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Performance Evaluation of a GLRT Moving Target Detector for TerraSAR-X Along-Track Interferometric Data

机译:用于TerraSAR-X沿轨干涉数据的GLRT运动目标检测器的性能评估

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摘要

The availability of high-resolution along-track interferometric synthetic aperture radar (ATI-SAR) data with large coverage, such as TerraSAR-X (TSX) data, motivates spaceborne ground moving target detection as an attractive alternative to conventional traffic data acquisition. In this paper, a performance analysis of ground moving targets detection by means of ATI-SAR systems and using a statistical approach is carried out on both simulated and real data. A Gaussian clutter model and a deterministic target response have been assumed. The receiver operating characteristic for the likelihood ratio test (LRT), which can be assumed as a reference best performance case, has been expressed in closed form and has been related to the deflection values, which can be exploited for assessing the improvements in the detection probability with a constant false-alarm rate. For practical applications, the performance of a generalized LRT (GLRT) has been investigated. The analysis carried out on simulated data revealed that the detection results achieved using a GLRT based on a deterministic target model are comparable with those obtained using a GLRT based on a Gaussian target model and are not significantly worse than the theoretical performance of the LRT. Finally, ground moving target detection results on TSX real data are showed.
机译:具有大覆盖范围的高分辨率沿轨干涉式合成孔径雷达(ATI-SAR)数据(例如TerraSAR-X(TSX)数据)的出现,激发了星空地面移动目标的检测,成为常规交通数据采集的一种有吸引力的替代方法。本文利用ATI-SAR系统并采用统计方法对模拟和真实数据进行了地面运动目标检测的性能分析。假定了高斯杂波模型和确定性目标响应。似然比测试(LRT)的接收机工作特性(可以假定为最佳参考性能)已以封闭形式表示,并且与偏转值有关,可以用来评估检测的改进错误警报率恒定的概率。对于实际应用,已经研究了通用LRT(GLRT)的性能。对模拟数据进行的分析显示,使用基于确定性目标模型的GLRT所获得的检测结果与使用基于高斯目标模型的GLRT所获得的检测结果具有可比性,并且不比LRT的理论性能差很多。最后,显示了在TSX真实数据上的地面移动目标检测结果。

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