基于状态变量可观察度准则的联邦卡尔曼滤波器的改进

M. Selezneva, A. Proletarsky, K. Neusypin, Zhang Lifei
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引用次数: 5

摘要

研究了联邦卡尔曼滤波的实现方案。为了提高联邦卡尔曼滤波的精度,提出了一种评价过程状态变量可观测程度的数值准则。采用可观测度准则确定联合卡尔曼滤波的校正因子。通过对飞机惯导系统误差估计的算例,验证了改进后的联合卡尔曼滤波器的有效性。
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Modification of the Federated Kalman Filter Using the Observability Degree Criterion of State Variables
The implementation schemes of the federated Kalman filter are considered. It is proposed to increase the accuracy of the federated Kalman filter using a numerical criterion for the observability degree of state variables of the process assessed. The observability degree criterion is used to determine the correction factors of the federated Kalman filter. The effectiveness of the developed modifications of the federated Kalman filter is demonstrated by the example of estimating the errors of the aircraft inertial navigation system.
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