DocumentCode
549013
Title
An extended target tracking method with random finite set observations
Author
Zhu, Hongyan ; Han, Chongzhao ; Li, Chen
Author_Institution
Dept. of Electron. & Inf. Eng., Xi´´an Jiaotong Univ., Xi´´an, China
fYear
2011
fDate
5-8 July 2011
Firstpage
1
Lastpage
6
Abstract
A target is denoted extended when the target extent is larger than the sensor resolution. A tracking algorithm should be capable of estimating the target extent in addition to the state of the centroid. This paper addresses the problem of tracking an extended target with unknown parameter about the target extent. The extended target is regarded as a spatial distribution model, and the target extent is considered as a mixture of multiple probability distributions in this paper. The EM algorithm is utilized to estimate the unknown parameters about target extent, and also a particle implementation of the presented method is given. Simulation results validate the effectiveness of the presented method.
Keywords
statistical distributions; target tracking; EM algorithm; extended target tracking method; particle implementation; probability distributions; random finite set observations; sensor resolution; spatial distribution model; target extent estimation; tracking algorithm; Bayesian methods; Density measurement; Mathematical model; Particle measurements; Shape; Target tracking; Time measurement; Extended target; random finite sets; target extent;
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
5977447
Link To Document