MULTI-USER DETECTION IN DS-CDMA SYSTEMS USING A GENETIC ALGORITHM WITH REDUNDANCY SAVING STRATEGY

被引:0
|
作者
Tan, Tan-Hsu [1 ]
Huang, Yung-Fa [2 ]
Liu, Fei-Tsung [1 ]
机构
[1] Natl Taipei Univ Technol, Dept Elect Engn, Taipei 10608, Taiwan
[2] Chaoyang Univ Technol, Dept Informat & Commun Engn, Taichung Cty 41349, Taiwan
关键词
Direct-sequence code division multiple access (DS-CDMA); Genetic algorithm (GA); Multi-user detector (MUD); Redundancy saving (RS);
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
This study demonstrates that the configuration of a fixed generation number in the conventional genetic algorithm-based multi-user detector (GA-MUD) induces considerable redundant iterations and thus results in a computational inefficiency. To overcome this difficulty, this research, suggests a redundancy saving strategy for the GA-MUD (RSGA-MUD) based on the cost statistics of the GA solutions in a synchronous direct-sequence code division multiple access (DS-CDMA) system,. Computer simulations for the synchronous DS-CDMA systems in perfect power control, near-far, and increased population scenarios are conducted to examine the performance of the proposed RSGA-MUD. Experimental results show that the RSGA-MUD can significantly reduce the computational burden of the conventional GA-MUD with only a slight, performance degradation in perfect-power control and near-far scenarios. Furthermore, in the increased population scenario, the bit error rate (BER) performance is comparable to that of the optimum multi-user detector (OMD) with a computational complexity less than that of the conventional GA-MUD. Moreover, this study provides a novel mechanism that allows for a trade-off between computational reduction, and acceptable degradation of GA-MUD performance by simply adjusting the cost, threshold. Notably, the proposed redundancy saving strategy can be applied directly to various GA-based MUDs in order to increase their computational efficiency since it does not alter the essential structure of GA.
引用
收藏
页码:3347 / 3364
页数:18
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