In order to alleviate fatigue loads for wind turbines due to wind speed disturbances, this paper presents a sliding individual pitch control strategy based on RBF neural network. By analyzing the basic characteristics of the wind turbine, it proposes a control mode combining with RBF neural network sliding mode power control unit and individual pitch control unit. RBF neural network sliding mode power control unit balances the wind rotor via a pneumatic torque control of the generator electromagnetic torque...