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Track-Before-Detect Strategies for Radar Detection in G0-Distributed Clutter

Authors :
Wei Yi
Thia Kirubarajan
Xiaobo Yang
Lingjiang Kong
Jiang Haichao
Source :
IEEE Transactions on Aerospace and Electronic Systems. 53:2516-2533
Publication Year :
2017
Publisher :
Institute of Electrical and Electronics Engineers (IEEE), 2017.

Abstract

This paper considers target detection via dynamic-programming based track-before-detect (DP-TBD) for radar systems. The clutter is modeled usingenlr G0 distribution, which is usually used to model clutter received from high-resolution radars and radars working at small grazing angles. Two target models, namely, Swerling 0 and 1 models, are considered to capture the radar cross section changes over time. DP-TBD techniques that integrate amplitude suffer from significant performance loss in this case due to the high likelihood of target-like outliers. In this paper, the log-likelihood ratio (LLR) is used in the integration process of DP-TBD, taking the place of amplitude, to enhance radar detection performance. The expressions for the LLR for the above target models are derived first. However, neither of them has a closed-form solution. In order to reduce the complexity of evaluating the LLR, efficient but accurate approximation methods are proposed. Then the approximated LLR is used in the integration process of DP-TBD. Simulations are used to examine the efficiency of the approximation methods as well as the performances of different DP-TBD strategies.

Details

ISSN :
00189251
Volume :
53
Database :
OpenAIRE
Journal :
IEEE Transactions on Aerospace and Electronic Systems
Accession number :
edsair.doi...........bdf3d37fa91d3586aa8cde6d5dd4dd05