Industrial PCs powered by edge AI enable real-time video analytics for intelligent transportation and urban monitoring systems. By processing camera data locally, the system can detect traffic violations, illegal parking, and abnormal events with low latency, improving urban management efficiency and enabling proactive traffic control.