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改进的Sage-Husa自适应滤波及其应用

Improved Sage-Husa Adaptive Filtering and Its Application

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【作者】 鲁平; 赵龙; 陈哲;

【Author】 LU Ping, ZHAO Long, CHEN Zhe (School of Automation Science and Electrical Engineering, Beihang University, Beijing 100083, China)

【机构】 北京航空航天大学自动化科学与电气工程学院; 北京航空航天大学自动化科学与电气工程学院 北京100083; 北京100083;

【摘要】 为防止滤波发散和提高系统的实时性,提出了一种基于协方差匹配技术的自适应滤波方法。该方法将协方差匹配技术和一种简化的Sage-Husa自适应滤波算法相结合,通过滤波的状态确定量测噪声协方差阵的值,在线估计噪声的统计特性实现自适应滤波。将该算法应用到惯导/双星(INS/DS)组合导航系统中,并和简化的Sage-Husa自适应滤波算法进行仿真比较。仿真结果表明,在滤波精度相当的情况下,新算法简化了运算,提高了实时性。

【Abstract】 In order to avoid the divergence and improve the real-time property of the filter, an adaptive filtering based on the covariance matching technique was proposed, which synthesized the covariance matching technique and simplified Sage-Husa filtering. The adaptive filtering was realized by changing and computing the measurement noise covariance, according to the state of the filtering. This algorithm was used to the INS/DS(Double Star) integrated navigation system and it was compared with the simplified Sage-Husa filtering. The simulation results show that the new algorithm simplifies the computation and improves the real-time property with the same accuracy.

【基金】 航空基础科学基金(20060818003)
  • 【文献出处】 系统仿真学报 ,Journal of System Simulation , 编辑部邮箱 ,2007年15期
  • 【分类号】TN713
  • 【被引频次】131
  • 【下载频次】2169
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