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Intelligent Computing System Intelligent Computing System for Reservoir Analysis for Reservoir Analysis and Risk Assessment and Risk Assessment of Red River Formation of Red River Formation Amor Field, Bowman County, ND Amor Field, Bowman County, ND DE-FC22-00BC15123 DE-FC22-00BC15123 Luff Exploration Company Luff Exploration Company Mark Sippel, Consulting Engineer Mark Sippel, Consulting Engineer

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Intelligent Computing System for Reservoir Analysis and Risk Assessment of Red River Formation Amor Field, Bowman County, ND DE-FC22-00BC15123. Luff Exploration Company Mark Sippel, Consulting Engineer. Statement of Problems. Integrating Seismic, Geologic and Engineering Data - PowerPoint PPT Presentation

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Page 1: Luff Exploration Company Mark Sippel, Consulting Engineer

Intelligent Computing SystemIntelligent Computing Systemfor Reservoir Analysisfor Reservoir Analysisand Risk Assessmentand Risk Assessment

of Red River Formationof Red River FormationAmor Field, Bowman County, NDAmor Field, Bowman County, ND

DE-FC22-00BC15123DE-FC22-00BC15123

Luff Exploration CompanyLuff Exploration Company

Mark Sippel, Consulting EngineerMark Sippel, Consulting Engineer

Page 2: Luff Exploration Company Mark Sippel, Consulting Engineer

Statement of ProblemsStatement of Problems

• Integrating Seismic, Geologic and Engineering Data• Transforming Seismic Attributes to Reservoir

Attributes in Seismic Thin Beds• Predicting Reservoir Limits on Small Structural

Features with Limited Well Control• Identifying Tilted Oil-Water Contacts

Page 3: Luff Exploration Company Mark Sippel, Consulting Engineer

Location of Amor Field Demonstration SiteLocation of Amor Field Demonstration Site

Page 4: Luff Exploration Company Mark Sippel, Consulting Engineer

Intelligent Computing SystemTool Kit

• ICS is a Collection of Software Tools and Utilities• Designed for Primary Use with 3D Seismic But Can

Be Used in Areas of High-Density 2D Seismic Grids (1/2 mile spacing)

• It May Be Used without Seismic in Fields with Large Number of Wells (>30) for Reservoir Characterization

• Luff is Using the ICS Tool Kit for Predicting Reservoir Limits and Reservoir Attributes in 6-ft Dolomite Beds in the Red River Fm.

• Transformed Seismic-Reservoir Attributes are Used in Simulation Studies and Parameters for Waterflood Unitization

Page 5: Luff Exploration Company Mark Sippel, Consulting Engineer

Intelligent Computing System MenuIntelligent Computing System Menu

Page 6: Luff Exploration Company Mark Sippel, Consulting Engineer

ICS Strategy for Reservoir CharacterizationICS Strategy for Reservoir CharacterizationLevel 1Level 1

ForwardSeismicModeling

RegionalDepositional

Setting

RegionalStructural

Setting

GeologicalData

EngineeringData

Seismic Data

WellGeologic-Reservoir

Data

TransformedSeismic-Reservoir

Attributes

WellProduction

Data

TransformedSeismic-Production

Attributes

Level 2Level 2 Level 3Level 3 Level 4Level 4

Page 7: Luff Exploration Company Mark Sippel, Consulting Engineer

ICS TransformationICS Transformationto Production Attributesto Production Attributes

DepositionalAttributes

StructuralAttributes

Growth-ThinningAttributes

Rock-QualityAttributes

EntrapmentAttributes

Well ProductionTraining

TransformedProductionAttributes

TransformedTransformedSeismic AttributesSeismic Attributes

Page 8: Luff Exploration Company Mark Sippel, Consulting Engineer

Type Log forRed River Formation

0 100 200

Gam ma

-800

-700

-600

-500

-400

-300

-200

-100

0

100

Rel

ativ

e D

epth

(fe

et)

-100102030

Porosity %

Stony Mountain Shale

Winnipeg Shale

Winnipeg Sandstone

A Zone Porosity Member

B Zone Porosity Member

C Zone Porosity Member

D Zone Porosity Member

Upper Red River

Lower Red River

Red River Formation

Paleozoic Ordovician

The Upper Red RiverConsists of Four Episodesin Shallow Shelf CarbonateSetting

Main Reservoirs are:Red River B ZoneRed River D Zone

Amor Field mostly B Zone6 - 8 ft Thick

Page 9: Luff Exploration Company Mark Sippel, Consulting Engineer

Red River B Zone Type LogRed River B Zone Type Log

TopRed River

B Zone

Gamma Ray Neutron-Density Porosity

0 100 30% 0%

Page 10: Luff Exploration Company Mark Sippel, Consulting Engineer

ForwardSeismic Modeling

0.7

0.8

0.9

1.0

1.1

Normal ReversePolarityTimeSeconds

P1P2

T1

T2

Duperow

Interlake

Red RiverBaseD zoneWinnipeg

MissionCanyon

Upper Red RiverReservoirs Are“Seismic Thin Beds”

