Addressing the ever-growing issue of urban congestion requires advanced methods. Smart congestion solutions are emerging as a powerful tool to enhance circulation and lessen delays. These systems utilize real-time data from various origins, including cameras, integrated vehicles, and past data, to adaptively adjust signal timing, redirect vehicles,