Addressing the ever-growing issue of urban congestion requires cutting-edge approaches. Smart traffic systems are emerging as a powerful instrument to enhance movement and alleviate delays. These systems utilize current data from various origins, including devices, integrated vehicles, and historical patterns, to intelligently adjust signal timing,