期刊文献+

采用粒群优化的免疫克隆算法 被引量:2

Immunity clone algorithm with particle swarm optimization
下载PDF
导出
摘要 利用免疫系统的克隆选择机制,结合粒群优化算法的进化方程,提出一种用于函数优化的算法。算法的主要特点是利用免疫处理操作,提高种群的多样性,利用进化方程提高收敛速度。仿真程序表明,该算法能以较快速度完成给定范围的搜索和全局优化任务。 To use the clonal selection mechanism of the immune system and combine with the evolution equation of particle swarm optimization, an advanced algorithm was introduced to optimize functions. The advantages are via immunity operation to maintain diversity of the antibodies, and the speed of convergent are improved by using evolution equation. The simulation results show that the algorithm can converge to the global optimum at quicker rate in a given range.
出处 《计算机应用》 CSCD 北大核心 2006年第4期886-887,954,共3页 journal of Computer Applications
基金 国家自然科学基金资助项目(60234030) 教育部留学回国人员科研启动基金
关键词 免疫 粒子群优化算法 克隆 变异 immunity particle swarm optimization clone mutation
  • 相关文献

参考文献4

二级参考文献20

  • 1[1]de CASTRO L N, Von ZUBEN F J. Learning and optimization using the clonal selection principle [J]. IEEE Trans on Evolutionary Computation, Special Issue on Artificial Immune Systems, 2002, 6(3):239-251.
  • 2[3]de CASTRO L N. The Clonal Selection Algorithm with Engineering Applications [C]∥In Workshop Proc of GECC'00, Workshop on Artificial Immune Systems and Their Applications,[s.l.]:[s.n.],2000:36-37.
  • 3[4]ZHANG Z H, HUANG X Y, MA X X. A Novel Fuzzy Immune Control System and Its Application to Multi-modal Function Optimization [C]∥ Proc of the 2002 Int Conf on Control and Automation.[s.l.]:[s.n.],2002:777-780.
  • 4[5]JIAOL C, WANG L. A novel genetic algorithm based on immunity [J]. IEEE Trans on Systems, Man, and Cybernetics-Part A: Systems and Humans, 2000,30(5):552-561.
  • 5FORREST S, JAVORNIK B, SMITH R, et al. Using genetic algorithms to explore pattern recognition in the Immune System[ J ]. Evolutionary Compuation, 1993, 1 (3): 191 -211.
  • 6SMITH R, FORREST S, PERELSON A S. Searching for diverse, cooperative populations with genetic algorithms[J].Evolutionary Compuation, 1993,1 (2) : 127 - 149.
  • 7SPEARS W M. Proc. 2nd foundations of genetic algorithms workshop (Whitley D, Ed. )[C]. San Mateo, CA: Morgan Kaufmann, 1992.
  • 8CASTRO L N,ZUBEN F J. Data mining: A heuristic approach[ M]. Hershey: Idea Group Publishing, 2001.
  • 9GOLDBERG D E. Genetic algorithms in search, optimization and machine learning[ M ]. Boston: Addison - Wesley,1989.
  • 10WIERZCHOA S T. Function optimization by the immune metaphor[ J ]. Task quarterly, 2002,6 (3) : 1 - 16.

共引文献31

同被引文献13

  • 1李伟,黄席樾.基于免疫原理的故障诊断推理模型研究[J].计算机仿真,2005,22(7):111-114. 被引量:4
  • 2蒙文川,邱家驹.基于免疫算法的配电网重构[J].中国电机工程学报,2006,26(17):25-29. 被引量:84
  • 3Brown R E.Network reconfiguration for improving reliability in distribution system[C].Power Engineering Society General Meeting of IEEE,Toronto,Canada,2003,4:2419-2424.
  • 4Kennedy J,Eberhart R.A discrete binary version of the particle swarm algorithm.Proceedings of the World Multi-conference on Systemics,Cybernetics and Informatics[C].Piscataway,NJ,IEEE Service Center,1997.
  • 5art E, Timmis]. Application areas of AIS: The past, the present and the future applied soft compu?ting[J]. Applied Soft Computing, 2008,8 (1) : 191- 20l.
  • 6Reischuk R, TextorJ, Stochastic search with locally clustered targets: learning from T cells[CJ II Inter?national Conference on Artificial Immune System. Cambridge, UK:[so n.J, 2011: 146-159.
  • 7TimmisJ, Hone A, Stibor T, et al. Theoretical ad?vances in artificial immune Systems[J]. Theoretical Computer Science, 2008,403 (1) : 11-32.
  • 8Gong TaovCai Zixing. Tri-tier immune system in an?ti-virus and software fault diagnosis of mobile im?mune robot based .on normal model[J]. Intelligent Robot System, 2008,51(2) : 187-20l.
  • 9Ahmad W, Narayanan A. Principles and methods of artificial immune system vaccination of learning sys?tems[C] II International Conference on Artificial Im?mune System. Cambridge, UK:[so n.J, 2011: 268- 28l.
  • 10Castiglione F, Motta S, Nicosia G. Pattern recognition by primary and secondary response of an artificial immune system[M]. New York: Springer, 2007.

引证文献2

二级引证文献4

相关作者

内容加载中请稍等...

相关机构

内容加载中请稍等...

相关主题

内容加载中请稍等...

浏览历史

内容加载中请稍等...
;
使用帮助 返回顶部