Search Results for author: Emmanuel Menier

Found 4 papers, 0 papers with code

Interpretable learning of effective dynamics for multiscale systems

no code implementations11 Sep 2023 Emmanuel Menier, Sebastian Kaltenbach, Mouadh Yagoubi, Marc Schoenauer, Petros Koumoutsakos

In recent years, techniques based on deep recurrent neural networks have produced promising results for the modeling and simulation of complex spatiotemporal systems and offer large flexibility in model development as they can incorporate experimental and computational data.

CD-ROM: Complemented Deep-Reduced Order Model

no code implementations22 Feb 2022 Emmanuel Menier, Michele Alessandro Bucci, Mouadh Yagoubi, Lionel Mathelin, Marc Schoenauer

Model order reduction through the POD-Galerkin method can lead to dramatic gains in terms of computational efficiency in solving physical problems.

Computational Efficiency

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