Reinforcement Learning versus PDE Backstepping and PI Control for Congested Freeway Traffic

Huan Yu, Saehong Park, Alexandre Bayen +2

We develop reinforcement learning (RL) boundary controllers to mitigate stop-and-go traffic congestion on a freeway segment. The traffic dynamics of the freeway segment are governe…