New geometric inference techniques for type-2 fuzzy sets

被引:49
|
作者
Coupland, Simon [1 ]
John, Robert I. [1 ]
机构
[1] De Montfort Univ, Ctr Computat Intelligence, Leicester LE1 9BH, Leics, England
关键词
type-2 fuzzy logic; computational geometry; join; meet; and; or; implication; surface clipping;
D O I
10.1016/j.ijar.2008.03.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper presents new techniques for performing logical operations on type-2 fuzzy sets. These techniques make significant use of geometric methods to give, for the first time, logic operators that can be implemented over continuous domains, thereby eliminating the need for discretisation. We give a full exposition of the geometric inference operations and consider computational speed and accuracy. We show this novel approach to be more accurate, although slightly slower than existing techniques. (c) 2008 Elsevier Inc. All rights reserved.
引用
收藏
页码:198 / 211
页数:14
相关论文
共 50 条
  • [41] A model for type-2 fuzzy rough sets
    Lu, Juan
    Li, De-Yu
    Zhai, Yan-Hui
    Li, Hua
    Bai, He-Xiang
    INFORMATION SCIENCES, 2016, 328 : 359 - 377
  • [42] On defuzzification of interval type-2 fuzzy sets
    Starczewski, Janusz T.
    ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING - ICAISC 2008, PROCEEDINGS, 2008, 5097 : 333 - 340
  • [43] Uninorm operations on type-2 fuzzy sets
    Takacs, Marta
    INES 2008: 12TH INTERNATIONAL CONFERENCE ON INTELLIGENT ENGINEERING SYSTEMS, PROCEEDINGS, 2008, : 277 - 280
  • [44] On the Variance of Interval Type-2 Fuzzy Sets
    Figueroa-Garcia, Juan Carlos
    Ramos-Cuesta, Jennifer Soraya
    Hernandez-Perez, German
    IEEE TRANSACTIONS ON FUZZY SYSTEMS, 2023, 31 (07) : 2320 - 2330
  • [45] Type-2 fuzzy multigranulation rough sets
    Lu, Juan
    INTERNATIONAL JOURNAL OF APPROXIMATE REASONING, 2020, 124 (124) : 173 - 193
  • [46] ALGEBRAIC STRUCTURE OF FUZZY SETS OF TYPE-2
    NIEMINEN, J
    KYBERNETIKA, 1977, 13 (04) : 261 - 273
  • [47] Type-2 fuzzy sets and system: An overview
    Mendel, Jerry M.
    IEEE Computational Intelligence Magazine, 2007, 2 (02) : 20 - 29
  • [48] On Characterization of Rough Type-2 Fuzzy Sets
    Zhao, Tao
    Wei, Zhenbo
    MATHEMATICAL PROBLEMS IN ENGINEERING, 2016, 2016
  • [49] Hedge Algebraic Type-2 Fuzzy Sets
    Tran Dinh Khang
    Phan Anh Phong
    Dinh Khac Dong
    Cao Minh Trang
    2010 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS (FUZZ-IEEE 2010), 2010,
  • [50] Aggregation operators on type-2 fuzzy sets
    Tones-Blanc, Carmen
    Cubillo, Susana
    Hernandez, Pablo
    FUZZY SETS AND SYSTEMS, 2017, 324 : 74 - 90