Multiuser Detection Using Immune Ant Colony Optimization

被引:2
作者
Gao, Hongyuan [1 ]
Diao, Ming [1 ]
机构
[1] Harbin Engn Univ, Coll Informat & Commun Engn, Harbin 150001, Peoples R China
来源
2009 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE AND COMPUTATIONAL INTELLIGENCE, VOL II, PROCEEDINGS | 2009年
关键词
ant colony optimization; multiuser detection; artificial immune system; Hopfield neural network; code division multiple access; GENETIC ALGORITHM;
D O I
10.1109/AICI.2009.462
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
To design optimal multiuser detector of low complexity, a simple ant colony optimization algorithm (ACO) is presented. By introducing the information processing mechanism of artificial immune system and neural network to ACO, an immune ant colony optimization (IACO) is proposed. In IACO, a new method of preparing vaccine using Hopfield neural network is presented to form immune operator. The proposed IACO is a hybridization method of the ACO with the immune operator that reduces the computational complexity by providing faster convergence and improves the performance of ACO. Then a novel multiuser detector based on IACO is designed in CDMA system. Simulation results show that the proposed detector is superior to the multiuser detectors based on the previous intelligent algorithms in bit error rate, and achieve the global optimization solution in fast convergence rate.
引用
收藏
页码:109 / 113
页数:5
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