"The AI Traffic Light Fault Detection System utilizes real-time AI models to detect traffic signal statuses (Red, Yellow, Green) and malfunctions, including stuck lights, flashing errors, and power outages. Powered by a low-cost, energy-efficient Raspberry Pi, the system operates 24/7 with high accuracy. It instantly transmits data and fault alerts to a centralized dashboard, significantly enhancing the efficiency, speed, and reliability of traffic infrastructure monitoring."