Addressing the ever-growing issue of urban flow requires innovative strategies. Smart flow solutions are emerging as a powerful resource to improve passage and alleviate delays. These approaches utilize current data from various origins, including devices, integrated vehicles, and past patterns, to adaptively adjust traffic timing, guide vehicles,