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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-16 1
NATURALLYFRACTUREDRESERVOIRSNFR
Dataacquisition?????Reservoirsimulation
Dilemma: Howtoincorporatedifferent(andlimited)datasetsandmapthe
fracturenetwork.
NFRcharacterizationismainlybasedonthefracturesetsseeninthelogsand
cores.
FRACTURE CHARACTERIZATION
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Evaluation
of
Outcrop
Fracture
Patterns
Babadagli, T.: Fractal Analysis of 2-D Fracture Networks of Geothermal Reservoirs in South-Western Turkey,J. of Volcanology and Geothermal Res., vol. 112/1-4, Dec. 2001, 83-103.
Babadagli, T.: Evaluation of Outcrop Fracture Patterns of Geothermal Reservoirs in Southwestern Turkey,
2000 World Geothermal Congress, Kyushu-Tohoku, Japan, May 28-June 10, 2000.
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STATEMENT
OF
THE
PROBLEM
Quantification of fracture network properties
(density, spatial distribution, orientation,
connectedness, length etc.) for modeling studies:
FRACTAL ANALYSIS
OBJECTIVE
Fractalanalysisoffracturenetworks
Usingdifferentmethods.
Outcropfracturepatterns
DifferentproducingformationsofgeothermalreservoirsinSouthwestern
Turkey
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r1
r2SAND BOX
TECHNIQUE
r1 r2r3
BOX COUNTING TECHNIQUE
N(r)~rD
i=1,2,3,...
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MID (or INTERSECTION) POINT DISTRIBUTION
MASS DIMENSION (SAND-BOX METHOD)
L1L2L3L4
N(L) ~ LDMID
(OR INTERSECTION)
POINTS OF FRACTURESN : Number of points
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NUMBER OF FRACTURES PER UNIT AREA
MASS DIMENSION (SAND-BOX METHOD)
L1L2
L3L4
N(L) ~ LDFRACTURES
BOX
SIZES
}
N : Number of points
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METHODS APPLIED
BOX COUNTING(BOX DIMENSION)
MID-POINT DISTRIBUTION
(MASS DIMENSION - SAND-BOX METHOD)
INTERSECTION POINT DISTRIBUTION(MASS DIMENSION - SAND-BOX METHOD)
NUMBER OF FRACTURES PER UNIT AREA(MASS DIMENSION - SAND-BOX METHOD)
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N
a b
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Fracture mid-points and intersection points
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FRACTAL DIMENSIONS FOR DIFFERENT
SCALES USING DIFFERENT METHODSGIGA (km) MEGA (m) MACRO (cm) MICRO (m)METHOD
BC : BOX COUNTING
MPD : MID-POINT DIST.
IPD : INTERSECTION-POINT DIST.
NFA : NUMBER OF FRACTURE PER UNIT AREA
BC
MPD
IPD
NFA
1.57 - 1.581.14 - 1.52
1.71 - 2.00
1.10 - 1.81
1.07 - 1.89
1.16 - 1.25 1.01 - 1.04
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PATTERN NO FRACTAL DIM.
Fig. 3-a 1.15
Fig. 3-b 1.39
Fig. 3-c 1.41
Fig. 3-d 1.25
Fig. 3-e 1.29
Fig. 3-f 1.39Fig. 3-g 1.15
Fig. 3-h 1.50
Fig. 3-i 1.46
Fig. 3-j 1.40Fig. 3-k 1.35
Fig. 3-l 1.27
Fig. 3-m 1.39
FRACTAL DIMENSION - BOX COUNTING
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KIZILDERE FIELD GERMENCIK FIELD
Region Fractal
Dim.
Region Fractal
Dim.
Upper Prod. Form. 1.393 Germencik 1.396
Upper Prod. Form. 1.278 Germencik 1.387
Upper Prod. Form. 1.354 Germencik 1.421
Upper Prod. Form. 1.261 Germencik 1.452
Upper Prod. Form. 1.204 Germencik 1.367
Lower Prod. Form. 1.250 Germencik 1.392Germencik 1.462
FRACTAL DIMENSION - BOX COUNTING
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ROCK PIECES THIN SECTIONS1.175 1.015
1.255 1.035
1.252 1.015
1.164 1.013
1.189 1.020
FRACTAL DIMENSION - BOX COUNTING
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FRACTAL DIMENSION - BOX COUNT. and SAND BOX
PATTERN
NO
MID POINT
DISTRIBUTION
INTERSECTION
POINTDISTRIBUTION
NUMBER OF
FRACTURESPER UNIT AREA
(FNUA)
FRACTURE
LENGTHPER UNIT AREA
(FLUA)
Fig. 2-a 1.74 1.71 1.05 1.85
Fig. 2-b 1.99 1.74 2.04 1.80
Fig. 2-c 1.17 1.31 1.55 1.99
Fig. 2-d 1.59 1.39 1.48 1.76Fig. 2-e 1.91 1.82 1.44 2.10
Fig. 2-f 1.54 1.70 1.48 1.85
Fig. 2-g 1.17 1.09 1.47 1.51
Fig. 2-h 1.62 1.80 2.01 1.39
Fig. 2-i 1.21 1.23 1.60 0.90
Fig. 2-j 1.22 1.50 1.50 0.74
Fig. 2-k 2.01 1.81 2.03 0.95
Fig. 2-l 1.63 1.58 1.94 1.35
Fig. 2-m 1.92 1.74 1.60 1.87
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PATTERN
NUMBER
SCANLINE
DIRECTION
FRACTAL
DIMENSION
Fig. 2-a W - E 1.620
Fig. 2-a N - S 1.383
Fig. 2-a NW -SE 2.368
Fig. 2-a NE -SW 1.382
Fig. 2-b W - E 1.973
Fig. 2-b N - S 1.919
Fig. 2-b NW -SE 2.004
Fig. 2-b NE -SW 1.824
Fig. 2-c W - E 1.398
Fig. 2-c N - S 1.414
Fig. 2-c NW -SE 1.321
Fig. 2-c NE -SW 1.269
Fig. 2-d W - E 1.726
Fig. 2-d N - S 1.547
Fig. 2-d NW -SE 1.623
Fig. 2-d NE -SW 1.472
Fig. 2-e W - E 1.588
Fig. 2-e N - S 1.442
Fig. 2-e NW -SE 1.710
Fig. 2-e NE -SW 1.314
Fig. 2-f W - E 1.699
Fig. 2-f N - S 1.724
Fig. 2-f NW -SE 1.686
Fig. 2-f NE -SW 1.599
PATTERN
NUMBER
SCANLINE
DIRECTION
FRACTAL
DIMENSION
Fig. 2-g W - E 1.372
Fig. 2-g N - S 1.551
Fig. 2-g NW -SE 1.369
Fig. 2-g NE -SW 1.402
Fig. 2-h W - E 1.662
Fig. 2-h N - S 1.561
Fig. 2-h NW -SE 1.549
Fig. 2-h NE -SW 1.554
Fig. 2-i W - E 1.580
Fig. 2-i N - S 1.815
Fig. 2-i NW -SE 1.230
Fig. 2-i NE -SW 1.219
Fig. 2-j W - E 1.256
Fig. 2-j N - S 1.018
Fig. 2-j NW -SE 1.119
Fig. 2-j NE -SW 1.226
Fig. 2-k W - E 1.748
Fig. 2-k N - S 1.689
Fig. 2-k NW -SE 1.655
Fig. 2-k NE -SW 1.644
Fig. 2-l W - E 1.652
Fig. 2-l N - S 1.741
Fig. 2-l NW -SE 1.714
Fig. 2-l NE -SW 1.676
Fig. 2-m W - E 1.611
Fig. 2-m N - S 1.391
Fig. 2-m NW -SE 1.532
Fig. 2-m NE -SW 1.546
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FractureNetworks
KIZILDERE
FIELD
GERMENCIK
FIELD
Fracture network mapping: WELL DATA and OUTCROP
How much fractal properties help? Which fractal properties are critical?
