no code implementations • 6 Oct 2021 • Lucian Cristian Iacob, Gerben Izaak Beintema, Maarten Schoukens, Roland Tóth
The present paper treats the identification of nonlinear dynamical systems using Koopman-based deep state-space encoders.
2 code implementations • 14 Dec 2020 • Gerben Izaak Beintema, Roland Toth, Maarten Schoukens
An encoder function, represented by a neural network, is introduced to learn a reconstructability map to estimate the model states from past inputs and outputs.