THE FUZZY RULE-BASE SOLUTION OF DIFFERENTIAL-EQUATIONS

Citation
A. Shmilovici et Oz. Maimon, THE FUZZY RULE-BASE SOLUTION OF DIFFERENTIAL-EQUATIONS, Information sciences, 92(1-4), 1996, pp. 233-254
Citations number
22
Categorie Soggetti
Information Science & Library Science","Computer Science Information Systems
Journal title
ISSN journal
00200255
Volume
92
Issue
1-4
Year of publication
1996
Pages
233 - 254
Database
ISI
SICI code
0020-0255(1996)92:1-4<233:TFRSOD>2.0.ZU;2-Q
Abstract
The equivalence between differential equation models and fuzzy logic m odels is demonstrated for a certain family of fuzzy systems-those whic h use fuzzy spline 'wavelets as membership functions. The universal ap proximation property of fuzzy systems built with spline wavelets is ex ploited for replacing operational representations of differential equa tions with sparse matrix equations. The solution of the matrix equatio ns has a direct interpretation as a set of fuzzy rules. The fuzzy rule base thus generated provides an approximate solution to the original differential equation while retaining the explanatory power of fuzzy s ystems. The proposed method enjoys the excellent numerical and computa tional characteristics of the fast wavelet transform.