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Ali Siahkoohi
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Journal Article

Learned multiphysics inversion with differentiable programming and machine learning

Mathias Louboutin, Ziyi Yin, Rafael Orozco, Thomas J. Grady, II, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, Felix J. Herrmann
Journal: The Leading Edge
Published: 01 July 2023
The Leading Edge (2023) 42 (7): 474–486.
DOI: https://doi.org/10.1190/tle42070474.1
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Journal Article

Optimized time-lapse acquisition design via spectral gap ratio minimization

Yijun Zhang, Ziyi Yin, Oscar López, Ali Siahkoohi, Mathias Louboutin, Rajiv Kumar, Felix J. Herrmann
Journal: Geophysics
Published: 20 June 2023
Geophysics (2023) 88 (4): A19–A23.
DOI: https://doi.org/10.1190/geo2023-0024.1
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Journal Article

Reliable amortized variational inference with physics-based latent distribution correction

Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Felix J. Herrmann
Journal: Geophysics
Published: 13 April 2023
Geophysics (2023) 88 (3): R297–R322.
DOI: https://doi.org/10.1190/geo2022-0472.1
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Journal Article

Deep Bayesian inference for seismic imaging with tasks

Ali Siahkoohi, Gabrio Rizzuti, Felix J. Herrmann
Journal: Geophysics
Published: 25 August 2022
Geophysics (2022) 87 (5): S281–S302.
DOI: https://doi.org/10.1190/geo2021-0666.1
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Journal Article

The importance of transfer learning in seismic modeling and imaging

Ali Siahkoohi, Mathias Louboutin, Felix J. Herrmann
Journal: Geophysics
Published: 09 October 2019
Geophysics (2019) 84 (6): A47–A52.
DOI: https://doi.org/10.1190/geo2019-0056.1
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