On the probability distribution function for airborne radar clutter

A. Parthiban, J. Madhavan, P. Radhakrishna, D. Savitha, L. Kumar
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引用次数: 2

Abstract

Modern airborne radars have stringent clutter-limited performance requirements and have become increasingly more complex and less tractable for mathematical analysis. Moreover, the performance evaluation associated with many detector structures is often intractable by analytical means. So computer simulation is an obvious choice for obtaining quantitative results if the radar is set to operate in hostile scenarios. Radar returns must be statistically modeled to predict the radar performance and optimize the resources. It is well known that as the patch size illuminated in low grazing angles by the modern high-resolution radar decreases, the statistical properties of the resulting backscatter or clutter no longer obey the central limit theorem and tend to deviate from the normal distribution in many practical scenarios. The experimentally measured amplitude probability density function (APDF) of clutter reflections exhibits the larger deviations and is better fitted by APDFs such as lognormal, Weibull, K-distribution, etc., depending on the illuminated surfaces. The work reported here shows the modeling and simulation of diverse clutters and their suitable APDFs for a given surface. It also takes into consideration the variations of scattering coefficient with grazing angle for the given surface. The validity of the simulated data is ensured through standard statistical tests. These statistical characterizations are more helpful in fixing the threshold for optimized performance.
机载雷达杂波的概率分布函数研究
现代机载雷达具有严格的杂波限制性能要求,并且越来越复杂,难以进行数学分析。此外,与许多探测器结构相关的性能评估往往难以用分析方法进行。因此,如果雷达被设置为在敌对情况下工作,计算机模拟是获得定量结果的明显选择。雷达回波必须统计建模,以预测雷达性能和优化资源。众所周知,随着现代高分辨率雷达在低掠射角照射下的散射斑尺寸的减小,所产生的后向散射或杂波的统计性质在许多实际情况下不再服从中心极限定理,并趋于偏离正态分布。实验测得的杂波反射振幅概率密度函数(APDF)偏差较大,且随受照面不同,对数正态分布、威布尔分布、k分布等APDF能较好地拟合。本文报道的工作显示了不同杂波的建模和仿真,以及它们在给定表面上的合适apdf。同时考虑了给定表面散射系数随掠掠角的变化。通过标准的统计检验,保证了模拟数据的有效性。这些统计特征对于确定优化性能的阈值更有帮助。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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