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Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra Jha Assistant Professor Department of Chemical engineering and Materials Science University of Southern California gemlab.usc.edu

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Page 1: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage

Birendra Jha

Assistant Professor

Department of Chemical engineering and Materials Science

University of Southern California

gemlab.usc.edu

Page 2: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Case study: CO2-EOR in Farnsworth Unit

• Coupled flow and geomechanical modeling (field scale)

• New seismic imaging techniques and attributes (well scale)

• Experimental characterization of CO2-induced changes in rock mechanical properties (nano, micro, core scale)

Integration of three technologies

Page 3: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Farnsworth Unit (FWU) oilfield, Texas

• Southwest Regional Partnership on Carbon Sequestration (SWP), established in 2003 by DOE

• Active oil field with 19 million barrel oil produced under primary recovery, waterflood and CO2 EOR

• CO2 storage is a part of EOR

• CO2 storage capacity of 25 million metric ton

• 76 wells, 13 CO2 injection wells

• 1 million metric ton of CO2 injected

• CO2 from a fertilizer plant in Texas and an ethanol plant in Kansas

www.southwestcarbonpartnership.org

Page 4: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Well locations by drilling year

• Production and injection from

Morrow-B sandstone

• Morrow Shale and Thirteen

Finger Limestone are the caprocks

• Nine faults are interpreted from 3-D

surface seismic

• Fault-1 dips 6° to the west

• Fault-3 dips 6° to the north

Farnsworth Unit (FWU)

Page 5: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Coupled Flow and Geomechanical Simulation

Objective: Model the CO2-induced changes in pressure, saturation and stress in the CO2 storage-EOR system

Page 6: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Model domain • Lx x Ly x Lz = 10 km x 10 km x 1 km

• Three horizons: Morrow Shale Top, Morrow-B Sandstone Top, Morrow-B Sandstone Base

• Three Faults: Fault-1, Fault-3, Fault-6

• Include overburden and underburden

N

Top View

Vertical Section View

Page 7: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Finer mesh within the reservoir and around faults, coarser near the boundaries

• Number of elements = 33,760

1367m 1388.7m 1400.5m

3D Mesh

Page 8: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Reservoir layer

Initial Water-Oil-Contact

• Initial pressure assumed to be hydrostatic

• Initial water saturation = 0.31

• No-flow boundaries

Pressure [psi]

Initial and boundary conditions for Flow

Page 9: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Initial total vertical stress assumed to be lithostatic

• Initial total horizontal stresses from normal faulting stress regime

• Tectonic compression on two sides, overburden on the top boundary, other

three boundaries fixed in the normal direction

Top view

σH = σv

σh = 0.9*σv

Side view

Initial and boundary conditions for Mechanics

Overburden

Page 10: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Distribution of mechanical properties Bulk density, Young’s modulus, Poisson’s ratio, Shear modulus obtained from

three well logs (Well 13-10A, 13-14, 32-08)

Avg. density Avg. Vp Avg. Vs K E

kg/m3 m/s m/s MPa MPa

Thirteen Finger Limestone 2518.09 3864.759 2020.616 23,903 26,975

Morrow Shale 2514.793 3121.062 1418.284 17,751 13,859

Morrow B 2402.182 3834.89 2317.973 18,118 31,290

average 2480 3600 1920 19,951 23,792 Thirteen Finger Top

Morrow Shale Top Morrow-B Top

Morrow-B Base

Well 13-10 A

Density Vp Vs

Page 11: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Map porosity and permeability from an old Eclipse model

Distribution of flow properties

Perm [md] Poro

3.1.3 Porosity and permeability observations

Porosity and permeability data are available for the cored wells (Figure 17). When observing the

core, locations of the porosity and permeability (P&P) plugs were noted, and grainsize and

sorting of those locations were recorded. Grainsize and sorting data were compared to P&P data

to analyze textural controls on reservoir quality (Figure 18 and 19).

Figure 17. Plot of porosity versus permeability for plugs obtained from conventional core of the upper

Morrow sandstone. Note considerable inter-well variation in reservoir quality. Data provided by

Chaparral Energy.

