Addressing the ever-growing challenge of urban congestion requires advanced approaches. Smart congestion systems are arising as a powerful instrument to optimize movement and lessen delays. These systems utilize current data from various origins, including cameras, connected vehicles, and past trends, to dynamically adjust light timing, guide vehic