With the gradual development of wind power, developing a wind power equipment monitoring system for wind farms is of great significance for ensuring the normal operation of wind farms and subsequent data analysis and processing. This paper develops a wind farm equipment monitoring system based on Huawei AI chips. The frame structure, R&D process, system construction process, and corresponding electronic circuits of the power vision edge computing system design based on Huawei AI chips are introduced in detail. The system can realize the intelligent processing of the data of the main electrical equipment of the wind farm and has functions such as the perception and acquisition of wind power resource data, the monitoring of the operating status of wind power equipment, and the advanced functions and intelligent processing of data.