Addressing the ever-growing issue of urban traffic requires advanced methods. Smart traffic solutions are appearing as a promising resource to improve passage and alleviate delays. These approaches utilize real-time data from various origins, including devices, linked vehicles, and previous data, to intelligently adjust light timing, guide vehicles