Network Permeability or Single Fracture Permeability
cmmmmmm
km
1.10
1.30
1.50
1.00
1.20
1.40
1.60
FRACTAL
DIM
EN
SION,D
Giga(km)
Mega(m)
Makro(cm)
Mikro( m)
SCALE
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5.00 5.20 5.40 5.60
log(r)
2.20
2.60
3.00
2.00
2.40
2.80
log
N(r)
Germencik Field(Slope = D = 1.56)
Kizildere Field(Slope = D = 1.58)
Babadagli, J. Vol. and Geot. Res., 112, 2001
KIZILDERE
FIELD
GERMENCIK
FIELD
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DIFFUSION OVER FRACTAL OBJECTS
dD
o
o
r
rkrk )( similarly
dD
o
o
r
rr
)(
01
2
2
t
Pr
r
P
r
D
r
P
1lim 10
r
PrD
r
1
)1(2
)2)((
)2()( t
DtPw
2
D0and=0.5(linearflow),1(radialflow),1.5(sphericalflow)
conductivityindex,>0forfracturenetworksnotperfectlyconnecteddiffusiondelayedornotnormal
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Acuna and Yortsos, 1995, Water Res. Res.
After Warren and Root, SPEJ Sept. 1963
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Acuna, Ershaghi, Yortsos, 1991
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FRACTAL WELLS TESTS SPE Form. Eval. Sept, 1995
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FRACTAL WELLS TESTS SPE Form. Eval. Sept, 1995
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FRACTAL WELLS TESTS SPE Res. Eval. And Eng., Feb. 2003Short and long time approximations with matrix participation
sttP DDwD
)1)(1(
)2()(
12
)2(
)2()2()1/(
223211
stD
221
dmfd
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FRACTAL WELLS TESTS SPE Res. Eval. And Eng., Feb. 2003
Determination of fractal parameters
2
1
v
Introduced solutions for v>0
and v
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SPE 63286, Baker and Kuppe
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2
CORES:
Usedto
determine:
Origin,geometryandoccurrenceoffractures
Geomechanicalmodification
Fractureorientation
Fracturediprelativetocoreaxisandtobedding,as
wellasrelativeorientationoffracturesshouldbe
measured.
Fractureapertureandheight: Neededforfracture
density,porosity,etc.
After Narr, Schechter, Thompson
Naturally Fractured Reservoir Characterization SPE, 2006
IMAGE LOGS
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3
IMAGELOGS
Directsourceofinformation.
Twotypes; resistivitybasedandacoustic.
(a)Openfracturesinresistivityimage(darksinusoids),(b)Coreformthe
samewell,(c)imageofwholecore
(CourtesyFrankLim,NFRSPE)
After Narr, Schechter, Thompson
Naturally Fractured Reservoir Characterization SPE, 2006
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Apparentfractureheightcanbemeasured
fromimagelogs.
Openfractures:
filled
with
conductive
mud
filtrate
Closedfractures: filledwithresistive
mineralization
Imagelogsaregoodfororientations.
Aperturecouldalsobecomputed.
After Narr, Schechter,Thompson
Naturally Fractured Reservoir
Characterization SPE, 2006
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Othertools:
StoneleyWavelog
Photoelectriclog(usedtocorrectdensitylogs)
Sonicordensitylogs.
Productionlog(PLT): whichfracturesorzonescontributetoflow.
Lostcirculation
Gasshowsinmudlog
Mechnicalindications(caliperlogs)
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FRACTUREDENSITY
Fracturesurfaces
area/unit
volume
Fracturesurfacearea: computedformcoresorimagelogs.
rr hDV
2
2
r
n
i
fi
r
n
i
fi
fDh
h
V
Ad
ff
11
L2/L3 isreducedto1/L. Forasetofparallelfractures,Lisequaltotheiraverage
spacing(perpendiculardistancebetweenfractures).
Fracturedensityprovidesfracturespacing
r
n
i
fifi
r
n
i
fifi
f
Dh
ha
V
Aaff
11
afisfractureaperture.
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7
FracturePermeability
12
2
of
Wk MuskatEq.
swk of12
3
LambsEquation
IFs
wk of
*12
3
Ifwisininches(IF=#fractures/ft) IFwkf **10*54.436
Ifwisincm(IF=#fractures/ft) IFwkf **10*77.235
DIRECTPROPORTIONALITY!!!!
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8Nelson, R.A. Geological Analysis of Naturally Fractured Reservoirs, Gulf Publ. 2001
FRACTURE SPACING
Calculated in core and outcrops by counting the number of fracturesencountered along a line of some given length perpendicular to the
fracture set an dividing the length of measurement line.
In more complex environments, the same is done along lines in specific dimensions.
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FRACTURE (NETWORK) SYSTEM
Fracture orientation
Fracture typology (open/closedFracture density (spacing, heights)
Fracture apertures
Fracture connectivity
Fracture continuitySize distribution (Power law)
Are fracture affecting the reservoir performance?
If so, can we optimize production or ultimate recovery based onfracture properties.
9
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
Impedance Factor = # of fractures stopped/Total # of fractures (SPE 59045)
Fracture Spacing, S = Diameter of core / Fracture occurrence (SPE 25852)
Diameter of core / Fraction of cores that contained fractur
Fracture Permeability, kf= 5.4x109
w2
keff= kf w2 / Ls
w = aperture (m) , k = Darcy. Ls = Fracture spacing
Fracture spacing ratio, (SPE 25612)
T = bed boundary thickness, l = Transmissibility between matrix and fracture
8RK
TKFSR
2
ww
2
f
10
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
Fracture density and permeability (multiplier)
Obtained by history matching and non-linear
(SPE 58995)
nf = number of fractures
1)1nflog(
)1nflog(9m
max
11
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
The Weyburn Field(SPE 63286)
Medium quality oil from fractured, low perm, carbonate (Midale beds).
Discovered in 1956.
Porosity = 26 % (average, ranging between 16 and 38 %)Permeability 1 to 100 md.
Waterflood began in the early 1960s.
Ultimate secondary recovery was 25-35 %.
For waterflood optimization, horizontal wells and assessment of miscibleDisplacement, extensive characterization needed
12
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
The Weyburn Field(SPE 63286)
Reservoir performance (production and pressure)
Geological data
CoresPetrophysical data
Injection profile logging
Pressure transient tests
Vertical pulse testing
Vertical and horizontal coresWireline logs
RFT
FMS Neighboring Midale field experience
13
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
The Weyburn Field(SPE 63286)
Significant differences in intensity for limestone and dolomite
Three ages of fractures, some filled with anhydrite
Vertical, subvertical and oriented N45oE.
