Optimization of Interval Type-2 Fuzzy Logic Controller for Uncertain Inverted Pendulum System

被引:0
|
作者
Wu, Qing [1 ]
Liu, Jiahao [1 ]
Zhao, Tao [1 ]
机构
[1] Sichuan Univ, Coll Elect Engn & Informat Technol, Chengdu 610065, Sichuan, Peoples R China
基金
中国国家自然科学基金;
关键词
D O I
10.1088/1757-899X/428/1/012040
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an uncertain inverted pendulum system is controlled by an IT2 fuzzy logic controller (IT2 FLC) which was optimized by the particle swarm optimization (PSO) algorithm. The IT2 FLC, as an extension of the type-1 fuzzy logic controller (T1 FLC), has better control performance in dealing with uncertainties than T1 FLC. However, IT2 FLC has more complexity because the parameters of the IT2 FLC are more than the parameters of T1 FLC, so it is difficult to select appropriate parameters to get better performance. The PSO algorithm is used to optimize several parameters of IT2 FLC via two cost functions. According to simulations, the performance of the IT2 FLC is optimized by the PSO algorithm is better than the IT2 FLC without optimization, and the IT2 FLC has better performance in dealing with uncertainties than T1 FLC.
引用
收藏
页数:6
相关论文
共 50 条
  • [1] Interval type-2 fuzzy PID controller for uncertain nonlinear inverted pendulum system
    El-Bardini, Mohammad
    El-Nagar, Ahmad M.
    [J]. ISA TRANSACTIONS, 2014, 53 (03) : 732 - 743
  • [2] Design of Interval Type-2 Fuzzy Logic Controller for Mobile Wheeled Inverted Pendulum
    Ri, MyongHyok
    Huang, Jian
    Ri, Songhyok
    Yun, HyonSu
    Kim, ChangSik
    [J]. PROCEEDINGS OF THE 2016 12TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA), 2016, : 535 - 540
  • [3] Pid and Interval Type-2 Fuzzy Logic Control of Double Inverted Pendulum System
    Tinkir, Mustafa
    Onen, Umit
    Kalyoncu, Mete
    Botsali, Fatih Mehmet
    [J]. 2010 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND AUTOMATION ENGINEERING (ICCAE 2010), VOL 1, 2010, : 117 - 121
  • [4] Design and Implementation of a CBR Interval Type-2 Fuzzy Controller for Stabilizing an Inverted Pendulum
    Duquino S, Angela P.
    Rojas, Christian F., V
    Soriano M, Jose J.
    Ovalle M, Diana M.
    [J]. 2015 WORKSHOP ON ENGINEERING APPLICATIONS - INTERNATIONAL CONGRESS ON ENGINEERING (WEA), 2015,
  • [5] Modified Flower Pollination Optimization Based Design of Interval Type-2 Fuzzy PID Controller for Rotary Inverted Pendulum System
    Hamza, Mukhtar Fatihu
    [J]. AXIOMS, 2023, 12 (06)
  • [6] Fuzzy logic controller for an inverted pendulum system
    Chen, WJ
    Fang, L
    Lei, KK
    [J]. 1997 IEEE INTERNATIONAL CONFERENCE ON INTELLIGENT PROCESSING SYSTEMS, VOLS 1 & 2, 1997, : 185 - 189
  • [7] Intelligent control for nonlinear inverted pendulum based on interval type-2 fuzzy PD controller
    El-Nagar, Ahmad M.
    El-Bardini, Mohammad
    El-Rabaie, Nabila M.
    [J]. ALEXANDRIA ENGINEERING JOURNAL, 2014, 53 (01) : 23 - 32
  • [8] Design of interval type-2 fuzzy logic controller
    Hsiao, Ming-Ying
    Li, Tzuu-Hseng S.
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN, AND CYBERNETICS, VOLS 1-6, PROCEEDINGS, 2006, : 4976 - +
  • [9] Decomposed Interval Type-2 Fuzzy Systems with Application to Inverted Pendulum
    Abuelenin, Sherif M.
    [J]. 2014 INTERNATIONAL CONFERENCE ON ENGINEERING AND TECHNOLOGY (ICET), 2014,
  • [10] Design of optimized interval type-2 fuzzy logic controller based on the continuity, monotonicity, and smoothness properties for a cart-pole inverted pendulum system
    Kelekci, Ethem
    Yaren, Tugce
    Kizir, Selcuk
    [J]. TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL, 2022, 44 (12) : 2291 - 2307