Title :
Multiuser Detection Using Immune Ant Colony Optimization
Author :
Gao, Hongyuan ; Diao, Ming
Author_Institution :
Coll. of Inf. & Commun. Eng., Harbin Eng. Univ., Harbin, China
Abstract :
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.
Keywords :
Hopfield neural nets; artificial immune systems; code division multiple access; computational complexity; multiuser detection; Hopfield neural network; artificial immune system; bit error rate; code division multiple access; computational complexity; hybridization method; immune ant colony optimization; information processing mechanism; multiuser detection; Algorithm design and analysis; Ant colony optimization; Artificial immune systems; Artificial neural networks; Computational complexity; Detectors; Hopfield neural networks; Information processing; Multiuser detection; Vaccines; Hopfield neural network; ant colony optimization; artificial immune system; code division multiple access; multiuser detection;
Conference_Titel :
Artificial Intelligence and Computational Intelligence, 2009. AICI '09. International Conference on
Conference_Location :
Shanghai
Print_ISBN :
978-1-4244-3835-8
Electronic_ISBN :
978-0-7695-3816-7
DOI :
10.1109/AICI.2009.462