Smart traffic management systems, which monitor and control traffic flow using IoT sensors, are integral to modern cities. However, their reliance on connected networks makes them susceptible to cyberattacks. A breach in these systems could lead to severe traffic disruptions, accidents, or unauthorized control of traffic lights.