no code implementations • 16 Jan 2024 • Fletcher Fan, Bowen Yi, David Rye, Guodong Shi, Ian R. Manchester
Whereas most existing works on Koopman learning do not take into account the stability or stabilizability of the model -- two fundamental pieces of prior knowledge about a given system to be identified -- in this paper, we propose new classes of Koopman models that have built-in guarantees of these properties.
1 code implementation • 13 Oct 2021 • Fletcher Fan, Bowen Yi, David Rye, Guodong Shi, Ian R. Manchester
In this paper, we present a new data-driven method for learning stable models of nonlinear systems.