Introduction Traffic management systems are crucial in improving the flow of vehicles and pedestrians in increasingly congested urban environments. Leveraging intelligent technologies and real-time data, these systems aim to reduce travel time, enhance road safety, and minimize environmental impact. As cities grow and transportation networks expand, efficient traffic management becomes vital to...