Reservoir InformationContained in TwoPeak-Trough Pairs

Each EventConsistently Labeledin Every Seismic Survey

Page 11: Luff Exploration Company Mark Sippel, Consulting Engineer

Understanding Seismic Attributesfrom Synthetic Seismograms

0.0

1.0

Tim

e -

Se

con

ds

Interlake

Red River

Winnipeg

P1

T1

P2

Low Porosity High Porosity

T2

Weak AmplitudeResponse

Strong AmplitudeReponse

Page 12: Luff Exploration Company Mark Sippel, Consulting Engineer

Training for Seismic Transforms Comes fromTraining for Seismic Transforms Comes fromMultiple 3D Seismic SurveysMultiple 3D Seismic Surveys

10

15161718

19 20 21 22

272829

3

30

31 32 33 34

456

7 8 9

1

10 11 12

131415161718

19

2

20 21 22 23 24

2526272829

3

30

31 32 33 34 35 36

456

7 8 9

1

10 11 12

131415161718

19

2

20 21 22 23 24

2526272829

3

30

31 32 33 34 35 36

456

7 8 9

1

12

13

2

24

25

36

161718

19 20 21 22

27282930

31 32 33 34

456

7 8 9

1

10 11 12

131415161718

19

2

20 21 22 23 24

2526272829

3

30

31 32 33 34 35 36

456

7 8 9

1

10 11 12

131415161718

19

2

20 21 22 23 24

2526272829

3

30

31 32 33 34 35 36

456

7 8 9

1

11 12

1314

2

23 24

2526

36

31 32 33

31 32 33 34 35 36

31 32 33 34 35 36

35 36

1

10 11 12

141516

234

9

1

10 11 12

23456

7 8 9

1

10 11 12

23456

7 8 9

21 22 23 24

25262728

33 34 35 36

19 20 21 22 23 24

252627282930

31 32 33 34 35 36

19 20 21 22 23 24

252627282930

31 32 33 34 35 36

129N 101W129N 102W

129N 103W

130N 101W130N 102W130N 103W

23N 4E23N 5E

23N 6E

1200000 1210000 1220000 1230000 1240000 1250000 1260000 1270000 1280000 129000090000

100000

110000

120000

130000

140000

150000

160000

170000

180000

Amor FieldAmor Field

Page 13: Luff Exploration Company Mark Sippel, Consulting Engineer

Amor Field, Red River Depth MapAmor Field, Red River Depth Map

56

7 8

1

12

2930

3132

25

36

1206000 1208000 1210000 1212000 1214000 1216000 1218000 1220000140000

142000

144000

146000

148000

150000

152000

154000

156000

158000

-6390

-6370

-6350

-6330

-6310

-6290

-6270

-6250

-6230

-6210

-6190

-6170

FeetFeet

Seismic Data TransformedSeismic Data Transformedto Depth Structureto Depth Structure

Does Not AdquatelyDoes Not AdquatelyDefine Reservoir LimitsDefine Reservoir Limits

Average TVDis 9300 feet

Page 14: Luff Exploration Company Mark Sippel, Consulting Engineer

56

7 8

1

12

2930

3132

25

36

1206000 1208000 1210000 1212000 1214000 1216000 1218000 1220000140000

142000

144000

146000

148000

150000

152000

154000

156000

158000

0.00

0.10

0.20

0.30

0.40

0.50

0.60

0.70

0.80

0.90

1.00

Average Oil CutFirst 24 Months

Seismic AttributesSeismic AttributesTransformedTransformed

to Oil Cutto Oil Cut

The Oil-Cut Mapis Tilted withRespect toPresent-DayStructure

Page 15: Luff Exploration Company Mark Sippel, Consulting Engineer

56

7 8

1

12

2930

3132

25

36

1206000 1208000 1210000 1212000 1214000 1216000 1218000 1220000140000

142000

144000

146000

148000

150000

152000

154000

156000

158000

1.0

1.1

1.2

1.3

1.4

1.5

1.6

1.7

1.8

1.9

2.0 100 bopd

50 bopd

20 bopd

10 bopd

Average Oil RateFirst 24 Months

Seismic AttributesSeismic AttributesTransformed toTransformed to

Oil RateOil Rate

Page 16: Luff Exploration Company Mark Sippel, Consulting Engineer

Predicted D Zone kh/uB (md-ft/cp)Predicted D Zone kh/uB (md-ft/cp)

