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Application and Analysis of Central Difference Kalman Filter in Celestial Navigation with Disturbances

机译:中心差分卡尔曼滤波在天文导航中的应用与分析

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The celestial navigation system is one of the important autonomous navigation systems for spacecraft. And the Unscented Kalman Kilter (UKF), which is suitable for nonlinear system, has been widely applied in celestial navigation. However, when the disturbances exist and the state covariance becomes large, UKF will reduce the accuracy and the rapidity of convergence. This paper proposes to employ Central Difference Kalman Filter (CDKF) in celestial navigation with disturbances. The numerical simulation results show that, the navigation performance by CDF is better than UKF, with the error peak value only 30% of that of UKF. The further analysis also shows that CDKF has low sensitivity to state covariance and therefore has better robustness than UKF in the application of celestial navigation with disturbances.
机译:天体导航系统是航天器重要的自主导航系统之一。适用于非线性系统的Unscented Kalman Kilter(UKF)已广泛应用于天体导航。但是,当存在干扰并且状态协方差变大时,UKF将降低收敛的准确性和速度。本文提出在有干扰的天体导航中采用中央差分卡尔曼滤波器(CDKF)。数值仿真结果表明,CDF的导航性能优于UKF,误差峰值仅为UKF的30%。进一步的分析还表明,CDKF对状态协方差的敏感性较低,因此在具有干扰的天文导航应用中具有比UKF更好的鲁棒性。

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