0.01

0.1

1

10

100

1000

0.0 5.0 10.0 15.0 20.0 25.0

Pe

rme

ab

ility (

md

)

Porosity (%)

Porosity vs. Permeability by Well

 8‐5

 9‐8

 13‐10

 32‐2

 32‐6

Old

New

Poro

Cross-plot by well

These show that the mapping process is able to preserve the mean and std dev of the property.

Page 12: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Convert the old compositional model into a Black-Oil model using differential

liberation simulation

1

1.2

1.4

1.6

1.8

2

0 1000 2000 3000 4000

Bo

Pressure (psi)

Oil compressibility

1

1.002

1.004

1.006

1.008

1.01

0 1000 2000 3000 4000

Bw

Pressure (psi)

Water compressibility

0

0.0005

0.001

0.0015

0 5000 10000 15000

Bg

Pressure (psi)

Gas compressibility

Multiphase flow properties

Relative permeability Gas dissolved in oil

Page 13: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Total 76 wells, 45 producers, 31 injectors (water and CO2 injectors)

• Project all wells into the geomechanical model by intersecting the trajectories with the

3D mesh

Well model

producer injector

Page 14: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

• Simulation period: January 1956 to July 2016

• Impose liquid (oil + water) production schedule (volume vs. time) at

producers and injection schedule at injectors

• Results

• Well rate and well bottomhole pressure

• Change in the reservoir average pressure

• Vertical and horizontal displacement in the reservoir and caprock

• Change in the fault pressure

• Coulomb stress change on the faults

Coupled Simulation

Page 15: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Historical well rates used to drive/calibrate the simulation

Typical water injector Typical producer Typical gas injector

Page 16: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Cumulative production and average pressure evolution

Injected gas

Produced oil+wat

Injected water

Time [year] Time [year]

Page 17: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Change in the reservoir pressure

Pressure [psi]

Page 18: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Change in the reservoir oil saturation

Page 19: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Vertical displacement

Page 20: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Change in the Coulomb stress on a fault

Page 21: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Well activities can be correlated to stress changes on a fault

Page 22: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Geomechanical Experiments

Objective: Perform geomechanical testing at nano, micro, and macro scales. Understand the effect of scale and lithology on the CO2-induced changes in properties.

Page 23: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Farnsworth Cores

Sample ID

Diam., mm

Length, mm

Depth, feet

Well # Porosity %

Permeability, mD

A1 25.52 45.72 7631 13-14 5.0 2.5E-3

A2 25.35 55.70 7553 13-10A 5.8 2.7E-3

A3-1 25.62 59.29 7682 13-14 1.3 4.0E-5

A3-2 25.60 55.64 7682 13-14 2.0 9.4E-4

B2 25.56 56.98 7680 13-10A 12.9 2.3

Porosity and permeability measured using a Helium porosimeter HP-401 and a Pulse decay permeameter PDP-200.

Page 24: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Scale Experiments Geomechanical properties

Nano Nanoindentation Young’s modulus & Fracture toughness before and after CO2 exposure

Micro Microscratch Fracture toughness before and after CO2 exposure

Macro Biaxial load testing Dynamic Young’s modulus & Fracture toughness at different CO2 pressures &

temperatures

Spectroscopy and CT scanning are performed for composition and microstructure.

Experiments conducted

Page 25: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Nanoindentation

Stiffness

Page 26: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Mudrock indentation

Fossil

0

50

100

150

200

0 1000 2000 3000

Quartz

0

10

20

30

40

50

60

70

80

0 1000 2000 3000

Load

, P (

mill

iNew

ton

)

Displacement, h (nanometer)

Page 27: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Sandstone indentation

