Self-tuning PID controller based on immune genetic algorithm and neural network

被引:0
|
作者
Huang Yourui [1 ]
Ling Liuyi [1 ]
Zhang Kui [1 ]
机构
[1] Anhui Univ Sci & Technol, Dept Elect Engn, Huainan 232001, Peoples R China
关键词
immune genetic algorithm; neural networks; self-tuning PID controller;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
A self-tuning PID controller based on Immune genetic algorithm and neural networks is presented. It consists of three parts. In the first part. a group of PID parameters are obtained by means of the Immune genetic algorithm. In the second part. neural networks is used to optimize and adjust the PID parameters on-line by exploiting the nonlinear mapping capabilities of neural networks to model objective e functions. which ensure that the system response has optimal dynamic and steady, state performances. The third part is standard PID controller. with which the object is contrded directly in closed loop. The result of computer simulation shows that the controller has enhanced response speed and robustness The controller can be used to control different kinds of objects and processes.
引用
收藏
页码:61 / 66
页数:6
相关论文
共 50 条
  • [21] Self-tuning PID/I controller
    A. G. Aleksandrov
    M. V. Palenov
    Automation and Remote Control, 2011, 72 : 2010 - 2022
  • [22] SELF-TUNING DISCRETE PID CONTROLLER
    KIM, JH
    CHOI, KK
    IEEE TRANSACTIONS ON INDUSTRIAL ELECTRONICS, 1987, 34 (02) : 298 - 300
  • [23] Self-tuning and adaptive PID controller
    Joshi, Avinash S.
    Ghatikar, R.B.
    Students' Journal of the Institution of Telecommunication Engineers, 1989, 30 (02): : 63 - 68
  • [24] Self-Tuning Fuzzy PID Controller
    Paulusova, Jana
    Orlicky, Lukas
    Dubravska, Mria
    2013 INTERNATIONAL CONFERENCE ON PROCESS CONTROL (PC), 2013, : 304 - 308
  • [25] A SELF-TUNING CONTROLLER WITH A PID STRUCTURE
    CAMERON, F
    SEBORG, DE
    INTERNATIONAL JOURNAL OF CONTROL, 1983, 38 (02) : 401 - 417
  • [26] SELF-TUNING PREDICTIVE PID CONTROLLER
    VEGA, P
    PRADA, C
    ALEIXANDRE, V
    IEE PROCEEDINGS-D CONTROL THEORY AND APPLICATIONS, 1991, 138 (03): : 303 - 311
  • [27] A Self-Tuning of a Wavelet PID Controller
    Cruz-Tolentino, J. A.
    Ramos-Velasco, L. E.
    Espejel-Rivera, M. A.
    20TH INTERNATIONAL CONFERENCE ON ELECTRONICS COMMUNICATIONS AND COMPUTERS (CONIELECOMP 2010), 2010, : 73 - 78
  • [28] Design of a neural network based self-tuning controller for an overhead crane
    Méndez, JA
    Acosta, L
    Moreno, L
    Hamilton, A
    Marichal, GN
    PROCEEDINGS OF THE 1998 IEEE INTERNATIONAL CONFERENCE ON CONTROL APPLICATIONS, VOLS 1 AND 2, 1996, : 168 - 171
  • [29] PREDICTIVE NEURAL NETWORK IN MULTIPURPOSE SELF-TUNING CONTROLLER
    Bondar, Oleksiy
    ACTA MECHANICA ET AUTOMATICA, 2020, 14 (02) : 114 - 120
  • [30] Self-tuning neural controller
    Behar, AA
    Ponce, AN
    Hernandez, AO
    Sitar, VR
    ALGORITHMS AND ARCHITECTURES FOR REAL-TIME CONTROL 1998 (AARTC'98), 1998, : 107 - 111