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Frontiers of Information Technology & Electronic Engineering

ISSN 2095-9184

Frontiers of Information Technology & Electronic Engineering  2018, Vol. 19 Issue (3): 437-445   https://doi.org/10.1631/FITEE.1601495
  本期目录
基于队列智能方法的分数阶PIλDμ 控制器设计
SHAH Pritesh1(), AGASHE Sudhir2, KULKARNI Anand J.1,3
1. 共生国际大学共生技术研究所,印度浦那,412115
2. 工程学院仪器与控制工程系,印度浦那,411005
3. 温莎大学奥德特商学院,加拿大温莎,N9B3P4
Design of a fractional PIλDμ controller using the cohort intelligence method
Pritesh SHAH1(), Sudhir AGASHE2, Anand J. KULKARNI1,3
1. Symbiosis Institute of Technology, Symbiosis International University, Pune 412115, India
2. Department of Instrumentation and Control Engineering, College of Engineering, Pune 411005, India
3. Odette School of Business, University of Windsor, Windsor N9B3P4, Canada
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摘要:

近年来,队列智能方法逐步演变为一种基于人工智能的优化方法。本文首次采用队列智能方法对分数阶PID控制器的参数进行优化。验证了队列智能方法在分数阶PID控制器设计中的性能,并与其他方法如粒子群优化方法、遗传算法和改进的电磁算法等的性能进行比较。结果表明,与其它3种算法相比,队列智能方法在代价函数、计算时间和函数评估方面表现出更好性能。此外,队列智能方法对应的标准差表明,提出的方法在解决控制问题时具有鲁棒性。

Abstract

The cohort intelligence (CI) method has recently evolved as an optimization method based on artificial intelligence. We use the CI method for the first time to optimize the parameters of the fractional proportionalintegral-derivative (PID) controller. The performance of the CI method in designing the fractional PID controller was validated and compared with those of some other popular algorithms such as particle swarm optimization, the genetic algorithm, and the improved electromagnetic algorithm. The CI method yielded improved solutions in terms of the cost function, computing time, and function evaluations in comparison with the other three algorithms. In addition, the standard deviations of the CI method demonstrated the robustness of the proposed algorithm in solving control problems.

Key wordsCohort intelligence    Fractional calculus    Fractional PID controller    Tuning
收稿日期: 2016-08-23      出版日期: 2018-05-28
通讯作者: SHAH Pritesh     E-mail: pritesh.ic@gmail.com
Corresponding Author(s): Pritesh SHAH   
 引用本文:   
SHAH Pritesh, AGASHE Sudhir, KULKARNI Anand J.. 基于队列智能方法的分数阶PIλDμ 控制器设计[J]. Frontiers of Information Technology & Electronic Engineering, 2018, 19(3): 437-445.
Pritesh SHAH, Sudhir AGASHE, Anand J. KULKARNI. Design of a fractional PIλDμ controller using the cohort intelligence method. Front. Inform. Technol. Electron. Eng, 2018, 19(3): 437-445.
 链接本文:  
https://academic.hep.com.cn/fitee/CN/10.1631/FITEE.1601495
https://academic.hep.com.cn/fitee/CN/Y2018/V19/I3/437
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