Fracture intensity decreased as porosity increased.
Relationship between lithology and intensity was used for mapping
Fracture permeability was obtained from fracture spacing (and aperture) data.
14
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIES
The Spraberry Field(SPE 63286)
First developed in the early 1950s
Many wells with 500 bopd initial production. But diminished rapidly.
10 billiion bbls OOIP, less than 10% recovered
60,000 bbls/day from 7,500 wells
700,000,000 bbls produced
First waterflood began in 1956,
Generally unsuccessful due to bypassing matrix oil
Similar fracture spacing as Weyburn but waterflood recovery is 2-5%
(Weyburn has 16-25% incremental waterflood recovery15
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QUANTIFICATION OF FRACTURE NETWORK PROPERTIESThe Spraberry Field
(SPE 63286)
Low matrix perm was problem (< 1 md) and reservoir was no water-wet resultingin slow imbibition rates.
Tests conducted include horizontal cores (orientation), pulse/interference,
tracer tests (orientation),,
build up and fall off (fracture permeability and connectivity),FMI (specific fracture trends) , outcrop etc.
Important to quantify fracture spacing for waterflooding and CO2 injection
Fracture orientation is NE to SW
Average fracture spacing in three different sets are 3.2, 1.6, and 3,8 ft.
16
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FRACTURE RESERVOIR CHARACTERIZATIONYATES FIELD
(Dershowitz et al., SPE Res. Eng. and Eval., April 2000)
Field discovered in 1926 and 1.3 billion bbls of oil produced until 1993.
1100 producers and 57 injectors.
To maximize withdrawals from high-rate, high efficiency wells,400 wells were shut in while keeping the stable daily production rate
between 1992 and 1994.
In the same period, more than 30 new short radius wells were drilled.
A discrete fracture network modeling was used to study the spatial
distribution of fractures of to optimize location and orientation of new
horizontal wells.
17
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FRACTURE RESERVOIR CHARACTERIZATION
YATES FIELD
(Dershowitz et al., SPE Res. Eng. and Eval., April 2000)
DISCRETE FRACTURES Faults deterministically , fractures fromborehole data
ORIENTATION Seismic For faults, fractures using Fisher distribution
SIZE DISTRIBUTION Power law distribution D=1.81, min. radius = 0.30 m.
(Stochastic)INTENSITY 0.105 to 0.21 sq m/cu m depending on shale porosity/content
(Stochastic)
TRANSMISSIVITY Log normal distribution,
faults: log mean=-4, log std. dev. = 1
fractures: log mean=-4.5, log std. dev. = 1
APERTURE Correlated to transmissivity by cubic law, a = 0.00117 T0.32
MODEL DIMENSIONS 2130 x 2130 x 350 m.
18
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Single FracturePERMEABILITY
-Is it only the roughness or mean aperture?
-Whichever it was, can we detect it for whole
reservoir and its distribution at all?
kf= 5.4x109 w2 keff= kf w
2 / Ls
w = aperture (m)
Ls = Fracture spacing (# of fractures/area)
cF= Fraction of pore volume occupied by fissures (fraction) = total porosity (fraction)
RELATIVE PERMEABILITY
-Straight line function? No answer yet. There
exist deviations due to roughness?-Recent studies showed natural porous media
type kr for steam-water.
2
fF wc33k
19
Displacement patterns in a single fracture: Effect of roughness
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INVASION
PERCOLATION
CLUSTERS
FBMLATT
ICESWITH
DIFFERENTHVALUES
H=0.5, D=2.5 H=0.7, D=2.3 H=0.9, D=2.1H=0.1, D=2.9
Displacement patterns in a single fracture: Effect of roughness
20
Fracture Networks
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KIZILDERE
FIELD
GERMENCIKFIELD
Fracture network mapping: WELL DATA and OUTCROP
How much fractal properties help? Which fractal properties are critical?
Network Permeability or Single Fracture Permeability
cm-mmm-mm
km
1.10
1.30
1.50
1.00
1.20
1.40
1.60
FRACTALD
IM
ENSION,D
Giga(km)
Mega(m)
Makro(cm)
Mikro( m)
SCALE
21
FRACTURE NETWORK MAPPING: Does Fractal help?
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Acuna and Yortsos, 1995, Water Res. Res.Warren and Root, SPEJ Sept. 1963
D=2.78 D=2.65 D=2.48
D=2.85, Isotropic fracture,
D=1.85 (plane dimension)D=0.85 (Any random hole)
Sammis and Steacy, in Fractals in the Earth Sciences,
Barton and LaPointe, 1995
p
Fracture orientation
Fracture typology (open/closed0
Fracture density-intensity (spacing,
heights)
Fracture aperturesFracture connectivity
Fracture continuity
Size distribution (Power law)
NETWORK CHARACTERISTICS
22
FRACTURE NETWORK MAPPING: Does Fractal help?
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WELL #1 WELL #2
Mega-Giga Scale Outcrops
23
Characterization of Fracture Network System of the Midale Field
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181
MidaleField History
CharacterizationofFractureNetworkSystemoftheMidaleField
(CIPC2007,BogatkovandBabadagli)
Discovery 1953
Waterflood 1962
Infilldrilling mid1980s
Horizontaldrilling late1980s
CO2floodpilot 1984
MidaleCO2
Flood
DemonstrationProject(10%ofUnit) 1992
Multileggedperpendicular
Horizontalwellsdrilled mid1990s
AcquisitionofthefieldbyApache 2000
Infilldrilling(hor.wells),injection&throughputx3,CO2feasibility
study
Midale
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-182
MidaleField FractureSystem Suggestedfracturelengths:
100m,
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-183
Data
Mining Datacollectedtodate beinganalyzed
CO2FloodPilotArea:
Logs,cores
(pictures)
for
all
wells
Coreanalysis(petrophysical)reports
Thinsectionstudies
Wellfiles
Simulationstudies
Projects,etc.
Restof
field
Logs,cores,maps
Simulationstudies,petrophysicalstudiesetc.
