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Integration of Microseismic, Production Data and Numerical Simulation to Evaluate Uncertainties in Unconventional Reservoirs. What is the Impact on Estimated Ultimate Recovery? Randy Billingsley, Tracker Resources Development LLC Sherilyn Williams-Stroud, MicroSeismic Inc Chet Ozgen, Nitec LLC SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010

SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

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Page 1: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Integration of Microseismic, Production Data and Numerical Simulation to Evaluate Uncertainties in

Unconventional Reservoirs.What is the Impact on Estimated Ultimate Recovery?

Randy Billingsley, Tracker Resources Development LLCSherilyn Williams-Stroud, MicroSeismic Inc

Chet Ozgen, Nitec LLC

SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010

Page 2: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

OutlineBackgroundObjectivesAvailable DataInterpretations & AssumptionsUncertain Parameters of the AnalysisDynamic Calibration Process and ResultsPredictions and Sensitivity Analyses

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

MT

WYSD

ND

MBSKAB

Project Area

Williston BasinWilliston Basin

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

DunnDunn

- 8750

- 8500

8250

-825

0

- 8000

- 800

0

- 775

0

- 7500

2

3 30

4

2

4

2

3

0

3

0

0

1

0

2

2

5

64

6

5

7

4

8

6

4

5

4 4

5

4

12

4

16

16

1819

17

11

12

12

12

11

10

7

18

5

5

4

16

1515

15

16

16

16

4

55

67

785

12

11

14

15

16

13

13

16

1614

5

19

14

16

11

0

6

11

8

6

15

10

6

19

13

9

17

3

7

0

21

20

8

16

9

9

5

14

7

14

6

14

14

5

17

12

4

17

12 14

9

13

13

5

21

13

17

10

0

6

8

12

22

16

14

14

12

5

9

12

14

14

6

13

12

14

15

14

1315

16

15

22

12

12

10

9

6

107

8

157

6

13

12

13

11

13

1213

11

7

59

3

18

18

20

16

22

16

17

18

19

17

18

18

18

18

18

1818

4

19 1816

15

25

5

6

4

6

7

10

69

31

2322

11

10

6

6

7

56

6

4

6

3

11

4

10

3

10 17

10

5

13

2

6

18

17

14

10

FEET

0 25,285

PETRA 9/14/2010 7:58:24 AM

Project WellProject Well

Little Knife Anticline

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

MURPHY CREEK

33025009160100LARSEN

13-1HT144N R95W S13

WILDCAT

33025007150001FRITZ30-1H

T144N R94E S30

0 200GR [GAPI]

6 20HCAL [IN]

0.2 2000AT90 [OHMM]

0 20PEFZ [B/E]

0.3 -0.1DPHI_DOL_TF_278

0.3 -0.1DPHI_DOL

0.3 -0.1DPHZ [CFCF]

1 0SW_TFX

1 0SW [PERCENT]

0 200GR [GAPI]

6 20HCAL [IN]

0 150GAMMA_CURVE [API]

0.2 2000AHT90 [OHMM]

0.2 2000AHT90_1 [OHMM]

0.2 2000AHT90 [OHMM]

MD-B [NDOG]

MID_BAKKEN [RLB]

LOWER_BAKKEN_SHALE [RLB]

D-TF [NDOG]THREE_FORKS [AJF]

10,6

0 0

U Bakken Shale

M Bakken Dolomites

L Bakken Shale

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

FMI Rose from TRD Thomas 4-1H (~15 mi NW)

High Angle Type I Regional Extension Fractures (small aperture)

Lower Angle Shear Fractures related to Basement Faulting

2 Directions of Surface Lineaments inferred to be related to Basement

Faulting

DEM of Area

Surface and Subsurface Data Suggests a Diverse Natural Fracture Population Across

the Location.

Page 8: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

Gas shows are inferred to be related to natural fracture swarms

Page 9: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

Sliding sleeves colored by stage

Swell Packers isolate treatment

intervals

Frac treatment: 6/4/2008Early multistage,

Generation II, completion

Eight Ball/Sleeve Stages:Job Type Slickwater

BORAjel-5Sliding Sleeves: 11,400’ – 19,861’Max Slurry Rate: 56.1 bpmAvg. Slurry Rate: 37.9 bpmMax Pressure: 6,382 psiAvg. Pressure: 5,919 psi20/40 Ottawa: 351,000 lbs.20/40 Super L/C: 94,800 lbsFluid: 17,688 bbls.

