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Posterior Cramer-Rao Bounds for Multi-Target Tracking.

Authors :
Hue, C.
Cadre, J.-P. Le
Pérez, P.
Source :
IEEE Transactions on Aerospace & Electronic Systems. Jan2006, Vol. 42 Issue 1, p37-49. 13p. 3 Black and White Photographs, 1 Chart, 2 Graphs.
Publication Year :
2006

Abstract

This study is concerned with multi-target tracking (MTT). The Cramér-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. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
00189251
Volume :
42
Issue :
1
Database :
Academic Search Index
Journal :
IEEE Transactions on Aerospace & Electronic Systems
Publication Type :
Academic Journal
Accession number :
20383041
Full Text :
https://doi.org/10.1109/TAES.2006.1603404