Adaptive traffic signal control optimization using a novel road partition and multi-channel state representation method

Maojiang Deng, Shoufeng Lu, Jiazhao Shi +1

This study proposes a novel adaptive traffic signal control method leveraging a Deep Q-Network (DQN) and Proximal Policy Optimization (PPO) to optimize signal timing by integrating…