DocumentCode :
549014
Title :
Target localization and course change detection using bearing and bearing rate measurements
Author :
Hörst, Julian ; Oispuu, Marc
Author_Institution :
Dept. Sensor Data & Inf. Fusion, Fraunhofer FKIE, Wachtberg, Germany
fYear :
2011
fDate :
5-8 July 2011
Firstpage :
1
Lastpage :
8
Abstract :
This paper addresses the problem of tracking a maneuvering target from passive measurements collected by a single observer. The target motion is characterized by several legs where in each leg the target moves with a constant speed and course. Course changes can be performed almost instantaneously. Furthermore, the observer takes either bearings-only or combined bearing and bearing rate measurements obtained by signals originating from the target. Here, the measurements are acquired by taking advantage of signal processing using a sensor array. In order to estimate the target state, a nonlinear Bayesian estimator, more precisely the marginalized particle filter, is applied in this work. Additionally, the times of course changes are detected employing a chi-square test. Finally, a comparison of the estimation results, obtained by Monte Carlo simulations, is performed between the cases of bearings-only measurements and combined bearing and bearing rate measurements. It is shown that a superior performance is achieved when using combined bearing and bearing rate measurements.
Keywords :
Bayes methods; Monte Carlo methods; array signal processing; particle filtering (numerical methods); signal detection; target tracking; Monte Carlo simulations; bearing rate measurements; chi-square test; course change detection; maneuvering target tracking; marginalized particle filter; nonlinear Bayesian estimator; passive measurements; sensor array; signal processing; single observer; target localization; Atmospheric measurements; Covariance matrix; Mathematical model; Noise; Observers; Particle measurements; Bearings-only tracking; bearing rate; change detection; maneuvering target; particle filter; target motion analysis;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Information Fusion (FUSION), 2011 Proceedings of the 14th International Conference on
Conference_Location :
Chicago, IL
Print_ISBN :
978-1-4577-0267-9
Type :
conf
Filename :
5977448
Link To Document :
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