On-line learning rules for type-2 fuzzy controller

被引:0
|
作者
Wan, Tan Woei [1 ]
Kamal, Danesh Hasan [1 ]
机构
[1] Natl Univ Singapore, Dept Elect & Comp Engn, 4 Engn Dr 3, Singapore 117576, Singapore
关键词
type-2 fuzzy control; adaptive control;
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 an algorithm for tuning the parameters of a type-2 fuzzy controller that functions as the feedforward controller in an adaptive control scheme. Both the consequent weights and the Footprint of Uncertainty (FOU) associated with the antecedent fuzzy sets are adjusted simultaneously. Simulation results, obtained using the nonlinear pH neutralization process, are presented to demonstrate the feasibility of the proposed learning rule.
引用
收藏
页码:513 / +
页数:2
相关论文
共 50 条
  • [1] On-line Adaptive Interval Type-2 Fuzzy Controller Design via Stable SPSA Learning Mechanism
    Lee, Ching-Hung
    Chang, Feng-Yu
    Lin, Chih-Min
    [J]. INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2012, 14 (04) : 489 - 500
  • [2] Adaptive type-2 fuzzy traffic signal control with on-line optimization
    Bi, Yunrui
    Sun, Zhe
    Lu, Xiaobo
    Sun, Zhixin
    Liu, Di
    Liu, Kun
    [J]. JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2018, 35 (02) : 1889 - 1904
  • [3] Type-2 fuzzy broad learning controller for wastewater treatment process
    Han, Hong-Gui
    Yang, Fei-Fan
    Yang, Hong-Yan
    Wu, Xiao-Long
    [J]. NEUROCOMPUTING, 2021, 459 : 188 - 200
  • [4] Implementation of the Type-2 Fuzzy Controller in PLC
    Dominik, Ireneusz
    [J]. MECHATRONIC SYSTEMS AND MATERIALS: MECHATRONIC SYSTEMS AND ROBOTICS, 2010, 164 : 95 - 98
  • [5] Type-2 Fuzzy Controller for Stability of a System
    Nagarajan, D.
    Lathamaheswari, M.
    Kavikumar, J.
    [J]. CYBERNETICS AND AUTOMATION CONTROL THEORY METHODS IN INTELLIGENT ALGORITHMS, 2019, 986 : 197 - 213
  • [6] Development of a type-2 fuzzy proportional controller
    Tan, WW
    Lai, JW
    [J]. 2004 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, PROCEEDINGS, 2004, : 1305 - 1310
  • [7] A Robust On-line Learning Algorithm for Type-2 Fuzzy Neural Networks and its Experimental Evaluation on an Autonomous Tractor
    Kayacan, Erdal
    Kayacan, Erkan
    Ramon, Herman
    Saeys, Wouter
    [J]. PROCEEDINGS 2012 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS (SMC), 2012, : 1652 - 1657
  • [8] Learning Rules for Type-2 Fuzzy Logic System in the Control of DeNOx Filter
    Kacprowicz, Marcin
    Niewiadomski, Adam
    Renkas, Krzysztof
    [J]. ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, PT I, 2015, 9119 : 184 - 194
  • [10] Off-line Tuning of a PID Controller Using Type-2 Fuzzy Logic
    Tello-Rdz, Heberi R.
    Torres-Trevino, Luis M.
    Rodriguez-Linan, Angel
    [J]. ADVANCES IN COMPUTATIONAL INTELLIGENCE, MICAI 2016, PT I, 2017, 10061 : 261 - 269