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Seismic deconvolution revisited with curvelet frames Hennenfent, Gilles; Herrmann, Felix J.; Neelamani, Ramesh
Abstract
We propose an efficient iterative curvelet-regularized deconvolution algorithm that exploits continuity along reflectors in seismic images. Curvelets are a new multiscale transform that provides sparse representations for images (such as seismic images) that comprise smooth objects separated by piece-wise smooth discontinuities. Our technique combines conjugate gradient-based convolution operator inversion with noise regularization that is performed using non-linear curvelet coefficient shrinkage (thresholding). The shrinkage operation leverages the sparsity of curvelets representations. Simulations demonstrate that our algorithm provides improved resolution compared to the traditional Wiener-based deconvolution approach.
Item Metadata
| Title |
Seismic deconvolution revisited with curvelet frames
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| Creator | |
| Contributor | |
| Publisher |
European Association of Geoscientists & Engineers
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| Date Issued |
2005
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| Description |
We propose an efficient iterative curvelet-regularized deconvolution algorithm that exploits continuity along reflectors in seismic images. Curvelets are a new multiscale transform that provides sparse representations for images (such as seismic images) that comprise smooth objects separated by piece-wise smooth discontinuities. Our technique combines conjugate gradient-based convolution operator inversion with noise regularization that is performed using non-linear curvelet coefficient shrinkage (thresholding). The shrinkage operation leverages the sparsity of curvelets representations. Simulations demonstrate that our algorithm provides improved resolution compared to the traditional Wiener-based deconvolution approach.
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| Extent |
532037 bytes
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| Subject | |
| Genre | |
| Type | |
| File Format |
application/pdf
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| Language |
eng
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| Date Available |
2008-02-28
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| Provider |
Vancouver : University of British Columbia Library
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| Rights |
All rights reserved
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| DOI |
10.14288/1.0107397
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| URI | |
| Affiliation | |
| Citation |
Hennenfent, Gilles, Herrmann, Felix J., Neelamani, Ramesh. 2005. Seismic deconvolution revisited with curvelet frames. EAGE 67th Conference & Exhibition Proceedings.
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| Peer Review Status |
Unreviewed
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| Scholarly Level |
Graduate; Faculty
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| Copyright Holder |
Herrmann, Felix J.
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| Aggregated Source Repository |
DSpace
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Rights
All rights reserved