Bridging RL and MPC for mixed-integer optimal control with application to Formula 1 race strategies

Joschua Wüthrich, Romir Damle, Giona Fieni +3

We propose a hybrid reinforcement learning (RL) and model predictive control (MPC) framework for mixed-integer optimal control, where discrete variables enter the cost and dynamics…