Learning Noise-Robust Stable Koopman Operator for Control with Physics-Informed Observables

SA Sakib, S Pan - arXiv preprint arXiv:2408.06607, 2024 - arxiv.org
We propose a novel learning framework for Koopman operator of nonlinear dynamical
systems that is informed by the governing equation and guarantees long-time stability and …

Adaptive Koopman Embedding for Robust Control of Complex Nonlinear Dynamical Systems

R Singh, CK Sah, J Keshavan - arXiv preprint arXiv:2405.09101, 2024 - arxiv.org
The discovery of linear embedding is the key to the synthesis of linear control techniques for
nonlinear systems. In recent years, while Koopman operator theory has become a prominent …