No evidence of stable distributions in radar clutter

J. How, H. Leung
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引用次数: 7

Abstract

The alpha-stable distribution is a theoretical model for impulsive noise that currently enjoys wide success. In this paper, we test its applicability to high resolution radars that are capable of resolving fine structure of the sea surface. The received sea clutter signal by such systems is not well modeled by a Gaussian process, and we expected that stable distributions may provide better description of noise statistics than the conventional non-Gaussian models such as the K-distribution. However, in the important for radar low probability of false alarm region, we found that the K-distribution fits better the sea-clutter amplitude statistics than the alpha-stable distribution. In the application considered, we explain this failure of the stable model based on the analytical stable noise modeling.
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在雷达杂波中没有稳定分布的证据
稳定分布是脉冲噪声的一种理论模型,目前取得了广泛的成功。在本文中,我们测试了它在能够分辨海面精细结构的高分辨率雷达上的适用性。这种系统接收到的海杂波信号不能很好地用高斯过程建模,我们期望稳定分布可以比传统的非高斯模型(如k分布)更好地描述噪声统计。然而,在重要的雷达低虚警概率区域,我们发现k分布比α稳定分布更适合海杂波振幅统计量。在考虑的应用中,我们基于解析稳定噪声建模来解释稳定模型的失败。
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