具有广义极值分布的海涌事件建模

Hao Ding, Yong Huang, Ningbo Liu, Yonghua Xue, Guoqing Wang
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引用次数: 6

摘要

对于低掠掠角的高分辨率雷达,强海峰的存在导致海杂波振幅分布出现长尾。本文的主要贡献是对海杂波振幅分布的精确模拟。考虑到海峰事件的冲动性,模型采用了源自极值理论(EVT)的广义极值分布。通过在GEV模型中加入复合高斯分量来考虑非峰值样本的贡献,提出了最终的分布模型。实测数据的验证结果表明,所提模型在描述尖状海杂波的统计分布,特别是尾翼区域的统计分布方面取得了令人满意的性能改进。
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Modeling of sea spike events with generalized extreme value distribution
For high resolution radar at low grazing angles, the existence of strong sea spikes leads to long tails in the amplitude distribution of sea clutter. The accurate modeling of sea clutter amplitude distribution in the presence of sea spikes is the main contribution of this paper. Considering the impulsive nature of sea spike events, the generalized extreme value (GEV) distribution, which originated from extreme value theory (EVT), is adopted in the modeling. Final distribution models are proposed by adding a compound Gaussian component in the GEV model to account for the contribution of non-spike samples. Validation results with measured data indicate that the proposed models can achieve satisfactory performance improvement in describing the statistical distribution of spiky sea clutter, especially in the tail region.
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