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Posterior Cramer-Rao bounds for multi-target tracking

Authors :
Hue, C.
Le Cadre, J.-P.
Perez, P.
Source :
IEEE Transactions on Aerospace and Electronic Systems. Jan, 2006, Vol. 42 Issue 1, p37, 13 p.
Publication Year :
2006

Abstract

This study is concerned with multi-target tracking (MTT). The Cramer-Rao lower bound (CRB) is the basic tool for investigating estimation performance. Though basically defined for estimation of deterministic parameters, it has been extended to stochastic ones in a Bayesian setting. In the target tracking area, we have thus to deal with the estimation of the whole trajectory, itself described by a Markovian model. This leads up to the recursive formulation of the posterior CRB (PCRB). The aim of the work presented here is to extend this calculation of the PCRB to MTT under various assumptions.

Details

Language :
English
ISSN :
00189251
Volume :
42
Issue :
1
Database :
Gale General OneFile
Journal :
IEEE Transactions on Aerospace and Electronic Systems
Publication Type :
Academic Journal
Accession number :
edsgcl.144151979