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Cumulative Distribution Approximation of Signal Envelope in Radio Channels with Arbitrary Scattering

机译:任意散射无线电通道信号包络累积分布近似

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摘要

An approximation method for the cumulative distribution function (CDF) of a signal envelope at the output of an arbitrary radio channel based on the gamma distribution is proposed. The well-known Nakagami approximation method is a special case of the proposed approach. In contrast to the Nakagami method, the convergence of the CDF of some arbitrary non-negative statistics to the proposed asymptotic CDF is presented strictly in the paper and the conditions for this convergence are determined. In addition, the proposed method allows us to take into account the type of the receiving device processing. The use of the proposed approximation is illustrated by the example of a memoryless channel with additive white Gaussian noise, although the possibilities of its application are much wider. We show, that the specificity of a channel model is reduced to a single parameter, called the channel scintillation index. The values of scintillation index for several channel models are calculated, and the error analysis of the proposed CDF approximation is carried out on the basis of them. In the analysis we show, that in the practically significant range of CDF ≥ 0.5, the relative approximation error is within a few percent. The possibility of a relatively simple statistical description of new channel models is illustrated, because their traditional description has significant mathematical difficulties. In particular, a multipath generalization of a TWDP channel model is proposed, called as a MWDP channel.
机译:提出了一种基于伽马分布的任意无线信道输出的信号包络累积分布函数(CDF)的近似方法。众所周知的Nakagami近似方法是所提出的方法的特殊情况。与Nakagami方法相比,严格介绍了一些任意非负统计的CDF的CDF的收敛,在纸上严格呈现,并确定该收敛的条件。此外,所提出的方法允许我们考虑接收设备处理的类型。通过具有添加性白色高斯噪声的无记忆频道的示例来示出所提出的近似的使用,尽管其应用的可能性更广泛。我们示出了,频道模型的特异性降低到一个名为频道闪烁索引的单个参数。计算用于若干信道模型的闪烁指数的值,并且基于它们进行所提出的CDF近似的误差分析。在分析我们展示中,在实际上在CDF≥0.5的实际显着范围内,相对近似误差在几个百分点内。说明了新频道模型的相对简单统计描述的可能性,因为它们的传统描述具有显着的数学困难。特别地,提出了一种TWDP信道模型的多径广泛化,称为MWDP信道。

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