Addressing the ever-growing challenge of urban flow requires cutting-edge strategies. Smart flow systems are emerging as a effective resource to optimize circulation and alleviate delays. These systems utilize live data from various origins, including cameras, integrated vehicles, and historical data, to dynamically adjust light timing, guide vehic