Application of the positive alpha-stable distribution

Robert D. Pierce
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引用次数: 62

Abstract

Many physical phenomena are non-Gaussian and if the observed data have frequently occurring extreme values, then the phenomena may be modeled as a random process with an alpha-stable distribution. When positive and negative outcomes are equally likely, then the process would be symmetric alpha-stable (S/spl alpha/S); however when only positive outcomes are possible, then the process would be positive alpha-stable (P/spl alpha/S). Phenomena related to energy or power are examples. This paper presents the characteristics and potential applications for the P/spl alpha/S distribution. For this distribution all negative-order moments exist, and ratios of these moments are used to estimate alpha. Application areas that are examined include: seismic activity, ocean wave variability, and radar sea clutter modulation. The correlation properties of these data are examined.
正稳定分布的应用
许多物理现象是非高斯分布的,如果观测到的数据有频繁出现的极值,那么这些现象可以被建模为具有α稳定分布的随机过程。当积极结果和消极结果的可能性相等时,则过程是对称α -稳定的(S/spl α /S);然而,当只有积极的结果是可能的,那么这个过程将是积极的α -稳定(P/spl α /S)。与能量或动力有关的现象就是例子。本文介绍了P/spl α /S分布的特点及其潜在应用。对于这个分布,所有负阶矩都存在,这些矩的比值用于估计。研究的应用领域包括:地震活动、海浪变异性和雷达海杂波调制。研究了这些数据的相关特性。
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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