How to determine the minimum number of rules to achieve given accuracy

被引：0
|
作者：
Feng, W [1 ]
Wang, LX [1 ]
Zhu, HY [1 ]
Sun, YX [1 ]
机构：
[1] Hong Kong Univ Sci & Technol, Dept Elect & Elect Engn, Hong Kong, Hong Kong, Peoples R China
来源：
10TH IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS 1-3: MEETING THE GRAND CHALLENGE: MACHINES THAT SERVE PEOPLE | 2001年
关键词：
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：
Fuzzy systems have been proved to be universal approximators, yet a large number of fuzzy rules may be needed for high approximation accuracy. In this paper, we consider how to determine the minimum number of fuzzy rules required in a fuzzy system for approximation to achieve a given accuracy and how to construct this fuzzy system when there are only a limited number of input-output data pairs of the unknown system. The key point is to partition the input space nonuniformity. In particular, a tunnel algorithm is utilized for the single-input case. Numerical examples are given to demonstrate the proposed idea and algorithm.
引用
收藏
页码：566 / 569
页数：4
相关论文
共 50 条
  • [21] Primitive graphs with given exponents and minimum number of edges
    Kim, Byeong Moon
    Song, Byung Chul
    Hwang, Woonjae
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2007, 420 (2-3) : 648 - 662
  • [22] Optimal pebbling number of graphs with given minimum degree
    Czygrinow, A.
    Hurlbert, G.
    Katona, G. Y.
    Papp, L. F.
    DISCRETE APPLIED MATHEMATICS, 2019, 260 : 117 - 130
  • [23] The minimum spectral radius of graphics with a given clique number
    Stevanovic, Dragan
    Hansen, Pierre
    ELECTRONIC JOURNAL OF LINEAR ALGEBRA, 2008, 17 : 110 - 117
  • [24] The minimum spectral radius of graphs with a given independence number
    Xu, Mimi
    Hong, Yuan
    Shu, Jinlong
    Zhai, Mingqing
    LINEAR ALGEBRA AND ITS APPLICATIONS, 2009, 431 (5-7) : 937 - 945
  • [25] Graphs with the minimum spectral radius for given independence number
    Hu, Yarong
    Huang, Qiongxiang
    Lou, Zhenzhen
    DISCRETE MATHEMATICS, 2025, 348 (02)
  • [26] The minimum number of maximal independent sets in graphs with given order and independence number
    Tian, Yuting
    Tu, Jianhua
    DISCRETE APPLIED MATHEMATICS, 2025, 368 : 52 - 65
  • [27] HOW TO ACHIEVE ROLL WIDTH ACCURACY.
    Deunsch, Gerry
    Pulp and Paper Canada, 1980, 81 (09):
  • [28] HOW TO DETERMINE MINIMUM-COST QUANTITIES
    TRUCKS, HE
    TOOL AND MANUFACTURING ENGINEER, 1969, 63 (05): : 14 - &
  • [29] How much metagenomic sequencing is enough to achieve a given goal?
    Ni, Jiajia
    Yan, Qingyun
    Yu, Yuhe
    SCIENTIFIC REPORTS, 2013, 3
  • [30] How much metagenomic sequencing is enough to achieve a given goal?
    Jiajia Ni
    Qingyun Yan
    Yuhe Yu
    Scientific Reports, 3
12345