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
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