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
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;
Conference_Titel :
American Control Conference, 2002. Proceedings of the 2002
Print_ISBN :
0-7803-7298-0
DOI :
10.1109/ACC.2002.1024819