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Background

SPE-AAPG ATW on Naturally Fractured Reservoirs

Stage 2

Stage 6Stage 5Stage 4Stage 3

Stage 7Stage 8

Stage 1

Page 11: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Objectives

SPE-AAPG ATW on Naturally Fractured Reservoirs

Page 12: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

ObjectivesTo understand the impact of “seismic event

window” on dynamic calibration and EUR predictions

To understand the impact of “assumptions in DFN generation” on dynamic calibration and EUR predictions

To understand the impact of additional wells on NPV and EUR

SPE-AAPG ATW on Naturally Fractured Reservoirs

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ObjectivesTo understand the impact of “seismic event

window” on dynamic calibration and EUR predictions

To understand the impact of “assumptions in DFN generation” on dynamic calibration and EUR predictions

To understand impact of additional wells on NPV and EUR

SPE-AAPG ATW on Naturally Fractured Reservoirs

This presentation focuses on the second objective

Page 14: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Available Data

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Available DataDrilling - vertical and horizontal wells

Mud log, gas chromatographyCores from nearby wells

Porosity, permeability, capillary pressureElectric logs from the vertical well

Stratigraphy, NTG, porosity, ~water saturationHydraulic fracturing operation

Injection pressure, injection volume, microseismicProduction operation

Oil, gas and water volumes, flowing THP

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Interpretations and Assumptions

SPE-AAPG ATW on Naturally Fractured Reservoirs

Page 17: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Interpretations and Assumptions

SPE-AAPG ATW on Naturally Fractured Reservoirs

Microseismic Events Monitored during the Completion are used

as seed loci for Stochastic DFN

Generation

Aperture and Connectivity are linked to Event Amplitude and

Distribution

Page 18: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Interpretations and Assumptions

SPE-AAPG ATW on Naturally Fractured Reservoirs

Wellbore Pseudo Fractures –White

FMI/Lineament Fractures –Purple/Blue

Hydraulic Fracture Network -Green

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Interpretations and Assumptions

SPE-AAPG ATW on Naturally Fractured Reservoirs

Only simulated fractures actually

coincident with the wellbore or

connected to the wellbore through adjacent fractures

are shown.

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Interpretations and Assumptions

SPE-AAPG ATW on Naturally Fractured Reservoirs

Discrete Fracture Network is upscaled to

delineate the Stimulated Rock Volume (SRV)

distribution, connectivity and

associated permeability.

Page 21: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Interpretations and AssumptionsIn this presentation we compare 2 DFN Models

Model #1 has one fracture set, with strike parallel to the main axis and limited scatter in the strike orientation.

Model #2 has two intersecting fracture sets with one parallel to the main axis and other having strike of 80 degrees with significant amount of scatter.

Both models were upscaled for porosity, permeability and sigma array associated with the hydraulic fracture

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Interpretations and Assumptions

Larger Connected SRV estimated for Model #2

Page 23: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Interpretations and AssumptionsEffective porosity of bounding shales = 1%Dolomite matrix porosity = 6.5%Dolomite matrix permeability = 0.010 mD

Single water-oil matrix drainage capillary pressure curve that corresponds to 6.5% porosity

Zero capillary pressure in the fracturesStraight line water-oil matrix/fracture relative

permeability curves

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Interpretations and Assumptions

Pc Drainage (oil-water)

0

100

200

300

400

500

600

0 0.2 0.4 0.6 0.8 1

Sw (fraction)

Pc

(psi

)

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Uncertain Parameters of the Analysis

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Uncertain Parameters of the Analysis– Initial reservoir pressure

• 72-hour buildup shows minimum of 5200 psia– Initial matrix water saturation

• set through depth of pseudo WOC– Water-oil relative permeability scaling

• Krw left constant and Kro is scaled

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Uncertain Parameters of the Analysis– Vertical communication among the layers

• Intercalated shale streaks– Permeability of the natural fractures

• Assume uniform value– Porosity of the natural fractures

• Assume uniform value– Sigma for the natural fractures/matrix

• Assume uniform value

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Uncertain Parameters of the Analysis– Amplitude of HF permeability distribution

