Wave-equation tomography using image-space phase-encoded data

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Wave-equation tomography using image-space phase-encoded data. Claudio Guerra*, Yaxun Tang and Biondo Biondi. SEG Houston – 2009. Motivation. Velocity determination is a difficult task, especially in areas of complex geology. Motivation. - PowerPoint PPT Presentation

Transcript of Wave-equation tomography using image-space phase-encoded data

Wave-equation tomography using image-space

phase-encoded data

Claudio Guerra*, Yaxun Tang and Biondo Biondi

SEG Houston – 2009

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• Velocity determination is a difficult task, especially in areas of complex geology

Motivation

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• Velocity determination is a difficult task, especially in areas of complex geology

• Wave-equation tomography (WETom) is a robust method to estimate the slowness model– uses wavefields as carriers of information– insensitive to multi-pathing

Motivation

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• Velocity determination is a difficult task, especially in areas of complex geology

• Wave-equation tomography (WETom) is a robust method to estimate the slowness model– uses wavefields as carriers of information– insensitive to multi-pathing

– computationally expensive

Motivation

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• WETom can be accelerated by– solving in a target-oriented way

Motivation

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• WETom can be accelerated by– solving in a target-oriented way

– using generalized sources • Shen and Symes (2008) – image-space WETom• Vigh and Starr (2008) – data-space WETom

Motivation

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• Image-space generalized sources– The prestack exploding-reflector modeling (Biondi,

2006) synthesizes areal data from a prestack image obtained with wave-equation methods

Motivation

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• Image-space generalized sources– The prestack exploding-reflector modeling (Biondi,

2006) synthesizes areal data from a prestack image obtained with wave-equation methods

– Wavefields are upward propagated to the top of the target saving computer time

Motivation

? ? ?

z

x

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• Image-space generalized sources– The prestack exploding-reflector modeling (Biondi,

2006) synthesizes areal data from a prestack image obtained with wave-equation methods

– Wavefields are upward propagated to the top of the target saving computer time

– Additional savings when combining modeling experiments

Motivation

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z

x

z

Optimized

Background True x

Motivation – reduce costs in WETom

5% cost

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• Introduction• Prestack exploding-reflector modeling• Image-space phase-encoded wavefields

(ISPEW)

• Image-space WETom using ISPEW

• Numerical example

• Conclusions

Agenda

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• The exploding reflector assumes all energy focused at zero-subsurface offset

• Generalizes the exploding reflector concept

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Generalizes the exploding reflector concept• Uses a partially focused wave-equation prestack

image as initial condition

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Generalizes the exploding reflector concept• Uses a partially focused wave-equation prestack

image as initial condition• Models areal source and receiver wavefields

suitable for MVA

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• The exploding–reflector assumes zero–subsurface offset reflectivity– Slowness inaccuracy spreads energy to nonzero-offsets

• Generalizes the exploding reflector concept• Uses a partially focused wave-equation prestack

image as initial condition• Models areal source and receiver wavefields

suitable for MVA• Can be used in a target–oriented way since the

wavefields can be collected at any depth

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x h

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x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

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x h

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

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x h

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

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z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

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z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

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x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

angle

OriginalADCIG

PermADCIG

z

angle

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Combination of modeling experiments– reduces the data size

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Combination of modeling experiments– reduces the data size

– generates crosstalk

Prestack exploding–reflector modeling

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x

z

x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Prestack exploding–reflector modeling

z

x h x h

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Phase-encode the modeling experiments– reduces the data size

Image-space phase-encoded wavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Phase-encode the modeling experiments– reduces the data size

– attenuates crosstalk

Image-space phase-encoded wavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Phase-encode the modeling experiments– reduces the data size

– attenuates crosstalk

– keeps the kinematic information

Image-space phase-encoded wavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Phase-encode the modeling experiments– reduces the data size

– attenuates crosstalk

– keeps the kinematic information

– requires picking the prestack image

Image-space phase-encoded wavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Phase-encode the modeling experiments– reduces the data size

– attenuates crosstalk

– keeps the kinematic information

– requires picking the prestack image

– allows selecting key reflectors

Image-space phase-encoded wavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

Source wavefield

Receiver wavefield

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

Source wavefield initial condition

Receiver wavefield initial condition

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

z

x h

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

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x h

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

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x h

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

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x h

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

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x h

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

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Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase encoded wavefields

