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Adaptive Variable Step-Size Griffiths’ Algorithm for Blind Demodulation of DS/CDMA Signals

机译:DS / CDMA信号盲解调的自适应可变步长Griffiths算法

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摘要

The minimum mean-squared error ( MMSE) lin- ear detector [1] , [2] has been proposed to successfully suppress the multiple access interference and mitigate the near-far problem in direct-sequence code-division multiple access communication systems. In the presence of unknown or time-varying channel pa- rameters, the MMSE linear detector can be implemented by the blind Griffiths’ algorithm [3], which uses the desired signal vector instead of a training sequence of symbols for initial adaptation. In this paper, a variable step-size (VSS) Griffiths’ algorithm is proposed for accelerating the convergence speed, especially in the presence of strong interference. Numerical results show that the convergence properties of the VSS Griffiths’ algorithm are robust against the wide eigenvalue-spread problem of the correlation ma- trix associated with the received signal vector compared to the Griffiths’algorithm using a fixed step-size.
机译:提出了最小均方误差(MMSE)线性检测器[1],[2],可以成功地抑制多址干扰,并减轻直接序列码分多址通信系统中的远距离问题。在存在未知或时变信道参数的情况下,MMSE线性检测器可以通过盲格里菲思算法[3]实现,该算法使用所需的信号矢量而不是用于初始自适应的训练符号序列。本文提出了一种可变步长(VSS)Griffiths算法,以加快收敛速度​​,特别是在存在强干扰的情况下。数值结果表明,与使用固定步长的格里菲斯算法相比,VSS格里菲斯算法的收敛特性对于与接收信号矢量相关的相关矩阵的宽特征值扩展问题具有较强的鲁棒性。

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