Resolving land processes in Earth system models: challenges and opportunities

Elena Sheviakova
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Surrogate modelling by reduced order methods and scientific machine learning for digital twin

Gianluigi Rozza
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Research Gaps and Future Directions

Karen E. Willcox
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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
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Multimodal data and model fusion for the atmosphere using diffusion models

Romit Maulik
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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