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2024
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.
2023
Haoyun Li, Ziyi Yin, Olav Møyner, and Felix J. Herrmann, “Maximizing CO2 injectivity within fracture pressure”, ML4SEISMIC Partners Meeting. 2023.
Thomas J. Grady II, Rishi Khan, Mathias Louboutin, Ziyi Yin, Philipp A. Witte, Ranveer Chandra, Russell J. Hewett, and Felix J. Herrmann, “Model-Parallel Fourier Neural Operators as Learned Surrogates for Large-Scale Parametric PDEs”, Computers & Geosciences, vol. 178, p. 105402, 2023.
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.
Ting-ying Yu, Abhinav Prakash Gahlot, Rafael Orozco, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, “Monitoring Subsurface CO2 Plumes with Sequential Bayesian Inference”, in International Meeting for Applied Geoscience and Energy, 2023.
2022
Felix J. Herrmann, “Meet our digital twin for geological carbon storage”, ML4SEISMIC Partners Meeting. 2022.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, “Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging”, TR-CSE-2022-2, 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.
Ting-ying Yu, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, “Monitoring with sequential Bayesian inference”, ML4SEISMIC Partners Meeting. 2022.
2021
Felix J. Herrmann, Mathias Louboutin, and Ali Siahkoohi, “ML@scale using randomized linear algebra”, in Microsoft, 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.
2017
Yiming Zhang, Curt Da Silva, Rajiv Kumar, and Felix J. Herrmann, “Massive 3D seismic data compression and inversion with hierarchical Tucker”, in SEG Technical Program Expanded Abstracts, 2017, pp. 1347-1352.
Yiming Zhang, Curt Da Silva, Rajiv Kumar, and Felix J. Herrmann, “Massive seismic data compression & recovery w/ on-the-fly data extraction”, SINBAD Fall consortium talks. SINBAD, 2017.
Rajiv Kumar, Marie Graff-Kray, Ivan Vasconcelos, and Felix J. Herrmann, “Multi-domain target-oriented imaging using extreme-scale matrix factorization”, SINBAD Fall consortium talks. SINBAD, 2017.
2016
Xiang Li, Ernie Esser, and Felix J. Herrmann, “Modified Gauss-Newton full-waveform inversion explained–-why sparsity-promoting updates do matter”, Geophysics, vol. 81, pp. R125-R138, 2016.
2015
Rajiv Kumar, Oscar Lopez, Ernie Esser, and Felix J. Herrmann, “Matrix completion on unstructured grids : 2-D seismic data regularization and interpolation”, in EAGE Annual Conference Proceedings, 2015.
Bas Peters, Felix J. Herrmann, and Chen Greif, “Matrix-free quadratic-penalty methods for PDE-constrained optimization”, in SIAM Conference on Computational Science and Engineering, 2015.
2014
Rajiv Kumar, Oscar Lopez, Ernie Esser, and Felix J. Herrmann, “Matrix completion on unstructured grids : 2-D seismic data regularization and interpolation”, UBC, TR-EOAS-2014-3, 2014.
Rafael Lago and Felix J. Herrmann, “Minimal-residual iterative methods for time-harmonic wave-equation”, SINBAD Fall consortium talks. SINBAD, 2014.
Tim T.Y. Lin and Felix J. Herrmann, “Mitigating data gaps in the estimation of primaries by sparse inversion without data reconstruction”, in SEG Technical Program Expanded Abstracts, 2014, pp. 4157-4161.
Tim T.Y. Lin and Felix J. Herrmann, “Multilevel acceleration strategy for REPSI”, SINBAD Spring consortium talks. SINBAD, 2014.
Tim T.Y. Lin and Felix J. Herrmann, “Multilevel acceleration strategy for the robust estimation of primaries by sparse inversion”, in EAGE Annual Conference Proceedings, 2014.
Bas Peters and Felix J. Herrmann, “Multi-parameter waveform inversion; exploiting the structure of penalty-methods”, SINBAD Spring consortium talks. SINBAD, 2014.
2013
Okan Akalin, Curt Da Silva, Rajiv Kumar, Ben Recht, and Felix J. Herrmann, “Matrix and tensor completion for large-scale seismic interpolation: a comparative study”, SINBAD Fall consortium talks. SINBAD, 2013.
Tristan van Leeuwen and Felix J. Herrmann, “Mitigating local minima in full-waveform inversion by expanding the search space”, Geophysical Journal International, vol. 195, pp. 661-667, 2013.

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