Yong-Bin Cai

A Comparative Study of Model Predictive Control and Deep Reinforcement Learning for Distributed Traffic Signal Control

This paper presents a comparative study of two distributed traffic signal control approaches: a cell-transmission-model-based model predictive control (MPC) method and a deep reinforcement learning (DRL) method based on latent spatio-temporal network (LST-Net). In the MPC method, each intersection predicts local traffi...