Biblio

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2022
Rafael Orozco, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Adjoint operators as summary functions in amortized Bayesian inference frameworks, ML4SEISMIC Partners Meeting. 2022.
Ali Siahkoohi, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, Amortized velocity continuation with Fourier neural operators, ML4SEISMIC Partners Meeting. 2022.
Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, De-risking GCS projects with explainable CO$_2$ leakage detection in time-lapse seismic images, ML4SEISMIC Partners Meeting. 2022.
Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, and Felix J. Herrmann, Effective scaling of numerical surrogates via domain-decomposed Fourier neural operators, ML4SEISMIC Partners Meeting. 2022.
Felix J. Herrmann, Introduction to 2022 ML4SEISMIC Partners Meeting, ML4SEISMIC Partners Meeting. 2022.
Mathias Louboutin, Kartha, Y., Rafael Orozco, and Felix J. Herrmann, Learned extensions for wave-based simulation and inversion, ML4SEISMIC Partners Meeting. 2022.
Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, and Felix J. Herrmann, Low-cost uncertainty quantification for large-scale inverse problems, ML4SEISMIC Partners Meeting. 2022.
Felix J. Herrmann, Meet our digital twin for geological carbon storage, ML4SEISMIC Partners Meeting. 2022.
Mathias Louboutin, Ziyi Yin, Rafael Orozco, Thomas J. Grady II, and Felix J. Herrmann, ML4Seismic open-source software: updates and developments, ML4SEISMIC Partners Meeting. 2022.
T. -ying Yu, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Monitoring with sequential Bayesian inference, ML4SEISMIC Partners Meeting. 2022.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Normalizing flows for regularization of 3D seismic inverse problems, ML4SEISMIC Partners Meeting. 2022.
Ziyi Yin, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, and Felix J. Herrmann, Simulation-based framework for geological carbon storage monitoring, ML4SEISMIC Partners Meeting. 2022.
Yijun Zhang, Mathias Louboutin, Ali Siahkoohi, Ziyi Yin, Rajiv Kumar, Oscar Lopez, and Felix J. Herrmann, Time-lapse seismic survey design by maximizing the spectral gap, ML4SEISMIC Partners Meeting. 2022.
Ziyi Yin, Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Uncertainty-aware time-lapse CO$_2$ monitoring with learned end-to-end inversion, ML4SEISMIC Partners Meeting. 2022.
2021
Thomas J. Grady II, Rishi Khan, and Felix J. Herrmann, Distributed Fourier Neural Operators, ML4SEISMIC Partners Meeting. 2021.
Gabrio Rizzuti, Mathias Louboutin, Rongrong Wang, and Felix J. Herrmann, A dual formulation of wavefield reconstruction inversion for large-scale seismic inversion, ML4SEISMIC Partners Meeting. 2021.
Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, Improved seismic monitoring of CO2 sequestration with the weighted joint recovery model, ML4SEISMIC Partners Meeting. 2021.
Yijun Zhang and Felix J. Herrmann, Improved seismic survey design by maximizing the spectral gap with global optimization, ML4SEISMIC Partners Meeting. 2021.
Felix J. Herrmann, Introduction inaugural ML4Seismic Partners Meeting, ML4SEISMIC Partners Meeting. 2021.
Mathias Louboutin, ML4Seismic open source software environment, ML4SEISMIC Partners Meeting. 2021.
Ali Siahkoohi, Rafael Orozco, Gabrio Rizzuti, Philipp A. Witte, Mathias Louboutin, and Felix J. Herrmann, Multifidelity conditional normalizing flows for physics-guided Bayesian inference, ML4SEISMIC Partners Meeting. 2021.
Mathias Louboutin and Felix J. Herrmann, Randomized linear algebra for inversion, ML4SEISMIC Partners Meeting. 2021.
Philipp A. Witte, Redwood – towards clusterless supercomputing in the cloud, ML4SEISMIC Partners Meeting. 2021.
Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Uncertainty quantification in imaging and automatic horizon tracking—a Bayesian deep-prior based approach, ML4SEISMIC Partners Meeting. 2021.
Rafael Orozco, Ali Siahkoohi, Gabrio Rizzuti, and Felix J. Herrmann, Variational inference for artifact removal of adjoint solutions in photoacoustic problems, ML4SEISMIC Partners Meeting. 2021.