Hermite series expansion of the PDF of sum of random variables and its application to analysis of equal gain combining diversity reception

S. Samarasinghe, D. Wasalthilake, N. Ekanayake
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引用次数: 1

Abstract

This paper presents an investigation on the applicability of the Hermite series expansion to analytically determine the probability density function of the sum of independent random variables and its application to analysis of problems that arise in digital communications. The density function of the sum of random variables is expressed in the form of an infinite series using Hermite polynomials. The coefficients of the series are expressed in terms of the central moments of the individual random variables. The knowledge of the characteristic function is not required. The newly derived series is applied to analyze the symbol error rate of M-ary CPSK signals received over Nakagami-m fading channels with equal gain combining diversity reception. An expression for the symbol error rate is derived. Our investigation shows that the error probabilities can be numerically computed efficiently with the new series approximately up to 10−5. The Hermite series expansion, however, exhibits slow convergence and it is not particularly suitable for evaluating very small error probabilities though seldom one requires such low probabilities.
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随机变量和PDF的Hermite级数展开及其在组合分集接收等增益分析中的应用
本文研究了Hermite级数展开式在解析确定独立随机变量和的概率密度函数中的适用性及其在数字通信中出现的问题分析中的应用。随机变量和的密度函数以无穷级数的形式用厄米特多项式表示。序列的系数用单个随机变量的中心矩表示。不需要了解特征函数。利用新导出的序列,结合分集接收,分析了在等增益中川-m衰落信道上接收的M-ary CPSK信号的码元错误率。导出了符号错误率的表达式。我们的研究表明,新的序列可以有效地计算误差概率,其近似为10−5。然而,Hermite级数展开式收敛速度慢,并不特别适合于计算非常小的误差概率,尽管很少有人需要如此低的概率。
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