Stable invariant models via Koopman spectra

Takuya Konishi, Yoshinobu Kawahara

Abstract: Highlights•A Koopman spectral analysis is performed for deep equilibrium models.•The analysis identifies stable dynamics determined by deep equilibrium models.•We develop a class of deep models to approximate the stable dynamics.•Models in the class can represent dynamics converging to an invariant set.