Beta Fuzzy Logic Systems: Approximation Properties in the Siso Case
International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 4, pp. 857-875
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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.
Keywords:
beta function, universal approximation property, best approximation property, interpolation property, Sugeno fuzzy model, SISO systems
Mots-clés : funkcja beta, własność aproksymacyjna, model rozmyty
Mots-clés : funkcja beta, własność aproksymacyjna, model rozmyty
@article{IJAMCS_2000_10_4_a10,
author = {Alimi, A. M. and Hassine, R. and Selmi, M.},
title = {Beta {Fuzzy} {Logic} {Systems:} {Approximation} {Properties} in the {Siso} {Case}},
journal = {International Journal of Applied Mathematics and Computer Science},
pages = {857--875},
publisher = {mathdoc},
volume = {10},
number = {4},
year = {2000},
language = {en},
url = {http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a10/}
}
TY - JOUR AU - Alimi, A. M. AU - Hassine, R. AU - Selmi, M. TI - Beta Fuzzy Logic Systems: Approximation Properties in the Siso Case JO - International Journal of Applied Mathematics and Computer Science PY - 2000 SP - 857 EP - 875 VL - 10 IS - 4 PB - mathdoc UR - http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a10/ LA - en ID - IJAMCS_2000_10_4_a10 ER -
%0 Journal Article %A Alimi, A. M. %A Hassine, R. %A Selmi, M. %T Beta Fuzzy Logic Systems: Approximation Properties in the Siso Case %J International Journal of Applied Mathematics and Computer Science %D 2000 %P 857-875 %V 10 %N 4 %I mathdoc %U http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a10/ %G en %F IJAMCS_2000_10_4_a10
Alimi, A. M.; Hassine, R.; Selmi, M. Beta Fuzzy Logic Systems: Approximation Properties in the Siso Case. International Journal of Applied Mathematics and Computer Science, Tome 10 (2000) no. 4, pp. 857-875. http://geodesic.mathdoc.fr/item/IJAMCS_2000_10_4_a10/