DocumentCode
1641970
Title
Novel variable step size constant modulus algorithms for blind multiuser detection
Author
Du, Zhimin ; Zhou, Sheng ; Wan, Peng ; Wu, Weiling
Author_Institution
Sch. of Inf. Eng., Beijing Univ. of Posts & Telecommun., China
Volume
2
fYear
2001
fDate
6/23/1905 12:00:00 AM
Firstpage
673
Abstract
Conventional constant modulus algorithms (CMAs) suffer shortcomings of slow convergence rate and possibility of improper convergence, which obstruct their application in real-time multiuser detection for CDMA cellular system. This paper focuses on developing new algorithms to alleviate these problems. Three new CMAs, recursive variable step size CMA, normalized constrained CMA and recursive variable step size constrained CMA, are obtained under a uniform framework. Interestingly they can be expressed in a general form. Since they automatically and adaptively choose the optimal variable step size there is no need to worry about whether the step size works and they converge much faster. To solve the modulus parameter sensitivity problem of constrained CMA, modulus parameter correction is integrated into RVSS-CCMA. Various simulations validate the efficiency and robustness of our new algorithms, especially the RVSS-CCMA with modulus parameter correction
Keywords
adaptive signal detection; code division multiple access; convergence of numerical methods; digital simulation; multiuser channels; CDMA cellular system; RVSS-CCMA; blind adaptive algorithms; blind multiuser detection; constrained CMA; convergence rate; modulus parameter correction; modulus parameter sensitivity; normalized constrained CMA; optimal variable step size; real-time multiuser detection; recursive variable step size CMA; recursive variable step size constrained CMA; simulations; variable step size constant modulus algorithms; Adaptive algorithm; Convergence; Cost function; Covariance matrix; Detectors; Filtering; Multiaccess communication; Multiuser detection; Real time systems; Robustness;
fLanguage
English
Publisher
ieee
Conference_Titel
Vehicular Technology Conference, 2001. VTC 2001 Fall. IEEE VTS 54th
Conference_Location
Atlantic City, NJ
ISSN
1090-3038
Print_ISBN
0-7803-7005-8
Type
conf
DOI
10.1109/VTC.2001.956855
Filename
956855
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