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Adaptive Radar Detection and Classification Algorithms for Multiple Coherent Signals

机译:多个相干信号的自适应雷达检测和分类算法

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摘要

In this paper, we address the problem of target detection in the presence of coherent (or fully correlated) signals, which can be due to multipath propagation effects or electronic attacks by smart jammers. To this end, we formulate the problem at hand as a multiple-hypothesis test that, besides the conventional radar alternative hypothesis, contains additional hypotheses accounting for the presence of an unknown number of interfering signals. In this context and leveraging the classification capabilities of the Model Order Selection rules, we devise penalized likelihood-ratio-based detection architectures that can establish, as a byproduct, which hypothesis is in force. Moreover, we propose a suboptimum procedure to estimate the angles of arrival of multiple coherent signals ensuring (at least for the considered parameters) almost the same performance as the exhaustive search. Finally, the performance assessment, conducted over simulated data and in comparison with conventional radar detectors, highlights that the proposed architectures can provide satisfactory performance in terms of probability of detection and correct classification.
机译:在本文中,我们解决了相干(或完全相关的)信号存在的目标检测问题,这可能是由于智能干扰器的多径传播效应或电子攻击。为此,我们将问题与传统的雷达替代假设除了传统的雷达替代假设之外,将问题与多个假设测试一起制定,其中包含额外的假设核对存在未知数量的干扰信号。在这种情况下并利用模型订单选择规则的分类能力,我们设计了可以建立的基于惩罚的似然比的检测架构,该校正是副产品的假设。此外,我们提出了一种次次化过程来估计多个相干信号的到达角度,确保(至少用于考虑参数)几乎与穷举搜索相同的性能。最后,通过模拟数据进行性能评估并与传统的雷达检测器相比,突出显示所提出的架构可以在检测和正确分类的概率方面提供令人满意的性能。

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