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Data
Analysis
Analysistodate(asdictatedbyFRACA):
Stratigraphicparameters
Layers,thicknesses,depths
Formationproperties
Porosity,permeability,
compressibility,
saturations
Result:simplestructuralmodelinFRACA
Layercake:9parallellayerswithdistinctparameters
Area=200x200m 200x200x9blocks
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18 5
DataAnalysis
Facies
Layer
Depth
(m below
datum)2
Thickness1
(m)
Porosity1
(fraction)
kh(mD)1
kv/kh4,5 Swi
1,3 kro6,7
Sigma
for
Thickness8
Formation
compressibility
(bar-1)9
M1 1393.50 1.50 0.225 4.2 0.366 0.600 0.02 0.282 1.10E-07
M2 1395.00 1.40 0.113 0.4 0.335 0.918 0.00 0.302 2.20E-07
M3 1396.40 1.67 0.311 23.7 0.548 0.516 0.20 0.127 7.99E-08
M4 1398.07 0.88 0.132 0.6 0.428 0.707 0.00 0.411 1.88E-07
V1 1398.95 2.39 0.104 6.4 0.286 0.882 0.00 0.579 2.39E-07
V2 1401.34 2.01 0.065 0.6 0.196 0.793 0.00 0.500 3.82E-07
V3 1403.35 2.33 0.103 12.2 0.244 0.634 0.10 0.707 2.41E-07
V4 1405.68 1.05 0.063 0.5 0.190 0.932 0.00 0.574 3.95E-07
V5 1406.73 2.09 0.139 4.9 0.310 0.692 0.04 0.588 1.79E-07
F t M d l i FRACA
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FractureModelinFRACA
Fracture Model in FRACA
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7
FractureModelinFRACA
DFNmodel
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DFNmodelcalibration
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18911/23/2011 9
Perform
welltestsimulation
Populate
withfractures
Prepare
apetrophysicalmodel
Check
againstreal
data
Sensitivitystudyresults
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Most influential parameters (for history match)
S1 I2 I3 I4
Parameter #1 Matrix Matrix Matrix MatrixRelative effect, % 96.368 98.940 93.144 93.525
Parameter #2 Fr. cond. Matrix*Fr. length Matrix*Fr. length Fr. cond.
Relative effect, % 3.632 0.291 2.743 1.942
Parameter #3 N/A Matrix*Fisher strike Matrix*Fr. cond. Fr. length
Relative effect, % N/A 0.197 2.571 0.882
1. Strongmatrixeffect:
Matriximportantsource,probablymatrixflowispresent,
Fracturesenhancepermeability,facilitateinterwellconnectivity;
2. Matrix/fractureinteraction
is
important:
probably
the
controlling
parameter;
3. Individualfracturescanbeveryimportant,howeverdifficulttopredict.
Sensitivitystudyresults
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181111/23/2011 11
Design-Expert SoftwareOriginal ScaleI2-MRE
5
3.3
X1 = A: Frac spacing, MX2 = B: Frac spacing, V
Actual FactorsC: Fracture length = 100
D: Fisher strike = 1E+020E: Frac cond = 10.0F: Matrix = Mediocre
0.3
0.5
0.8
1.0
1.2
0.3
0.50.7
0.9
1.1
3.3
3.8
4.2
4.6
5.1
I2-MRE
A: Frac spacing, M
B: Frac spacing, V
ResponsesurfaceforWellI2:MRE(A,B)
020
4060
80100
S1
I2
I3
I4
96.37
98.94
93.14
93.52
3.63
1.10E-07
0.27
1.94
Relative effect, %
Wellna
me
Matrix quality and fracture conductivityfactors in fitted MRE models
Fracture conductivity
Matrix
Transienttestsimulation
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181211/23/2011 12
0
20
40
60
80
100
120
140
160
0 2 4 6 8
Wellbottomholepressure(bar)
Time(day)
WellS1producer
0
20
40
60
80
100
120
140
160
0 2 4 6 8
Wellbottomholepressure(bar)
Time(day)
WellI2diagonalobserver
0
20
40
60
80
100
120
140
160
0 2 4 6 8
Wellbottomhole
pressure(bar)
Time(day)
WellI3diagonalobserver
0
20
40
60
80
100
120
140
160
0 2 4 6 8
Wellbottomhole
pressure(bar)
Time(day)
WellI4diagonalobserverRealtest
Discrete
simulation
Single
continuum
simulation
Dual
continuum
simulation
D:13.45% SP:6.73% DK:13.13% D:6.21% SP:2.38% DK:1.79%
D:0.92% SP:5.37% DK:5.25% D:1.47% SP:2.36% DK:3.30%
Tracertestsimulation
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181311/23/2011 13
Injection
well ID Salt
Concentration
(mole fraction) Vslug, m3
I1 KI 0.0203 4.1
I2 NH4SC 0.1022 2.2
I3 N3H4NO 0.1041 6.7
I4 KBr 0.0275 4.1
Totaltest
time:
240
days
Tracerslugfollowedby
continuouswaterinjection.
Tracertestsimulation
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181411/23/2011 14
0.00
0.50
1.00
1.50
2.00
2.50
3.00
FS1 S1 S2 S3
0.500
1.400 1.400
3.000
0.0800.210
Breakthroughtime(da
y)
Producer well
Iodide
0.00
0.10
0.20
0.30
0.40
0.50
FS1 S1 S2 S3
0.100
0.500
0.0400.080
0.1700.130
Breakthroughtime(day)
Producer well
Thiocyanate
0
3
6
9
12
15
FS1 S1 S2 S3
13.400
9.400
0.1000.080 0.080Breakthrough
time(day)
Producer well
Nitrate
0.000
2.000
4.000
6.000
8.000
10.000
FS1 S1 S2 S3
8.500 8.500
0.4000.210 0.130
Breakthroughtime(day)
Producer well
BromideReal testSimulated
No
BT
No
BT
No
BT
No
BT
No BTNo BTNo
BT
No
BT
Tracertestsimulation
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181511/23/2011 15
0
100
200
0 100 200
(axes in m)
Wellconnectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedonsimulatedtracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
0.08
0.08
0
100
200
0 100 200
(axes in m)
Wellconnectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedontracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
0.1
1.4
9
38
Sensitivitystudy
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-181611/23/2011 16
Aim:
Tostudy
the
effects
of
various
matrix
and
fracturepropertiesonthetracertransport.
Parameters:
1.Fracturedensity,
2.Fracturepermeability,
3.Dispersioncoefficients,
4.Matrixpermeability,
5.Matrixfracturetransmissibility,
6.Relativepermeability.
Tools:
Tracertestsimulation.
Sensitivitystudy
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0
100
200
0 100 200
(axes in m)
Wellconnectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedonsimulatedtracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
0.08
0.08
0
100
200
0 100 200
(axes in m)
Wellconnectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedonsimulatedtracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
23
Sensitivitystudy
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0
100
200
0 100 200
(axes in m)
Wellconnectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedonsimulatedtracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
0.08
0.08
0
100
200
0 100 200
(axes in m)
Well
connectivity
N
main trend
S2
S1
S3
I4
I3
FS1
I2
I1
basedonsimulatedtracerbreakthrough time(day)
Thiocyanate
Iodide
Bromide
Nitrate
0.17
Fracturenetworkrepresentation
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Idealised fracture network Realistic fracture network
Dualporositymodels:1. Fracturenetworkasaregularmesh;
2. Fracturedip,strike,heightarenotvariable;
Discretemodels:1. MorerealisticrepresentationofNFN
2. Anydesireddegreeofvariabilityavailable;
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18
Non
classical
techniques Manydifferentapproaches
Stochastic
Involverandomness
20
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18
What
is
Random
Walk? Fluidflowrepresentedbymovementof
walkers
Eachwalker
represents
certain
volume
or
mass
Walkersmoverandomly;randomnessdefinedbyphysicsofthesystem:Probability ofparticle
tomove
in
certain
direction
is
defined
by
physicsoftheprocess(pressures,saturation,permeabilities,viscosities)
If
we
are
modeling
two
phase
flow,
we
will
considertwotypeofparticlesmoving.
21
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18
What
is
Random
Walk?
