Addressing the ever-growing challenge of urban congestion requires advanced approaches. Smart flow systems are arising as a promising tool to optimize circulation and alleviate delays. These platforms utilize current data from various origins, including devices, integrated vehicles, and historical data, to adaptively adjust signal timing, reroute v