Biblio

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Rafael Orozco, Ali Siahkoohi, Gabrio Rizzuti, Tristan van Leeuwen, and Felix J. Herrmann, Adjoint operators enable fast and amortized machine learning based Bayesian uncertainty quantification, in SPIE Medical Imaging Conference, 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.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Normalizing flows for regularization of 3D seismic inverse problems, ML4SEISMIC Partners Meeting. 2022.
Rafael Orozco, GENERATIVE MODELS FOR UNCERTAINTY QUANTIFICATION OF MEDICAL AND SEISMIC IMAGING, Georgia Institute of Technology, Atlanta, 2024.
Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Refining Amortized Posterior Approximations using Gradient-Based Summary Statistics, in 5th Symposium on Advances in Approximate Bayesian Inference, 2023.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Memory Efficient Invertible Neural Networks for 3D Photoacoustic Imaging, TR-CSE-2022-2, 2022.
Rafael Orozco, Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Neural wave-based imaging with amortized uncertainty quantification, in Inverse Problems: Modelling and Simulation, 2024.
Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Towards generative seismic kriging with normalizing flows, ML4SEISMIC Partners Meeting. 2023.
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.
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Sebastien Pacteau, Kronecker product optimization in SPOT, SINBAD Fall consortium talks. SINBAD, 2010.
J. Park, Grant Bruer, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, and Felix J. Herrmann, A reduced-order derivative-informed neural operator for subsurface fluid-flow. 2025.
J. Park, Huseyin Tuna Erdinc, Haoyun Li, Richard Rex, Chandramoorthy, N., and Felix J. Herrmann, Physical Bayesian Inference for Two-Phase Flow Problems, ML4SEISMIC Partners Meeting. 2024.
Bas Peters and Felix J. Herrmann, Single- and multi-parameter WRI –- synthetic examples, SINBAD Fall consortium talks. SINBAD, 2014.
Bas Peters and Felix J. Herrmann, Wavefield-reconstruction inversion, in Conference on Applied Inverse Problems, 2015.
Bas Peters, Chen Greif, and Felix J. Herrmann, Solving WRI’s data-augmented wave equation in 3D, SINBAD Spring consortium talks. SINBAD, 2015.
Bas Peters, Felix J. Herrmann, and Tristan van Leeuwen, Wave-equation based inversion with the penalty method: adjoint-state versus wavefield-reconstruction inversion, in EAGE Annual Conference Proceedings, 2014.
Bas Peters and Felix J. Herrmann, A numerical solver for least-squares sub-problems in 3D wavefield reconstruction inversion and related problem formulations, in SEG Technical Program Expanded Abstracts, 2019, pp. 1536-1540.
Bas Peters, Brendan R. Smithyman, and Felix J. Herrmann, Regularizing waveform inversion by projection onto intersections of convex sets, UBC, TR-EOAS-2015-4, 2015.
Bas Peters and Felix J. Herrmann, Constraints versus penalties for edge-preserving full-waveform inversion, The Leading Edge, vol. 36, pp. 94-100, 2017.
Bas Peters and Felix J. Herrmann, Quadratic-penalty based full-space methods for waveform inversion, SINBAD Fall consortium talks. SINBAD, 2014.
Bas Peters, Brendan R. Smithyman, and Felix J. Herrmann, Regularizing waveform inversion by projections onto convex sets, SINBAD Spring consortium talks. SINBAD, 2015.
Bas Peters and Felix J. Herrmann, A sparse reduced Hessian approximation for multi-parameter wavefield reconstruction inversion, in SEG Technical Program Expanded Abstracts, 2014, pp. 1206-1210.
Bas Peters and Felix J. Herrmann, Intersections and sums of sets for the regularization of inverse problems, in Canadian Mathematical Society Winter Meeting, 2018.
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.
Bas Peters and Felix J. Herrmann, Iterative solution strategy for least-squares problem with a PDE-block, SINBAD Fall consortium talks. SINBAD, 2014.

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