Biblio

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Journal Article
Mathias Louboutin, Philipp A. Witte, Michael Lange, Navjot Kukreja, Fabio Luporini, Gerard Gorman, and Felix J. Herrmann, Full-Waveform Inversion - Part 2: adjoint modeling, The Leading Edge, vol. 37, pp. 69-72, 2018.
Philipp A. Witte, Mathias Louboutin, Keegan Lensink, Michael Lange, Navjot Kukreja, Fabio Luporini, Gerard Gorman, and Felix J. Herrmann, Full-Waveform Inversion - Part 3: optimization, The Leading Edge, vol. 37, pp. 142-145, 2018.
Philipp A. Witte, Mathias Louboutin, Navjot Kukreja, Fabio Luporini, Michael Lange, Gerard J. Gorman, and Felix J. Herrmann, A large-scale framework for symbolic implementations of seismic inversion algorithms in Julia, Geophysics, vol. 84, pp. F57-F71, 2019.
Peyman P. Moghaddam, Henk Keers, Felix J. Herrmann, and Wim A. Mulder, A new optimization approach for source-encoding full-waveform inversion, Geophysics, vol. 78, pp. R125-R132, 2013.
Aleksandr Y. Aravkin, Michael P. Friedlander, Felix J. Herrmann, and Tristan van Leeuwen, Robust inversion, dimensionality reduction, and randomized sampling, Mathematical Programming, vol. 134, pp. 101-125, 2012.
Tristan van Leeuwen, Aleksandr Y. Aravkin, and Felix J. Herrmann, Seismic waveform inversion by stochastic optimization, International Journal of Geophysics, vol. 2011, 2011.
Zhilong Fang, Rongrong Wang, and Felix J. Herrmann, Source estimation for wavefield-reconstruction inversion, Geophysics, vol. 83, pp. R345-R359, 2018.
Zhilong Fang, Curt Da Silva, Rachel Kuske, and Felix J. Herrmann, Uncertainty quantification for inverse problems with weak partial-differential-equation constraints, Geophysics, vol. 83, pp. R629-R647, 2018.
Mathias Louboutin and Felix J. Herrmann, Wave-based inversion at scale on GPUs with randomized trace estimation, Geophysical Prospecting, 2023.
Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, WISE: full-Waveform variational Inference via Subsurface Extensions, Geophysics, vol. 89, 2024.
Ziyi Yin, Rafael Orozco, and Felix J. Herrmann, WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction, Geophysics, vol. 90, 2025.
Presentation
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.
Abhinav Prakash Gahlot, Rafael Orozco, Haoyun Li, Huseyin Tuna Erdinc, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, Digital Twins in the era of generative AI - Application to Geological CO2 Storage, ICL Seminar. 2024.
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.
Yunlin Zeng, Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Enhancing Full-Waveform Variational Inference through Stochastic Resampling, ML4SEISMIC Partners Meeting. 2024.
Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Generative AI for full-waveform variational inference, Georgia Tech Geophysics Seminar. 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.
Rafael Orozco, Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Neural wave-based imaging with amortized uncertainty quantification, ICL Seminar. 2024.
Abhinav Prakash Gahlot and Felix J. Herrmann, Optimizing CO2 Storage Monitoring with Enhanced Rock Physics Modeling, ML4SEISMIC Partners Meeting. 2024.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Probabilistic Joint Recovery Method for CO2 plume monitoring, ML4SEISMIC Partners Meeting. 2024.
Mathias Louboutin and Felix J. Herrmann, Randomized linear algebra for inversion, ML4SEISMIC Partners Meeting. 2021.
Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, SAGE – Subsurface foundational model with AI-driven Geostatical Extraction, ML4SEISMIC Partners Meeting. 2024.
Grant Bruer, Abhinav Prakash Gahlot, Edmond Chow, and Felix J. Herrmann, Seismic monitoring of CO2 plume dynamics using ensemble Kalman filtering, ML4SEISMIC Partners Meeting. 2024.
I. Bhar, Abhinav Prakash Gahlot, and Felix J. Herrmann, Sensitivity of Horizontal shear waves on Geological Carbon Storage, ML4SEISMIC Partners Meeting. 2024.
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.

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