Attractor learning for spatiotemporally chaotic dynamical systems using echo state networks with transfer learning

Mohammad Shah Alam, William Ott, Ilya Timofeyev

In this paper, we explore the predictive capabilities of echo state networks (ESNs) for the generalized Kuramoto-Sivashinsky (gKS) equation, an archetypal nonlinear PDE that exhibi…