Title :
A comparison of three methods for computing the center of gravity defuzzification
Author :
Van Broekhoven, Ester ; De Baets, Bernard
Author_Institution :
Dept. of Appl. Math., Biometrics & Process Control, Ghent Univ., Gent, Belgium
Abstract :
In this article three methods are presented to perform the center of gravity defuzzification method: one well known method, the discretisation method, and two new methods, the slope-based method and the modified transformation function method. The methods are worked out for trapezoidal membership functions forming a fuzzy (Ruspini) partition. Experimental results show that the newly introduced methods exhibit excellent accuracy at an extremely low computational cost compared to the widely applied discretisation method.
Keywords :
discrete transforms; fuzzy set theory; center of gravity defuzzification; discretisation method; fuzzy partition; modified transformation function method; slope-based method; trapezoidal membership functions; Biometrics; Computational efficiency; Fuzzy systems; Gravity; Kernel; Mathematics; Message-oriented middleware; Process control;
Conference_Titel :
Fuzzy Systems, 2004. Proceedings. 2004 IEEE International Conference on
Print_ISBN :
0-7803-8353-2
DOI :
10.1109/FUZZY.2004.1375403