Addressing the ever-growing challenge of urban traffic requires advanced methods. Smart flow systems are emerging as a effective instrument to improve circulation and reduce delays. These approaches utilize real-time data from various origins, including devices, connected vehicles, and past data, to intelligently adjust signal timing, guide vehicle