|
|
Global Particle Swarm Based Cooperative Artificial Immune Network for Optimization |
LIU Li, XU Wen-Bo, WU Xiao-Jun |
School of Information Technology, Jiangnan University, Wuxi 214122 |
|
|
Abstract A cooperative artificial immune network model is proposed. Inspired by global particle swarm intelligence, a cooperative artificial immune network, namely gpso-CoAIN, is developed for optimization. Due to the added global swarm cooperative operator, memory cells with particle swarm behavior are capable of sharing search experience. Furthermore, the clone selection procedure with variable step size of the artificial immune network is improved to adapt to fine optimal search. Experimental results of function optimization show that gpso-CoAIN outperforms several algorithms in optimal searching ability and running speed. The dynamic analysis illustrates the good diversity of the memory cells of the gpso-CoAIN network in the network population.
|
Received: 14 May 2008
|
|
|
|
|
[1] de Castro L N, Timmis J. Artificial Immune Systems as a Novel Soft Computing Paradigm. Soft Computing—A Fusion of Foundations, Methodologies and Applications, 2003, 7(8): 526-544 [2] Yuan Shengfa, Chu Fulei. Fault Diagnosis Based on Support Vector Machines with Parameter Optimization by Artificial Immunization Algorithm. Mechanical System and Signal Processing, 2007, 21(3): 1318-1330 [3] Ma Xiuli, Liu Fang, Jiao Licheng. Parameters Optimization of Synergetic Neural Network Based on Immunity Clonal Algorithm. Journal of Infrared and Millimeter Waves, 2007, 26(1): 38-42 (in Chinese) (马秀丽,刘 芳,焦李成.基于免疫克隆算法的协同神经网络参数优化.红外与毫米波学报, 2007, 26(1): 38-42) [4] Shen Xian, Gao X Z, Bie Roufang. Artificial Immune Networks: Models and Applications. International Journal of Computational Intelligence Systems, 2008, 1(2): 168-176 [5] de Castro L N, Timmis J. An Artificial Immune Network for Multimodal Function Optimization // Proc of the IEEE Congress on Evolutionary Computation. Honolulu, USA, 2002, Ⅰ: 699-704 [6] de Franca F O, von Zuben F J, de Castro L N. An Artificial Immune Network for Multimodal Function Optimization on Dynamic Environments // Proc of the Conference on Genetic and Evolutionary Computation. Washington, USA, 2005: 289-296 [7] Coelho L S, Mariani V C. Artificial Immune Network Combined with Normative Knowledge for Power Economic Dispatch of Thermal Units. Advances in Soft Computing, 2009, 52(1): 55-64 [8] Timmis J, Edmonds C, Kelsey J. Assessing the Performance of Two Immune Inspired Algorithms and a Hybrid Genetic Algorithm for Function Optimisation // Proc of the IEEE Congress on Evolutionary Computation. New York, USA, 2004, Ⅰ: 1044-1051 [9] Li Zhengnan, Liang Yiwen, Dong Hongbin. A Co-Evolutionary Method with T-Cell and B-Cell in Artificial Immune Systems. Computer Engineering and Application, 2004, 40(36): 69-72 (in Chinese) (李征难,梁意文,董红斌.人工免疫中B细胞和T细胞的协同演化方法.计算机工程与应用, 2004, 40(36): 69-72) [10] Emma M C, Neill L A J O. A Trinity of Pathogen Sensors That Co-Operate in Innate Immunity. Trends in Immunology, 2007, 27(8): 352-357 [11] Gao Yin, Xie Shengli. Particle Swarm Optimization Algorithm with Immunity. Computer Engineering and Applications, 2004, 40(6): 4-6,33 (in Chinese) (高 鹰,谢胜利.免疫粒子群优化算法.计算机工程与应用, 2004, 40(6): 4-6,33) [12] Sun Xun, Zhang Weiuo, Yin Wei, et al. Optimization of Flight Controller Parameters Based on PSO-Immune Algorithm. Journal of System Simulation, 2007, 19(12): 2765-2767 (in Chinese) (孙 逊,章卫国,尹 伟,等.基于免疫粒子群算法的飞行控制器参数寻优.系统仿真学报, 2007, 19(12): 2765-2767) [13] Fu Jian, Li Zhonghua, Tan Hongzhou. A Hybrid Artificial Immune Network with Swarm Learning // Proc of the International Conference on Communications, Circuits and Systems. Kokura, Japan, 2007: 910-914 [14] Lin Chengjian, An Efficient Immune-Based Symbiotic Particle Swarm Optimization Learning Algorithm for TSK-Type Neuro-Fuzzy Networks Design. Fuzzy Sets and Systems, 2008, 159(21): 2890-2909 [15] Qiu Shimin. Research on the Synergy Theory, Method and Application of Complex Adaptive System. Ph.D Dissertation. Tianjin, China: Tianjin University. School of Management, 2003 (in Chinese) (邱世明.复杂适应系统协同理论、方法与应用研究.博士学位论文.天津:天津大学.管理学院, 2003) [16] Su Shoubao, Wang Jiwen, Fang Jie. Overview Applications and Research on Particle Swarm Optimization Algorithm. Computer Technology and Development, 2007: 17(5): 249-253 (in Chinese) (苏守宝,汪继文,方 杰.粒子群优化技术的研究与应用进展.计算机技术与发展, 2007, 17(5): 249-253) |
|
|
|