Addressing the ever-growing issue of urban congestion requires cutting-edge strategies. Smart congestion solutions are arising as a promising resource to improve movement and reduce delays. These approaches utilize real-time data from various inputs, including sensors, connected vehicles, and previous data, to intelligently adjust signal timing, re