22
Movement=convective
+random
Convectivecomponent
followsDarcysLaw
Random
component
satisfiesADE
(Delayetal.2005)
v solutionofDarcyseqn
z~N(0,1)
D dispersioncoefficient
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-18
FieldCase:
Sensitivity
23
Highesteffect:Ontrendfracturewidths
Ch=(offtrendsp)/(ontrendsp)
FieldCase:HistoryMatching
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FieldCase:
History
Matching
25
Shortcomputationaltime=>automatedHM
Small
#
of
parameters
or
flexibility?Result:qualitativeHM
observed RWPT DP
from:Bogatkov,M.Sc.thesis.
ASensitivityAnalysisforEffective
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-191
Parameterson
Fracture
Network
Permeability
Jafari, A.R. and Babadagli, T.: A Sensitivity Analysis for Effective Parameters on 2-D Fracture Network Permeability,
SPE Res. Eval. and Eng., vol. 12, no. 3, June 2009, 455-469.
Jafari, A. and Babadagli, T.: Effective Fracture Network Permeability of Geothermal Reservoirs, Geothermics, vol. 40,
25-38, 2011.
Jafari, A.R. and Babadagli, T.: Generating 3-D Permeability Map of Fracture Networks Using Well, Outcrop, and Pressure
Transient Data, SPE Res. Eval. and Eng, vol. 14, no. 2, April 2011, 215-224.
Jafari, A. and Babadagli, T.: Equivalent Fracture Network Permeability of Multi-Layer-Complex Naturally Fractured Reservoirs,
Tran. in Porous Media, 2011 (in print).
Jafari, A.: Permeability Estimation of Fracture Networks, Ph.D. Thesis, Univ. of Alberta, Oct. 2010
SyntheticPatterns:DifferentScenarios
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 2
Length (m)
20
40
60
80
Density (#/domain)
100
50
150
200
250
Orientation
NS&WE
NWSE&NESW
Random
Topology:RandomOrientation
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3
Topology:NWSE&NESWOrientation
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4
Dataset#1:NWSE&NESW
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5
L(m)
Density(#/square)
FD
using Box
Counting
FD
using Sand
boxFD using
ScanningLine in X
direction
FD using
ScanningLine in Y
direction
ConnectivityIndex
Maximum
Touch with XScanning Line
Maximum
Touch with YScanning Line
FD
using Box
Counting Permeability(md)
I. P. M. P. I. P. M. P. Lines
20 50 1.080 1.408 1.328 1.555 1.605 1.437 0.616 7072.2 7070.8 1.293 6.575
20 100 1.555 1.638 1.604 1.707 1.318 1.324 1.199 14142.2 14145.9 1.465 10.553
20 150 1.740 1.733 1.551 1.503 1.338 1.317 1.812 21212.8 21216.3 1.552 36.958
20 200 1.835 1.817 1.681 1.491 1.347 1.370 2.477 28282.4 28283.2 1.620 62.765
20 250 1.878 1.857 1.856 1.541 1.363 1.365 2.976 35350 35354.3 1.648 84.162
40 50 1.564 1.401 1.650 1.366 1.131 1.145 2.902 14140.2 14142.5 1.429 28.059
40 100 1.803 1.647 1.565 1.404 1.112 1.113 5.911 28283.3 28285 1.583 82.722
40 150 1.867 1.745 1.671 1.428 1.118 1.115 8.776 42427 42426.6 1.651 144.026
40 200 1.911 1.817 1.886 1.352 1.132 1.134 11.499 56569.2 56571.8 1.700 201.535
40 250 1.915 1.854 1.935 1.403 1.126 1.122 14.575 70714.1 70710.6 1.737 261.725
60 50 1.703 1.398 1.590 1.265 0.930 0.932 7.444 21213.1 21213.2 1.457 66.995
60 100 1.812 1.641 1.531 1.198 0.940 0.934 14.875 42426.5 42424.9 1.596 112.958
60 150 1.841 1.754 1.700 1.241 0.929 0.932 22.666 63638.5 63639.4 1.682 184.213
60 200 1.849 1.823 1.620 1.342 0.934 0.936 30.224 84852.2 84850.3 1.722 264.453
60 250 1.855 1.859 1.632 1.286 0.928 0.929 37.907 106066.6 106062.6 1.760 342.236
80 50 1.727 1.401 1.903 1.501 0.860 0.859 12.064 28282.7 28284.9 1.456 76.150
80 100 1.780 1.638 1.773 1.903 0.859 0.859 24.008 56568.4 56567.6 1.586 139.468
80 150 1.800 1.754 1.771 2.122 0.859 0.859 36.095 84852.8 84855 1.665 210.461
80 200 1.801 1.817 1.671 1.788 0.859 0.859 47.925 113136.7 113137.6 1.705 296.081
80 250 1.804 1.860 1.740 1.808 0.859 0.859 59.979 141420.9 141422.2 1.730 352.534
Exponential:
Ln(Y)=a*exp(b*x1)+c*ln(x2)+d*ln(x3)+e*ln(x4)+f*ln(x5)+g*ln(x6)+h
EFRP Correlations
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 6
EXLnDXLnCXBAKLn )(.)(.).exp(.)( 321
FXLnEXLnDXLnCXBAKLn )(.)(.)(.).exp(.)( 4321
GXLnFXLnEXLnDXLnCXBAKLn )(.)(.)(.)(.).exp(.)( 54321
HXLnGXLnFXLnEXLnDXLnCXBAKLn )(.)(.)(.)(.)(.).exp(.)( 6543210.4276
0.5695
0.4034
0.0653
R-squaredDerived EquationIndependent
Variables
( ) p( ) ( ) ( ) ( ) ( ) g ( )
Powerlaw:
Log(Y)=a*x1^b+c*log(x2)+d*log(x3)+e*log(x4)+f*log(x5)+g*log(x6)+h
Thefirst
type
was
found
superior
to
the
second
one
and
further
parametricanalysiswasperformedusingthistypeofcorrelation.
ExperimentalDesign:Analysis2
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7
variable Optimistic(1) Pesimistic(-1)
Length 80 20
Density 250 50
Orientation N-S&E-W NW-SE&NE-SW
Conductivity 2000 500
Orientation
Length/Orientation
Length/Density/Conductivity
Length/Conductivity
Density/Conductivity
Length/DensityConductivity
LengthDensity
Orientation/Conductivity
Density/Orientation/Conductivity
Length/Oriention/ConductivityLength/Density/Orientation/Conductivity
Density/Orientation
Length/Density/Orientation
0 100 200 300 400 500 600
Absolute Effect
ExperimentalDesign:Analysis3
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8
variable Optimistic(1) Pesimistic(-1)
Length 80 20
Density 250 50
Conductivity 1500 1000
Length/Density/Conductivity
Density/Conductivity
Length/Conductivity
Conductivity
Length/Density
Density
Length
0 200 400 600 800 1000 1200 1400 1600
Absolute Effect
ExperimentalDesign:Analysis4
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9
variable Optimistic(1) Pesimistic(-1)
Length 60 40
Density 150 50
Conductivity 2000 500
Length/Density/Conductivity
Length/Density
Length/Conductivity
Length
Density/Conductivity
Density
Conductivity
0 50 100 150 200 250
Absolute Effect
300
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0
50
100
150
200
250
300
0 10 20 30 40 50 60 70 80 90 100
Leng th o f dom ain s ides (X and Y), m
Permeability,mD
Permeability in X-direction, Kx
Permeability in Y-direction, Ky
VERIFICATION PATTERNS
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Independent
Variables Derived Equation
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12
4 Ln(K) = a*exp(b*x1)+c*ln(x2)+d*ln(x3)+ln(x4)+f
5 Ln(K) = a*exp(b*x1)+c*ln(x2)+d*ln(x3)+e*ln(x4)+f*ln(x5)+g
6 Ln(K) = a*exp(b*x1)+c*ln(x2)+d*ln(x3)+e*ln(x4)+f*ln(x5)+g*ln(x6)+h
0
1
2
3
4
5
6
0 1 2 3 4 5 6
LnK(actual), mD
LnK(estimat
ed),mD
ActualEFNPsvs.estimatedonesusingtheJafari
andBabadagli(2008)equationwith4
independentvariablesfornaturalpatterns.
