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UPF based autonomous navigation scheme for deep space probe

机译:基于UPF的深空探测器自主导航方案

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摘要

The autonomous “celestial navigation scheme” for deep space probe departing from the earth and the autonomous “optical navigation scheme” for encountering object celestial body are presented. Then, aiming at the conditions that large initial estimation errors and non-Gaussian distribution of state or measurement errors may exist in orbit determination process of the two phases, UPF (unscented particle filter) is introduced into the navigation schemes. By tackling nonlinear and non-Gaussian problems, UPF overcomes the accuracy influence brought by the traditional EKF (extended Kalman filter), UKF (unscented Kalman filter), and PF (particle filter) schemes in approximate treatment to nonlinear and non-Gaussian state model and measurement model. The numerical simulations demonstrate the feasibility and higher accuracy of the UPF navigation scheme.
机译:介绍了用于深空探测器脱离地球的自主“天体导航方案”和遇到物体天体的自主“光学导航方案”。然后,针对在两个阶段的轨道确定过程中可能存在较大的初始估计误差以及状态或测量误差的非高斯分布的情况,将UPF(无味粒子滤波器)引入导航方案。通过解决非线性和非高斯问题,UPF克服了传统的EKF(扩展卡尔曼滤波器),UKF(无味卡尔曼滤波器)和PF(粒子滤波器)方案对非线性和非高斯状态模型的近似处理带来的精度影响。和测量模型。数值仿真表明了UPF导航方案的可行性和较高的准确性。

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