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Brad Artman • undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: Western Atlas Logging Services, Junior Engineer U.S. Geological Survey, Visiting Scientist Shell Deepwater Development Inc., Petrophysicist & Exploration Geophysicist

Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

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Page 1: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Brad Artman

• undergraduate: Colorado School of Mines, Geophysical Engineer

• graduate: Stanford University, Ph.D. candidate

• work experience:

– Western Atlas Logging Services, Junior Engineer

– U.S. Geological Survey, Visiting Scientist

– Shell Deepwater Development Inc., Petrophysicist & Exploration Geophysicist

Page 2: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

passive seismic imaging at ValhallBrad Artman, Stanford Exploration Project – Advanced imaging team

Monday, September 27

Page 3: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

multiple modeling in the image-spaceBrad Artman, Stanford Exploration Project – Advanced Imaging Team

Ken Matson, Advanced Imaging Team

Monday, September 27

Page 4: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

passive seismic imaging at ValhallBrad Artman, Stanford Exploration Project – Advanced imaging team

Monday, September 27

Page 5: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

passive seismology

• not event location

• structural imaging

– reflection seismology: subsurface investigation from the time-delayed reflections of sound off of geologic variations.

– passive imaging: with no application of controlled experimental sources, a relationship between a recorded transmission wavefield and reflection wavefields is required.

• requires: stationary seismometers, lots of disk space

Page 6: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

crustal scale exploration

Page 7: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

earthquake energy

Page 8: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

capitalizing on ambient noise

• earthquake arrivals

• ocean waves

• wind vibrations coupled with foundations

• cultural activity

– vehicle and boat traffic

– drilling noise

– nearby seismic acquisition

Page 9: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall

VALHALL

STAVANGER

0 100 km

UNITEDKINGDOM

NOR WAY

GERMANY

DENMARK

UNITEDKINGDOM

GERMANY

DENMARK

NORWAY

0 100 km

HOD

• one of the North sea giant fields

• partners Amerada Hess, Shell and Total

• reservoir highly porous chalk

• first production 1982

• field life 2028

• field production 90,000 bpd/day

• expected ultimate recovery 1,050 mm stb oil

• produced to date (01.01.2003) 500 mm stb oil • remaining reserves 540 mm stb oil

• high activity level – new wells & well work

Page 10: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall Life of Field Seismic (LoFS)

• Permanent field wide seismic array installed at Valhall during 2003

– 120 km seismic cables

– 2414 groups of 4C sensors

– Covers 45sq km

– 3 seismic surveys acquired, 4th to be acquired mid-September

Page 11: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

operations

• state of the art airgun array carried by stand-by boat – 53,000 shots per survey

• ~1/2 cost of LoFS installations related to the source

Page 12: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• passive seismology by correlation

• why image?

– linearity of wavefield extrapolation

• application to Valhall LoFS

• why try passive seismic imaging?

• future plans

Page 13: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

transmission wavefield

time (s)

dep

th (m

)

position(m) position(m)

Page 14: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

ambient noise

r1 r2

t

r1 r2

Page 15: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

ambient noise

r1 r2

t

r1 r2

Page 16: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

ambient noise

r1 r2

t

r1 r2

Page 17: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

ambient noise

r1 r2

t

r1 r1 r1 r2

lag

r1 r2

Page 18: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

ambient noise

r1 r2

t

r1 r1 r1 r2

twt

r1 r2

Page 19: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

0 1200600 position(m)

20 2

5 3

0tim

e(s)

5 1

0

0 200100

lag

(s)0

0.1

0.3

400300offset(m)

Page 20: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

0 1200600 position(m)

20 2

5 3

0tim

e(s)

5 1

0

0-100 200100

lag

(s)0

0.1

0.3

offset(m)300

Page 21: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

0 1200600 position(m)

20 2

5 3

0tim

e(s)

5 1

0

0-100-200

200100

lag

(s)0

0.1

0.3

offset(m)

Page 22: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

0 1200600 position(m)

20 2

5 3

0tim

e(s)

5 1

0

0-100-200

100

lag

(s)0

0.1

0.3

offset(m)-

300

n long traces n short traces2

Page 23: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• passive seismology by correlation

• why image?

– linearity of wavefield extrapolation

• application to Valhall LoFS

• why try passive seismic imaging?

• future plans

Page 24: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

why image?signal/noise enhancement

one correlated shot gather migrated image

Page 25: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

flow model

T= Transmission wavefieldD= Source wavefield (down-going)U= Receiver wavefield (up-going)R= Total reflection data

Rz+1

Tz TzRz

+

Uz Dz

Uz+1 Dz+1

+ -

Tz+1 Tz+1

+ -

correlation extrapolation

Page 26: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

SR Migration

flow model

T= Transmission wavefieldD= Source wavefield (down-going)U= Receiver wavefield (up-going)R= Total reflection data

Rz+1

Tz TzRz

+

Uz Dz

Uz+1 Dz+1

+ -

Tz+1 Tz+1

+ -

correlation extrapolation

Page 27: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

CMP Migration

flow model

T= Transmission wavefieldD= Source wavefield (down-going)U= Receiver wavefield (up-going)R= Total reflection data

Rz+1

Tz TzRz

+

Uz Dz

Uz+1 Dz+1

+ -

Tz+1 Tz+1

+ -

correlation extrapolation

Page 28: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Passive Migration

flow model

T= Transmission wavefieldD= Source wavefield (down-going)U= Receiver wavefield (up-going)R= Total reflection data

Rz+1

Tz TzRz

+

Uz Dz

Uz+1 Dz+1

+ -

Tz+1 Tz+1

+ -

correlation extrapolation

Page 29: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

imaging advantages• poor data quality mandates imaging

• transformation from transmission to reflection wavefield can be accomplished along the way

• saves time

– n instead of n2 traces

– removes IFFT of n2 (long) traces

– trace length difference ~cancels strict compute cost savings

– file i/o provides big savings

• 1 shot of n traces vs. n shots of n traces

• multiple image-space summations

Page 30: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

synthetic proof of concept

reflection gather active migration

Page 31: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

synthetic proof of concept

correlated passive gather passive migration

Page 32: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• passive seismology by correlation

• why image?

