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2023
Mathias Louboutin, Ziyi Yin, Rafael Orozco, Thomas J. Grady II, Ali Siahkoohi, Gabrio Rizzuti, Philipp A. Witte, Olav Møyner, Gerard J. Gorman, and Felix J. Herrmann, “Learned multiphysics inversion with differentiable programming and machine learning”, The Leading Edge, vol. 42, pp. 452-516, 2023.
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.
Ziyi Yin, Mathias Louboutin, Philipp A. Witte, Ali Siahkoohi, Gabrio Rizzuti, Rafael Orozco, Henryk Modzelewski, and Felix J. Herrmann, “Julia for Geoscience”, Transform. 2022.
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.
Philipp A. Witte, “Redwood – towards clusterless supercomputing in the cloud”, ML4SEISMIC Partners Meeting. 2021.
2017
Philipp A. Witte, Mathias Louboutin, and Felix J. Herrmann, “A large-scale framework in Julia for fast prototyping of seismic inversion algorithms”, SINBAD Fall consortium talks. SINBAD, 2017.
Mathias Louboutin, Michael Lange, Fabio Luporini, Navjot Kurjeka, Jan Hueckelheim, Gerard Gorman, Philipp A. Witte, and Felix J. Herrmann, “Latest developments in Devito”, SINBAD Fall consortium talks. SINBAD, 2017.
2016
Philipp A. Witte and Felix J. Herrmann, “A large-scale time-domain modeling and inversion workflow in Julia”, SINBAD Fall consortium talks. SINBAD, 2016.
Philipp A. Witte, Christiaan C. Stolk, and Felix J. Herrmann, “Phase velocity error minimizing scheme for the anisotropic pure P-wave equation”, SINBAD Fall consortium talks. SINBAD, 2016.
Philipp A. Witte and Felix J. Herrmann, “Time-domain least-squares RTM with sparsity promotion on field data”, SINBAD Fall consortium talks. SINBAD, 2016.
Mengmeng Yang, Philipp A. Witte, Zhilong Fang, and Felix J. Herrmann, “Time-domain sparsity-promoting least-squares migration with source estimation”, SINBAD Fall consortium talks. SINBAD, 2016.
2015
Philipp A. Witte and Felix J. Herrmann, “Anisotropic RTM applied to field data”, SINBAD Fall consortium talks. SINBAD, 2015.
Philipp A. Witte and Felix J. Herrmann, “Time-domain FWI in TTI media”, SINBAD Fall consortium talks. SINBAD, 2015.