A Data-Driven Automatic Tuning Method for MPC under Uncertainty using Constrained Bayesian Optimization

Farshud Sorourifar, Georgios Makrygirgos, Ali Mesbah +1

The closed-loop performance of model predictive controllers (MPCs) is sensitive to the choice of prediction models, controller formulation, and tuning parameters. However, predicti…