Addressing the ever-growing challenge of urban traffic requires innovative approaches. Smart traffic systems are arising as a promising tool to optimize circulation and alleviate delays. These platforms utilize live data from various sources, including devices, integrated vehicles, and historical trends, to adaptively adjust signal timing, guide ve