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首页> 外文期刊>Expert systems with applications >Optimum design of fractional order PI~λD~μ controller for AVR system using chaotic ant swarm
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Optimum design of fractional order PI~λD~μ controller for AVR system using chaotic ant swarm

机译:基于混沌蚁群的AVR系统分数阶PI〜λD〜μ控制器的优化设计

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摘要

Fractional-order PID (FOPID) controller is a generalization of standard PID controller using fractional calculus. Compared to PID controller, the tuning of FOPID is more complex and remains a challenge problem. This paper focuses on the design of FOPID controller using chaotic ant swarm (CAS) optimization method. The tuning of FOPID controller is formulated as a nonlinear optimization problem, in which the objective function is composed of overshoot, steady-state error, raising time and settling time. CAS algorithm, a newly developed evolutionary algorithm inspired by the chaotic behavior of individual ant and the self-organization of ant swarm, is used as the optimizer to search the best parameters of FOPID controller. The designed CAS-FOPID controller is applied to an automatic regulator voltage (AVR) system. Numerous numerical simulations and comparisons with other FOPID/PID controllers show that the CAS-FOPID controller can not only ensure good control performance with respect to reference input but also improve the system robustness with respect to model uncertainties.
机译:分数阶PID(FOPID)控制器是使用分数演算的标准PID控制器的概括。与PID控制器相比,FOPID的调整更为复杂,仍然是一个难题。本文重点研究了采用混沌蚁群算法的FOPID控制器的设计。 FOPID控制器的整定公式化为非线性优化问题,其中目标函数由超调,稳态误差,上升时间和建立时间组成。 CAS算法是一种新的进化算法,它是由单个蚂蚁的混沌行为和蚂蚁群的自组织启发而产生的,它被用作优化器来搜索FOPID控制器的最佳参数。设计的CAS-FOPID控制器应用于自动调节器电压(AVR)系统。大量数值模拟和与其他FOPID / PID控制器的比较表明,CAS-FOPID控制器不仅可以确保参考输入具有良好的控制性能,而且还可以提高模型不确定性方面的系统鲁棒性。

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  • 来源
    《Expert systems with applications 》 |2012年第8期| p.6887-6896| 共10页
  • 作者单位

    Key Lab of Industrial Computer Control Engineering of Hebei Province, Yanshan University. Qinhuangdao, Hebei 066004, China,National Engineering Research Center for Equipment and Technology of Cold Strip Rolling, Qinhuangdao, Hebei 066004, China,The Westward direction of Hebei street 438, Yanshan University, Qinhuangdao, Hebei 066004, China;

    Key Lab of Industrial Computer Control Engineering of Hebei Province, Yanshan University. Qinhuangdao, Hebei 066004, China;

    Key Lab of Industrial Computer Control Engineering of Hebei Province, Yanshan University. Qinhuangdao, Hebei 066004, China;

    Research Center on Fictitious Economy and Data Science, Chinese Academy of Sciences, Beijing 100190, China,Information Security Center, Beijing University of Posts and Telecommunications, Beijing 100876, China;

    Research Center on Fictitious Economy and Data Science, Chinese Academy of Sciences, Beijing 100190, China,Information Security Center, Beijing University of Posts and Telecommunications, Beijing 100876, China;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    fractional PID controller; optimal control; chaotic ant swarm; AVR system;

    机译:分数PID控制器;最佳控制;混沌蚂蚁群AVR系统;

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