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一种基于佳点集的类电磁机制算法 被引量:22

Electromagnetism-like mechanism algorithm based on the good point set
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摘要 提出了一种改进的类电磁机制算法——基于佳点集的类电磁机制算法.该算法运用数论中的佳点集理论构造初始种群;改进了局部搜索算法;运用改造后的公式计算粒子之间的作用力;设计了一种自适应移动算子来更新粒子.实验结果表明,改进后的算法能更快、更精确地收敛于问题的全局最优值. The electromagnetism-like mechanism(EM) algorithm is a new heuristic algorithm for global optimization.By analyzing the optimization mechanism of EM,an improved Electromagnetism-like Mechanism algorithm,which is an Electromagnetism-like Mechanism algorithm based on the good point set,is proposed.The new algorithm constructs the initial population by using the principles of the good point set in the number theory,and improves the local search algorithm.This algorithm calculates the total force vector between particles by using the modified equation,and designs an adaptive move operator to update the location of those particles.Experimental results show that the improved algorithm can converge to the global optima more effectively and accurately.
出处 《西安电子科技大学学报》 EI CAS CSCD 北大核心 2011年第6期167-172,共6页 Journal of Xidian University
基金 国家部委基础科研计划资助项目(D1120060967)
关键词 类电磁机制算法 佳点集 全局优化 electromagnetism-like mechanism algorithm good point set global optimization
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  • 1李未,黄文奇.一种求解合取范式可满足性问题的数学物理方法[J].中国科学(A辑),1994,24(11):1208-1217. 被引量:21
  • 2杜海峰,公茂果,刘若辰,焦李成.自适应混沌克隆进化规划算法[J].中国科学(E辑),2005,35(8):817-829. 被引量:28
  • 3刘丽珏,蔡自兴,陈虹.Immunity clone algorithm with particle swarm evolution[J].Journal of Central South University of Technology,2006,13(6):703-706. 被引量:2
  • 4公茂果,焦李成,杜海峰,马文萍.用于约束优化的人工免疫响应进化策略[J].计算机学报,2007,30(1):37-47. 被引量:16
  • 5刘波,王凌,金以慧.差分进化算法研究进展[J].控制与决策,2007,22(7):721-729. 被引量:291
  • 6Hunt J E,Cooke D E.An Adaptive,Distributed Learning System Based on Immune System[C] //IEEE International Conference on System,Man and Cybernetics:Vol 3.Vancouver:IEEE Press,1995:2494-2499.
  • 7De Castro L N,Von Zuben F J.The Clonal Selection Algorithm with Engineering Application[C] //Proc of the Genetic and Evolutionary Computation Conf on Workshop on Artificial Immune System and Their Applications.Las Vegas:Morgan Kaufmann Publishers,2000:36-37.
  • 8Bernardino H S.A New Hybrid AIS-GA for Constrained Optimization Problems in Mechanical Engineering[C] //2008 IEEE Congress on Evolutionary Computation:Vol 1-8.Hongkong:IEEE,2008:1455-1462.
  • 9Wang J,Zhang X H,Jiao L C.Integrated the Simplified Interpolation and Clonal Selection Into the Particle Swarm Optimization for Optimization Problems[C] //Simulated Evolution and Learning,Proceedings.Berlin:Springer,2006:433-440.
  • 10Dai H W.Quantum Interference Crossover-Based Clonal Selection Algorithm and Its Application to Traveling Salesman Problem[J].Ieice Trans on Information and Systems,2009,E92d(1):78-85.

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