56

7 8

1

12

2930

3132

25

36

1206000 1208000 1210000 1212000 1214000 1216000 1218000 1220000140000

142000

144000

146000

148000

150000

152000

154000

156000

158000

0.6

0.8

1.0

1.2

1.4

1.6

1.8

2.0

2.2

2.4

2.6

2.8

Log of kh/uBLog of kh/uBDrill-Stem TestsDrill-Stem Tests

Seismic AttributeSeismic AttributeTransform kh/uBTransform kh/uBUseful forUseful forReservoir SimulationReservoir Simulation

Page 17: Luff Exploration Company Mark Sippel, Consulting Engineer

Predicted D Zone Porosity-Feet (phi-h)Predicted D Zone Porosity-Feet (phi-h)

56

7 8

1

12

2930

3132

25

36

1206000 1208000 1210000 1212000 1214000 1216000 1218000 1220000140000

142000

144000

146000

148000

150000

152000

154000

156000

158000

-0.50.00.51.01.52.02.53.03.54.04.55.05.56.06.57.0

Seismic AttributeSeismic AttributeTransform phi-hTransform phi-hUseful forUseful forReservoir SimulationReservoir Simulation

Porosity- feetPorosity- feet

Page 18: Luff Exploration Company Mark Sippel, Consulting Engineer

B Zone Reservoir Attributes fromB Zone Reservoir Attributes fromDepositional Setting (280 Wells)Depositional Setting (280 Wells)

8 0 8 2 8 4 8 6 8 8 9 0 9 2R e d R i v e r - A + B C y c l e T h i c k n e s s ( f e e t )

0 . 0 0

0 . 2 0

0 . 4 0

0 . 6 0

0 . 8 0

1 . 0 0

1 . 2 0

1 . 4 0

1 . 6 0

1 . 8 0

2 . 0 0B

Zon

e G

ross

phi

-h

0

5

10

15

20

25

30

35

40

45

50

B z

one

DS

T k

h/uB

(m

d-ft/

cp)

B Zone P ropertiesphi-hkh/uB

Page 19: Luff Exploration Company Mark Sippel, Consulting Engineer

Predicting B Zone Deposition SettingPredicting B Zone Deposition Setting

4 2 4 4 4 6 4 8 5 0 5 2 5 4 5 6B C y c l e T h i c k n e s s f r o m S e i s m i c A t t r i b u t e s ( f e e t )

4 2

4 4

4 6

4 8

5 0

5 2

5 4

5 6B

Cyc

le T

hick

ness

Log

s (f

eet)

Page 20: Luff Exploration Company Mark Sippel, Consulting Engineer

Seismic Transform toSeismic Transform toB Zone Depositional Setting ThicknessB Zone Depositional Setting Thickness

PredictedA + BCycle

Thickness(feet)

Page 21: Luff Exploration Company Mark Sippel, Consulting Engineer

Entrapment PressureEntrapment PressureAmor Field, Red River B ZoneAmor Field, Red River B Zone

Pressure(psi)

Page 22: Luff Exploration Company Mark Sippel, Consulting Engineer

Amor Field, Red River B Zone Oil CutAmor Field, Red River B Zone Oil Cut

PredictedOil Cut

at InitialConditions

PlannedInjection Well A

ProductionLaterals

Page 23: Luff Exploration Company Mark Sippel, Consulting Engineer

Initial Production fromInitial Production fromHorizontal Demonstation Well AHorizontal Demonstation Well A

0 10 20 30 40 50 60 70Tim e (days)

0

40

80

120

160

200

Cu

mul

ativ

e O

il R

ate

(bop

d)

0.50

0.60

0.70

0.80

0.90

1.00

Cum

ulat

ive

Wat

er C

ut (

frac

tion)

LegendO il R ateW ater C ut

Page 24: Luff Exploration Company Mark Sippel, Consulting Engineer

Composite Production fromComposite Production from3 Horizontal Completions3 Horizontal Completions

0 10 20 30 40 50 60 70 80 90 100Tim e (days)

0

100

200

300

400

500

50

150

250

350

450

Oil

Rat

e (b

opd)

0.00

0.20

0.40

0.60

0.80

1.00

Wat

er C

ut (

frac

tion)

LegendO il R ateW ater C ut

Page 25: Luff Exploration Company Mark Sippel, Consulting Engineer

Composite Production with ProjectionsAmor South Red River Unit

Amor South - Red River Unit

100

1,000

10,000

100,000

Jan-

79

Jan-

80

Jan-

81

Jan-

82

Jan-

83

Jan-

84

Jan-

85

Jan-

86

Jan-

87

Jan-

88

Jan-

89

Jan-

90

Jan-

91

Jan-

92

Jan-

93

Jan-

94

Jan-

95

Jan-

96

Jan-

97

Jan-

98

Jan-

99

Jan-

00

Jan-

01

Jan-

02

Jan-

03

Jan-

04

Jan-

05

Jan-

06

Jan-

07

Jan-

08

Jan-

09

Jan-

10

Jan-

11

Jan-

12

Jan-

13

Jan-

14

Jan-

15

Jan-

16

Jan-

17

Jan-

18

Jan-

19

Jan-

20

Historical Prod.(5 w ells) PDP Proj. (5 w ells) Alt WF Proj. - 90% Alt. WF Proj. - 100%

