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A New Open-Loop Fiber Optic Gyro Error Compensation Method Based on Angular Velocity Error Modeling

机译:基于角速度误差建模的开环光纤陀螺误差补偿新方法

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摘要

With the open-loop fiber optic gyro (OFOG) model, output voltage and angular velocity can effectively compensate OFOG errors. However, the model cannot reflect the characteristics of OFOG errors well when it comes to pretty large dynamic angular velocities. This paper puts forward a modeling scheme with OFOG output voltage u and temperature T as the input variables and angular velocity error Δω as the output variable. Firstly, the angular velocity error Δω is extracted from OFOG output signals, and then the output voltage u, temperature T and angular velocity error Δω are used as the learning samples to train a Radial-Basis-Function (RBF) neural network model. Then the nonlinear mapping model over T, u and Δω is established and thus Δω can be calculated automatically to compensate OFOG errors according to T and u. The results of the experiments show that the established model can be used to compensate the nonlinear OFOG errors. The maximum, the minimum and the mean square error of OFOG angular velocity are decreased by 97.0%, 97.1% and 96.5% relative to their initial values, respectively. Compared with the direct modeling of gyro angular velocity, which we researched before, the experimental results of the compensating method proposed in this paper are further reduced by 1.6%, 1.4% and 1.2%, respectively, so the performance of this method is better than that of the direct modeling for gyro angular velocity.
机译:使用开环光纤陀螺(OFOG)模型,输出电压和角速度可以有效地补偿OFOG误差。但是,当涉及到很大的动态角速度时,该模型不能很好地反映OFOG误差的特征。提出了以OFOG输出电压u和温度T为输入变量,角速度误差Δω为输出变量的建模方案。首先,从OFOG输出信号中提取角速度误差Δω,然后将输出电压u,温度T和角速度误差Δω用作学习样本,以训练径向基函数(RBF)神经网络模型。然后建立关于T,u和Δω的非线性映射模型,从而可以自动计算Δω来根据T和u补偿OFOG误差。实验结果表明,所建立的模型可用于补偿非线性OFOG误差。相对于其初始值,OFOG角速度的最大值,最小值和均方误差分别降低了97.0%,97.1%和96.5%。与我们之前研究的陀螺角速度的直接建模相比,本文提出的补偿方法的实验结果分别减少了1.6%,1.4%和1.2%,因此该方法的性能优于直接建模陀螺仪角速度。

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