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

被引:74
作者
Yi, Wei [1 ]
Jiang, Haichao [1 ]
Kirubarajan, Thia [2 ]
Kong, Lingjiang [1 ]
Yang, Xiaobo [1 ]
机构
[1] Univ Elect Sci & Technol China, Sch Elect Engn, Chengdu 610051, Sichuan, Peoples R China
[2] McMaster Univ, Dept Elect & Comp Engn, Hamilton, ON L8S 4K1, Canada
关键词
DYNAMIC-PROGRAMMING ALGORITHM; DISTRIBUTED TARGET DETECTION; MOVING TARGET; SEA CLUTTER; PERFORMANCE;
D O I
10.1109/TAES.2017.2702259
中图分类号
V [航空、航天];
学科分类号
08 ; 0825 ;
摘要
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.
引用
收藏
页码:2516 / 2533
页数:18
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