• Use multiplier to upscaled DFN values– Amplitude of HF porosity distribution

• Use multiplier to upscaled DFN values– Amplitude of HF based sigma distribution

• Use multiplier to upscaled DFN values– Connection % of HF to the wellbore

• Use well PI (or WI) multiplier

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Dynamic Calibration Process and Results

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Unstable early THP data

Installation of artificial lift

Reliable THP

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Flow back of HF fluids

Reliable water production

Page 32: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Dynamic Calibration Process and ResultsDFN Model #1

In-house Assisted History Matching Software11 history matching parametersExperimental design for coverage of rangeANN and Genetic Algorithm for global searchResponse Surface and GA for optimizationRuns ~15 minutes - maximum 5-day time stepsApproximately 170 simulation runs

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Excellent match of THP data

Excellent match of water data

Page 34: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

SPE-AAPG ATW on Naturally Fractured Reservoirs

The difference in water production is 8000 barrels.

This indicates that 44% of the fracturing fluid was recovered

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SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Page 37: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Dynamic Calibration Process and ResultsDFN Model #2

In-house Assisted History Matching Software11 history matching parametersExperimental design for coverage of rangeANN and Genetic Algorithm for global searchResponse Surface and GA for optimizationRuns ~15 minutes - maximum 5-day time stepsApproximately 240 simulation runs

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Average match of THP data

Excellent match of water data

Page 39: SPE-AAPG ATW on Naturally Fractured Reservoirs, October 2010 … · 2013-02-28 · Background SPE-AAPG ATW on Naturally Fractured Reservoirs MURPHY CREEK 33025009160100 LARSEN 13-1H

Dynamic Calibration Process and ResultsPinit WOCKrocw KzfMultWPImult

NFKadd HFKmultNFPadd HFPmultNFSadd HFSmult

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured ReservoirsTop 20 solutions for DFN Model #1

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SPE-AAPG ATW on Naturally Fractured ReservoirsTop 20 solutions for DFN Model #2

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Dynamic Calibration Process and ResultsUncertain parameters for best solutions

Best solutions are especially different in NF Permeability values

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Dynamic Calibration Process and ResultsFracture delta P at 6/2010 for both DFN Models

Filtered at minimum fracture delta P of -500 psi

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Dynamic Calibration Process and ResultsMatrix delta P at 6/2010 for both DFN Models

Filtered at minimum fracture delta P of -500 psi

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Dynamic Calibration Process and ResultsMatrix delta P at 6/2010 for both DFN Models

Filtered at minimum matrix delta P of -500 psi

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Predictions and Sensitivity Analyses

SPE-AAPG ATW on Naturally Fractured Reservoirs

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Predictions and Sensitivity AnalysesResponse surface + Monte Carlo: 100 solutionsClassified 100 solutions into 5 clustersFor each DFN model:

Repeated five history match runsPerformed five predictions into the futureEach prediction has different probability

Kept the flowing BHP at 6/2010 values

SPE-AAPG ATW on Naturally Fractured Reservoirs

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SPE-AAPG ATW on Naturally Fractured Reservoirs5 clustered solutions for DFN Model #2

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SPE-AAPG ATW on Naturally Fractured Reservoirs

For DFN Model #1oil recovery range

at 50 years is340 to 360 MSTB

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Predictions and Sensitivity AnalysesPerformance of DFN Models #1 and #2

SPE-AAPG ATW on Naturally Fractured Reservoirs

16% Difference in 50-year Oil Recovery Estimates

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SPE-AAPG ATW on Naturally Fractured Reservoirs

Significant Difference in Predicted Water Cut Profile

Predictions and Sensitivity AnalysesImportance of measuring water production

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The End

SPE-AAPG ATW on Naturally Fractured Reservoirs

Integration of Microseismic, Production Data and Numerical Simulation to Evaluate Uncertainties in

Unconventional Reservoirs.What is the Impact on Estimated Ultimate Recovery?

Randy Billingsley, Tracker Resources Development LLCSherilyn Williams-Stroud, MicroSeismic Inc

Chet Ozgen, Nitec LLC