DocumentCode :
1353938
Title :
False alarm effects on estimation in multitarget trackers
Author :
Berman, Arie ; Hammer, Amnon
Author_Institution :
RAFAEL, Haifa, Israel
Volume :
27
Issue :
4
fYear :
1991
fDate :
7/1/1991 12:00:00 AM
Firstpage :
675
Lastpage :
682
Abstract :
An analysis of false alarm effects on tracking filter performance in multitarget track-while-scan radars, using variable correlation gates, is presented. The false alarms considered originate from noise, clutter, and crossing targets. The dimensions of the correlation gates are determined by filter prediction and measurement error variances. Track association is implanted either by means of a distance weighted average of the observations or by the nearest neighbor rule. State estimation is performed by means of a second-order discrete Kalman filter, taking into consideration random target maneuvers. Measurements are made in polar coordinates, while target dynamics are estimated in Cartesian coordinates, resulting in coupled linear filter equations. the effect of false alarms on the observation noise covariance matrix, and hence on state estimation errors, is analyzed. A computer simulation example, implementing radar target tracking with a variable correlation gate in the presence of false alarms, is discussed
Keywords :
Kalman filters; computerised signal processing; correlation methods; digital simulation; estimation theory; filtering and prediction theory; radar clutter; radar theory; state estimation; tracking systems; Cartesian coordinates; clutter; computer simulation; coupled linear filter equations; crossing targets; distance weighted average; estimation; false alarm effects; filter prediction; measurement error variances; multitarget trackers; noise; observation noise covariance matrix; polar coordinates; random target maneuvers; second-order discrete Kalman filter; state estimation; target dynamics; track-while-scan radars; tracking filter; variable correlation gates; Clutter; Coordinate measuring machines; Measurement errors; Nearest neighbor searches; Noise measurement; Nonlinear filters; Performance analysis; Radar tracking; State estimation; Target tracking;
fLanguage :
English
Journal_Title :
Aerospace and Electronic Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
0018-9251
Type :
jour
DOI :
10.1109/7.85041
Filename :
85041
Link To Document :
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