Interval Type-2 Takagi-Sugeno-Kang Fuzzy Logic Approach for Three-Tank System Modeling

被引:0
|
作者
Maalej, Imen [1 ]
Rekik, Chokri [1 ]
Ben Halima Abid, Donia [1 ]
Derbel, Nabil [1 ]
机构
[1] Univ Sfax, Sfax Engn Sch, Control & Energy Management Lab, Sfax 3038, Tunisia
来源
2014 IEEE 23RD INTERNATIONAL SYMPOSIUM ON INDUSTRIAL ELECTRONICS (ISIE) | 2014年
关键词
Fuzzy rules; type-2 fuzzy sets; IT2 TSK FLSs; T1 TSK FLSs; modeling; DESIGN; IDENTIFICATION; CONTROLLER; SETS;
D O I
暂无
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper concerns the use of fuzzy structures to model non linear dynamic systems. An interval type-2 Takagi Sugeno Kang fuzzy logic systems (IT2 TSK FLSs) is proposed. The proposed approach is a combination of IT2 fuzzy system and TSK fuzzy models and it presents an extension of the type-1 Takagi Sugeno Kang fuzzy logic system (T1 TSK FLSs). The interval type-2 fuzzy sets provide additional degrees of freedom and offer the capability to directly handle uncertainties. Different steps of this approach are described. The performance of the IT2 TSK FLSs is compared to the traditional T1 TSK FLSs. Simulation results performed on three tank system illustrate the efficiency of the suggested method.
引用
收藏
页码:144 / 149
页数:6
相关论文
共 50 条
  • [41] Interaction Measures for Control Configuration Selection Based on Interval Type-2 Takagi-Sugeno Fuzzy Model
    Liao, Qian-Fang
    Sun, Da
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2018, 26 (05) : 2510 - 2523
  • [42] Robust Tracking Control of Interval Type-2 Positive Takagi-Sugeno Fuzzy Systems With External Disturbance
    Fu, Lining
    Lam, Hak-Keung
    Liu, Fucai
    Zhou, Hongying
    Zhong, Zhixiong
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2022, 30 (10) : 4057 - 4068
  • [43] Double groups of gates based Takagi-Sugeno-Kang (DG-TSK) fuzzy system for simultaneous feature selection and rule extraction
    Xue, Guangdong
    Wang, Jian
    Zhang, Bingjie
    Yuan, Bin
    Dai, Caili
    FUZZY SETS AND SYSTEMS, 2023, 469
  • [44] Hardware Implementation of Interval Type-2 Fuzzy Logic Controller
    Mesri, Alireza
    Khoei, Abdollah
    Hadidi, Khayrollah
    2013 21ST IRANIAN CONFERENCE ON ELECTRICAL ENGINEERING (ICEE), 2013,
  • [45] An interval type-2 fuzzy logic toolbox for control applications
    Castro, Juan R.
    Castillo, Oscar
    Melin, Patricia
    2007 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-4, 2007, : 61 - +
  • [46] Developing a computationally effective Interval Type-2 TSK Fuzzy Logic Controller
    Hailemichael, Abel
    Salaken, Syed Moshfeq
    Karimoddini, Ali
    Homaifar, Abdollah
    Khosravi, Abbas
    Nahavandi, Saeid
    JOURNAL OF INTELLIGENT & FUZZY SYSTEMS, 2020, 38 (02) : 1915 - 1928
  • [47] Medical data classification using interval type-2 fuzzy logic system and wavelets
    Thanh Nguyen
    Khosravi, Abbas
    Creighton, Douglas
    Nahavandi, Saeid
    APPLIED SOFT COMPUTING, 2015, 30 : 812 - 822
  • [48] H control for interval type-2 Takagi-Sugeno fuzzy systems via the membership-quadratic framework
    Kim, Kyungsoo
    Park, Poogyeon
    INFORMATION SCIENCES, 2025, 701
  • [49] Face Recognition With an Improved Interval Type-2 Fuzzy Logic Sugeno Integral and Modular Neural Networks
    Melin, Patricia
    Mendoza, Olivia
    Castillo, Oscar
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART A-SYSTEMS AND HUMANS, 2011, 41 (05): : 1001 - 1012
  • [50] Uncertainty Modeling with Interval Type-2 Fuzzy Logic Systems in Mobile Robotics
    Linda, Ondrej
    Manic, Milos
    IECON 2011: 37TH ANNUAL CONFERENCE ON IEEE INDUSTRIAL ELECTRONICS SOCIETY, 2011, : 2441 - 2446