Research Gaps and Future Directions

Karen E. Willcox
November 18, 2025

A randomized Greedy algorithm with certification over the entire parameter set.

Charles Beall
November 14, 2025

Parameter estimation utilizing data-driven reduced-order modeling with applications in structural health monitoring

Carmen Grässle
November 14, 2025

Multimodal data and model fusion for the atmosphere using diffusion models

Romit Maulik
November 14, 2025

Real Time High Fidelity Bayesian Inversion, Prediction, and Optimal Sensor Placement for Large Scale LTI Systems Governed by Wave Equations, with Application to a Digital Twin for Tsunami Early Warning

Omar Ghattas
November 13, 2025

Scalable Reduced Order Modelling For Digital Twins – Hype or Reality

Dirk Hartmann
November 13, 2025

Nested Operator Inference for data-driven learning of physics-based reduced-order models

Nicole Aretz
November 13, 2025

Advances in certifiable model reduction: parametric LTI systems and operator learning

Akil Narayan
November 13, 2025

Short talk: Surrogate modeling for adaptive predictive control over parameter spaces

Hassan Iqbal
November 13, 2025