DocumentCode
2086348
Title
Single versus tandem radar sensor target tracking in the adaptive cruise control environment
Author
Caveney, Derek ; Hedrick, J. Karl
Author_Institution
California Univ., Berkeley, CA, USA
Volume
1
fYear
2002
fDate
2002
Firstpage
292
Abstract
The multiple target tracking performance of a multiple model technique is investigated. The performance when using a single radar sensor is compared to that when a tandem radar set is employed and the technique implemented is a combination of the interactive multiple model algorithm and the probabilistic data association filter. The investigation shows that the inclusion of a second redundant radar sensor significantly improves the tracking performance of the multiple model technique with only a slight increase in the computation cost. The ability to initiate, maintain, and terminate the tracks of multiple targets in a cluttered adaptive cruise control environment is improved a) by reducing the chances of wrongfully terminating tracks when targets are not "picked up" during a small number of consecutive radar scans and b) by reducing the state estimate covariances. A method for showing this latter improvement involves calculating the spectrum of the relative covariance matrix. These benefits of the redundant sensor counter those of a complementary sensor where a greater field of view is afforded.
Keywords
adaptive control; automobiles; covariance matrices; filtering theory; probability; radar tracking; sensor fusion; target tracking; velocity control; adaptive cruise control environment; automobiles; cluttered environment; interactive multiple model algorithm; probabilistic data association filter; redundant radar sensor; relative covariance matrix; single radar sensor target tracking; state estimate covariances; tandem radar sensor target tracking; Adaptive control; Computational efficiency; Counting circuits; Covariance matrix; Filters; Programmable control; Radar clutter; Radar tracking; State estimation; Target tracking;
fLanguage
English
Publisher
ieee
Conference_Titel
American Control Conference, 2002. Proceedings of the 2002
ISSN
0743-1619
Print_ISBN
0-7803-7298-0
Type
conf
DOI
10.1109/ACC.2002.1024819
Filename
1024819
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