Title :
Modeling the target extent with multiplicative noise
Author :
Baum, Marcus ; Faion, Florian ; Hanebeck, Uwe D.
Author_Institution :
Intell. Sensor-Actuator-Syst. Lab. (ISAS), Karlsruhe Inst. of Technol. (KIT), Karlsruhe, Germany
Abstract :
Extended target tracking deals with simultaneously tracking the shape and the kinematic parameters of a target. In this work, we formulate the extended target tracking problem as a state estimation problem with both multiplicative and additive measurement noise. In case of extended targets with known orientation, we show that the best linear estimator is not consistent and, hence, is unsuitable for this problem. In order to overcome this issue, we propose a quadratic estimator for a recursive closed-form measurement update. Simulations demonstrate the performance of the estimator.
Keywords :
approximation theory; noise measurement; recursive estimation; target tracking; additive measurement noise; extended target shape approximation estimation; extended target tracking; linear estimator; multiplicative measurement noise; recursive closed-form measurement update; state estimation problem; target extent modeling; target. kinematic parameter tracking; target. shape parameter tracking; Distribution functions; Equations; Graphical models; Mathematical model; Noise; Noise measurement; Target tracking;
Conference_Titel :
Information Fusion (FUSION), 2012 15th International Conference on
Conference_Location :
Singapore
Print_ISBN :
978-1-4673-0417-7
Electronic_ISBN :
978-0-9824438-4-2