
In the contemporary era marked by rapid urbanization and burgeoning digitalization, traffic systems are undergoing a significant transformation. The amalgamation of artificial intelligence (AI), the Internet of Things (IoT), and comprehensive data platforms forms the core of intelligent traffic systems, which aim to enhance traffic flow efficiency, safety, and sustainability. The modern deployment of IT solutions has not only facilitated