Biblio

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Filters: Author is Felix J. Herrmann and Keyword is Amortized Variational Inference  [Clear All Filters]
2025
Abhinav Prakash Gahlot, Rafael Orozco, and Felix J. Herrmann, Advancing Geological Carbon Storage Monitoring with 3D Digital Shadow Technology. 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.
Z. Deng, Abhinav Prakash Gahlot, Zeng, S., and Felix J. Herrmann, Bridging the Acoustic–Elastic Gap in Seismic Inversion via Robust Summary Statistics, in ML4SEISMIC Partners Meeting, 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.
Abhinav Prakash Gahlot and Felix J. Herrmann, Enhancing robustness of Digital Shadow for CO 2 Storage Monitoring with Augmented Rock Physics Modeling. 2025.
Abhinav Prakash Gahlot, Bhar, I., and Felix J. Herrmann, It's All in the Context: Sensitivity-Aware Digital Twins for Underground Storage, in SIAM Conference on Mathematical & Computational Issues in the Geosciences, Baton Rouge, 2025.
Abhinav Prakash Gahlot, Bhar, I., and Felix J. Herrmann, Mitigating Rock-Physics Model Misspecification in Digital Shadows via Amortized Bayesian Inference, in ML4SEISMIC Partners Meeting, 2025.
V. Henriksson, Abhinav Prakash Gahlot, and Felix J. Herrmann, Predicting Subsurface CO2 Saturation using Late Fusion of Seismic and Streaming Well Data, in ML4SEISMIC Partners Meeting, 2025.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Probabilistic Joint Recovery Method for CO2 Plume Monitoring. 2025.
Haoyun Li, Abhinav Prakash Gahlot, and Felix J. Herrmann, Risk-Aware Injectivity Control for Energy Storage, in ML4SEISMIC Partners Meeting, 2025.
Abhinav Prakash Gahlot, Huseyin Tuna Erdinc, and Felix J. Herrmann, Sensitivity-aware rock physics enhanced digital shadow for underground-energy storage monitoring, in International Meeting for Applied Geoscience and Energy, 2025.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Time-lapse full-waveform inversion with uncertainty quantification, in International Meeting for Applied Geoscience and Energy, 2025.
Z. Deng, Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, Time-lapse full-waveform inversion with uncertainty quantification, in ML4SEISMIC Partners Meeting, 2025.
Ziyi Yin, Rafael Orozco, and Felix J. Herrmann, WISER: multimodal variational inference for full-waveform inversion without dimensionality reduction, Geophysics, vol. 90, 2025.
2024
Rafael Orozco, Abhinav Prakash Gahlot, and Felix J. Herrmann, BEACON: Bayesian Experimental design Acceleration with Conditional Normalizing flows - a case study in optimal monitor well placement for CO2 sequestration, 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.
Yunlin Zeng, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Enhancing Full-Waveform Variational Inference through Stochastic Resampling and Data Augmentation, in International Meeting for Applied Geoscience and Energy, 2024.
Yunlin Zeng, Ziyi Yin, Rafael Orozco, Mathias Louboutin, and Felix J. Herrmann, Enhancing Full-Waveform Variational Inference through Stochastic Resampling, ML4SEISMIC Partners Meeting. 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.

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