Genetic algorithm assisted radial basis function multiuser detector for DS-CDMA

被引:0
作者
Torun, M. Ugur [1 ]
Kuntalp, Damla [1 ]
机构
[1] Dokuz Eylul Univ, Elekt Elekt Muhendisligi Bolumu, TR-35160 Izmir, Turkey
来源
2007 IEEE 15TH SIGNAL PROCESSING AND COMMUNICATIONS APPLICATIONS, VOLS 1-3 | 2007年
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
The optimal receiver for detecting the Direct Sequence Code Division Multiple Access (DS-CDMA) signals suffers from computational complexity which increases exponentially with the increasing number of users. Thus several sub-optimal multiuser dedectors (MUD) are proposed. Radial Basis Function (RBF) MUD is one of these sub-optimal receivers which has a very high performance but which still suffers from computational complexity since the number of center functions increases exponentially with the increasing number of users. In this contribution, we propose a new method to minimize the number of center functions of RBF MUD using Genetic Algorithm (GA) and Least Mean Squares (LMS) algorithm. Simulation results showed that the proposed method immensely reduced the complexity of the RBF MUD and the MUD was capable of succesfully tracking the bit error rate of the single-user detector.
引用
收藏
页码:153 / 156
页数:4
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