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基于PSO算法的PID控制参数优化 被引量:5

PID Tuning by Means of Particle Swarm Optimization
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摘要 微粒群算法(PSO)是一种随机全局优化技术,算法通过微粒间的相互作用发现复杂搜索空间中的最优区域.但基本微粒群算法不能保证全局收敛,本文将改进的PSO算法(SPSO)应用于PID控制器的参数优化.经仿真证明PSO算法参数优化的有效性. The particle swarm optimization (PSO) algorithm is a random global optimization technology. Through interaction between particles, the algorithm found the optimal area in complicate searching space. But the standard PSO can't lead to convergence of global optimization. In this paper, the improved PSO algorithm, called stochastic PSO, is used to guarantee converge to the global solution for parameter optimization of PID controller. The simulation showes the effectiveness of PSO algorithm in parameter optimization.
作者 徐静波
出处 《东华大学学报(自然科学版)》 CAS CSCD 北大核心 2007年第1期135-138,共4页 Journal of Donghua University(Natural Science)
关键词 PID控制器 微粒群算法 收敛性 参数优化 PID controller particle swarm optimization algorithm converge parameter optimization
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参考文献3

  • 1KENNEDY J, EBERHART R C. Particle Swarm Optimization [C]// Proceedings of IEEE International Conference on Neural Networks. Piscataway, NJ: IEEE Press, 1995: 1942- 1948.
  • 2曾建潮,崔志华.一种保证全局收敛的PSO算法[J].计算机研究与发展,2004,41(8):1333-1338. 被引量:158
  • 3刘勇,康立山.非数值并行算法(第二册)——遗传算法[M].北京:科学出版社,2000:124—136.

二级参考文献7

  • 1P N Suganthan. Particle swarm optimiser with neighbourhood operator. In: Proc of the Congress on Evolutionary Computation.Piscataway, NJ: IEEE Service Center, 1999. 1958~1962
  • 2E Ozcan, C Mohan. Particle swarm optimization: Surfing the waves. In: Proc of the Congress on Evolutionary Computation.Piscataway, NJ: IEEE Service Center, 1999. 1939~1944
  • 3M Clerc, J Kennedy. The particle swarm: Explosion, stability and convergence in a multi-dimensional complex space. IEEE Trans on Evolutionary Computation, 2002, 6(1): 58~73
  • 4F Solis, R Wets. Minimization by random search techniques.Mathematics of Operations Research, 1981, 6(1 ): 19~ 30
  • 5F Van den Bergh. An analysis of particle swarm optimizers: [ Ph D dissertation]. Pretoria: University of Pretoria, 2001
  • 6王凌.智能优化算法及其应用.北京:清华大学出版社,2001( Wang Ling. Intelligent Optimization Algorithms with Applications( in Chinese) . Beijing: Tsinghua University Press,2001)
  • 7J Holland. Adaption in Natural and Artificial Systems. Ann Arbor, MI: University of Michigan Press, 1975

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