Stochastic conjugate gradient based multi-user constant modulus algorithm for use in multiuser DS-CDMA environment

被引:0
|
作者
Arasaratnam, P [1 ]
Zhu, S [1 ]
Constantinides, AG [1 ]
机构
[1] Univ London Imperial Coll Sci Technol & Med, Dept Elect & Elect Engn, Commun & Signal Proc Grp, London SW7 2BT, England
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中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A Stochastic Conjugate Gradient Algorithms (SCGA) is proposed for the solving nonlinear optimization problem associated with the multi-user constant modulus algorithm (CC-CMA) for DS-CDMA receivers in a multi-user environment. The algorithm referred to as the stochastic conjugate gradient CC-CMA (SCGCC-CMA). Simulations show that the SCGCC-CMA algorithm preserves the fast convergence rate of the block-shanno cross correlation constant modulus algorithm (BSCC-CMA) [1], can be configured to perform similar to the recursive least squares (RLS) version of the CC-CMA algorithm, and can outperform the conventional CC-CMA for less cost. The proposed algorithms can also be used in DS/CDMA systems to solve the problem of joint blind channel equalization and blind source separation in a single-user and multi-user environment. Alternatively, a window sliding parameter may be adjusted to trade off between performance and computation to match system requirements. We will also propose a convergence analysis for the proposed algorithms.
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页码:458 / 462
页数:5
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