We show that under non-degeneracy conditions on a dynamical system, all of its smooth, non-constant Koopman eigenfunctions blow up along the boundary of the basin of attraction of a fixed point. We give a simple, geometric version of this general result for the case of a basin boundary composed of stable manifolds of edge states. We also give a more technical version of this blow-up result that is applicable to more general basin boundaries. These findings improve available results on the necessary blow-up of at least one Koopman eigenfunction and clarify that examples showing non-trivial bounded Koopman eigenfunctions across basin boundaries are degenerate. Our findings also imply that reduced-order models based on approximating Koopman-invariant subspaces of a typical physical system necessarily break down before reaching any truly nonlinear (i.e. nonlinearizable) behaviour away from a fixed point. Furthermore, Koopman operator-based reduced models, as well as their data-driven numerical approximations, over different domains of attraction cannot be continuously patched together as often envisioned.
No takes yet. Share an insight, caveat, or question.
George Haller (2026) studied this question.
Synapse has enriched 5 closely related papers on similar clinical questions. Consider them for comparative context: