Technological progress is propelling transformations in contemporary transportation systems, and intelligent traffic management systems have emerged as a pivotal trend in the future development of traffic. Many users of navigation apps have observed that while waiting at traffic lights, these apps can show real-time countdowns for red lights and issue alerts when the green light is imminent. This functionality not only enriches the driving experience but also boosts traffic efficiency.
