Foundation models for Full-Waveform Inference with Uncertainty Quatification
1st AIHPG - Artificial Intelligence & High-Performance Geophysics Workshop, Natal, Brazil, May 2026
Presentations
Conference talks, seminars, and tutorials. Papers and proceedings are listed under publications.
2026
Context- and uncertainty-aware Digital Twin for the Optimization of Underground Storage Operations
SIAM Geosciences Webinar Series, May 2026
Amortized Full-Waveform Inference with Learned Summary Statistics
FWI Beyond Structure Interpretation — Benefits and Challenges, SEG workshop, Feb 2026
2025
Amortized Full-Waveform Inference with Learned Summary Statistics
Reduced Order and Surrogate Modeling for Digital Twins, IMSI, Chicago, Nov 2025
Context-Aware Digital Twin for Underground Storage Operations and Decision Making
Data Assimilation and Inverse Problems for Digital Twins Workshop 2025, Oct 2025
Context-aware Digital Twin for Underground Storage
Artificial Intelligence and Digital Twins for Earth Systems 2025, Sep 2025
Robust Digital Twin for Geological Carbon Storage
SIAM Conference on Computational Science and Engineering 2025, Mar 2025
2024
Bayesian inference of airborne electromagnetic data based on normalizing flows
American Geophysical Union Annual Meeting, Dec 2024
A Digital Twin for Geological Carbon Storage with Controlled Injectivity
ML4Seismic Partners Meeting 2024, Nov 2024
Enhancing Performance with Uncertainty Estimation in Geological Carbon Storage Leakage Detection from Time-Lapse Seismic Data
ML4Seismic Partners Meeting 2024, Nov 2024
FNO-charged ASPIRE
ML4Seismic Partners Meeting 2024, Nov 2024
Digital Twins in the Era of Generative AI: Application to Geological CO2 Storage
ICON Seminar in IoT, Oct 2024
WISER: full-Waveform variational Inference via Subsurface Extensions with Refinements
International Meeting for Applied Geoscience & Energy, Aug 2024
A Digital Twin for Geological Carbon Storage with Controlled Injectivity
International Meeting for Applied Geoscience & Energy, Aug 2024
doi: 10.48550/arXiv.2403.19819Enhancing Full-Waveform Variational Inference through Stochastic Resampling and Data Augmentation
International Meeting for Applied Geoscience & Energy, Aug 2024
Velocity Continuation for Common Image Gathers with Fourier Neural Operators
International Meeting for Applied Geoscience & Energy, Aug 2024
Coupled Permeability Inversion from Time-Lapse Seismic Data
Geophysical Research for Gigatonnes CO2 Storage workshop 2024, Jul 2024
DT4GCS –- Digital Twin for Geological CO2 Storage and Control
Geophysical Research for Gigatonnes CO2 Storage workshop 2024, Jul 2024
Digital Twins in the era of generative AI - Application to Geological CO2 Storage
Imperial College London Seminar, Jun 2024
Neural wave-based imaging with amortized uncertainty quantification
Imperial College London Seminar, Jun 2024
Neural wave-based imaging with amortized uncertainty quantification
Inverse Problems: Modelling and Simulation, May 2024
An Uncertainty-Aware Digital Twin for Geological Carbon Storage
SIAM Conference on Uncertainty Quantification 2024, March 2024
Digital Twins in the Era of Generative AI: Application to Geological CO2 Storage
Halliburotn HCMF Seminar, Feb 2024
Generative AI for full-waveform variational inference
Georgia Tech Spring 2024 Solid Earth Seminar, Jan 2024
2023
WISE: Full-waveform Inference with Subsurface Extensions
ML4Seismic Partners Meeting 2023, Nov 2023
End-to-end permeability inversion from prestack time-lapse seismic data: a case study on Compass model
ML4Seismic Partners Meeting 2023, Nov 2023
Monitoring subsurface CO2 plumes with learned sequential Bayesian inference
ML4Seismic Partners Meeting 2023, Nov 2023
Large-scale parametric PDE approximations with model-parallel Fourier neural operators
ML4Seismic Partners Meeting 2023, Nov 2023
Time-lapse seismic monitoring of geological carbon storage with the nonlinear joint recovery model
ML4Seismic Partners Meeting 2023, Nov 2023
Maximizing CO2 injectivity within fracture pressure
ML4Seismic Partners Meeting 2023, Nov 2023
Solving PDE-based inverse problems with learned surrogates and constraints
HOTCSE Seminar, Nov 2023
Introduction to Seismic Laboratory for Imaging and Modeling
CSE Student Recruiting Event 2023, Nov 2023
Coupled physics inversion for geological carbon storage monitoring
International Meeting for Applied Geoscience & Energy, Aug 2023
Monitoring subsurface CO2 plumes with sequential Bayesian inference
International Meeting for Applied Geoscience & Energy, Aug 2023
Uncertainty-aware time-lapse monitoring of geological carbon storage with learned surrogates
Engineering Mechanics Institute Conference 2023, June 2023
Derisking geological storage with simulation-based seismic monitoring design and machine learning
Carbon, Capture, Utilization, and Storage (CCUS) 2023, April 2023
The Next Step: Interoperable Domain-Specific Programming
SIAM Conference on Computational Science and Engineering 2023, Feb 2023
2022
Uncertainty-aware time-lapse CO2 monitoring with learned end-to-end inversion
ML4Seismic Partners Meeting 2022, Nov 2022
Simulation-based framework for geological carbon storage monitoring
ML4Seismic Partners Meeting 2022, Nov 2022
Amortized velocity continuation with Fourier neural operators
ML4Seismic Partners Meeting 2022, Nov 2022
Time-lapse seismic survey design by maximizing the spectral gap
ML4Seismic Partners Meeting 2022, Nov 2022
Effective scaling of numerical surrogates via domain-decomposed Fourier neural operators
ML4Seismic Partners Meeting 2022, Nov 2022
ML4Seismic open-source software: updates and developments
ML4Seismic Partners Meeting 2022, Nov 2022
De-risking GCS projects with explainable CO2 leakage detection in time-lapse seismic images
ML4Seismic Partners Meeting 2022, Nov 2022
Monitoring with sequential Bayesian inference
ML4Seismic Partners Meeting 2022, Nov 2022
Julia for Geoscience
Transform 2022, Apr 2022
Abstractions for at-scale seismic inversion
Rice Oil and Gas High Performance Computing Conference 2022, Mar 2022
2021
Seismic velocity inversion and uncertainty quantification using conditional normalizing flows
American Geophysical Union Annual Meeting 2021, Dec 2021, session U12A-03
Improved seismic monitoring of CO2 sequestration with the weighted joint recovery model
ML4Seismic Partners Meeting 2021, Nov 2021
Low-cost time-lapse seismic imaging of CCS with the joint recovery model
2021 IMAGE Workshop on Geophysical Challenges in Presalt Carbonates, Oct 2021
Low-cost & robust seismic monitoring of carbon storage and sequestration with the joint recovery model
Georgia Tech Geophysics Seminar, Sep 2021