Abstract: Underground coal mine production is a complex and high-risk task that still requires a large number of personnel to work on site.To ensure personnel safety, intelligent construction is an irreversible development trend in coal industry.With the development of Internet technology, AI technology has become a research hotspot in the intelligent and safe operation and mainte-nance of mining systems.Taking Shigetai Coal Mine as an example, AI intelligent technology is adopted, based on real-time data, to monitor and dispatch in hazardous areas, environmental monitoring, equipment abnormalities, and personnel management monitoring, achieving safe, intelligent, efficient, and green production in coal mines.The application of AI technology in the intelligent operation and maintenance of the Shigetai Coal Mine system has achieved a recognition rate of over 90% for conveyor chain breakage faults, and the online deployment of AI models has been achieved 7×24 hour uninterrupted operation, greatly improving the efficiency of belt anomaly inspection, and providing strong technical support for the efficient and intelligent production of intelligent thick coal mining faces.