Biblio

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Presentation
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.
Grant Bruer, Felix J. Herrmann, and Edmond Chow, CO2 reservoir monitoring through Bayesian data assimilation, ML4SEISMIC Partners Meeting. 2023.
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.
Abhinav Prakash Gahlot, Haoyun Li, Ziyi Yin, Rafael Orozco, and Felix J. Herrmann, A Digital Twin for Geological Carbon Storage with Controlled Injectivity, ML4SEISMIC Partners Meeting. 2024.
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.
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.
Ziyi Yin, Mathias Louboutin, Olav Møyner, and Felix J. Herrmann, End-to-end permeability inversion from prestack time-lapse seismic data: a case study on Compass model, ML4SEISMIC Partners Meeting. 2023.
S. Zeng, Huseyin Tuna Erdinc, Ziyi Yin, Abhinav Prakash Gahlot, and Felix J. Herrmann, Enhancing Performance with Uncertainty Estimation in Geological Carbon Storage Leakage Detection from Time-Lapse Seismic Data, ML4SEISMIC Partners Meeting. 2024.
Richard Rex, Yunlin Zeng, Ziyi Yin, Rafael Orozco, and Felix J. Herrmann, FNO-charged ASPIRE, ML4SEISMIC Partners Meeting. 2024.
S. Zeng, Rafael Orozco, Huseyin Tuna Erdinc, and Felix J. Herrmann, Image Impeccable Challenge: An Effective Machine Learning Denoising Method for 3D Seismic Volumes, ML4SEISMIC Partners Meeting. 2024.
Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, and Felix J. Herrmann, Improved automatic seismic CO2 leakage detection via dataset augmentation, ML4SEISMIC Partners Meeting. 2023.
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.
Felix J. Herrmann, Introduction to 2022 ML4SEISMIC Partners Meeting, 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.
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.
Rafael Orozco, Huseyin Tuna Erdinc, Souza, T., Yunlin Zeng, Ziyi Yin, and Felix J. Herrmann, Machine-learning enabled velocity-model building with uncertainty quantification, ML4SEISMIC Partners Meeting. 2024.
Haoyun Li, Ziyi Yin, Olav Møyner, and Felix J. Herrmann, Maximizing CO2 injectivity within fracture pressure, ML4SEISMIC Partners Meeting. 2023.
Felix J. Herrmann, Meet our digital twin for geological carbon storage, ML4SEISMIC Partners Meeting. 2022.
Mathias Louboutin, ML4Seismic open source software environment, ML4SEISMIC Partners Meeting. 2021.
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.

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