Addressing the ever-growing issue of urban flow requires cutting-edge methods. Smart congestion solutions are arising as a promising resource to improve passage and reduce delays. These systems utilize real-time data from various sources, including sensors, connected vehicles, and past data, to dynamically adjust traffic timing, reroute vehicles, a