K - μ /逆伽马衰落模型

Seong Ki Yoo, S. Cotton, P. Sofotasios, M. Matthaiou, M. Valkama, G. Karagiannidis
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引用次数: 40

摘要

在传统和现代无线通信中,统计分布被广泛应用于衰落效应的建模。在本工作中,我们提出了一种新的κ - μ复合阴影衰落模型,该模型基于平均信号功率服从反伽马分布而不是对数正态分布或常用的伽马分布的有效假设。这种分布与伽马分布的关系很简单,但最重要的是,它的半重尾特征使它适合于与阴影衰落建模有关的应用。此外,导出的κ - μ /逆γ复合分布的概率密度函数允许一个相当简单的代数表示,使得它易于解析和数值处理。通过对以身体为中心的通信信道中容易受到阴影效应影响的衰落效应进行建模,证明了该衰落模型的有效性和实用性。为此,在理论和各自的实时测量结果之间进行了广泛的比较。结果表明,这些比较显示了新模型对各种测量设置对应于实际通信场景的准确拟合。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
The K — μ / inverse gamma fading model
Statistical distributions have been extensively used in modeling fading effects in conventional and modern wireless communications. In the present work, we propose a novel κ - μ composite shadowed fading model, which is based on the valid assumption that the mean signal power follows the inverse gamma distribution instead of the lognormal or commonly used gamma distributions. This distribution has a simple relationship with the gamma distribution, but most importantly, its semi heavy-tailed characteristics constitute it suitable for applications relating to modeling of shadowed fading. Furthermore, the derived probability density function of the κ - μ / inverse gamma composite distribution admits a rather simple algebraic representation that renders it convenient to handle both analytically and numerically. The validity and utility of this fading model are demonstrated by means of modeling the fading effects encountered in body centric communications channels, which have been known to be susceptible to the shadowing effect. To this end, extensive comparisons are provided between theoretical and respective real-time measurement results. It is shown that these comparisons exhibit accurate fitting of the new model for various measurement set ups that correspond to realistic communication scenarios.
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