Title :
A comparative study between two algorithms for computing the generalized centroid of an interval type-2 fuzzy set
Author :
Bernal, Hector ; Duran, Karina ; Melgarejo, Migule
Author_Institution :
Dept. of Electron. Eng., Univ. Distrital Francisco Jose de Caldas, Bogota
Abstract :
This paper presents a comparative study between two iterative algorithms for computing the generalized centroid of an interval type-2 fuzzy set. The first procedure is the so called enhanced Karnik-Mendel (EKM) algorithm. The latter, introduced here as a recursive algorithm with uniique loop (RAUL), is a modification of a previously reported procedure. The study compares the computing time of both algorithms for three prototype Footprints of Uncertainty and several discretizations of the universe of discourse. Results point out that RAUL is faster than the EKM algorithm when less than 100 discretization points are used to describe the footprint of uncertainty.
Keywords :
fuzzy set theory; iterative methods; uncertain systems; enhanced Karnik-Mendel algorithm; generalized centroid; interval type-2 fuzzy set; iterative algorithms; recursive algorithm; uncertainty footprints; Embedded system; Fuzzy logic; Fuzzy sets; Fuzzy systems; Random variables; Stochastic processes;
Conference_Titel :
Fuzzy Systems, 2008. FUZZ-IEEE 2008. (IEEE World Congress on Computational Intelligence). IEEE International Conference on
Conference_Location :
Hong Kong
Print_ISBN :
978-1-4244-1818-3
Electronic_ISBN :
1098-7584
DOI :
10.1109/FUZZY.2008.4630484