Keynote Speakers

• Eleni Chatzi, ETH Zürich

"Physics-Enhanced Machine Learning and Uncertainty-Aware Digital Twins | An Exercise in Balance"

• Dirk Hartmann, Siemens and TU Darmstadt

"Can We Trust a Thermal Digital Twin? Building Reduced-Order Battery Models and Quantifying their Accuracy"

• Gianluigi Rozza, SISSA Trieste

"Accelerating Numerical Simulation in CFD by Reduced Order Methods and Scientific Machine Learning"

• Alex Taflanidis, University of Notre Dame

"Reduced order modeling of hysteretic structures for accelerating seismic vulnerability assessment and enabling risk-based design of supplemental protective devices"