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Improve Migration Image Improve Migration Image Quality by 3-D Migration Quality by 3-D Migration Deconvolution Deconvolution Jianhua Yu, Gerard T. Schuster Jianhua Yu, Gerard T. Schuster University of Utah University of Utah

Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

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Page 1: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Improve Migration Image Quality Improve Migration Image Quality by 3-D Migration Deconvolutionby 3-D Migration Deconvolution

Jianhua Yu, Gerard T. Schuster Jianhua Yu, Gerard T. Schuster

University of Utah University of Utah

Page 2: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution

Examples

Conclusions

Implementation of MD

Page 3: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Migration noise and artifacts

Seismic Migration NoiseSeismic Migration Noise0.5

3.5

Dep

th (

km

)

Footprint

Weak illumination

Page 4: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Limit recording aperture

What Affects Seismic Migration Quality What Affects Seismic Migration Quality

Irregular acquisition geometry

Incorrect velocity

High order phenomenon: anisotropy, attenuation etc.

Bandlimited wavelet

Page 5: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Noise and artifacts

Migration Image suffers fromMigration Image suffers from

Poor spatial resolution

Non-uniform illumination

Page 6: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Objective :

Develop 3-D migration deconvolution

Limit recording aperture

Irregular acquisition geometry

to deblur the influence of

Page 7: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Objective :

Improving spatial resolution

Enhancing illumination

Suppressing migration noise and artifacts

Page 8: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples

Conclusions

Implementation of MD

Page 9: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

mm = = G dG dTT butbut dd = G = G RRMigrated Section Data

G RG R

mm = = PSF(R)PSF(R) Migration image = Blurred image of Migration image = Blurred image of

true reflectivity modeltrue reflectivity model

Migration operator

Migration Deconvolution TheoryMigration Deconvolution Theory

Page 10: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

mRG GT

Migration imageReflectivity

Migration Green’s function

Migration Deconvolution TheoryMigration Deconvolution Theory

Page 11: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

mRG GT

G GT -1

][ G GT -1

][

11

Migration Deconvolution TheoryMigration Deconvolution Theory

Page 12: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

mR

G GT -1

][

1

Migration Deconvolution TheoryMigration Deconvolution Theory

sgsoogsgomig rdrdrrGrrGrrGrrGrr

)()()()()( **Migration Green’s functionMigration Green’s function

(Schuster et al., 2000)(Schuster et al., 2000)

Page 13: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

ooomig rdrRrrrm

)()()(

sgsoogsgomig rdrdrrGrrGrrGrrGrr

)()()()()( **

Migration Deconvolution TheoryMigration Deconvolution Theory

Page 14: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Lateral shift invariant migration Green’s functionLateral shift invariant migration Green’s function

Reduction of MD cost

),( pp yx --- --- Reference position of migration Green’s functionReference position of migration Green’s function

),,,,( oppoomig zyxzyyxx

oooooo dzdydxzyxR ),,(

)(rm

In wavenumber-space domain:

Rm

Page 15: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples

Conclusions

Implementation of MD

Page 16: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

MD Implementation Steps:MD Implementation Steps:

Step 1: Prepare traveltime table

Velocity cube

Acquisition geometry information

Step 2: Calculate the migration Green’s function at the depth Zi ),,,,( ippj zyxzyx

Page 17: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Step 3: Obtain MD image at the depth Zi by solving following equation

Rm

MD Implementation Steps:MD Implementation Steps:

Step 4: Repeat Steps 2-3 until the maximum depth is finished

Page 18: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples: Synthetic data

Conclusions

Implementation of MD

Page 19: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Recording Geometry

: Sources : Sources : Receivers: Receivers

Page 20: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

0

3 X (km)03

Y (km)0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

MIG MD

Z=1 km

Z=3 km

Z=5 km

Depth Slices

Page 21: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

0

3 X (km)03

Y (km)0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

0

3 X (km)03

Y (km)

MIG MD

Z=7 km

Z=9 km

Z=10 km

Depth Slices

Page 22: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

00

2.5 km2.5 km

00

Meandering Stream Model

2.5 km2.5 km

5 x 1 Sources; 11 x 7 Receivers5 x 1 Sources; 11 x 7 Receivers

3.5

km

Page 23: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

MigMig

MDMD

ModelModel

0 Y (km)

X (km

)

