Robust Nonlinear System Identification in Reproducing Kernel Hilbert Spaces via Scenario Optimization

Jannis Lübsen, Annika Eichler

This paper proposes a method for constructing one-step prediction tubes for nonlinear systems using reproducing kernel Hilbert spaces. We approximate a bounded reproducing kernel H…