MULTIVARIABLE SELF-TUNING PID CONTROLLER BASED ON WAVELET FUZZY NEURAL NETWORKS

被引:0
|
作者
Lu, Chi-Huang [1 ]
Liao, Pen-Yu [1 ]
Charng, Yuan-Hai [2 ]
Liu, Chi-Ming [1 ]
Guo, Jheng-Yu [1 ]
机构
[1] Hsiuping Univ Sci & Technol, Dept Elect Engn, Taichung, Taiwan
[2] Hsiuping Univ Sci & Technol, Dept Mech Engn, Taichung, Taiwan
关键词
Multivariable system; Generalized predictive control; PID controller; Self-tuning; Wavelet fuzzy neural network; GENERALIZED PREDICTIVE CONTROL; NONLINEAR-SYSTEMS; DISCRETE-TIME; DESIGN;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents a multivariable self-tuning proportional-integral-derivative (PID) controller based on wavelet fuzzy neural networks (WFNNs) for a class of nonlinear systems. A mathematic model using WFNN is constructed for the controlled nonlinear multivariable system, and the self-tuning PID controller is derived via a generalized predictive performance criterion. Numerical simulations exhibit that the proposed multivariable self-tuning PID control law gives satisfactory tracking and disturbance rejection performances.
引用
收藏
页码:755 / 759
页数:5
相关论文
共 50 条
  • [31] A MULTIVARIABLE NONLINEAR SELF-TUNING CONTROLLER
    AGARWAL, M
    SEBORG, DE
    AICHE JOURNAL, 1987, 33 (08) : 1379 - 1386
  • [32] The simulation study on a robust self-tuning fuzzy PID controller
    Du, JL
    Guo, C
    Li, RT
    Fei, YW
    SYSTEM SIMULATION AND SCIENTIFIC COMPUTING (SHANGHAI), VOLS I AND II, 2002, : 228 - 231
  • [33] Composite single neural PID controller based on fuzzy self-tuning gain and RBF network identification
    Xing Bo-yang
    Yu Li-ye
    Zhou Zhong-kai
    26TH CHINESE CONTROL AND DECISION CONFERENCE (2014 CCDC), 2014, : 606 - 611
  • [34] Fuzzy immune self-tuning PID controller and its simulation
    Kan, Jiangming
    Li, Wenbin
    Liu, Jinhao
    ICIEA 2008: 3RD IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, PROCEEDINGS, VOLS 1-3, 2008, : 625 - 628
  • [35] Expert Self-Tuning Using Fuzzy Reasoning For PID Controller
    Geng, Tao
    Lv, Yunfei
    Liu, Yang
    Communications in Computer and Information Science, 2014, 472 : 138 - 141
  • [36] A PID type fuzzy controller with self-tuning scaling factors
    Woo, ZW
    Chung, HY
    Lin, JJ
    FUZZY SETS AND SYSTEMS, 2000, 115 (02) : 321 - 326
  • [37] Implementation of a new self-tuning fuzzy PID controller on PLC
    Karasakal, Onur
    Yes¸il, Engin
    Güzelkaya, Müjde
    Eksin, Ibrahim
    Turkish Journal of Electrical Engineering and Computer Sciences, 2005, 13 (02) : 277 - 286
  • [38] Design of Self-tuning PID Controller with Fuzzy Variable Parameters Based on LabView
    Yu Jian
    Liu Changliang
    2015 IEEE INTERNATIONAL CONFERENCE ON INFORMATION AND AUTOMATION, 2015, : 2586 - 2591
  • [39] Application of Fuzzy Self-tuning PID Controller in Soccer Robot
    Wu, Yuzhi
    Wang, Haihua
    2008 IEEE INTERNATIONAL SYMPOSIUM ON KNOWLEDGE ACQUISITION AND MODELING WORKSHOP PROCEEDINGS, VOLS 1 AND 2, 2008, : 14 - +
  • [40] Expert Self-tuning Using Fuzzy Reasoning for PID Controller
    Geng, Tao
    Lv, Yunfei
    Liu, Yang
    BIO-INSPIRED COMPUTING - THEORIES AND APPLICATIONS, BIC-TA 2014, 2014, 472 : 138 - 141