• The problem of performance-oriented model learning for model-based control is formulated as a black-box, multi-objective optimization problem. solved using Bayesian optimization, which particularly suitable handling expensive and noisy performance measures in closed-loop control. Performance-oriented adaptation can yield control-relevant models that result significant improvement compared to ...