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一种全局和声搜索算法及在PID控制中的应用 被引量:9

A Global Harmony Search Algorithm and Its Application to PID Control
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摘要 PID控制受到H∞多性能标准的限制,是一类约束优化问题.引入了一种全局和声搜索算法(GHS)以解决PID控制问题.由于使用了位置更新和小概率的变异,GHS算法具有很强的收敛性和跳出局部最优的能力.通过结合GHS算法和一种罚函数法来处理目标和约束之间的矛盾.实验结果表明,GHS算法在解决PID控制问题上具有很强的解空间开发能力,它所获得的解要好于文献中所报道的解. Restricted by the multi-function H∞ criterion,the PID control is essentially a constrained optimization problem. A global harmony search (GHS) algorithm is introduced to solve the problem since GHS has strong convergence and the capability of getting rid of the local optimum due to the utilization of position updating and mutation with low probability. Then,the contradiction between objective and constraint can be settled by combining GHS with a penalty function. Experimental results showed that the GHS algorithm has a high developability to solve the spatial problems of PID control,and that the solutions by GHS are better than the other ones in earlier work.
出处 《东北大学学报(自然科学版)》 EI CAS CSCD 北大核心 2010年第11期1534-1537,共4页 Journal of Northeastern University(Natural Science)
基金 国家自然科学基金资助项目(60674021)
关键词 全局和声搜索算法 PID控制 位置更新 变异 H∞多性能标准 GHS algorithm PID control position updating mutation multi-function H∞ criterion
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参考文献11

  • 1Kai Sedlaczek,Peter Eberhard.Using augmented Lagrangian particle swarm optimization for constrained problems in engineering">Using augmented Lagrangian particle swarm optimization for constrained problems in engineering[J]. Structural and Multidisciplinary Optimization . 2006 (4)
  • 2Coelho L S,Mariani V C.An i mproved harmony search algorithm for power economic load dispatch. Energy Conversion . 2008
  • 3Zou D X,Gao L Q,Wu J H,et al.Anovel global harmony search algorithmfor reliability problems. Computers and Industrial Engineering . 2010
  • 4Sugie T,Si mizu K,I mura J.H∞control with exact linearization andits applicationto magnetic levitation systems. IFAC12th World Congress . 1993
  • 5Hwang C,Hsiao C Y.Solution of a non-convex opti mization arisingin PI/PID control design. Automatica . 2002
  • 6Ho M.Synthesis ofH∞PID controllers:a parametric approach. Automatica . 2003
  • 7Ki m T H,Maruta I,Sugie T.Robust PIDcontroller tuning based on the constrained particle swarm opti mization. Automatica . 2008
  • 8Lee KS,GeemZ W.Anewstructural opti mization method based on the harmony search algorithm. Computers and Structures . 2004
  • 9Geem Z W,Kim J H,Loganathan G V.A new heuristic optimization algorithm: harmony search. Simulation . 2001
  • 10Kennedy J,Eberhart R C.Particle Swarm Optimization. Proceedings of IEEE International Conference on Neutral Networks . 1995

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