Biblio

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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, GENERATIVE MODELS FOR UNCERTAINTY QUANTIFICATION OF MEDICAL AND SEISMIC IMAGING, Georgia Institute of Technology, Atlanta, 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.
Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, SAGE – Subsurface foundational model with AI-driven Geostatical Extraction, ML4SEISMIC Partners Meeting. 2024.
Ziyi Yin, Solving geophysical inverse problems with scientific machine learning, Georgia Institute of Technology, Atlanta, 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.
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.
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.
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.
E. Cirakman, Huseyin Tuna Erdinc, and Felix J. Herrmann, Efficient and scalable posterior surrogate for seismic inversion via wavelet score-based generative models, in International Meeting for Applied Geoscience and Energy, 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.
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.
E. Cirakman, Huseyin Tuna Erdinc, and Felix J. Herrmann, Multiscale Wavelet Score-based Posterior Approximations for Seismic Inversion, in ML4SEISMIC Partners Meeting, 2025.
Huseyin Tuna Erdinc, Yunlin Zeng, Abhinav Prakash Gahlot, and Felix J. Herrmann, Power-scaled Bayesian inference for velocity-model estimation, in ML4SEISMIC Partners Meeting, 2025.
Huseyin Tuna Erdinc, Yunlin Zeng, Abhinav Prakash Gahlot, and Felix J. Herrmann, Power-scaled Bayesian inference with score-based generative models, in International Meeting for Applied Geoscience and Energy, 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.

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