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微粒群优化算法及其改进形式综述 被引量:30

Summary of Particle Swarm Optimization and Its Improved Algorithms
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摘要 微粒群优化算法是一类新的基于群体智能的启发式全局优化技术,群体中的每一个微粒代表待解决问题的一个候选解,算法利用微粒之间的相互作用发现复杂问题解空间的最优候选区域。该文综述了算法的基本形式及其多种改进形式,并给出了未来可能的研究方向。 Particle swarm optimization(PSO)is a new heuristic global optimization technique based on swarm intelli-gence.Each particle of the swarm represents one candidate solution of the problem being optimized.The algorithm finds optimal regions of complex problem spaces through the interaction of particles.This paper reviews the basic version and many kinds of improved versions of PSO,and future research issues are also given.
出处 《计算机工程与应用》 CSCD 北大核心 2005年第2期1-3,62,共4页 Computer Engineering and Applications
基金 国家自然科学基金项目(编号70271035 60104004) 上海市启明星计划(编号:03QG14053) 国家973子项目(编号:2002CB312202)
关键词 微粒群优化算法 启发式 群体智能 particle swarm optimization,heuristic,swarm intelligence
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  • 1Reynolds C W.Flocks, Herds, and Schools : A Distributed Behavioral Model[J].Computer Graphics, 1987 ; 21 (4) : 25-34.
  • 2J Kennedy, R Eberhart.Particle Swarm Optimization[C].In : Proc IEEE Int Conf on Neural Networks, 1995:1942-1948.
  • 3Shi Y, Eberhart R.A modified particle swarm optimizer[C].In : IEEE World Congress on Computational Intelligence, 1998:69-73.
  • 4Shi Y,Eberhart R C.Fuzzy Adaptive Particle Swarm Optimization[C]. In:Proceedings of the IEEE Conference on Evolutionary Computation, Seoul, Korea, 2001 : 101 - 106.
  • 5R C Eberhart,Y Shi.Comparing inertia weights and constriction factors in particle swarm optimization[C].In:Proceedings of the IEEE Conference on Evolutionary Computation,ICEC,Vol.1,84-88.
  • 6Xiao-Feng Xie,Wen-Jun Zhang,Zhi-Lian Yang.Adaptive Particle Swarm Optimization on Individual Level[C].In:the 6^th International Conference on Signal Processing,Vol 2,2002 : 1215-1218.
  • 7Xiao-Feng Xie,Wen-Jun Zhang,Zhi-Lian Yang.Hybrid Particle Swarm Optimizer with Mass Extinction[C].In:IEEE 2002 International Conference on Communications,Circuits and Systems and West Sino Expositions, Vol.2,2002 : 1170-1173.
  • 8Thiemo Krink,Jakob S VesterstrOm,Jacques Riget.Particle Swarm Optimisation with Spatial Particle Extension[C].In:Proceedings of the 2002 Congress on Evolutionary Computation, Vol.2,2002 : 1474-1479.
  • 9Xiao-Feng Xie, Wen-Jun Zhang,Zhi-Lian Yang.Dissipative particle swarm optimization[C].In:Proceedings of the 2002 Congress on Evolutionary Computation,CEC02,Vol.2,2002:1456-1461.
  • 10Angeline Peter J.Using selection to improve particle swarm optimization[C].In:Proceedings of the IEEE Conference on Evolutionary Computation, ICEC, 1998 : 84-89.

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