期刊文献+

粒子群优化算法及其参数设置的研究 被引量:5

Study of the Particle Swarm Optimization Algorithm and Its Parameters Setting
下载PDF
导出
摘要 文章介绍了粒子群优化算法的基本原理,分析了其特点,并利用经典统计分析中的方差分析方法,分析了粒群算法中的惯性权值、加速因子的设置对算法基本性能的影响,给出算法中的经验参数设置,最后对其未来的研究提出了一些建议。 The paper introduces the basic principles of PSO at length,and analyses its characteristics.The variance analysis of statistic theory is applied to analyze the effect of algorithm basic performance caused by setting of inertia weight and accelerating factor of PSO.The experienced parameters setting are also given.Finally some future research directions about are proposed.
作者 周文
出处 《湖北职业技术学院学报》 2006年第4期93-96,共4页 Journal of Hubei Polytechnic Institute
关键词 参数设置 最优解 粒子群优化算法 parameters setting optimal solution particle swarm optimization algorithm
  • 相关文献

参考文献4

二级参考文献21

  • 1张利彪,周春光,马铭,刘小华.基于粒子群算法求解多目标优化问题[J].计算机研究与发展,2004,41(7):1286-1291. 被引量:219
  • 2李爱国.多粒子群协同优化算法[J].复旦学报(自然科学版),2004,43(5):923-925. 被引量:398
  • 3[1]J. Kennedy and Rt. C. Eberhart. Particle swarm optimization[A]. In Proceedings of the 1995 IEEE International Conference on Neural Networks[ C]. 1995 ;4:1942 - 1948.
  • 4[2]Shit Y and Eberhart RC. A modified particle swarm optimizer[A]. Proceedings of the 1998 IEEE Conference on Evolutionary Computation. AK. Anchorage[C]. 1998.
  • 5[3]Shi Y and Eberhart RC. Parameter Selection in Particle Swarm Optimization[ EB]. http :∥www. engr. input. edu / ~shi/pso/pape/Ep98/psof6/ep98 - pso. html. 2004.
  • 6EBERHART R, KENNEDY J. A New Optimizer Using Particle Swarm Theory [A]. Proc 6 Int Symposium on Micro Machine and Human Science [C]. Piscataway, NJ: IEEE Service Center, 1995: 39-43.
  • 7KENNEDY J, EBERHART R. Particle Swarm Optimization [A]. IEEE International Conference on Neural Networks (Perth Australia) [C]. Piscataway, NJ: IEEE Service Center, 1995, Ⅳ: 1942-1948.
  • 8SARAVANAN N, WAAGEN D, EIBEN A E. Genetic Algorithms and Particle Swarm Optimization [J]. In V W Porto Evolutionary Programming Springer, 1998, Ⅶ: 611-616.
  • 9RECHENBERG I. Evolution Strategy [A]. In Zurada J M, Marks Ⅱ R J, Robinson C J. Computational Intelligence: Imitating Life [C]. Piscataway, NJ: IEEE Press, 1994: 147-159.
  • 10PARSOPOULOS K E, VRAHATIS M N. Particle Swarm Optimizer in Noisy and Continuously Changing Environments [A].Hamza M H. Artificial Intelligence and Soft Computing [C]. ICancun, Mexico: IASTED/ACTA Press, 2001: 289-294.

共引文献53

同被引文献52

引证文献5

二级引证文献15

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