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The Labeled Multi-Bernoulli Filter for Multitarget Tracking With Glint Noise

Authors :
Henry Leung
Kai Shen
Peng Dong
Minzhe Li
Zhongliang Jing
Source :
IEEE Transactions on Aerospace and Electronic Systems. 55:2253-2268
Publication Year :
2019
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2019.

Abstract

A labeled multi-Bernoulli (LMB) filter is presented to perform multitarget tracking (MTT) for the glint noise. The measurement noise is modeled as a multivariate Student- $t$ process. The variational Bayesian method is applied in the LMB framework with the augmented state. The predictive likelihood is calculated via minimizing the Kullback–Leibler divergence by the variational lower bound. Simulation results show that our approach is effective in MTT with the glint noise.

Details

ISSN :
23719877 and 00189251
Volume :
55
Database :
OpenAIRE
Journal :
IEEE Transactions on Aerospace and Electronic Systems
Accession number :
edsair.doi...........e10b6ef9e32cdcdfb2920054aec9ac4c