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Adaptive resolution of mainlobe and sidelobe detections using model order determination

机译:使用模型阶数确定来自适应分辨主瓣和旁瓣检测

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This paper presents the development and performance evaluation of a methodology for distinguishing between mainlobe and sidelobe detections that arise in adaptive radar systems operating in adverse environments. Various adaptive detection test statistics such as the adaptive matched filter (AMF), the generalized likelihood ratio test (GLRT) and adaptive coherence estimate (ACE), and combinations of these, have been previously analyzed with respect to their sidelobe rejection capabilities. In contrast to these methods, which are based on detecting a single target with known direction and Doppler, the present method uses model order determination techniques applied to the AMF or GLRT data observed over the range of unknown angle and Doppler parameters. The determination of model order, i.e., the number of signals present in the data, is made by using least-squares model fit error residuals and applying the Akaike information criterion. Comprehensive computer simulation results are presented which demonstrate substantial improvement in sidelobe rejection performance compared to previous methods.
机译:本文介绍了区分在不利环境下运行的自适应雷达系统中出现的主瓣和旁瓣检测方法的开发和性能评估。先前已经针对它们的旁瓣抑制能力分析了各种自适应检测测试统计数据,例如自适应匹配滤波器(AMF),广义似然比测试(GLRT)和自适应相干估计(ACE)以及它们的组合。与基于检测具有已知方向和多普勒的单个目标的这些方法相比,本方法使用应用于在未知角度和多普勒参数范围内观察到的AMF或GLRT数据的模型阶数确定技术。通过使用最小二乘模型拟合误差残差并应用Akaike信息准则,可以确定模型顺序,即数据中存在的信号数量。提出了综合的计算机仿真结果,这些结果表明与以前的方法相比,旁瓣抑制性能有了实质性的提高。

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