x

x

t

Source wavefield

Receiver wavefield

t

0

0

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

z

x h x h

No phase-encoding Random phase-encoding

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

DownwardPropagation

Adjoint imaging

Adjoint scattering

Backgroundwavefields

Perturbedwavefields

Slownessperturbation

Scattering

Imaging

Scatteredwavefields

Perturbedimage

Slownessperturbation

DownProp

Perturbedwavefields

Perturbedimage

UpProp

Scatteredwavefields

Forward

Adjoint

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Scattering

Imaging

Scatteredwavefields

Perturbedimage

Slownessperturbation

DownProp

Perturbedwavefields

Forward

Backgroundwavefields

DownwardPropagation

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Imaging

Scatteredwavefields

Perturbedimage

DownProp

Perturbedwavefields

Forward

Backgroundwavefields

DownwardPropagation

ScatteringSlowness

perturbation

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Imaging

Perturbedimage

Perturbedwavefields

Forward

Backgroundwavefields

DownwardPropagation

ScatteringSlowness

perturbation

Scatteredwavefields

DownProp

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Forward

Backgroundwavefields

DownwardPropagation

ScatteringSlowness

perturbation

Scatteredwavefields

DownProp

Imaging

Perturbedimage

Perturbedwavefields

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Adjoint imaging

Adjoint scattering

Perturbedwavefields

Slownessperturbation

Perturbedimage

UpProp

Scatteredwavefields

Adjoint

Backgroundwavefields

DownwardPropagation

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Adjoint scattering

Perturbedwavefields

Slownessperturbation

UpProp

Scatteredwavefields

Adjoint

Backgroundwavefields

DownwardPropagation

Adjoint imaging

Perturbedimage

z

x hz

x

z

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Adjoint scattering

Perturbedwavefields

Slownessperturbation

Adjoint

Backgroundwavefields

DownwardPropagation

Adjoint imaging

Perturbedimage

UpProp

Scatteredwavefields

z

x

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Perturbedwavefields

Adjoint

Backgroundwavefields

DownwardPropagation

Adjoint imaging

Perturbedimage

UpProp

Scatteredwavefields

Adjoint scattering

Slownessperturbation

z

x0.0

-0.02

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

DownwardPropagation

Adjoint imaging

Adjoint scattering

Backgroundwavefields

Perturbedwavefields

Slownessperturbation

Scattering

Imaging

Scatteredwavefields

Perturbedimage

Slownessperturbation

DownProp

Perturbedwavefields

Perturbedimage

UpProp

Scatteredwavefields

Adjoint

Forward

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom with ISPEW

Z

X X

Background image True slowness

401

sh

ot p

rofil

es

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Image-space WETom with ISPEW

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Background image Perturbed image Slowness perturbation

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ot p

rofil

es1

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ag

e-sp

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are

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• Solves for the slowness model that minimizes the nonlinear objective function

Image-space WETom – optimization

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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• Solves for the slowness model that minimizes the nonlinear objective function

• WEMVA (Sava, 2004 and Sava and Biondi, 2004)

• DSVA (Shen 2004 and Shen and Symes, 2008)

Image-space WETom – optimization

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom – optimization

Backgroundwavefields

Slownessperturbation

Perturbedimage

DownwardPropagation

Slownessupdate

Imaging

Focusingoperator

FocusedImage?

No

Yes

End

Backgroundimage

Adjoint

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

• Marmousi slowness model

True slowness Background slowness

z

x x0.66

0.22

slo

wn

ess(

s/km

)

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

1.2

1.0

0.8

z

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

• Marmousi slowness model

True slowness Background slowness

z

x x0.66

0.22

slo

wn

ess(

s/km

)

Slowness ratio

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Numerical example

• Two-way data 376 shots max.offset=6000m

• Background imageh

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

h

z

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• Image-space phase-encoded wavefields 12 reflectors

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

• Image-space phase-encoded wavefields 12 reflectors

h

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

• Marmousi slowness model

True slowness

z

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

x0.66

0.22

slo

wn

ess(

s/km

)

Optimized slowness

x

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Numerical example

• Marmousi slowness model

Smooth true slowness

z

x0.66

0.22

slo

wn

ess(

s/km

)

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

Optimized slowness

x

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Numerical example

• Marmousi slowness model

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example

z

x

x

Background

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

Optimized

z

Truex

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True

x Optimized

z

x

x

Background

Optimized

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True

Numerical example

z

xBackground

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

Truex

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Conclusions

• We extended the theory of image-space WETom to the generalized source domain

Introduction ISPEW WETom using ISPEW Example Conclusion

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Conclusions

• We extended the theory of image-space WETom to the generalized source domain

• ISPEW yields an accurate slowness model

Introduction ISPEW WETom using ISPEW Example Conclusion

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Conclusions

• We extended the theory of image-space WETom to the generalized source domain

• ISPEW yields reasonable slowness model

• ISPEW drastically decreases the cost of image-space WETom– Reducing data size

– A target-oriented strategy is easily incorporated

Introduction ISPEW WETom using ISPEW Example Conclusion

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• We would like to acknowledge the sponsors of

Acknowledgements

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Thanks

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Image-space phase-encoded wavefields

Introduction ISPEW WETom using ISPEW Example Conclusion

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Image-space phase-encoded wavefields

Introduction ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom – velocity optimization

Backgroundwavefields

Slownessperturbation

Perturbedimage

DownwardPropagation

Slownessupdate

Imaging

FocusedImage?

No

Yes

End

Backgroundimage

Adjoint

Focusingoperator

DSO:

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Image-space WETom – velocity optimization

Backgroundwavefields

Slownessperturbation

Perturbedimage

DownwardPropagation

Slownessupdate

Imaging

Focusingoperator

FocusedImage?

No

Yes

End

Backgroundimage

Adjoint

Introduction PERM ISPEW WETom using ISPEW Example Conclusion

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Numerical example – slowness perturbation

Introduction ISPEW WETom using ISPEW Example Conclusion

11 ISPEW

Fin

al g

rad

ien

t

z

x x

z

Init

ial g

rad

ien

t 8.0

0.0

70 ISPEW

8.0

0.0

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Numerical example – slowness perturbation

Introduction ISPEW WETom using ISPEW Example Conclusion

11 ISPEW 70 ISPEW

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Numerical example

• Image-space phase-encoded wavefields 12 reflectors

h

z

x

Introduction PERM ISPEW WETom using ISPEW Example Conclusion