A fuzzy reasoning method for handling fuzzy rules with different specificity levels

被引:3
|
作者
Ishibuchi, H [1 ]
机构
[1] Univ Osaka Prefecture, Dept Ind Engn, Sakai, Osaka 5998531, Japan
来源
18TH INTERNATIONAL CONFERENCE OF THE NORTH AMERICAN FUZZY INFORMATION PROCESSING SOCIETY - NAFIPS | 1999年
关键词
D O I
10.1109/NAFIPS.1999.781664
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 discusses the fuzzy reasoning for fuzzy if-then rules with different specificity levels. Our fuzzy rule-based system is a mixture of general and specific fuzzy if-then rules. A general fuzzy if-then rule, which has many "don't care" conditions in the antecedent part covers a large region of a multi-dimensional input space. On the other hand, a specific fuzzy if-then rule with many linguistic conditions covers a small input region, in this paper, we propose a fuzzy reasoning method for realizing default hierarchies of fuzzy if-then rules where specific rules have priority over general rules in the fuzzy reasoning process. The proposed method is compared with a standard fuzzy reasoning method through computer simulations an an illustrative example.
引用
收藏
页码:110 / 114
页数:5
相关论文
共 50 条
  • [21] Expressive reasoning with horn rules and fuzzy description logics
    Mailis, Theofilos
    Stoilos, Giorgos
    Stamou, Giorgos
    KNOWLEDGE AND INFORMATION SYSTEMS, 2010, 25 (01) : 105 - 136
  • [22] Expressive reasoning with horn rules and fuzzy description logics
    Theofilos Mailis
    Giorgos Stoilos
    Giorgos Stamou
    Knowledge and Information Systems, 2010, 25 : 105 - 136
  • [23] Abductive reasoning and measures of similitude in the presence of fuzzy rules
    Mellouli, N
    Bouchon-Meunier, B
    FUZZY SETS AND SYSTEMS, 2003, 137 (01) : 177 - 188
  • [24] The structure of rules for general-purpose fuzzy reasoning
    Siler, W
    Buckley, JJ
    FUZZ-IEEE '96 - PROCEEDINGS OF THE FIFTH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3, 1996, : 1637 - 1641
  • [25] Reasoning with truth values on compacted fuzzy chained rules
    Bugarin, AJ
    Barro, S
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 1998, 28 (01): : 34 - 46
  • [26] Expressive reasoning with horn rules and fuzzy description logics
    Mailis, Theofilos
    Stoilos, Giorgos
    Stamou, Giorgos
    WEB REASONING AND RULE SYSTEMS, PROCEEDINGS, 2007, 4524 : 43 - +
  • [27] A fuzzy neutral network based on fuzzy weighted reasoning method
    Zhou, CG
    Liang, YC
    Tian, Y
    Yang, ZM
    2000 INTERNATIONAL WORKSHOP ON AUTONOMOUS DECENTRALIZED SYSTEM, PROCEEDINGS, 2000, : 190 - 195
  • [28] A New Method of Fuzzy Interpolative Reasoning for the Sparse Fuzzy Rule
    Wang, Tao
    Liu, Yuhang
    Chen, Yang
    2008 CHINESE CONTROL AND DECISION CONFERENCE, VOLS 1-11, 2008, : 2738 - 2742
  • [29] UNIVERSAL TRIPLE I METHOD FOR FUZZY REASONING AND FUZZY CONTROLLER
    Tang, Y. M.
    Ren, F. J.
    IRANIAN JOURNAL OF FUZZY SYSTEMS, 2013, 10 (05): : 1 - 24
  • [30] Calculus of interpolated fuzzy relation type fuzzy reasoning method
    Shimakawa, Manabu
    ICICIC 2006: First International Conference on Innovative Computing, Information and Control, Vol 2, Proceedings, 2006, : 325 - 328