Search Results for author: Georgios Arampatzis

Found 2 papers, 2 papers with code

Adaptive learning of effective dynamics: Adaptive real-time, online modeling for complex systems

1 code implementation4 Apr 2023 Ivica Kičić, Pantelis R. Vlachas, Georgios Arampatzis, Michail Chatzimanolakis, Leonidas Guibas, Petros Koumoutsakos

To the best of our knowledge, AdaLED is the first framework that couples a surrogate model with a computational solver to achieve online adaptive learning of effective dynamics.

Weather Forecasting

Multiscale Simulations of Complex Systems by Learning their Effective Dynamics

1 code implementation24 Jun 2020 Pantelis R. Vlachas, Georgios Arampatzis, Caroline Uhler, Petros Koumoutsakos

Here we present a novel systematic framework that bridges large scale simulations and reduced order models to Learn the Effective Dynamics (LED) of diverse complex systems.

Weather Forecasting

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