Biblio

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2024
Rafael Orozco, GENERATIVE MODELS FOR UNCERTAINTY QUANTIFICATION OF MEDICAL AND SEISMIC IMAGING, Georgia Institute of Technology, Atlanta, 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.
Rafael Orozco, Philipp A. Witte, Mathias Louboutin, Ali Siahkoohi, Gabrio Rizzuti, Bas Peters, and Felix J. Herrmann, InvertibleNetworks.jl: A Julia package for scalable normalizing flows, Journal of Open Source Software, vol. 9, 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, in Inverse Problems: Modelling and Simulation, 2024.
Rafael Orozco, Ziyi Yin, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, Neural wave-based imaging with amortized uncertainty quantification, ICL Seminar. 2024.
Rafael Orozco, Abhinav Prakash Gahlot, Peng Chen, Mathias Louboutin, and Felix J. Herrmann, Normalizing Flows for Bayesian Experimental Design in Imaging Applications, in EAGE Annual Conference Proceedings, 2024.
Rafael Orozco, Abhinav Prakash Gahlot, Peng Chen, Mathias Louboutin, and Felix J. Herrmann, Normalizing Flows for Bayesian Experimental Design in Imaging Applications, in SIAM Conference on Uncertainty Quantification, 2024.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Probabilistic Joint Recovery Method for CO2 plume monitoring, ML4SEISMIC Partners Meeting. 2024.
Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, SAGE – Subsurface foundational model with AI-driven Geostatical Extraction, ML4SEISMIC Partners Meeting. 2024.
Abhinav Prakash Gahlot, Rafael Orozco, Haoyun Li, Grant Bruer, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, An Uncertainty-Aware Digital Twin for Geological Carbon Storage, in SIAM Conference on Uncertainty Quantification, 2024.
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, Mathias Louboutin, and Felix J. Herrmann, WISER: full-Waveform variational Inference via Subsurface Extensions with Refinements, in International Meeting for Applied Geoscience and Energy, 2024.
2025
Abhinav Prakash Gahlot, Rafael Orozco, and Felix J. Herrmann, Advancing Geological Carbon Storage Monitoring with 3D Digital Shadow Technology. 2025.
Rafael Orozco, Ziyi Yin, Zeng, S., and Felix J. Herrmann, Amortized Full-Waveform Inference w/ Learned Summary Statistics, in Reduced Order and Surrogate Modeling for Digital Twins, IMSI, Chicago, 2025.
Rafael Orozco, Ali Siahkoohi, Mathias Louboutin, and Felix J. Herrmann, ASPIRE: Iterative Amortized Posterior Inference for Bayesian Inverse Problems, Inverse Problems, vol. 41, 2025.
S. Zeng, Rafael Orozco, Yunlin Zeng, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, and Felix J. Herrmann, Attention Please: Getting the Most from CIGs with Learned Summary Statistics, in International Meeting for Applied Geoscience and Energy, 2025.
Yunlin Zeng, Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, Background-Conditioned Diffusion Inversion for Seismic Velocity Models, in ML4SEISMIC Partners Meeting, 2025.
Abhinav Prakash Gahlot, Haoyun Li, Bhar, I., Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Context-aware Digital Twin for Underground Storage, in Artificial Intelligence and Digital Twins for Earth Systems 2025, Austin, TX, 2025.
Abhinav Prakash Gahlot, Haoyun Li, Bhar, I., Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Context-Aware Digital Twin for Underground Storage Operations and Decision Making, in Data Assimilation and Inverse Problems for Digital Twins Workshop 205, IMSI, Chicago, 2025.
Yunlin Zeng, Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, Full-waveform variational inference with common-image gathers, in International Meeting for Applied Geoscience and Energy, 2025.
Rafael Orozco, Huseyin Tuna Erdinc, Mathias Louboutin, and Felix J. Herrmann, Industry-Scale Uncertainty-Aware Full Waveform Inference with Generative Models, in SIAM Conference on Computational Science and Engineering (CSE25), 2025.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Probabilistic Joint Recovery Method for CO2 Plume Monitoring. 2025.
Felix J. Herrmann, Abhinav Prakash Gahlot, Rafael Orozco, Ziyi Yin, and Grant Bruer, Robust Digital Twin for Geological Carbon Storage, in SIAM Conference on Computational Science and Engineering (CSE25), 2025.
Huseyin Tuna Erdinc, Bhar, I., Souza, T., Rafael Orozco, and Felix J. Herrmann, SAGE - Subsurface modeling with AI-driven Geostatistical Extraction and evaluation on North Sea Data, in ML4SEISMIC Partners Meeting, 2025.

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