioiokjioo
roxoxoxx
zyxB
kk
zyxB
kkT
oil
NextUp
The x-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Oil in y- direction
)()(
)()(
:
1,,
,1,
21
21
jojokijoo
roy
jojokijoo
royoyoyy
zxyB
kk
zxyB
kkT
oil
)()(
)()(
:
1,,
,1,
21
21
jojokijoo
roy
jojokijoo
royoyoyy
zxyB
kk
zxyB
kkT
oil
NextBackUp
The y-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Oil in z- direction
)()(
)()(
:
1,,
,1,
21
21
zozojikoo
roz
zozojikoo
rozozozz
yxzB
kk
yxzB
kkT
oil
)()(
)()(
:
1,,
,1,
21
21
zozojikoo
roz
zozojikoo
rozozozz
yxzB
kk
yxzB
kkT
oil
BackUp
The z-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Well Term for Oil
NextBackUp
Specification are different for production and injection wells.
Click here to see how the production term for oil is given.oil
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Accumulation Term for Oil
])()[()(
:
1,,,, n
o
on
o
okji
o
ot
kji
B
S
B
S
t
V
B
S
t
V
oil
])()[()(
:
1,,,, n
o
on
o
okji
o
ot
kji
B
S
B
S
t
V
B
S
t
V
oil
BackUp
The change of mass of water in block i,j,k during time t between step n and n+1 is given by:
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Gas Equation
)(
:
,,,,,
o
os
g
gt
kjikjigoosgg B
SRB
S
t
VqTRT
gas
)(
:
,,,,,
o
os
g
gt
kjikjigoosgg B
SRB
S
t
VqTRT
gas
Up Back
For more information click on the term of the equation you want to learn more about.
The gas equation consists of a flow term for gas and dissolved gas, a well term and an accumulation term for gas and dissolved gas.
Flow terms + well term = accumulation terms
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
gzzgzzgyygyygxxgxxgg TTTT
gas
:
gzzgzzgyygyygxxgxxgg TTTT
gas
:
Flow Term for Gas
Up Next
The flow term for gas consists of three terms, one for each coordinate direction.
For more information click on the term of the equation you want to learn more about.html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Gas in x- direction
)()(
)()(
:
1,,
,1,
21
21
igigkjigg
rgx
igigkjigg
rgxgxgxx
zyxB
kk
zyxB
kkT
gas
)()(
)()(
:
1,,
,1,
21
21
igigkjigg
rgx
igigkjigg
rgxgxgxx
zyxB
kk
zyxB
kkT
gas
NextUp
The x-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Gas in y- direction
)()(
)()(
:
1,,
,1,
21
21
jgjgkijgg
rgy
jgjgkijgg
rgygygyy
zxyB
kk
zxyB
kkT
gas
)()(
)()(
:
1,,
,1,
21
21
jgjgkijgg
rgy
jgjgkijgg
rgygygyy
zxyB
kk
zxyB
kkT
gas
NextBackUp
The y-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. (not active yet) html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Gas in z- direction
)()(
)()(
:
1,,
,1,
21
21
zgzgjikgg
rgz
zgzgjikgg
rgzgzgzz
yxzB
kk
yxzB
kkT
gas
)()(
)()(
:
1,,
,1,
21
21
zgzgjikgg
rgz
zgzgjikgg
rgzgzgzz
yxzB
kk
yxzB
kkT
gas
BackUp
The x-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Dissolved Gas
Up Back
For more information click on the term of the equation you want to learn more about.
ozzozsz
oyyoysyoxxoxsxoos
TR
TRTRTR
gasdissolved
:
ozzozsz
oyyoysyoxxoxsxoos
TR
TRTRTR
gasdissolved
:
The flow term for dissolved gas consists of three terms, one for each coordinate direction.
Next
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Dissolved Gas in x- direction
)()(
)()(
:
1,,
,1,
21
21
ioiokji
oo
srox
ioiokji
oo
sroxoxoxsx
zyxB
Rkk
zyxB
RkkTR
gasdissolved
)()(
)()(
:
1,,
,1,
21
21
ioiokji
oo
srox
ioiokji
oo
sroxoxoxsx
zyxB
Rkk
zyxB
RkkTR
gasdissolved
NextUp
The x-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Dissolved Gas in y- direction
)()(
)()(
:
1,,
,1,
21
21
jojokij
oo
sroy
jojokij
oo
sroy
oyoysy
zxyB
Rkk
zxyB
RkkTR
gasdissolved
)()(
)()(
:
1,,
,1,
21
21
jojokij
oo
sroy
jojokij
oo
sroy
oyoysy
zxyB
Rkk
zxyB
RkkTR
gasdissolved
NextBackUp
The y-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Flow Term for Dissolved Gas in z- direction
)()(
)()(
:
1,,
,1,
21
21
zozojik
oo
sroz
zozojik
oo
srozozozsz
yxzB
Rkk
yxzB
RkkTR
gasdissolved
)()(
)()(
:
1,,
,1,
21
21
zozojik
oo
sroz
zozojik
oo
srozozozsz
yxzB
Rkk
yxzB
RkkTR
gasdissolved
BackUp
The z-part consists of two terms; one to compute flow to neighbour block in the positive direction and one for flow in the negative direction.
