An MEA-Tuning Method for Design of the PID Controller

被引:11
|
作者
Zhang, Yongli [1 ]
Zhang, Lijun [2 ]
Dong, Zhiliang [1 ]
机构
[1] Hebei GEO Univ, Sch Management Sci & Engn, Shijiazhuang, Hebei, Peoples R China
[2] Hebei GEO Univ, Earth Sci Museum, Shijiazhuang, Hebei, Peoples R China
关键词
ALGORITHM; MPPT; ABC;
D O I
10.1155/2019/1378783
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The optimization and tuning of parameters is very important for the performance of the PID controller. In this paper, a novel parameter tuning method based on the mind evolutionary algorithm (MEA) was presented. The MEA firstly transformed the problem solutions into the population individuals embodied by code and then divided the population into superior subpopulations and temporary subpopulations and used the similar taxis and dissimilation operations for searching the global optimal solution. In order to verify the control performance of the MEA, three classical functions and five typical industrial process control models were adopted for testing experiments. Experimental results indicated that the proposed approach was feasible and valid: the MEA with the superior design feature and parallel structure could memorize more evolutionary information, generate superior genes, and enhance the efficiency and effectiveness for searching global optimal parameters. In addition, the MEA-tuning method can be easily applied to real industrial practices and provides a novel and convenient solution for the optimization and tuning of the PID controller.
引用
收藏
页数:11
相关论文
共 50 条
  • [31] A tuning method for PID controller that considers changes in system characteristics
    Kotaki, M
    Yamakawa, Y
    Yamazaki, T
    Kamimura, K
    Kurosu, S
    ASHRAE TRANSACTIONS 2005, VOL 111, PT 2, 2005, 111 : 13 - 22
  • [32] A novel PID controller tuning method based on optimization technique
    Liang Xi-ming
    Li Shan-chun
    Hassan, A. B.
    JOURNAL OF CENTRAL SOUTH UNIVERSITY OF TECHNOLOGY, 2010, 17 (05): : 1036 - 1042
  • [33] A Tuning Method for PID Controller for an Integrating System with Time Delay
    Sun, Haitao
    Mnati, Mohannad Jabbar
    Ibrahim, Mohamed N.
    Van den Bossche, Alex
    2018 5TH INTERNATIONAL CONFERENCE ON MECHANICAL, MATERIALS AND MANUFACTURING (ICMMM 2018), 2018, 249
  • [34] A method for PID controller tuning using nonlinear control techniques
    Mhaskar, P
    El-Farra, NH
    Christofides, PD
    AICHE JOURNAL, 2005, 51 (12) : 3292 - 3299
  • [35] A new PID controller tuning method based on multiple integrations
    Vrancic, D
    Peng, YB
    Strmcnik, S
    CONTROL ENGINEERING PRACTICE, 1999, 7 (05) : 623 - 633
  • [36] A Saturation-Based Tuning Method for Fuzzy PID Controller
    Duan, Xiao-Gang
    Deng, Hua
    Li, Han-Xiong
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 2013, 60 (11) : 5177 - 5185
  • [37] The Evaluation Method of PID Controller Parameter Tuning Based on Fluent
    Gao, Xuejin
    Wang, Siyu
    Wang, Pu
    2015 27TH CHINESE CONTROL AND DECISION CONFERENCE (CCDC), 2015, : 4850 - 4854
  • [38] A Tuning Method for the Derivative Filter in PID Controller with Delay Time
    Sun, Haitao
    Mnati, Mohannad Jabbar
    Ibrahim, Mohamed Nabil
    Bossche, Alex Van den
    PROCEEDINGS OF 2018 9TH INTERNATIONAL CONFERENCE ON MECHANICAL AND AEROSPACE ENGINEERING (ICMAE 2018), 2018, : 574 - 578
  • [39] A method for PID controller tuning using nonlinear control techniques
    Mhaskar, P
    El-Farra, NH
    Christofides, PD
    PROCEEDINGS OF THE 2004 AMERICAN CONTROL CONFERENCE, VOLS 1-6, 2004, : 2925 - 2930
  • [40] A novel PID controller tuning method based on optimization technique
    Xi-ming Liang
    Shan-chun Li
    A. B. Hassan
    Journal of Central South University of Technology, 2010, 17 : 1036 - 1042