With the development of urbanization, the problem of urban traffic congestion has attracted more and more attention, and traffic congestion has become a major problem restricting urban development. It can be seen that improving traffic light control systems and improving their flexibility and adaptability to realize intelligent traffic guidance is the trend of future development. With the development of industry 4.0 and intelligent automation,...