2.5

0

2.5

Z=3.5 KM

Page 24: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

VSP Geometry: source 21 x 21; geophone: 12

Depth=1.75 kmMigration MD

Page 25: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

GOM Velocity Model X (km)

Dep

th (

km

)

12

0

2 10

Page 26: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

X (km)

Dep

th (

km

)

10

8

4 10 X (km)4 10

Migration Migration+MD

Page 27: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

X (km)

Dep

th (

km

)

10

8.5

4 10 X (km)4 10

Migration Migration+MD

Page 28: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

00

12.2 km12.2 km

00

3-D SEG/EAGE Salt Model

12.2 km12.2 km

9 x 5 Sources; 9 x 5 Sources; dxshot=dyshot=1 km

201 x 201 Receivers201 x 201 Receivers

Imaging: dx=dy=20 m

Page 29: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

3-D SEG/EAGE Salt Model

X (km)Y (km)

Y=7.12 km

Page 30: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Mig z = 1.4 km MDX (km)

3

10

Y (

km

)

5 9.8 5 9.8X (km)

Page 31: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Mig (z=1.2 km)X (km)

3

10

Y (

km

)

5 9.8 5 9.8X (km)

MD (z=1.2 km)

Page 32: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

X (km)0 203

10

Dep

th (

km

)Sigsbee2B Model

Page 33: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

X (km)0 202.5

10

Dep

th (

km

)

Mig

Page 34: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

X (km)0 202.5

10

Dep

th (

km

)

MD

Page 35: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

5

10

Dep

th (

km

)Mig.

MD

Page 36: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples: 2-D field data

Conclusions

Implementation of MD

Page 37: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

PS PSTM Image ( by Unocal)PS PSTM Image ( by Unocal)

0 6X (km)

0

8

Tim

e (s

)

Page 38: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

0 6X (km)

0

8

Tim

e (s

)

MDMDPSTM(courtesy of Unocal)PSTM(courtesy of Unocal) PSTMDPSTMD

Page 39: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

0 6X (km)

3

8

Tim

e (s

)

MDMDPSTM(courtesy of Unocal) PSTMD

Page 40: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

MD

Tim

e (s

)Mig (courtesy of Aramco)

Page 41: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Tim

e (s

)Mig (Courtesy of Aramco) MD

Page 42: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Mig (Courtesy of Aramco) MD

Page 43: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples: 3-D field data

Conclusions

Implementation of MD

Page 44: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

1.6 s1.6 s

Inline

Cro

sslin

e3D PSTM (courtesy of Unocal) MD

Page 45: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

2.0 s2.0 s

Cro

ssli

ne

3D PSTM (courtesy of Unocal) MD

Page 46: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

3.0

Mig in Inline (Courtesy of Unocal) MDT

imes

(s)

1.2

Page 47: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Mig (Courtesy of Unocal) MDInline Number1 90 1 90

1

300

Cro

sslin

e N

um

ber

Inline Number

(2 kft)

Page 48: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

(3.6 kft)

Inline Number1 90 1 901

265

Cro

sslin

e N

um

ber

Inline Number

Mig MD

Page 49: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Inline Number1 901.1

7.0

Dep

th (

kft

)

90 Inline Number1

(Crossline=50)

Mig (courtesy of Unocal) MD

Page 50: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

(crossline 200)

1 90 1 901.1

8.0

Dep

th (

kft

)Mig (courtesy of Unocal) MD

Inline Number Inline Number

Page 51: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

Motivation

OutlineOutline

Migration Deconvolution (MD)

Examples

Conclusions

Implementation of MD

Page 52: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

ConclusionsConclusions

Suppress migration noise

Improve spatial resolution

MD cost is related to acquisition geometry

V(z) assumption for moderately complex models

Page 53: Improve Migration Image Quality by 3-D Migration Deconvolution Jianhua Yu, Gerard T. Schuster University of Utah

AcknowledgementsAcknowledgements

UTAM Sponsors

SMAART Joint Venture

Aramco,Aramco, BP and Unocal