Biblio

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Conference
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.
Ali Siahkoohi, Thomas J. Grady II, Abhinav Prakash Gahlot, Huseyin Tuna Erdinc, and Felix J. Herrmann, Capturing velocity-model uncertainty and two-phase flow with Fourier Neural Operators, in EAGE Annual Conference Proceedings, 2022, p. AI in Geoscience and Geophysics: Current Trends and Future Prospects (Dedicated Session).
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.
Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, De-risking Carbon Capture and Sequestration with Explainable CO$_2$ Leakage Detection in Time-lapse Seismic Monitoring Images, in AAAI 2022 Fall Symposium: The Role of AI in Responding to Climate Challenges, 2022.
Felix J. Herrmann, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Ziyi Yin, and Mathias Louboutin, Derisking geological storage with simulation-based seismic monitoring design and machine learning, in Carbon, Capture, Utilization, and Storage, 2023.
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, in ICON Seminar in IoT, 2024.
Abhinav Prakash Gahlot, Rafael Orozco, Haoyun Li, Huseyin Tuna Erdinc, Ziyi Yin, Mathias Louboutin, and Felix J. Herrmann, DT4GCS — Digital Twin for Geological CO2 Storage and Control, in Geophysical Research for Gigatonnes CO2 Storage, Colorado School of Mines, 2024.
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.
Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, Mathias Louboutin, and Felix J. Herrmann, Enhancing CO2 Leakage Detectability via Dataset Augmentation, in International Meeting for Applied Geoscience and Energy, 2023.
J. Park, Grant Bruer, Huseyin Tuna Erdinc, Arockiasamy, R. Rex, Chandramoorthy, N., and Felix J. Herrmann, Fisher-Informed Training of Neural Operators for Reliable PDE Inversion, in ML4SEISMIC Partners Meeting, 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.
Huseyin Tuna Erdinc, Rafael Orozco, and Felix J. Herrmann, Generative Geostatistical Modeling from Incomplete Well and Imaged Seismic Observations, in International Meeting for Applied Geoscience and Energy, 2024.
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, Huseyin Tuna Erdinc, Rafael Orozco, Ziyi Yin, and Felix J. Herrmann, Inference of CO2 flow patterns – a feasibility study, in Neural Information Processing Systems (NeurIPS), 2023.
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.
J. Park, Grant Bruer, Huseyin Tuna Erdinc, Abhinav Prakash Gahlot, and Felix J. Herrmann, A reduced-order derivative-informed neural operator for subsurface fluid-flow, in International Meeting for Applied Geoscience and Energy, 2025.
Huseyin Tuna Erdinc, Souza, T., and Felix J. Herrmann, SAGE — Subsurface foundational model with AI-driven Geostatistical Extraction, in EAGE Workshop, 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.
I. Bhar, Huseyin Tuna Erdinc, Souza, T., Rafael Orozco, and Felix J. Herrmann, Seismic Dataset Curation from UK National Data Repository to Validate SAGE and WISE, 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.
Huseyin Tuna Erdinc, Souza, T., Zeng, S., Rafael Orozco, and Felix J. Herrmann, Towards foundation models for subsurface priors and posteriors, in Workshop on Scientific Machine Learning 2025, Austin, TX, 2025.

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