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
Link To Document :
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