Interval Type-2 Fuzzy Logic System Based on Semi-Tensor Product

被引:0
作者
Chang, Zhen [1 ]
Ge, Aidong [1 ,2 ]
Sun, Mingcan [1 ]
机构
[1] Qilu Univ Technol, Sch Informat & Automat Engn, Shandong Acad Sci, Jinan 250353, Peoples R China
[2] Shandong Univ, Sch Math, Jinan 250100, Peoples R China
来源
2022 41ST CHINESE CONTROL CONFERENCE (CCC) | 2022年
基金
中国国家自然科学基金;
关键词
Interval Type-2 Fuzzy Sets; Interval Type-2 Fuzzy Logic Systems; Semi-tensor Product; Interval Matrix; AVERAGE;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Compared with type-1 fuzzy sets, interval type-2 fuzzy sets have stronger ability to deal with uncertainty. In this paper, the semi-tensor product approach is used to study interval type-2 fuzzy logic systems (IT2 FLSs). Firstly, the semi-tensor product of matrix is extended to interval matrix. Secondly, using the semi-tensor product algorithm, IT2 FLS is improved, and a new IT2 FLS is designed. Finally, its effectiveness is tested by simulation. The simulation results demonstrate that the designed IT2 FLS has a similar control effect to the conventional IT2 FLS, and can effectively simplify the fuzzy reasoning process of the multi-input multi-output systems.
引用
收藏
页码:2507 / 2512
页数:6
相关论文
共 18 条
  • [1] Abuelenin S.M., 2017, ARXIV170605593, P1
  • [2] 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 - +
  • [3] Cheng D., 2001, SCI CHINA SER F INFO, V44, P195
  • [4] A Self-Regulated Interval Type-2 Neuro-Fuzzy Inference System for Handling Nonstationarities in EEG Signals for BCI
    Das, Ankit Kumar
    Sundaram, Suresh
    Sundararajan, Narasimhan
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2016, 24 (06) : 1565 - 1577
  • [5] Ge AD, 2014, CHIN CONTR CONF, P4551, DOI 10.1109/ChiCC.2014.6895705
  • [6] Guo Y., 2021, IEEE T AUTOMATIC CON
  • [7] Karnik N.N., 1998, 1998 IEEE INT C FUZZ, P915
  • [8] Game Theoretic Approach for a Service Function Chain Routing in NFV With Coupled Constraints
    Le, Shuting
    Wu, Yuhu
    Guo, Yuqian
    Vecchio, Carmen Del
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS II-EXPRESS BRIEFS, 2021, 68 (12) : 3557 - 3561
  • [9] Interval type-2 fuzzy logic systems: Theory and design
    Liang, QL
    Mendel, JM
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2000, 8 (05) : 535 - 550
  • [10] Modeling of Multivariable Fuzzy Systems by Semitensor Product
    Lyu, Hong L.
    Wang, Wilson
    Liu, Xiao P.
    Wang, Zhengqi
    [J]. IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2020, 28 (02) : 228 - 235