Learning Dynamics of Nonlinear Field-Circuit Coupled Problems with a Physics-Data Combined Model

Shiqi Wu, Gérard Meunier, Olivier Chadebec, Qianxiao Li, Ludovic Chamoin

Keywords: Field‐circuit coupled problems, dynamical systems, hybrid models, machine learning, Koopman operator

TL;DR: We propose a simple but efficient model combining a linear state-space model and a Koopman-type machine learning model for a high-dimensional nonlinear field-circuit coupled system.

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Submission Number: 42