Safe Real-Time Optimization using Multi-Fidelity Gaussian Processes

Panagiotis Petsagkourakis, Benoit Chachuat, Ehecatl Antonio del Rio-Chanona

This paper proposes a new class of real-time optimization schemes to overcome system-model mismatch of uncertain processes. This work's novelty lies in integrating derivative-free…