ActualEFNPsvs.estimatedonesusingtheequation
with4independentvariablesfornaturalpatterns.
0
1
2
3
4
5
6
0 1 2 3 4 5 6
LnK(actual), mD
LnK(estimated),mD
80
100
120
y,m
D
Welltest K
Fraca Kx
ADDITION OF WELL TEST DATA
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19
13
0
20
40
60
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19Pattern
Permebaility
ComparisonofactualEFNP(FRACAKx)intheXdirectionandaverage
permeabilityobtainedfromdrawdownwelltest.
0
20
40
60
80
100
120
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
Pattern
Permeability,mD
Welltest K
Fraca Ky
ComparisonofactualEFNP(FRACAKy)intheYdirectionandaveragepermeability
obtainedfromdrawdownwelltest.
Image log Outcrop
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 14
Image log
(1D data)
Outcrop
(2D data)
DFN (3D permeability
map)
Courtesyof
Steve
Hansen,
Schlumberger
Bourbiauxetal.1998
Bourbiauxet
al.
1998
Integrating 1D, 2D and 3D DataWelltest Analysis
Integrating1D,2D,and3DDataCont.
FD (Box- Max Max FD (Box-
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19
Pattern
(
Counting) Connectivity
Index
Touch
with X
Scanning
Line
Touch
with Y
Scanning
Line
(
Counting) Welltest
Permeability,
mD
Fracture
spacing
Fracture-
wellbore
Intersection
Kx,
mDIntersection
PointLines
1 1.867 1.064 15608 21143 1.557 29.769 1.970 4 29.545
2 1.820 1.704 15396 17481 1.521 45.348 2.737 3 118.545
3 1.892 1.516 19585 24571 1.598 56.999 1.122 7 120.077
4 1.750 1.407 13331 15887 1.443 51.362 2.444 4 78.485
5 1.774 1.465 15486 16721 1.487 53.660 3.731 2 112.141
6 1.870 1.422 18933 24001 1.576 53.659 7.071 1 112.141
7 1.872 1.275 15916 31323 1.630 50.514 1.729 5 115.117
8 1.800 1.271 13364 16592 1.528 43.774 4.092 2 56.001
9 1.769 1.745 16978 17563 1.567 51.395 2.459 3 71.010
10 1.770 1.496 14366 18920 1.562 49.397 3.235 3 81.104
11 0.797 1.091 114 266 1.264 19.264 4.981 2 38.542
12 1.672 1.218 4720 5612 1.484 16.949 3.049 3 36.981
13 1.660 1.149 4071 3094 1.493 19.649 3.550 2 9.825
14 1.378 1.020 860 1210 1.481 28.733 7.071 1 88.872
15 1.577 1.041 4697 2680 1.513 26.524 2.538 3 15.212
16 1.893 2.611 4767 5473 1.682 60.970 2.088 4 169.827
17 1.647 1.369 1687 1758 1.583 33.349 2.739 3 23.733
18 1.653 1.558 996 1281 1.515 28.947 4.311 2 53.588
Integrating 1 D 2 D and 3 D Data Cont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 16
Only1D
and
3D
data:
435.297)(734.19
)(884.28)(412.88)(
3
21
XLn
XLnXLnKxLn
Integrating 1-D, 2-D, and 3-D Data Cont.
Kx:Equivalentfracturenetworkpermeability
X1:WelltestPermeability
X2:Fracturespacing
X3:Numberoffracturesintersectingwellbore
Integrating 1 D 2 D and 3 D Data Cont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 17
Kx:Equivalentfracturenetworkpermeability
X1:FD ofintersectionpointsusing boxcountingdimension
X2:Connectivityindex
X3,X4:MaximumtouchwithscanninglinesintheXandYdirection
X5:
FD of
fracture
lines
using
box
counting
X6:WelltestPermeability
64.17)6(132.1)(362.1)(112.1
)(111.1)(894.0)011.0exp(37.17)(
54
321
XLnXLnXLn
XLnXLnXKxLn
Only 2-D and 3-D data:
Integrating 1-D, 2-D, and 3-D Data Cont.
Integrating 1-D 2-D and 3-D Data Cont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 18
677.14)8(763.0)7(555.0)6(979.0)(277.1
)(280.1)(218.1)(182.1)004.0exp(858.15)(
5
4321
XLnXLnXLnXLn
XLnXLnXLnXKxLn
All 1-D, 2-D and 3-D data:
Kx:Equivalentfracturenetworkpermeability
X1:FD ofintersectionpointsusing boxcountingdimension
X2: Connectivityindex
X3,X4:MaximumtouchwithscanninglinesintheXandYdirection
X5:
FD of
fracture
lines
using
box
counting
X6:WelltestPermeability
X7:Fracturespacing
X8:Numberoffracturesintersectingwellbore
Integrating 1-D, 2-D, and 3-D Data Cont.
100
120
140
160
180
200
ability,mD
Welltest K
Fraca Kx
Predicted Kx using 6 independents
Predicted Kx using 5 independents
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 19
0
20
40
60
80
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18 19
Pattern
Permea
0
20
40
60
80
100
120
140
160
180
1 2 3 4 5 6 7 8 9 10 11 12 13 14 15 16 17 18
Pattern
Permeability,mD
Welltest KFraca KxPredicted Kx using 8 independentsPredicted Kx using 6 independents
Predicted Kx using 3 independents
Multi-Layer Naturally Fractured Reservoirs
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20
Multi-Layer Naturally Fractured Reservoirs Cont.
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FracturedReservoir
Configurations
21
Multi-Layer Naturally Fractured ReservoirsCont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19
Only1DData:
22
076.8)(367.1)(063.1)( 21 XLnXLnKLn ave
Multi Layer Naturally Fractured ReservoirsCont.
Kx:Equivalentfracturenetworkpermeability
X1: Numberoffracturesintersectingwellbore
X2:Fracturespacing
Multi-Layer Naturally Fractured ReservoirsCont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 23
026.2)(278.0)(168.0
)(301.0)(098.0)(142.0)(
54
321
XLnXLn
XLnXLnXLnKLn ave
Only 3-D Data:
Kx:Equivalentfracturenetworkpermeability
X1:WelltestpermeabilityfromWell#1
X2: WelltestpermeabilityfromWell#2
X3: WelltestpermeabilityfromWell#3
X4:
Welltest
permeability
from
Well#4
X5:WelltestpermeabilityfromWell#5
Multi Layer Naturally Fractured ReservoirsCont.
