Addressing the ever-growing issue of urban congestion requires cutting-edge methods. Smart congestion systems are appearing as a promising tool to enhance passage and alleviate delays. These approaches utilize current data from various sources, including sensors, integrated vehicles, and past data, to adaptively adjust light timing, redirect vehicl