Title :
Robustness considerations for bearings-only tracking
Author :
Landelle, Benoît
Author_Institution :
Lab. de Math., Univ. Paris-Sud, Orsay
fDate :
June 30 2008-July 3 2008
Abstract :
This paper deals with the analysis of robustness for bearings-only tracking. We focus on the case where the trajectory of the target follows some assumed parametric model with an unknown additive perturbation. We investigate the parametric estimator obtained using least squares. We prove that the difference between this estimator and the true parameter may be expanded along directions with intensities that may be very large due to the presence of the unknown perturbation. For a given parametric trajectory, we are able to exhibit the perturbation that leads to the highest intensities. We show through simulations that other methods, like extended Kalman filter or particles filter, present also the same lack of robustness.
Keywords :
direction-of-arrival estimation; bearings-only tracking; least squares; parametric estimator; parametric model; parametric trajectory; unknown additive perturbation; Bearings-only tracking; estimation; robustness;
Conference_Titel :
Information Fusion, 2008 11th International Conference on
Conference_Location :
Cologne
Print_ISBN :
978-3-8007-3092-6
Electronic_ISBN :
978-3-00-024883-2