Multi-Layer Naturally Fractured ReservoirsCont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 24
12.8)(02.1)(69.1)(59.0
)(26.0)(5.0)(143.0)(41.0)(
765
4321
XLnXLnXLn
XLnXLnXLnXLnKLnave
1-D and 3-D Data:
Kx:Equivalentfracturenetworkpermeability
X1:WelltestpermeabilityfromWell#1
X2: WelltestpermeabilityfromWell#2
X3: WelltestpermeabilityfromWell#3
X4:
Welltestpermeability
from
Well#4
X5:WelltestpermeabilityfromWell#5
X6: Numberoffracturesintersectingwellbore
X7:Fracturespacing
Multi Layer Naturally Fractured ReservoirsCont.
Multi-Layer Naturally Fractured ReservoirsCont
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19 25
12.2)(0856.0)(187.0
)(14.0)(113.0)(09.0)(012.0)(
65
4321
XLnXLn
XLnXLnXLnXLnKLnave
2-D and 3-D Data:
Kx:Equivalentfracturenetworkpermeability
X1:WelltestpermeabilityfromWell#1
X2: WelltestpermeabilityfromWell#2
X3: WelltestpermeabilityfromWell#3
X4:Welltest
permeability
from
Well#4
X5:WelltestpermeabilityfromWell#5
X6:Connectivityindex
y yCont.
Multi-Layer Naturally Fractured Reservoirs
Cont.
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26
07.1)(1.0)(1.0)(4.0
)(02.0)(09.0)(02.0)(06.0)(14.0)(
876
54321
XLnXLnXLn
XLnXLnXLnXLnXLnKLnave
1-D, 2-D and 3-D Data:
Kx:Equivalentfracturenetworkpermeability
X1:
Welltestpermeability
from
Well#1
X2:WelltestpermeabilityfromWell#2
X3:WelltestpermeabilityfromWell#3
X4:WelltestpermeabilityfromWell#4
X5:WelltestpermeabilityfromWell#5
X6:Numberof
fractures
intersecting
wellbore
X7:Fracturespacing
X8:Connectivityindex
Independent
VariablesDerived Equation R1 R2 R3
3 Ln(K) =A.exp(B.X1)+C.Ln(X2)+D.Ln(X3)+E 0.73 0.87 0.865 Ln(K) = A.exp(B.X1)+C.Ln(X2)+D.Ln(X3)+E.Ln(X4)+F.Ln(X5)+G 0.93 0.93 0.90
Jafari and Babadagli, Geothermics, 2010
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-19
27
6 Ln(K) =A.exp(B.X1)+C.Ln(X2)+D.Ln(X3)+E.Ln(X4)+F.Ln(X5)+G.Ln(X6)+H 0.93 0.94 1.0
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SCALING EQUATIONS FOR FRACTURED SYSTEMS
0.5
0.4e)
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
50 150 250 3500 100 200 300 400
0.1
0.3
0.0
0.2
0.4
Water Injected (Pore Volume)
Oi
lProduced(Po
reVolume
q=0.60 cc/min
q=0.50 cc/min
q=0.35 cc/min
q=0.20 cc/min
q=0.05 cc/min
q=0.02 cc/min
Colton Sandstone
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0.5
0.4e)
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100 300 500 7000 200 400 600 800
0.1
0.3
0.0
0.2
0.4
Time, minutes
OilProduced(Po
reVolume
q=0.60 cc/min
q=0.50 cc/min
q=0.35 cc/min
q=0.20 cc/min
q=0.05 cc/min
q=0.02 cc/min
Colton Sandstone
Babadagli, Tran. in Porous Media, Oct. 2000
Capillary
Imbibition
Transfer
During
Continuous
Flow
of
WaterinFracture
DYNAMIC CONDITIONS
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Water
EFFICIENCY
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Needtoknowtotalamounttobeinjected
DynamicexperimentsareneededBUT
ThermalismoreefficienteventhoughhigherCAPEXisrequiredanditisalwaysEFFECTIVEwithalsootheradditional
mechanisms.
0.5
0.6
20 min.
Berea Sandstone
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0.2 0.6 1.00.0 0.4 0.8 1.2
Injection Rate, cc/min
0.1
0.3
0.0
0.2
0.4
OilProduced(PoreVolume)
2 min.
5 min.
7 min.
10 min.
Babadagli, Tran. in Porous Media, Oct. 2000
0.5
0.6
175 min.
Aust in Chalk
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0.05 0.15 0.25 0.350.00 0.10 0.20 0.30 0.40
Injection Rate, cc/min
0.1
0.3
0.0
0.2
0.4
OilProduced(PoreVolume)
15 min.
45 min.
60 min.
100 min.
Babadagli, Tran. in Porous Media, Oct. 2000
0.5
0.4
0.5
Colton Sandstone
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0.10 0.30 0.50 0.700.00 0.20 0.40 0.60
Injection Rate, cc/min
0.1
0.2
0.3
0.4
0.0
0.1
0.2
0.3
OilProduced(PoreVolume)
25 min.
60 min.
120 min.
225 min.
300 min.
Babadagli, Tran. in Porous Media, Oct. 2000
1.0
0.8
x(OPF
M)
IW)
Berea Sandstone Experiments
Austin Chalk Experiments
Colton Sandstone Experiments
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
1 3 50 2 4 6
0.2
0.6
0.0
0.4
Injection Rate, cc/min
OilP
roducedFromMatrix
T
otalInjectedWater(T
Numerical Results
Critical rates for each sample.
Babadagli, Tran. in Porous Media, Oct. 2000
3
4
in
Berea
Sandstone
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
10 30 50 700 20 40 60
1
0
2
CriticalRa
te,
cc/m
P k , (psi-md)c,max m
ColtonSandstone
Aust in
Chalk
Babadagli, Tran. in Porous Media, Oct. 2000
1.0
1.2
Berea Sandstone
Austin Chalk
Colton Sandstone(O
PFM
)
IW)
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0.01 0.10 1.00 10.00 100.00
0.2
0.6
0.0
0.4
0.8
O
ilProducedFromMatrix(
TotalInjected
Water(TI
Fracture Capillary Number, Nca,f
mc
fw
cafkP
kv
Nmax,
,
Babadagli, Tran. in Porous Media, Oct. 2000
)(
Cos
vN wca CAPILLARY NUMBER :
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From Abrams, SPEJ Oct. 1975
m
i
c k
SJ
P
)(cos max.
m
fw
VCfA
Av
capillary
viscousN
cos,
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
mwiSJ )(
)()()()(
)()/()527.1(
2max,
,
cmAmdkSJpsiP
cphrccqEN
m
m
m
wi
c
winj
VCf
m
m
m
wi
c
winj
VCf
AkSJ
P
qN
)(
max,
,
)()(
)(
)(
)()/()505.9(
2max,
,
ftAmdk
SJ
psiP
cpdaySTBqEN
m
m
m
wi
c
winj
VCf
FromPutraetal.,2001,SPE
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Modelusedinthenumericalsimulationof
singlematrixoilrecovery
= 300 cp
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
(0.115cc/min)
o
300cp
L AYER 1
L AYER 2
LAYER 3 (Fracture)Injection
Production
2.5 ft
0.75 ft.(0.55 ft)(0.95 ft)(1.25 ft)
(1.50 ft)
0.75 ft.