Oil

Rat

e B

arr

els

per

Mo

nth

Page 26: Luff Exploration Company Mark Sippel, Consulting Engineer

ICS Example with 2D SeismicICS Example with 2D Seismic

161718

19 20 21

282930

311186000 1188000 1190000 1192000 1194000 1196000 1198000 1200000 1202000 1204000

76000

78000

80000

82000

84000

86000

88000

90000

92000

94000

0.19

0.14

0.63

0.32 0.75

0.160.60

0.71

0.49

0.32

0.19

0.32

0.100.150.200.250.300.350.400.450.500.550.600.650.700.750.80

Average Oil CutFirst 24 Months

Page 27: Luff Exploration Company Mark Sippel, Consulting Engineer

ConclusionsConclusions• Intelligent Computing System Successfully Used to

Characterize Seismic Thin Beds in Red River Fm.• Training from Normalized Seismic Data at Multiple 3D

Surveys Increases Control Population• Seismic and Regional Well Data Analyzed with ICS• Reservoir and Productive Limits Predicted with ICS• Horizontal Completions Targeted from ICS

Interpretations• Incremental Primary plus Secondary for Amor Field is

Projected at 1,100,000 bbl• Five Similar Projects Are Planned for 2003 and 2004

Page 28: Luff Exploration Company Mark Sippel, Consulting Engineer

Conclusions cont.Conclusions cont.• Keys to Successful Re-development

– 3D Seismic– Reservoir Characterization Based on ICS– Understanding Depositional Setting and

Relationship with Reservoir Development– Better Computer Simulation Models from Seismic-

Resevoir Attribute Transformations– Targeted Horizontal Drilling

• Luff is Re-Developing All Operated Fields that Were Discovered in the 1970’s and 1980’s

• Many Plugged or Uneconmic Producers Re-entered and Drilled Horizontally, Resulting in 200-250 bopd

Page 29: Luff Exploration Company Mark Sippel, Consulting Engineer

Horizontal Re-Entry Example 1Horizontal Re-Entry Example 1

0 30 60 90 120 150 180 210 240D ays

0

50

100

150

200

250

Cu

mul

ativ

e O

il R

ate

(bop

d)

0

0 .2

0.4

0.6

0.8

1

Cum

ulat

ive

Wat

er-C

ut

LegendO il R ateW ater C ut

Page 30: Luff Exploration Company Mark Sippel, Consulting Engineer

Horizontal Re-Entry Example 2Horizontal Re-Entry Example 2

0 30 60 90 120 150 180 210 240D ays

0

50

100

150

200

250

Cu

mul

ativ

e O

il R

ate

(bop

d)

0

0 .2

0.4

0.6

0.8

1

Cum

ulat

ive

Wat

er-C

ut

LegendO il R ateW ater C ut

Page 31: Luff Exploration Company Mark Sippel, Consulting Engineer

Horizontal Re-Entry Example 3Horizontal Re-Entry Example 3

0 10 20 30 40 50 60D ays

0

50

100

150

200

250

Cum

ulat

ive

Oil

Rat

e (b

opd)

0

0 .2

0.4

0.6

0.8

1

Cum

ulat

ive

Wat

er-C

ut

LegendO il R ateW ater C ut

Page 32: Luff Exploration Company Mark Sippel, Consulting Engineer

Horizontal Re-Entry Example 4Horizontal Re-Entry Example 4

0 30 60 90 120 150 180 210 240 270 300 330 360D ays

0

50

100

150

200

250

Cum

ulat

ive

Oil

Rat

e (b

opd)

0

0 .2

0.4

0.6

0.8

1

Cum

ulat

ive

Wat

er-C

ut

LegendO il R ateW ater C ut

Page 33: Luff Exploration Company Mark Sippel, Consulting Engineer

Horizontal Re-Entry Example 5Horizontal Re-Entry Example 5

0 5 10 15 20 25 30D ays

0

50

100

150

200

250

Cum

ulat

ive

Oil

Rat

e (b

opd)

0 .0

0.2

0.4

0.6

0.8

1.0

Cum

ulat

ive

Wat

er-C

ut

LegendO il R ateW ater C ut

Page 34: Luff Exploration Company Mark Sippel, Consulting Engineer

Software AvailabilitySoftware Availability

• Visit the Project Website at http://www.luffdoeproject.com

• Download ICS Files and Project Reports• Alternatively, Request a CD-ROM by Mail