Abstract Ride comfort is a relevant performance for road vehicles. The suspension system can filter vibration caused by the uneven to improve ride comfort. Optimization of vehicle has been extensively studied. As detailed models require significant computational effort, it becomes increasingly important develop an efficient optimization framework. In this work, multi-fidelity surrogate-based fr...