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08 June 2022 11:00 - 13:00
Add Reduced order modeling of dynamical systems through deep learning techniques I Minisymposium organized by Andrea Manzoni, Mengwu Guo and Paris Perdikaris |
Room: B1 – 1 MS125A Chair: Andrea Manzoni |
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Simultaneous learning of dynamics and coordinates, with examples in fluid dynamics (Keynote Lecture)
Steven Brunton Bayesian inference for the learning of reduced-state dynamics Mengwu Guo Model reduction of parameterized PDEs using deep bases Eric Parish, Yukiko Shimizu and Kookjin Lee Deep learning of dynamical systems using geometry and thermodynamics Quercus Hernández, Alberto Badías, David González, Francisco Chinesta and Elías Cueto Physics-constrained deep learning-based reduced order models for parametrized PDEs Stefania Fresca, Federico Fatone, Mengwu Guo and Andrea Manzoni |
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