Diagnosing Reinforcement Learning for Traffic Signal Control

no code implementations • 12 May 2019 • Guanjie Zheng, Xinshi Zang, Nan Xu, Hua Wei, Zhengyao Yu, Vikash Gayah, Kai Xu, Zhenhui Li

In this paper, we propose to re-examine the RL approaches through the lens of classic transportation theory.

reinforcement-learning Reinforcement Learning (RL)

A Survey on Traffic Signal Control Methods

no code implementations • 17 Apr 2019 • Hua Wei, Guanjie Zheng, Vikash Gayah, Zhenhui Li

Traffic signal control is an important and challenging real-world problem, which aims to minimize the travel time of vehicles by coordinating their movements at the road intersections.

reinforcement-learning Reinforcement Learning (RL)