With the rapid development of wind power industry, the mode of wind power production and operation has also changed and is developing in the direction of centralization, sharing and intelligence. Based on the Internet of things, big data, artificial intelligence and robot technology, the wind farm intelligent operation and maintenance management system realizes the centralized management of wind turbine sensing data, external environment information, robot inspection information, daily equipment ledger and other data. the centralized management of data further promotes the intelligent operation and analysis of wind farms, intelligent inspection of wind turbines, health management of wind turbine equipment and personnel safety management. Gradually realize the automation and intelligence of operation, and realize the goal that the wind field will gradually become less manned and then unmanned.
Main equipment of fan | Algorithm name |
Main axle | Bad Lubrication Model of main bearing |
Damage alarm Model of Spindle bearing | |
Gear box | Sound anomaly model |
Abnormal model of two-stage parallel gear train in gearbox | |
Abnormal model of low speed stage of gearbox | |
Damage Model of High Speed bearing in Gearbox | |
Damage Model of High Speed Gear in Gearbox | |
Diagnosis model of abnormal vibration of gearbox | |
Abnormal diagnosis Model of Oil temperature and Oil pressure in Gearbox | |
Shaft coupling | Damage model of coupling |
Generator | Abnormal heat dissipation model of generator bearing |
Damage alarm Model of Generator Drive end bearing | |
Damage alarm Model of non-driving end bearing of Generator | |
Leaf blade | Early warning model of blade aerodynamic damage |
Flat Street diagnosis Model of Blade Angle | |
Abnormal diagnosis model of blade speed | |
Tower tube | Vibration anomaly model |
Conversion current | Abnormal heat dissipation model of converter |
Converter IGBT anomaly model | |
Cooling system | Water shortage or leakage model of water cooling system |
Poor model of water-cooled heat dissipation capacity | |
Heat dissipation model of generator | |
Model of heat dissipation in gearbox |