A review on design and implementation of type-2 fuzzy controllers

被引:11
|
作者
Jahanshahi, Hadi [1 ]
Yousefpour, Amin [2 ]
Soradi-Zeid, Samaneh [3 ]
Castillo, Oscar [4 ]
机构
[1] Univ Manitoba, Dept Mech Engn, Winnipeg, MB R3T 5V6, Canada
[2] Univ Calif Irvine, Dept Mech & Aerosp Engn, Irvine, CA 92717 USA
[3] Univ Sistan & Baluchestan, Fac Ind & Min Khash, Zahedan, Iran
[4] Tijuana Inst Technol, Div Grad Studies & Res, Tijuana, Mexico
关键词
fractional-order controllers; interval type-2 fuzzy logic controllers; type-2 fuzzy logic; type-2 fuzzy logic system; type-2 fuzzy systems; DYNAMIC PARAMETER ADAPTATION; ORDER CHAOTIC SYSTEMS; SLIDING MODE CONTROL; INTERVAL TYPE-2; FRACTIONAL-ORDER; LOGIC APPLICATIONS; REDUCTION ALGORITHM; INTELLIGENT CONTROL; MULTIAGENT SYSTEMS; MOBILE ROBOT;
D O I
10.1002/mma.8492
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
Nowadays, advances in different fields of technology have increased demands for reliable controllers. Uncertainty and disturbances, which are inevitable in most real-world systems, as well as increasing complexity in the dynamics of many systems, are requiring the design and application of intelligent controllers. Fuzzy controllers, and specifically type-2 fuzzy control techniques, could play a beneficial role in a variety of control purposes, since they are robust against uncertainties. Therefore, an immense body of research is devoted to these fuzzy control techniques. This paper introduces a comprehensive review about the most recent advances in the design and implementation of type-2 fuzzy control schemes both for integer- and fractional-order systems. Thus, in addition to the past and present achievements in this context, future trends are also delineated. Moreover, most important works dealing with type-2 fuzzy controller are discussed, and their advantages and drawbacks are outlined. Consequently, we firmly believe the present paper will pave the way for future research in this area.
引用
收藏
页数:22
相关论文
共 50 条
  • [1] A review on the design and optimization of interval type-2 fuzzy controllers
    Castillo, Oscar
    Melin, Patricia
    [J]. APPLIED SOFT COMPUTING, 2012, 12 (04) : 1267 - 1278
  • [2] An Application of Fuzzy Lyapunov Synthesis in the Design of Type-2 Fuzzy Logic Controllers
    Cazarez-Castro, Nohe R.
    Aguilar, Luis T.
    Castillo, Oscar
    [J]. SOFT COMPUTING IN INDUSTRIAL APPLICATIONS - ALGORITHMS, INTEGRATION, AND SUCCESS STORIES, 2010, 75 : 229 - +
  • [3] An application of Fuzzy Lyapunov synthesis in the design of Type-2 Fuzzy Logic Controllers
    Cazarez-Castro, Nohe R.
    Aguilar, Luis T.
    Castillo, Oscar
    [J]. Advances in Intelligent and Soft Computing, 2010, 75 : 229 - 236
  • [4] A simple design method for interval type-2 fuzzy pid controllers
    Tufan Kumbasar
    [J]. Soft Computing, 2014, 18 : 1293 - 1304
  • [5] Design of Interval Type-2 Fuzzy Logic Controllers for Flocking Algorithm
    Lee, Seung-Mok
    Kim, Jong-Hwan
    Myung, Hyun
    [J]. IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ 2011), 2011, : 2594 - 2599
  • [6] A simple design method for interval type-2 fuzzy pid controllers
    Kumbasar, Tufan
    [J]. SOFT COMPUTING, 2014, 18 (07) : 1293 - 1304
  • [7] Design of stable type-2 fuzzy logic controllers based on a fuzzy Lyapunov approach
    Castillo, Oscar
    Cazarez, Nohe
    Melin, Patricia
    [J]. 2006 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-5, 2006, : 2331 - +
  • [8] Type-2 Fuzzy Controllers in Arrow Categories
    Winter, Michael
    Jackson, Ethan
    Fujiwara, Yuki
    [J]. RELATIONAL AND ALGEBRAIC METHODS IN COMPUTER SCIENCE (RAMICS 2014), 2014, 8428 : 293 - 308
  • [9] Design of Interval Type-2 Fuzzy Controllers for Active Magnetic Bearing Systems
    Ren, Gui-Ping
    Chen, Zhiyong
    Zhang, Hai-Tao
    Wu, Yue
    Meng, Haofei
    Wu, Dongrui
    Ding, Han
    [J]. IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2020, 25 (05) : 2449 - 2459
  • [10] A DESIGN METHODOLOGY AND ANALYSIS FOR INTERVAL TYPE-2 FUZZY PI/PD CONTROLLERS
    Aliasghary, Mortaza
    Eksin, Ibrahim
    Guzelkaya, Mujde
    Kumbasar, Tufan
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2013, 9 (10): : 4215 - 4230