DocumentCode :
392137
Title :
Stochastic conjugate gradient based multi-user constant modulus algorithm for use in multiuser DS-CDMA environment
Author :
Arasaratnam, P. ; Zhu, S. ; Constantinides, A.G.
Author_Institution :
Dept. of Electr. & Electron. Eng., Imperial Coll. of Sci., Technol. & Med., London, UK
Volume :
1
fYear :
2002
fDate :
17-21 Nov. 2002
Firstpage :
458
Abstract :
A stochastic conjugate gradient algorithm (SCGA) is proposed for the solving of the nonlinear optimization problem associated with the multiuser constant modulus algorithm (CC-CMA) for DS-CDMA receivers in a multiuser environment. The algorithm is 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), 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 multiuser environment. Alternatively, a window sliding parameter may be adjusted to trade off between performance and computation to match system requirements. We also propose a convergence analysis for the proposed algorithms.
Keywords :
blind equalisers; blind source separation; conjugate gradient methods; convergence of numerical methods; mobile radio; multiuser channels; optimisation; radio receivers; spread spectrum communication; SCGCC-CMA; blind source separation; convergence rate; joint blind channel equalization; multiuser DS-CDMA; multiuser constant modulus algorithm; nonlinear optimization; performance; receivers; single-user environment; stochastic conjugate gradient CC-CMA; window sliding parameter adjustment; Approximation algorithms; Biomedical signal processing; Convergence; Cost function; Filters; Inference algorithms; Multiaccess communication; Multiple access interference; Signal processing algorithms; Stochastic processes;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Global Telecommunications Conference, 2002. GLOBECOM '02. IEEE
Print_ISBN :
0-7803-7632-3
Type :
conf
DOI :
10.1109/GLOCOM.2002.1188121
Filename :
1188121
Link To Document :
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