Towards Scalable Koopman Operator Learning: Convergence Rates and A Distributed Learning Algorithm

Zhiyuan Liu, Guohui Ding, Lijun Chen +1

We propose an alternating optimization algorithm to the nonconvex Koopman operator learning problem for nonlinear dynamic systems. We show that the proposed algorithm will converge…