This is a testbed for system identification and forecasting of dynamical systems using the Hankel Alternative View of Koopman (HAVOK) algorithm and Sparse Identification of Nonlinear Dynamics (SINDy). This code is based on the work by Brunton & Kutz (2022) and Yang et. al. (2022).
Methods like MLP and LSTM are hastily implemented, and there is no support for other promising ML methods, like LoLiMot as suggested by Yang et. al. (2022).
Methods like MLP and LSTM are hastily implemented, and there is no support for other promising ML methods, like LoLiMot as suggested by Yang et. al. (2022).