A parametric representation of fuzzy numbers and their arithmetic operators

被引:193
作者
Giachetti, RE [1 ]
Young, RE [1 ]
机构
[1] N CAROLINA STATE UNIV,DEPT IND ENGN,WORKGRP INTELLIGENT SYST DESIGN & MFG,RALEIGH,NC 27695
关键词
fuzzy arithmetic; triangular fuzzy numbers; membership functions; arithmetic approximations;
D O I
10.1016/S0165-0114(97)00140-1
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Direct implementation of extended arithmetic operators on fuzzy numbers is computationally complex. Implementation of the extension principle is equivalent to solving a nonlinear programming problem, To overcome this difficulty many applications limit the membership functions to certain shapes, usually either triangular fuzzy numbers (TFN) or trapezoidal fuzzy numbers (TrFN). Then calculation of the extended operators can be performed on the parameters defining the fuzzy numbers, thus making the calculations trivial. Unfortunately the TFN shape is not closed under multiplication and division. The result of these operators is a polynomial membership function and the triangular shape only approximates the actual result. The linear approximation can be quite poor and may lead to incorrect results when used in engineering applications. We analyze this problem and propose six parameters which define parameterized fuzzy numbers (PFN), of which TFNs are a special case, We provide the methods for performing fuzzy arithmetic and show that the PFN representation is closed under the arithmetic operations. The new representation in conjunction with the arithmetic operators obeys many of the same arithmetic properties as TFNs. The new method has better accuracy and similar computational speed to using TFNs and appears to have benefits when used in engineering applications. (C) 1997 Elsevier Science B.V.
引用
收藏
页码:185 / 202
页数:18
相关论文
共 23 条
  • [1] [Anonymous], 1988, FUZZY MATH MODELS EN
  • [2] [Anonymous], 1988, POSSIBILITY THEORY
  • [3] [Anonymous], 1991, FUZZY SET THEORY ITS
  • [4] ARAKAWA M, 1995, 1995 DES ENG TECH C, V82, P463
  • [5] RATING AND RANKING OF MULTIPLE-ASPECT ALTERNATIVES USING FUZZY SETS
    BAAS, SM
    KWAKERNAAK, H
    [J]. AUTOMATICA, 1977, 13 (01) : 47 - 58
  • [6] CHEN JE, 1995, PROCEEDINGS OF 1995 IEEE INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS, VOLS I-IV, P389, DOI 10.1109/FUZZY.1995.409708
  • [7] Chen S. J., 1993, FUZZY MULTIPLE ATTRI
  • [8] FUZZY WEIGHTED AVERAGES AND IMPLEMENTATION OF THE EXTENSION PRINCIPLE
    DONG, WM
    WONG, FS
    [J]. FUZZY SETS AND SYSTEMS, 1987, 21 (02) : 183 - 199
  • [9] OPERATIONS ON FUZZY NUMBERS
    DUBOIS, D
    PRADE, H
    [J]. INTERNATIONAL JOURNAL OF SYSTEMS SCIENCE, 1978, 9 (06) : 613 - 626
  • [10] Dubois D., 1980, FUZZY SETS SYSTEMS