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Adaptive Federal Kalman Filtering for SINS/GPS Integrated System 被引量:2

Adaptive Federal Kalman Filtering for SINS/GPS Integrated System
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摘要 A new adaptive federal Kalman filter for a strapdown integrated navigation system/global positioning system (SINS/GPS) is given. The developed federal Kalman filter is based on the trace operation of parameters estimation's error covariance matrix and the spectral radius of update measurement noise variance-covariance matrix for the proper choice of the filter weight and hence the filter gain factors. Theoretical analysis and results from simulation in which the SINS/GPS was compared to conventional Kalman filter are presented. Results show that the algorithm of this adaptive federal Kalman filter is simpler than that of the conventional one. Furthermore, it outperforms the conventional Kalman filter when the system is undertaken measurement malfunctions because of its possession of adaptive ability. This filter can be used in the vehicle integrated navigation system. A new adaptive federal Kalman filter for a strapdown integrated navigation system/global positioning system (SINS/GPS) is given. The developed federal Kalman filter is based on the trace operation of parameters estimation's error covariance matrix and the spectral radius of update measurement noise variance-covariance matrix for the proper choice of the filter weight and hence the filter gain factors. Theoretical analysis and results from simulation in which the SINS/GPS was compared to conventional Kalman filter are presented. Results show that the algorithm of this adaptive federal Kalman filter is simpler than that of the conventional one. Furthermore, it outperforms the conventional Kalman filter when the system is undertaken measurement malfunctions because of its possession of adaptive ability. This filter can be used in the vehicle integrated navigation system.
作者 杨勇 缪玲娟
出处 《Journal of Beijing Institute of Technology》 EI CAS 2003年第4期371-375,共5页 北京理工大学学报(英文版)
基金 theMinisterialLevelAdvancedResearchFoundation( 13 0 90 40 0 )
关键词 SINS/GPS integrated navigation federal Kalman filtering adaptive filtering SINS/GPS integrated navigation federal Kalman filtering adaptive filtering
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  • 4Leopoldo Jotto,Giuseppe Venturini.Development and Esperimental Validation of an Adaptive Extended Kalman Filter for Localization of Mobile Robots[].IEEE Transactions on Robotics and Automation.1999

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