Fuzzy logic - A modern perspective

被引:67
|
作者
Yen, J [1 ]
机构
[1] Texas A&M Univ, Dept Comp Sci, College Stn, TX 77843 USA
基金
美国国家科学基金会;
关键词
fuzzy logic; artificial intelligence; approximate reasoning; possibility theory; reasoning under uncertainty; fuzzy rules; function approximation; model identification; soft computing;
D O I
10.1109/69.755624
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Traditionally, fuzzy logic (FL) has been viewed in the artificial intelligence (Al) community as an approach for managing uncertainty. In the 1990s, however, fuzzy logic has emerged as a paradigm for approximating a functional mapping. This complementary modern view about the technology offers new insights about the foundation of fuzzy logic, as well as new challenges regarding the identification of fuzzy models. In this paper, we will first review some of the major milestones in the history of developing fuzzy logic technology. After a short summary of major concepts in fuzzy logic, we discuss a modern view about the foundation of two types of fuzzy rules. Finally, we review some of the research in addressing various challenges regarding automated identification of fuzzy rule-based models.
引用
收藏
页码:153 / 165
页数:13
相关论文
共 50 条
  • [31] A Review on Role of Fuzzy Logic in Psychology
    Srivastava, Shilpa
    Pant, Millie
    Agarwal, Namrata
    PROCEEDINGS OF FIFTH INTERNATIONAL CONFERENCE ON SOFT COMPUTING FOR PROBLEM SOLVING (SOCPROS 2015), VOL 2, 2016, 437 : 783 - 794
  • [32] FTCLogic: Fuzzy Temporal Constraint Logic
    Cardenas-Viedma, M. A.
    Marin, R.
    FUZZY SETS AND SYSTEMS, 2019, 363 : 84 - 112
  • [33] A new axiom system of fuzzy logic
    Frank, H
    FUZZY SETS AND SYSTEMS, 1996, 77 (02) : 203 - 205
  • [34] Fuzzy Logic Applications in Flanges Manufacturing
    Turc, Cristian-Gheorghe
    Belgiu, George
    MODERN TECHNOLOGIES IN INDUSTRIAL ENGINEERING, 2014, 837 : 223 - +
  • [35] A qualified description of extended fuzzy logic
    Sabahi, Farnaz
    Akbarzadeh-T, M. -R.
    INFORMATION SCIENCES, 2013, 244 : 60 - 74
  • [36] New developments in fuzzy logic computers
    Stotts, L
    Kleiner, BH
    INDUSTRIAL MANAGEMENT & DATA SYSTEMS, 1995, 95 (04) : 22 - &
  • [37] Some properties of fuzzy logic with similarity
    Wang, JB
    Wang, WQ
    Xu, ZQ
    Wang, NC
    2003 INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND CYBERNETICS, VOLS 1-5, PROCEEDINGS, 2003, : 1511 - 1515
  • [38] A fuzzy logic approach to unit commitment
    Saneifard, S
    Prasad, NR
    Smolleck, HA
    IEEE TRANSACTIONS ON POWER SYSTEMS, 1997, 12 (02) : 988 - 995
  • [39] Boolean fuzzy logic and generalized capacities
    Biacino, L
    Gerla, G
    INTERNATIONAL JOURNAL OF GENERAL SYSTEMS, 2003, 32 (04) : 321 - 342
  • [40] The State of the Art in Software Reliability Prediction: Software Metrics and Fuzzy Logic Perspective
    Rizvi, S. W. A.
    Singh, V. K.
    Khan, R. A.
    INFORMATION SYSTEMS DESIGN AND INTELLIGENT APPLICATIONS, VOL 1, INDIA 2016, 2016, 433 : 629 - 637