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A Low Complexity Two-Stage Target Detection Scheme for Resource Limited Radar Systems

机译:资源受限雷达系统的低复杂度两阶段目标检测方案

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摘要

A two-stage detector is proposed to accommodate high computational load requirements of modern radar systems. The first stage of the proposed system is a low-complexity detector that operates at an unusually high false alarm probability value around 1/10. This stage is to prescreen and eliminate some of the test cells with relatively few operations. The second stage operates only on the cells passing the prescreening stage and implements a high-complexity detector at a desired system false alarm rate. Due to the detector cascade, the second stage has a large amount of computational load reduction, on the order of 10 folds, in comparison with the single-stage systems. The mathematical analysis of the described two-stage detector is presented, and the relations for the false alarm and detection probability are derived. The numerical results show that it is possible to achieve a significant computational load reduction at a negligible performance loss with the proper selection of detector parameters.
机译:提出了一种两级检测器,以适应现代雷达系统的高计算负荷要求。所提出系统的第一阶段是低复杂度检测器,其以大约1/10的异常高虚警概率值进行操作。此阶段是通过相对较少的操作来预筛选和消除一些测试单元。第二阶段仅对经过预筛选阶段的单元进行操作,并以所需的系统误报率实现高复杂度检测器。由于检测器级联,与单级系统相比,第二级具有大量的计算负载减少量,约为10倍。对所描述的两级检测器进行了数学分析,得出了虚警与检测概率的关系。数值结果表明,通过适当选择检测器参数,可以在性能损失可忽略不计的情况下显着降低计算负荷。

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