DTE AICOMAS 2025

MS013A Predictive data-driven model reduction and discovery for dynamical systems I

Main Organizer: Prof. Andrea Manzoni ( Politecnico di Milano , Italy )

Tue, 18/02/2025
14:45 - 16:45
Amphi Manet
MS013A

Chaired by:
Prof. Andrea Manzoni (Politecnico di Milano , Italy) , Dr. Mengwu Guo (Lund University , Sweden)

Keynote Non-intrusive reduced-order modeling with quantum reservoir computing
*V. Jain (Cornell University), R. Maulik (Pennsylvania State University)
A physical-generative framework for data-driven modeling with uncertainty quantification
*P. Conti (Polytechnic University of Milan), J. Kneifl (University of Stuttgart), A. Manzoni (Polytechnic University of Milan), A. Frangi (Polytechnic University of Milan), J. Fehr (jonas.kneifl@itm.uni-stuttgart.de), S. Brunton (University of Washington), N. Kutz (University of Washington)
Student FUSE: Fast Unified Simulation and Estimation for PDEs
*L. Lingsch (ETH Zurich), D. Grund (ETH Zurich), S. Mishra (ETH Zurich), G. Kissas (ETH Zurich)
Student HydroGym: A Platform for Reinforcement Learning in Fluid Dynamics
*C. Lagemann (University of Washington), S. Ahnert (University of Washington), L. Paehler (Technical University of Munich), S. Mokbel (University of Washington), J. Callaham (University of Washington), E. Lagemann (University of Washington), N. Adams (Technical University of Munich), S. Brunton (University of Washington)
Student Enhancing Sparse Identification of Nonlinear Dynamics With EMD-Based Method
*D. Liu (Lund university), A. Sopasakis (Lund university)