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Novel Range-Spread Target Detectors in Non-Gaussian Clutter

机译:非高斯杂波中的新型测距目标探测器

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摘要

Range-spread target detection in spherically invariant random vector clutter is addressed, and different detectors with constant false alarm rate (CFAR) property are devised by exploiting order statistics theory. Firstly, with a known normalized clutter covariance matrix, the generalized likelihood ratio test based on order statistics (OS-GLRT) utilizes some largest observations from the range cells occupied by the most likely target scatterers. OS-GLRT is robust when the estimated number of scatterers is somewhat larger than the actual, but is degraded for smaller estimations. To improve the robustness of OS-GLRT, an OS-GLRT with dynamic threshold (DOS-GLRT) is designed, which adjusts detection threshold dynamically. By replacing the ideal normalized clutter covariance matrix with the constrained approximate maximum likelihood (ML) estimated matrix based on secondary data only, the adaptive OS-GLRT and adaptive DOS-GLRT are also obtained. The performance assessment conducted by Monte Carlo simulation confirms the effectiveness of the proposed detectors.
机译:提出了球不变不变随机矢量杂波中的范围扩展目标检测方法,并利用阶数统计理论设计了具有恒定虚警率(CFAR)特性的不同检测器。首先,利用已知的归一化杂波协方差矩阵,基于阶次统计量(OS-GLRT)的广义似然比检验利用了最可能的目标散射体所占据的距离单元的一些最大观测值。当散射体的估计数量略大于实际数量时,OS-GLRT会很健壮,但对于较小的估计数量则会降低。为了提高OS-GLRT的鲁棒性,设计了具有动态阈值的OS-GLRT(DOS-GLRT),它可以动态调整检测阈值。通过仅使用基于辅助数据的受约束的近似最大似然(ML)估计矩阵替换理想的归一化杂波协方差矩阵,还可以获得自适应OS-GLRT和自适应DOS-GLRT。通过蒙特卡洛模拟进行的性能评估证实了所提出的探测器的有效性。

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