Addressing the ever-growing challenge of urban congestion requires cutting-edge strategies. Smart traffic solutions are appearing as a promising resource to improve passage and reduce delays. These approaches utilize real-time data from various origins, including cameras, connected vehicles, and previous patterns, to adaptively adjust traffic timin