0

100

200

300

400

500

600

0 500 1000 1500 2000 2500

Load

in m

N

Displacement in nm

Biotite

0

100

200

300

400

500

600

0 500 1000 1500 2000 2500

Load

in m

N

Displacement in nm

Quartz

Different stiffnesses and elastic moduli

Page 28: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Microscratch

0

5

10

15

20

25

30

35

0 0.5 1 1.5 2 2.5 3

KIC

, M

Pa√

m

Scratch length, mm

A1 scratch#3, Horizontal, well 13-10A

KIC

Acoustic Emission

0

5

10

15

20

25

30

0 0.5 1 1.5 2 2.5 3

Scratch length, mm

A3 scratch#3, Horizontal, well 13-14

Scra

tch

tr

ack

Mudrock

Page 29: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Microscratch

0

5

10

15

20

25

30

35

0 0.5 1 1.5 2 2.5 3

KIC

in M

Pa√

m

Scratch length mm

13-14 scratch 3, vertical

KIC

Acoustic Emission

0

5

10

15

20

25

0 0.5 1 1.5 2 2.5 3

Scratch length mm

13-10 scratch 3, horizontal

Scra

tch

tra

ck

Sandstone

Page 30: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

𝐹𝑇

𝐾𝑐 𝑑32 = 2

tan𝜃

cos 𝜃

where, 𝜃 = 600 ,𝑑

𝑅= 0.132, 𝑅 = 200𝜇𝑚

Average microscale fracture toughness in horizontal and vertical directions before exposure to CO2

Rock type Well 13-10A Well 13-14

Horizontal Vertical Horizontal Vertical

Sandstone 10.2 7.18 8.23 10.054

Mudrock 14.33 12.06 11.27 9.58

Microscale – Fracture toughness

(Akono et al. PRL 2011)

Page 31: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Autolab 1500 unit (NER Inc.)

Dual purpose core holder assembly (for permeability and sonic velocity

measurements), ready to insert into the high pressure vessel

Resistivity heads with a carbonate core between them

• Measure sonic velocities -> Calculate elastic moduli at different CO2 pressures and confinement

• Conducted using Autolab 1500, a multipurpose computer-controlled servo-hydraulic triaxial system

Bi-axial load testing (Core scale)

Page 32: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Under isotropic assumption,

𝐺 = 𝜌𝑏𝑢𝑙𝑘𝑉𝑠2

𝐾 = 𝜌𝑏𝑢𝑙𝑘 𝑉𝑝2 −

4

3𝑉𝑠2

𝐸 =9𝐾𝐺

3𝐾 + 𝐺

𝜈 =𝐸

2𝐺− 1 =

3𝐾 − 2𝐺

2 3𝐾 + 𝐺

where G, K, and E are shear, bulk, and Young’s moduli and 𝜈 is Poisson’s ratio.

Macroscale – Dynamic elastic moduli

Page 33: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Mudrock, Well 13-14

34

35

36

37

38

39

40

0 5 10 15 20 25

Dyn

amic

Yo

un

g's

mo

du

lus,

GPa

Effective pressure, MPa

23°C no pore

23°C 5MPa pore

50°C no pore

72°C no pore 0.1

0.2

0 5 10 15 20 25Dyn

amic

Po

isso

n's

rat

io

Effective pressure, MPa

14

15

16

17

0 5 10 15 20 25

Dyn

amic

sh

ear

Mo

du

lus,

GPa

Effective pressure, MPa

Rock becomes stiffer and stronger with the effective pressure.

Page 34: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Morrow-B Sandstone

20

25

30

35

40

5 10 15 20 25

Dyn

amic

Yo

un

g's

mo

du

lus,

G

Pa

Effective pressure, MPa

Ppore=atm (25°C)

Ppore=5MPa (25°C)

Ppore=10MPa (25°C)

Ppore=15MPa (25°C)

Ppore=10MPa (50°C)

Ppore=15MPa (50°C)

Ppore=10MPa (70°C)

Ppore=15MPa (70°C) 20

22

24

26

28

30

32

34

36

38

40

5 10 15 20 25

Effective pressure, MPa

Ppore=10MPa (25°C)

Ppore=15MPa (25°C)

Ppore=20MPa (25°C)

Ppore=10MPa (50°C)

Ppore=15MPa (50°C)

Ppore=20MPa (50°C)

Ppore=10MPa (75°C)

Ppore=15MPa (75°C)

Ppore=20MPa (75°C)

Argon as pore fluid CO2 as pore fluid

CO2 trend is non-linear. It is not an inert gas.

