Actuator Saturated Fuzzy Controller Design for Interval Type-2 Takagi-Sugeno Fuzzy Models with Multiplicative Noises

被引:17
|
作者
Chang, Wen-Jer [1 ]
Lin, Yu-Wei [1 ]
Lin, Yann-Horng [1 ]
Pen, Chin-Lin [1 ]
Tsai, Ming-Hsuan [1 ]
机构
[1] Natl Taiwan Ocean Univ, Dept Marine Engn, Keelung 202, Taiwan
关键词
interval type-2 T-S fuzzy model; fuzzy control; multiplicative noises; actuator saturation constraint; STABILITY ANALYSIS; SYSTEMS;
D O I
10.3390/pr9050823
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
In many practical systems, stochastic behaviors usually occur and need to be considered in the controller design. To ensure the system performance under the effect of stochastic behaviors, the controller may become bigger even beyond the capacity of practical applications. Therefore, the actuator saturation problem also must be considered in the controller design. The type-2 Takagi-Sugeno (T-S) fuzzy model can describe the parameter uncertainties more completely than the type-1 T-S fuzzy model for a class of nonlinear systems. A fuzzy controller design method is proposed in this paper based on the Interval Type-2 (IT2) T-S fuzzy model for stochastic nonlinear systems subject to actuator saturation. The stability analysis and some corresponding sufficient conditions for the IT2 T-S fuzzy model are developed using Lyapunov theory. Via transferring the stability and control problem into Linear Matrix Inequality (LMI) problem, the proposed fuzzy control problem can be solved by the convex optimization algorithm. Finally, a nonlinear ship steering system is considered in the simulations to verify the feasibility and efficiency of the proposed fuzzy controller design method.
引用
收藏
页数:24
相关论文
共 50 条
  • [1] Passive fuzzy controller design via observer feedback for stochastic Takagi-Sugeno fuzzy models with multiplicative noises
    Wen-Jer Chang
    Liang-Zhi Liu
    Cheung-Chieh Ku
    International Journal of Control, Automation and Systems, 2011, 9
  • [2] Passive Fuzzy Controller Design via Observer Feedback for Stochastic Takagi-Sugeno Fuzzy Models with Multiplicative Noises
    Chang, Wen-Jer
    Liu, Liang-Zhi
    Ku, Cheung-Chieh
    INTERNATIONAL JOURNAL OF CONTROL AUTOMATION AND SYSTEMS, 2011, 9 (03) : 550 - 557
  • [3] Fuzzy controller design for Takagi-Sugeno fuzzy models with multiplicative noises via relaxed non-quadratic stability analysis
    Chang, W-J
    Chang, C-H
    Ku, C-C
    PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART I-JOURNAL OF SYSTEMS AND CONTROL ENGINEERING, 2010, 224 (I8) : 918 - 931
  • [4] General structure of Interval Type-2 fuzzy PI/PD controller of Takagi-Sugeno type
    Raj, Ritu
    Mohan, B. M.
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 87
  • [5] Constrained fuzzy controller design of discrete Takagi-Sugeno fuzzy models
    Chang, WJ
    Sun, CC
    FUZZY SETS AND SYSTEMS, 2003, 133 (01) : 37 - 55
  • [6] Model reduction for interval type-2 Takagi-Sugeno fuzzy systems
    Li, Hongyi
    Yin, Shen
    Pan, Yingnan
    Lam, Hak-Keung
    AUTOMATICA, 2015, 61 : 308 - 314
  • [7] PASSIVE FUZZY CONTROLLER DESIGN FOR DISCRETE SHIP STEERING SYSTEMS VIA TAKAGI-SUGENO FUZZY MODEL WITH MULTIPLICATIVE NOISES
    Chang, Wen-Jer
    Chen, Min-Wei
    Ku, Cheung-Chieh
    JOURNAL OF MARINE SCIENCE AND TECHNOLOGY-TAIWAN, 2013, 21 (02): : 159 - 165
  • [8] Interval Type-2 Takagi-Sugeno Fuzzy Controller Design for a Class of Nonlinear Singular Networked Control Systems
    Tseng, Chwan-Lu
    Wang, Shun-Yuan
    Lin, Shou-Chuang
    Chen, Yu-Yuan
    2012 INTERNATIONAL CONFERENCE ON FUZZY THEORY AND ITS APPLICATIONS (IFUZZY2012), 2012, : 268 - 272
  • [9] Conventional controller design based on Takagi-Sugeno fuzzy models
    Nowakova, Jana
    Pokorny, Miroslav
    Pies, Martin
    JOURNAL OF APPLIED LOGIC, 2015, 13 (02) : 148 - 155
  • [10] Fuzzy Fault Tolerant Control via Takagi-Sugeno Fuzzy Models for Nonlinear Systems with Multiplicative Noises
    Chang, Wen-Jer
    Tsai, Yue-Syuan
    Ku, Cheung-Chieh
    INTERNATIONAL JOURNAL OF FUZZY SYSTEMS, 2014, 16 (03) : 338 - 349