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Decoupled Observability Analyses of Error States in INS/GPS Integration

机译:INS / GPS集成中误差状态的解耦可观察性分析

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摘要

The observability of error states in Inertial Navigation System/Global Positioning System (INS/GPS) integration is of great importance. Rank tests or null space tests of the observability matrix have been adopted by previous works, however, for a time-varying system with a high-dimension error state vector, it is very difficult to analyse the observability matrix by these traditional methods. In this paper, the decoupled observability analysis method is proposed for an 18-dimensional INS/GPS integration system. By reducing the dimension of coupling error states, several six-dimensional decoupled observability sub-matrices are obtained, which make the observability analyses easier. The observability results of error states are obtained by the proposed method. Covariance simulation with an Extended Kalman filter (EKF) and a flying test were performed which confirmed the theoretical results.
机译:惯性导航系统/全球定位系统(INS / GPS)集成中错误状态的可观察性非常重要。以前的工作已经采用了可观察性矩阵的秩检验或零空间检验,但是,对于具有高维误差状态向量的时变系统,很难通过这些传统方法来分析可观察性矩阵。本文提出了一种用于18维INS / GPS集成系统的去耦可观察性分析方法。通过减小耦合误差状态的维数,可以获得几个六维解耦的可观察性子矩阵,这使可观察性分析更加容易。通过该方法获得了误差状态的可观测性结果。使用扩展卡尔曼滤波器(EKF)进行的协方差仿真和飞行测试证实了理论结果。

著录项

  • 来源
    《The Journal of Navigation》 |2014年第3期|473-494|共22页
  • 作者单位

    BeiHang University, School of Instrumentation Science & Opto-electronics Engineering, Beijing, China,Science and Technology on Inertial Laboratory, Beijing, China,Fundamental Science on Novel Inertial Instrument & Navigation System Technology Laboratory, Beijing, 100191, China;

    BeiHang University, School of Instrumentation Science & Opto-electronics Engineering, Beijing, China,Science and Technology on Inertial Laboratory, Beijing, China,Fundamental Science on Novel Inertial Instrument & Navigation System Technology Laboratory, Beijing, 100191, China;

    BeiHang University, School of Instrumentation Science & Opto-electronics Engineering, Beijing, China;

    BeiHang University, School of Instrumentation Science & Opto-electronics Engineering, Beijing, China,Science and Technology on Inertial Laboratory, Beijing, China,Fundamental Science on Novel Inertial Instrument & Navigation System Technology Laboratory, Beijing, 100191, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Decoupled observability; INS/GPS integration; Rank test; Extended Kalman filter (EKF);

    机译:解耦的可观察性;INS / GPS集成;等级测试;扩展卡尔曼滤波器(EKF);

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