Page 35: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Effect of pore fluid on porosity and permeability

Peff=1,000psi Peff=2,000psi Peff=3,000psi Porosity, %

SB-SS1 before 8.5 mD 7.9 mD 7.4 mD 13.4

SB-SS1 after 10.0 mD 9.5 mD 9.4 mD 13.4

SB-SS2 before 12.4 mD 11.3 mD 10.9 mD 13.9

SB-SS2 after 15.7 mD 14.9 mD 14.4 mD 14.7

Before and after CO2 exposure

Page 36: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Rock Physics and 4D Seismic Modeling

Objective: Derive new seismic imaging techniques for CO2 monitoring

Page 37: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Available FWU data • 3D seismic survey conducted in July 2013, survey covers approximately 33 mile^2

and contains 546 inlines and 369 crosslines, bin sizes were 82.5 ft by 82.5 ft. • Two checkshot surveys were generated from the vertical seismic profiles (VSP),

which were acquired in February 2014 at Wells 13-10A and 32-8

Page 38: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Vertical Seismic Profile (VSP) modeling and RTM imaging Field VSP Modeled VSP

Well# 1310A

Selected shot

Selected line

We chose the shot records which are positioned on the selected line. A selected shot record is simulated and compared with the field data.

Page 39: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

P-P image P-S image

P-P surface image

Validation of 3D VSP RTM Results vs. 3D surface seismic imaging

P-P surface image

a) b)

c) d)

P-P VSP image P-S VSP image

We perform the multicomponent imaging of VSP data based on separation of the P- and S- waves. In order to validate our result we compared the imaging of P- and S- waves to the imaging of surface seismic data.

Page 40: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

4D Rock Physics Analysis • Use of Gassmann fluid substitution theory to examine the effect of CO2 injection on

the elastic properties

𝐾𝑠𝑎𝑡

𝐾𝑚𝑎𝑡𝑟𝑖𝑥 − 𝐾𝑠𝑎𝑡=

𝐾𝐷𝑟𝑦𝐾𝑚𝑎𝑡𝑟𝑖𝑥 − 𝐾𝐷𝑟𝑦

+𝐾𝑓𝑙

Ø(𝐾𝑚𝑎𝑡𝑟𝑖𝑥 − 𝐾𝑓𝑙)

• Use of Voigt and Reuss method to estimate the matrix bulk modulus and shear modulus

Voigt average 𝑀𝑉= 𝑓𝑖𝑀𝑖𝑁𝑖=1

Reuss average 1

𝑀𝑅=

𝑓𝑖

𝑀𝑖

𝑁𝑖=1

Voigt-Reuss-Hill average MVRH =MV+MR

2

Page 41: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

QC of the applicability of Gassmann equation

Page 42: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Changes in Vp, Vs and bulk density due to CO2 injection

Vp when the reservoir is saturated with CO2

Vp when the reservoir is saturated with water

Page 43: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Property Prediction Using Artificial Neural Network

Xline #6080 Density Horizontal (z) slice #1000

Density

Page 44: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Porosity

Property Prediction Using Artificial Neural Network

Page 45: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Conclusion

• Geomechanical and geophysical modeling approaches are combined to improve the monitoring of mechanical integrity of reservoir and caprock during storage

• The coupled multiphase flow—geomechanical simulation model of FWU can be used to predict changes in pressure, stress, CO2 saturation, and stress-dependent permeability and elastic moduli.

• RTM imaging technique can image the effect of CO2 injection. A rock physics model is constructed to account for the effect of CO2 on elastic properties.

• Geomechanical experiments on FWU cores provided characterization of dynamic elastic moduli with the changes in CO2 pore pressure. This can be used to determine constitutive model parameters in the simulation model.

Page 46: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Geodetic Monitoring of Underground Gas Storage (UGS)

Store in summer, produce in winter.

How much can be stored and how fast? (Jha et al, Int J Numer Anal Method Geomech 2015)

Page 47: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Finite element modeling and simulation

Top view

Page 48: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Compare model results with satellite data

Page 49: Integration of Geophysical and Geomechanical Modeling to … · 2018-11-06 · Integration of Geophysical and Geomechanical Modeling to Monitor Integrity of Carbon Storage Birendra

Reduce uncertainty in rock properties