(0.05 ft.)
1.00
0.80t=10 min.
ure(T
n)
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0 4 8 12 16 201/FHTI (uL / ), dimensionless
0.20
0.60
0.00
0.40
t=30 min.
t=50 min.
m m
Critical FHTINormalizedTemp
eratu
EFFECTIVENESS
~
EFFICIENCY INJECTIONRATEstb/day
OPTIMUM
?
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EFFECTIVENESS
:
Oil
recovery
/
time
EFFICIENCY:Oilrecovery/Steaminjected
?
DISCOUNTEDCUMULATIVENETGAIN
(DCNG)
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1 MMBtu = 2.4 US $Discount Rate = 10 %
DCNG = Amount gained by OIL RECOVERY - Cost of STEAM
(only the cost of steam, no operational cost)
40000
50000
ain,
US
$ q=25 STB/day
q=60 STB/day
q = 100 STB/day
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1 10 100 1000Time,days
0
10000
20000
30000
Discoun
tedcumulativenetga q 100STB/day
q=150STB/day
Continuousfracturecase
50000
40000
ain,
US
$
q=150STB/day
q=100
STB/day
q=60 STB/day
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1 10 100 1000Time,days
10000
30000
0
20000
Discountedcumulative
netga
Continuousfracturecase
q=25 STB/day
B b d li T O ti St I j ti St t i f N t ll F t d
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Babadagli,T.:OptimumSteamInjectionStrategiesforNaturallyFractured
Reservoirs,PetroleumScienceandTechnology,vol.18,no.34,375405,2000.
Babadagli,T.:EfficiencyofSteamfloodinginNaturallyFracturedReservoirsSPE
38329,67thSPEWesternRegionalMeeting,LongBeach,CA2527June,1997,665
675.
Babadagli,T.:
Effect
of
Fracture
Properties
on
Steam
Efficiency
in
Naturally
Fractured
Reservoirs,No:1998.020,7thUNITARInt.Conf.onHeavyCrudeandTarSands,2730
Oct.,1998,Beijing,China,pp:179188.
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FracturedvsHomogeneous
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fw kv
ImprovedModelingofOilWaterFlowinNFRs
mc, kP max fw
kv
3
1
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mc, kP max fw kv mc, kP max310*127.1
orwi
wiw
SS
SSS
1
)1( nro Sk
m
rw Sk 22 ))/1)(log(1113.0()log( n 1863.0))/1)(log(3421.0(
2))/1)(log(0604.0()log( m 2554.0))/1)(log(2999.0(
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ktt
A Practical Approach for Field Scale Performance Estimation of
Water Injection in Fractured Oil Reservoirs
2
mawL
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2
Ltt
w
D
mawDk
2
max,
m
r
fw
mc
L
L
kv
kP
2
max,310*127.1
1
r
m
mc
fw
L
L
kP
kv
2
max,
2.01
rm
mc L
L
kP
q
Teflon heat-shrinkable tub
Matrix
Silicon
Plaxy glass core-holder
MISCIBLE
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
Matrix
MatrixFracture
Silicon
ISCO
Pump
Refractometer
Production Line
Heptane
Source
Core
Holder
TrivediandBabadagli,SPE100411
0.2
0.4
0.6
0.8
1
TotalOilP
roduced
(PV)
6 ml/hr
3 ml/hr
1 ml/hr
0.2
0.4
0.6
0.8
1
TotalOilP
roduced(PV) 6 ml/hr6 ml/hr
3 ml/hr
1 ml/hr
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Gravity Effect
Gravity Effect -
Ultimate RecoverySlower rate - Minimal
Higher rate- Profound
Time Recovery
High rate : Faster/Lower
Slow rate : Slower /High
0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
1
0 1 2 3 4 5Tota
lSoluteRecovere
d(PV)
Total Solvent Injected (Pore Volume)
BSH-3 BSH-6 BV-3 BV-6
0
0 1 2 3 4
Total Solvent Injected (PV)BSV-1 BSV-3 BSV-6
0
0 50 100 150 200
Time (hr)BSV - 1 BSV - 3 BSV - 6
FDI=
High solvent injection rate : Most of the recovery is from the fracture
max,
,*
**
cm
wf
CafPk
vkN
om
sf
Dk
fvk
**
*)(**
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Highsolventinjectionrate:Mostoftherecoveryisfromthefracturethroughviscousflowandrecoveryfrommatrixislowduetopoor
diffusioninto
matrix
higher
FDI.
Lowerinjectionrates:ThediffusiondominatestherecoveryLowerFDI.
HigherFDI:indicatesafasterrecoverywithmoresolventinjectionandpresumably
less
ultimate
recovery
from
the
matrix.
LowerFDI:Indicatesslowbutmoreefficientrecovery.Thismightyieldhigherultimaterecoveriesfromthematrix,theprocessbeingslowduetolowinjectionrate.
31
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TrivediandBabadagli,SPE100411
Horizontal Berea Sandstone
1
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0
0.1
0.2
0.3
0.4
0.5
0.6
0.7
0.8
0.9
2 3 4 5 6 7 8 9 10
Flow rate (ml/hr)
To
talOilProducted(PV)
20 hrs 30 hrs 40 hrs 80 hrs
TrivediandBabadagli,SPE100411
Horizontal Indiana Limestone
0.5
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0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.45
2 3 4 5 6 7 8 9 10
Flow Rate (ml/hr)
T
otalOilProduced(PV
)
10 hrs 20 hrs 25 hrs 50 hrs 70 hrs
TrivediandBabadagli,SPE100411
Horizontal Aged Berea Sandstone
0.7
0.8
)
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0
0.1
0.2
0.3
0.4
0.5
0.6
2 3 4 5 6 7 8
Flow Rate (ml/hr)
TotalOilProduced(PV)
10 hr 20 hr 35 hr 50 hr
TrivediandBabadagli,SPE100411
0.5
0.6
0.7
tInjected(PV)
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
0
0.1
0.2
0.3
0.4
0.5
0 1 2 3 4 5 6 7 8
FDI
TotalOilProduced(PV)/Total
Solvent
om
sf
Dkfvk
***)(**
TrivediandBabadagli,SPE100411
(NMFD)v/s(TOP/TSI)
37
Ng
ArPe
r
L
gDk
buN M
mmF
TFDM
*20
0.45
0.5
cted
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Tayfun Babadagli, PhD, PEng Short Course Reservoir Characterization File-20
R2= 0.8247
0
0.05
0.1
0.15
0.2
0.25
0.3
0.35
0.4
0.E+00 2.E+07 4.E+07 6.E+07 8.E+07 1.E+08 1.E+08 1.E+08 2.E+08
Matrix-Fracture Diffus ion Group (NM-FD)
To
talOilP
roduced(
PV)/TotalSolven
tInjec
(PV)