Application of Adaptive Divided Difference Filter on GPS/IMU Integrated Navigation System

被引:0
|
作者
ZHAO Pei-pei1
2. Tianjin Navigation Instruments Research Institute
机构
关键词
adaptive; divided difference filter; noise estimation;
D O I
暂无
中图分类号
P228.4 [全球定位系统(GPS)];
学科分类号
081105 ; 0818 ; 081802 ;
摘要
The efficient and accurate approximate nonlinear filters have been widely used in the estimation of states and parameters of dynamical systems. In this paper, an adaptive divided difference filter is designed for precise estimation of states and parameters of micromechanical gyro navigation system. Based on the investigation of nonlinear divided difference filter the adaptive divided difference filter(ADDF) was designed, which takes account of the incorrect time-varying noise statistics of dynamical systems and compensation of the nonlinearity effects neglected by linearization. And its performance is superior to that of DDF and extended Kalman filter(EKF). Simulation results indicate that the advantages of the proposed nonlinear filters make them attractive alternatives to the extended Kalman filter.
引用
收藏
页码:158 / 162 +178
页数:6
相关论文
共 50 条
  • [41] Adaptive fusion filtering algorithm and its application for INS/GPS integrated navigation system
    Wang X.-X.
    Zhao L.
    Yuhang Xuebao/Journal of Astronautics, 2010, 31 (11): : 2503 - 2511
  • [42] Unscented Kalman Filter for DR/GPS Integrated Navigation System
    Han, Yongqiang
    Chen, Jiabin
    Liu, Zhide
    Zhao, Dunhui
    Song, Chunlei
    Yin, Jingyuan
    NANOTECHNOLOGY AND COMPUTER ENGINEERING, 2010, 121-122 : 750 - +
  • [43] Unscented Kalman filter for SINS/GPS integrated navigation system
    Li, Qiurong
    Sun, Feng
    Journal of Information and Computational Science, 2013, 10 (06): : 1871 - 1877
  • [44] SH-STF: a Novel Adaptive Filter and its Application in SINS/GPS/DVS Integrated Navigation
    Yan, Liping
    Xia, Yuanqing
    Fu, Mengyin
    2015 34TH CHINESE CONTROL CONFERENCE (CCC), 2015, : 4882 - 4887
  • [45] Improved Adaptive Particle Filter for Integrated Navigation System
    Tian, Mengchu
    Bo, Yuming
    Chen, Zhimin
    Wu, Panlong
    Zhao, Gaopeng
    CMES-COMPUTER MODELING IN ENGINEERING & SCIENCES, 2015, 108 (05): : 285 - 301
  • [46] Novel Gaussian particle filter and it's application in deeply integrated SINS/GPS navigation system
    Zhou, Zhai-He
    Liu, Jian-Ye
    Lai, Ji-Zhou
    Xiong, Zhi
    Kongzhi yu Juece/Control and Decision, 2011, 26 (01): : 85 - 88
  • [47] Rao-blackwellized particle filter application in deeply integrated SINS/GPS navigation system
    Zhou, Zhai-He
    Liu, Jian-Ye
    Lai, Ji-Zhou
    Xiong, Jian
    Yuhang Xuebao/Journal of Astronautics, 2009, 30 (02): : 515 - 520
  • [48] Federated Cubature Particle Filter and its Application in SINS/GPS/DR Integrated Navigation System
    Yuan Zhenguo
    2019 6TH INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE 2019), 2019, : 1068 - 1071
  • [49] Application of Neural Network and Improved Unscented Kalman Filter for GPS/SINS Integrated Navigation System
    Zhao, Di
    Qian, Huaming
    Shen, Feng
    2020 IEEE/ION POSITION, LOCATION AND NAVIGATION SYMPOSIUM (PLANS), 2020, : 177 - 185
  • [50] Application of Adaptive Federated Filter Based on Innovation Covariance in Underwater Integrated Navigation System
    Ma, Xiaoshuang
    Zhang, Tongwei
    Liu, Xixiang
    2018 IEEE INTERNATIONAL CONFERENCE ON MANIPULATION, MANUFACTURING AND MEASUREMENT ON THE NANOSCALE (3M-NANO) - CONFERENCE PROCEEDINGS, 2018, : 209 - 213