Despite the many potential benefits of using MAS for arterial traffic signal
control, few thorough investigations have been found in the literature. The potential of
applying reinforcement learning and agent technology to traffic signal control, especially
arterial traffic signal control, has not been explored fully. Thus, it is imperative to
conduct an in-depth research on this topic.