This paper describes a novel approach for identifying the Z-axis drift of the ring laser gyroscope (RLG) based on ge-netic algorithm (GA) and support vector regression (SVR) in the single-axis rotation inertial ...This paper describes a novel approach for identifying the Z-axis drift of the ring laser gyroscope (RLG) based on ge-netic algorithm (GA) and support vector regression (SVR) in the single-axis rotation inertial navigation system (SRINS). GA is used for selecting the optimal parameters of SVR. The latitude error and the temperature variation during the identification stage are adopted as inputs of GA-SVR. The navigation results show that the proposed GA-SVR model can reach an identification accuracy of 0.000 2 (?)/h for the Z-axis drift of RLG. Compared with the ra-dial basis function-neural network (RBF-NN) model, the GA-SVR model is more effective in identification of the Z-axis drift of RLG.展开更多
推导了捷联惯导系统(S IN S)误差方程和航位推算(DR)误差方程。建立了S IN S/DR组合导航离散卡尔曼滤波(KF)状态方程和量测方程。最后对S IN S/DR组合导航算法进行了仿真,仿真结果表明:组合系统中部分误差源能够被估计出来并且得到补偿...推导了捷联惯导系统(S IN S)误差方程和航位推算(DR)误差方程。建立了S IN S/DR组合导航离散卡尔曼滤波(KF)状态方程和量测方程。最后对S IN S/DR组合导航算法进行了仿真,仿真结果表明:组合系统中部分误差源能够被估计出来并且得到补偿,因而组合导航效果优于单独的S IN S或DR导航效果。展开更多
文摘This paper describes a novel approach for identifying the Z-axis drift of the ring laser gyroscope (RLG) based on ge-netic algorithm (GA) and support vector regression (SVR) in the single-axis rotation inertial navigation system (SRINS). GA is used for selecting the optimal parameters of SVR. The latitude error and the temperature variation during the identification stage are adopted as inputs of GA-SVR. The navigation results show that the proposed GA-SVR model can reach an identification accuracy of 0.000 2 (?)/h for the Z-axis drift of RLG. Compared with the ra-dial basis function-neural network (RBF-NN) model, the GA-SVR model is more effective in identification of the Z-axis drift of RLG.
文摘推导了捷联惯导系统(S IN S)误差方程和航位推算(DR)误差方程。建立了S IN S/DR组合导航离散卡尔曼滤波(KF)状态方程和量测方程。最后对S IN S/DR组合导航算法进行了仿真,仿真结果表明:组合系统中部分误差源能够被估计出来并且得到补偿,因而组合导航效果优于单独的S IN S或DR导航效果。