Gram-Schmidt QR分解的稳定性分析

Ricardo Tadashi Kobayashi, T. Abrão
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引用次数: 5

摘要

本文研究了改进的Gram-Schmidt (GS)正交化方法在多输入多输出(MIMO)检测中的应用对QR分解(QRD)稳定性的影响。特别地,通过条件数分析了GS-QRD的数值稳定性,考虑了具有高斯项的矩阵,这是一类非常特殊的矩阵,特别是对于一般的电信系统和MIMO系统。利用随机过程理论,特别是中心极限定理、随机变量变换和矩生成函数,从平均意义上对条件数进行了分析。通过数值模拟得到了条件数的解析界。
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Stability analysis in Gram-Schmidt QR decomposition
In this study, important aspects concerning the stability of the QR decomposition (QRD) through the modified Gram-Schmidt (GS) orthogonalisation procedure with application in multiple-input–multiple-output (MIMO) detection are investigated. In particular, the numerical stability of GS-QRD is analysed through the condition number, considering a matrix with Gaussian entries, which is a very special class of matrix, especially for telecommunication systems in general and for MIMO system in particular. The condition number is analysed in the average sense, aided by random processes theory, including in special the central limit theorem, random variable transformation and moment generating functions. An analytical bound for the condition number is found and corroborated by numerical simulations.
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