2 papers
math.OC2026
Exponential stability of data-driven nonlinear MPC based on input/output models
Lea Bold, Irene Schimperna, Karl Worthmann +1
We consider nonlinear model predictive control (MPC) schemes without stabilizing terminal conditions, where the model used in the optimization step is generated based on input-outp…
math.OC2026
Discounted MPC and infinite-horizon optimal control under plant-model mismatch: Stability and suboptimality
Robert H. Moldenhauer, Karl Worthmann, Romain Postoyan +2
We study closed-loop stability and suboptimality for MPC and infinite-horizon optimal control solved using a surrogate model that differs from the real plant. We employ a unified f…