– linearity of wavefield extrapolation

• application to Valhall LoFS

• why try passive seismic imaging?

• future plans

Page 33: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall data

Page 34: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall data

Page 35: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall data

trace #

Depth slice near 88m

energy localized around rig

moveout across traces suggests surface noise

Page 36: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall data

Reflector?

mono-freq. boat noise

rig activity

Page 37: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall pipe cut normalization

4km

12km

Page 38: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall pipe cut image

4km

12km

Page 39: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall pipe cut image

4km

12km

Page 40: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Valhall active seismic

4km

12km

Page 41: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• passive seismology by correlation

• why image?

– linearity of wavefield extrapolation

• application to Valhall LoFS

• why try passive seismic imaging?

• future plans

Page 42: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

why try passive seismic imaging

• understand a completely undeveloped experiment

• capitalize on:

– existing hardware

– competitor’s sources

– teleseismic & local noise

• extend imaging bandwidth to lower frequencies

• imaging forward scattered modes

Page 43: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• passive seismology by correlation

• why image?

– linearity of wavefield extrapolation

• application to Valhall LoFS

• why try passive seismic imaging?

• future plans

Page 44: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

future plans

• continued exploration of existing data

– multi-component experiments

– appropriate bandwidth parameterization

– time/energy requirements

– earthquake sources

• rig-site continuous correlation

• BP’s passive seismic imaging capabilities

– file-handling infrastructure

– native 3D imaging algorithms

Page 45: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

Oyo-Geospace cable

Page 46: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

multiple modeling in the image-spaceBrad Artman, Stanford Exploration Project – Advanced Imaging Team

Ken Matson, Advanced Imaging Team

Monday, September 27

Page 47: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas
Page 48: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• Surface Related Multiple Elimination (SRME)

– mechanics

– classic shortfall

– addressing the problem through imaging

• shot-record imaging

• multiple modeling at Maddog

• implications and status

Page 49: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

*

=

=

* =

*

Surface Related Multiple Extraction

Page 50: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

SRME

Page 51: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

?

SRME

Page 52: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

SRME

Page 53: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

?

SRME

Page 54: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

SRME

Page 55: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s ?

SRME

Page 56: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

r

s

SRME

Page 57: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

E

N

*

SRME

Page 58: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

E

N

*

SRME

Page 59: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

•Exact kinematic modeling•Linearly increasing amplitude error w/ order of multiples•Suffers when FULL acquisition not supplied

•co-located sources and receivers

… in the image space

•Exact kinematic modeling- independent of velocity•Same amplitude problems (requires adaptive subtraction)•Wavefront healingWavefront healing

SRME

Page 60: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

z

x

wavefront healing

Page 61: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

z

x

wavefront healing

Page 62: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

z

x

wavefront healing

Page 63: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• Surface Related Multiple Extraction (SRME)

– mechanics

– classic shortfall

– addressing the problem through imaging

• shot-record imaging

• multiple modeling Maddog

• implications and status

Page 64: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

flow model

T= Transmission wavefieldD= Source wavefield (down-going)U= Receiver wavefield (up-going)R= Total reflection data

Rz+1

Tz TzRz

+

Uz Dz

Uz+1 Dz+1

+ -

Tz+1 Tz+1

+ -

correlation extrapolation

Page 65: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

flow model

M= Multiple modelU = Receiver wavefield (up-going)

Mz

Mo

+

Uo Uo

Uz Uz

+ -

convolution extrapolation

*

*

Page 66: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

shot-record migration

Page 67: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

image-space multiple model

Page 68: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• Surface Related Multiple Extraction (SRME)

– mechanics

– classic shortfall

– addressing the problem through imaging

• shot-record imaging

• multiple modeling Maddog

• implications and status

Page 69: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

shot-record migration

Page 70: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

image-space multiple model

Page 71: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migration

Page 72: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migration after subtraction

Page 73: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

subtraction after migration

Page 74: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migration after subtraction

Page 75: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migration

Page 76: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

• Surface Related Multiple Extraction (SRME)

– mechanics

– classic shortfall

– addressing the problem through imaging

• shot-record imaging

• multiple modeling Maddog

• implications and status

Page 77: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

image space multiple modeling

• exact kinematics

– inexact dynamics requires adaptive subtraction

– 1-2 less dimensions makes subtraction less expensive

• velocity independent

• incremental expense (1.5x) to produce during shot-record migration

– direct extension to Common Image Gathers

– split-spread input data required

• less expensive than regularization + SRME + migration

Page 78: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

status

• documented 2- and 3-D programs running

• suite of 2-D synthetic tests

• single shot 3-D synthetic test

– comprehensive testing will require significant resources

Page 79: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

acknowledgements

Sverre Brandsberg-Dahl, Joe Dellinger, Valhall BU

Richard Clarke, John Etgen, Advanced Imaging Team

Phuong Vu, David Lewis, Keith Gray, Jerry Ehlers, Randy Selzer

Ken Matson, Gerchard Pfau

Page 80: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migrated conventional multiples

Page 81: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migrated image

Page 82: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

image-space multiple model

Page 83: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migrated conventional multiples

Page 84: Brad Artman undergraduate: Colorado School of Mines, Geophysical Engineer graduate: Stanford University, Ph.D. candidate work experience: –Western Atlas

migrated image