• DocumentCode
    349901
  • Title

    Use of pseudo measurement to real-time target tracking

  • Author

    Dai, Yaping ; Hirasawa, Kotaro ; Murata, Junichi ; Hu, Jinglu ; Jin, ChunZhi ; Liu, Zhen

  • Author_Institution
    Dept. of Autom. Control, Beijing Inst. of Technol., China
  • Volume
    5
  • fYear
    1999
  • fDate
    1999
  • Firstpage
    33
  • Abstract
    In this paper, a pseudo measurement model is adopted to deal with the Kalman filter problem with color measurement noise. It is assumed that the measurement noise is color, and is described by an AR(n) model. The state equation is set up according to Singer´s model. The measurement equation is set up in polar coordinate and the range rate measurement is combined with ordinary data (i.e., there are four measurement data: range r, azimuth θa, elevation θe and range rate r˙). By means of proper coordinate transformation, the matrix of Kalman gain and the matrix of filter error covariance can be decoupled. Thus the computing requirement of the algorithm is reduced and can be performed in real time
  • Keywords
    Kalman filters; covariance matrices; noise; real-time systems; target tracking; Kalman filter; Singer model; color noise; coordinate transformation; measurement noise; pseudo measurement; real-time systems; target tracking; Azimuth; Colored noise; Coordinate measuring machines; Electric variables measurement; Gain measurement; Motion measurement; Noise measurement; Nonlinear equations; Target tracking; White noise;
  • fLanguage
    English
  • Publisher
    ieee
  • Conference_Titel
    Systems, Man, and Cybernetics, 1999. IEEE SMC '99 Conference Proceedings. 1999 IEEE International Conference on
  • Conference_Location
    Tokyo
  • ISSN
    1062-922X
  • Print_ISBN
    0-7803-5731-0
  • Type

    conf

  • DOI
    10.1109/ICSMC.1999.815516
  • Filename
    815516