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Beta Fuzzy Logic Systems: Approximation Properties in the Siso Case

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Warianty tytułu
Języki publikacji
EN
Abstrakty
EN
In this paper, a Single-Input Single-Output (SISO) Sugeno fuzzy model of the zeroth order with Beta membership functions for input variables is adopted. After the introduction of Beta Fuzzy Logic Systems (BFLS) a constructive theory is developed to establish the fact that they are universal approximators. Based on this theory, an algorithm, which can actually construct a BFLS approximating a given continuous function with an arbitrary degree of accuracy, is described. We then show that BFLSs satisfy more critical properties which are the best approximation property and the interpolation property. We complete the paper with a series of numerical comparisons between the approximation performances of BFLSs and other classes of widely used fuzzy logic systems. These comparisons confirm that BFLSs perform best in all the cases studied.
Rocznik
Strony
857--875
Opis fizyczny
Bibliogr. 38 poz., wykr., tab.
Twórcy
autor
autor
autor
  • REGIM: Research Group on Intelligent Machines University of Sfax, National School of Engineers of Sfax Department of Electrical Engineering, BP W 3038, Sfax, Tunisia, Adel.Alimi@ieee.org
Bibliografia
Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPZ1-0014-0045
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