In order to improve the accuracy of wind direc- tion, this paper proposes a new yaw control system algorithm ART2-C and ART2-W control algorithm. The core of the algorithm is: when the wind angle changes in the range of plus or minus 15°, a controlling algorithm combining an improved neural network ART2-N and hill-climbing algorithm, namely ART2-C algorithm, is adopted. When it changes in a wide range, a controlling algorithm combining an improved neural network ART2-N and the vane, namely ART2-W algorithm, is adopted. In this paper a simulat...