Re. Giachetti et Re. Young, A PARAMETRIC REPRESENTATION OF FUZZY NUMBERS AND THEIR ARITHMETIC OPERATORS, Fuzzy sets and systems, 91(2), 1997, pp. 185-202
Citations number
23
Categorie Soggetti
Computer Sciences, Special Topics","System Science",Mathematics,"Statistic & Probability",Mathematics,"Computer Science Theory & Methods
Direct implementation of extended arithmetic operators on fuzzy number
s is computationally complex. Implementation of the extension principl
e is equivalent to solving a nonlinear programming problem, To overcom
e this difficulty many applications limit the membership functions to
certain shapes, usually either triangular fuzzy numbers (TFN) or trape
zoidal fuzzy numbers (TrFN). Then calculation of the extended operator
s can be performed on the parameters defining the fuzzy numbers, thus
making the calculations trivial. Unfortunately the TFN shape is not cl
osed under multiplication and division. The result of these operators
is a polynomial membership function and the triangular shape only appr
oximates the actual result. The linear approximation can be quite poor
and may lead to incorrect results when used in engineering applicatio
ns. We analyze this problem and propose six parameters which define pa
rameterized 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.