Biblio

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2026
Rafael Orozco, Ziyi Yin, Mathias Louboutin, Zeng, S., and Felix J. Herrmann, Amortized Full-Waveform Inference w/ Learned Summary Statistics, FWI Beyond Structure Interpretation — Benefits and Challenges, SEG workshop. 2026.
Abhinav Prakash Gahlot, Haoyun Li, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Context- and uncertainty-aware Digital Twin for the Optimization of Underground Storage Operations, in SIAM Geosciences Webinar Series, 2026.
Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Decision Making and Control with Digital Twins for Underground Energy Storage, in SIAM Conference on Uncertainty Quantification (UQ26), Minneapolis, MN, 2026.
Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, JUDIAgent: a scientific coding agent for JUDI workflows in wave-equation imaging. 2026.
Mathias Louboutin, Bhar, I., Huseyin Tuna Erdinc, and Felix J. Herrmann, Learned Multiphysics Inversion with Differentiable Programming & Machine Learning: An open-source path from wave physics to CO₂ digital twins, in EAGE Workshop: Open for Energy: Open Source, Open Data, Open Models, EAGE, Aberdeen, 2026.
Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Uncertainty-aware Digital Twins for Monitoring and Optimizing of Geological Carbon Storage, in Net-Zero Emissions: Critical Minerals, Hydrogen, Nuclear, Geothermal, Wind, CCUS, and AI, SEG Workshop, 2026.
Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Uncertainty-aware Digital Twins for Monitoring and Optimizing of Underground Energy Operations, in Landmark Innovation Forum & Expo 2026, LIFE2026, Orlando, FL, 2026.
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.
Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, CO2 Enhanced Oil Recovery Through Digital Shadow Modeling, in International Meeting for Applied Geoscience and Energy, 2025.
Abhinav Prakash Gahlot, Bhar, I., Haoyun Li, and Felix J. Herrmann, Context- and uncertainty-aware Digital Twins for Integrated Reservoir Management, in SEG/SPE 2nd Integrated Reservoir Characterization, Surveillance, and Management Workshop: Advances and Challenges, 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.
Haoyun Li, Abhinav Prakash Gahlot, Moyner, O., and Felix J. Herrmann, Digital Shadow for CO2-based Enhanced Oil Recovery (CO2-EOR), in ML4SEISMIC Partners Meeting, 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.
Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Optimizing CO2 Storage Monitoring with Enhanced Rock Physics Modeling and Optimal Pressure Control, in CCUS 2025 - Carbon Capture, Utilization, and Storage Conference, 2025.
S. Zeng, Abhinav Prakash Gahlot, Haoyun Li, and Felix J. Herrmann, Reconstructing reservoir states from multimodal data via score-based generative models, in ML4SEISMIC Partners Meeting, 2025.
Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, Risk-Aware Injectivity Control for Energy Storage, in ML4SEISMIC Partners Meeting, 2025.
S. Zeng, Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, Well2Flow: Reconstruction of reservoir states from sparse wells using score-based generative models, in International Meeting for Applied Geoscience and Energy, 2025.
2024
Ziyi Yin, Mathias Louboutin, Olav Møyner, and Felix J. Herrmann, Coupled Permeability Inversion from Time-Lapse Seismic Data, in Geophysical Research for Gigatonnes CO2 Storage, Colorado School of Mines, 2024.
Abhinav Prakash Gahlot, Haoyun Li, Ziyi Yin, Rafael Orozco, and Felix J. Herrmann, A Digital Twin for Geological Carbon Storage with Controlled Injectivity, in International Meeting for Applied Geoscience and Energy, 2024.
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.
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.
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, HCMF Seminar. 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, HCMF Seminar. 2024.

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