For information on block boundaries, click on the textbox. html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Well Term for Gas
NextBackUp
Specification are different for production and injection wells.
Click here to see how the production term for gas is given.
gas
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Accumulation Term for Gas and Dissolved Gas
BackUp
])()[(
)(
:
1,,
,,
n
o
os
g
gn
o
os
g
gkji
o
os
g
gt
kji
BSR
B
S
BSR
B
S
t
V
BSR
B
S
t
V
gas
])()[(
)(
:
1,,
,,
n
o
os
g
gn
o
os
g
gkji
o
os
g
gt
kji
BSR
B
S
BSR
B
S
t
V
BSR
B
S
t
V
gas
The change of mass of water in block i,j,k during time t between step n and n+1 is given by:
html
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Definition of Symbols
l = o,w,g s = x,y,z p = i,j,k ql,i,j,k =
Ql,i,j,k = = Sl =
Bl = [k] = k = l =
Vi,j,k =t =t =
Rs =
Rs =
sTls =
sls =
WIp =
pi =
pwell =
Back
Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Difference Approximations
kk xxfk
xxfxxfxfxxf )(!
1)(
!2
1)()()( 2
kk xxfk
xxfxxfxfxxf )(!
1)(
!2
1)()()( 2
Taylor series can be used to derive a difference formula for single and double derivates.
With these expansion we can deduce:
- first order approximation of f ’
- second order approximation of f ’
- second order approximation of f ’’
Taylor series of f(x+x) and f(x-x) are given by:
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Topic overview
Introduction
Developers
References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
First Order Approximation of f’
Rx
xfxxfxf
)()(
)(
Rx
xxfxfxf
)()(
)(
This difference formula is used for discretizing time
derivative in the mass equations
From the expansion of f(x+Δx) we get an expression for f’(x):
Up
Click on the box to see how the approximation changes when the step size is halved.
xx
From the expansion of f(x-Δx) we get an expression for f’(x):
Next
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Topic overview
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Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance t
uuu
nnn
t
11
Difference Formula
A first order approximation of ut at the point n+1 is given by:
The time axis is divided into points at distance Δt:
tt
n
1
t
n
Up
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Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
First Order Approximation of f’
Rx
xfxxfxf
)()()(
Rx
xxfxfxf
)()(
)(
From the serie f(x+Δx):
From the serie f(x-Δx):
2x
2x
Back
The step size reduction produces more accurate approximations.
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Topic overview
Introduction
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References
Differential equations
Gridding
Difference approximation
Discretization error
Stability Analyses
Reservoir equations
Reservoir performance
Rx
xxfxxfxf
2
)()()(
Adding expansion of f(x+Δx) and f(x-Δx) results in the approximations:
X X
Up
Second Order Approximation of f’
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2
x2
x
Rx
xxfxxfxf
2
)()()(
The sum of f’(x) of the series f(x+Δx) and f(x-Δx):
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Second Order Approximation of f’
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Step size reduction
will produce
more accurate
approximations.
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Reservoir performance 2
2
)()(2)()( x
x
xxfxfxxfxf
)()(2)(2 xxfxfxxff
The sum of the Taylor series f(x+Δx) and f(x-Δx) is used to deduced a second order approximation of f’’:
This approximation is frequently used and the numerator is written:
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Second Order Approximation of f’’
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Difference Approximation
xx
i
1
x
i
xx
i
1
2
11 2
x
uuuu iii
ixx
Uxx can be approximated at each point i by the formula:
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Discretization Error
The order of a difference approximation can by analysed using Taylor expansions.
The discretization error approaches zero faster for a high order approximation then for a low order approximation.
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A faulted reservoir
Well locations An imposed grid
Initial fluid distribution
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A Faulted Reservoir
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Well Locations
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An Imposed Grid
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- The ability to identify saturations and pressures ii at specific locations (existing and planned well i iiiilocations).
- The ability to produce a solution with the i iiiirequired accuracy (numerical dispersion and iiiigrid orientation effects).
- The ability to represent geometry, geology and iiiphysical properties of the reservoir (external iiiboundaries, faults, permeability distribution iiiincluding vertical layering).- Keep the number of grid blocks small in order to iiimeet requirements of limited money and time iiiavailable for the study.
Main criteria for grid selection:
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Stable Unstable
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Stable
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4,02x
t
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Unstable
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6,02x
t
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Reservoir Performance
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Made by students
Siril Strømme and Rune Simonsen
Stavanger university college
Informasjon på min web-side
http://www.ux.his.no/~hans-k