Biblio

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Presentation
Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, WISE: Full-waveform Inference with Subsurface Extensions, ML4SEISMIC Partners Meeting. 2023.
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.
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.
Rafael Orozco, Mathias Louboutin, Peng Chen, and Felix J. Herrmann, Uncertainty quantification so what? Leveraging probabilistic seismic inversion for experimental design, ML4SEISMIC Partners Meeting. 2023.
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, Mathias Louboutin, and Felix J. Herrmann, Towards generative seismic kriging with normalizing flows, ML4SEISMIC Partners Meeting. 2023.
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.
Abhinav Prakash Gahlot, Mathias Louboutin, Ziyi Yin, and Felix J. Herrmann, Time-lapse seismic monitoring of geological carbon storage with the nonlinear joint recovery model, ML4SEISMIC Partners Meeting. 2023.
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.
Philipp A. Witte, Redwood – towards clusterless supercomputing in the cloud, ML4SEISMIC Partners Meeting. 2021.
Mathias Louboutin and Felix J. Herrmann, Randomized linear algebra for inversion, ML4SEISMIC Partners Meeting. 2021.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Normalizing flows for regularization of 3D seismic inverse problems, ML4SEISMIC Partners Meeting. 2022.
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.
Ting-ying Yu, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Monitoring with sequential Bayesian inference, ML4SEISMIC Partners Meeting. 2022.
Abhinav Prakash Gahlot, Ting-ying Yu, Rafael Orozco, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, Monitoring subsurface CO2 plumes with learned sequential Bayesian inference, ML4SEISMIC Partners Meeting. 2023.
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.
Mathias Louboutin, ML4Seismic open source software environment, ML4SEISMIC Partners Meeting. 2021.
Felix J. Herrmann, Meet our digital twin for geological carbon storage, ML4SEISMIC Partners Meeting. 2022.
Haoyun Li, Ziyi Yin, Olav Møyner, and Felix J. Herrmann, Maximizing CO2 injectivity within fracture pressure, ML4SEISMIC Partners Meeting. 2023.
Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, and Felix J. Herrmann, Low-cost uncertainty quantification for large-scale inverse problems, 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.
Richard Rex, Thomas J. Grady II, Rishi Khan, Ziyi Yin, and Felix J. Herrmann, Large-scale parametric PDE approximations with model-parallel Fourier neural operators, ML4SEISMIC Partners Meeting. 2023.
Felix J. Herrmann, Introduction to 2022 ML4SEISMIC Partners Meeting, ML4SEISMIC Partners Meeting. 2022.
Felix J. Herrmann, Introduction inaugural ML4Seismic Partners Meeting, 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.

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