Particle swarm optimizationAn overview

被引：937
作者：
Riccardo Poli
James Kennedy
Tim Blackwell
机构：
[1] University of Essex,Department of Computing and Electronic Systems
[2] Goldsmiths College,Department of Computing
来源：
Swarm Intelligence | 2007年 / 1卷 / 1期
关键词：
Particle swarms; Particle swarm optimization; PSO; Social networks; Swarm theory; Swarm dynamics; Real world applications;
D O I：
10.1007/s11721-007-0002-0
中图分类号：
学科分类号：
摘要：
Particle swarm optimization (PSO) has undergone many changes since its introduction in 1995. As researchers have learned about the technique, they have derived new versions, developed new applications, and published theoretical studies of the effects of the various parameters and aspects of the algorithm. This paper comprises a snapshot of particle swarming from the authors’ perspective, including variations in the algorithm, current and ongoing research, applications and open problems.
引用
收藏
页码：33 / 57
页数：24
相关论文
共 27 条
[1]  
Agrafiotis D. K.(2002)Feature selection for structure-activity correlation using binary particle swarms Journal of Medicinal Chemistry 45 1098-1107
[2]  
Cedeño W.(1950)Communication patterns in task-oriented groups Journal of the Acoustical Society of America 22 271-282
[3]  
Bavelas A.(2005)Particle swarms and population diversity Soft Computing 9 793-802
[4]  
Blackwell T. M.(2006)Multi-swarms, exclusion and anti-convergence on dynamic environments IEEE Transactions on Evolutionary Computation 10 459-472
[5]  
Blackwell T. M.(2002)Particle swarm optimization-mass-spring system analogon IEEE Transactions on Magnetics 38 997-1000
[6]  
Branke J.(2002)The particle swarm—explosion, stability, and convergence in a multidimensional complex space IEEE Transaction on Evolutionary Computation 6 58-73
[7]  
Brandstatter B.(2005)Adaptive particle swarm optimization using velocity feedback International Journal of Innovative Computing, Information and Control 1 369-380
[8]  
Baumgartner U.(2005)A hierarchical particle swarm optimizer and its adaptive variant IEEE Transactions on System Man and Cybernetics B 35 1272-1282
[9]  
Clerc M.(2006)Stability analysis of the particle dynamics in particle swarm optimizer IEEE Transactions on Evolutionary Computation 10 245-255
[10]  
Kennedy J.(1998)Analysis of a simple particle swarm optimization system Intelligent Engineering Systems Through Artificial Neural Networks 8 253-258
123