Title :
Sufficient condition of universal approximation of fuzzy controllers with generalized linear membership function
Author :
Hua, Huang Wei ; Fang Kangling ; Zhang Zheng
Author_Institution :
Eng. Res. Center of Metall. Autom. & Meas. Technol., Wuhan Univ. of Sci. & Technol., Wuhan, China
Abstract :
A new kind of generalized linear membership function (abbr. GLMF) is designed in the paper, and triangle or trapezoid membership function, used widely in theory and application of fuzzy controllers, can be as its´ special cases. Based on the derivation of analytical structure of mamdani fuzzy controllers with GLMF, the sufficient condition for the fuzzy controllers as an universal approximator is given by method of the linear interpolation. On the condition of the same approximation error, less number of input fuzzy sets are required to approximate any given continuous function for fuzzy controllers with GLMF, than that with triangle or trapezoid membership function. Finally, some simulation are given to manifest the effect of the design.
Keywords :
approximation theory; fuzzy control; fuzzy set theory; interpolation; generalized linear membership function; input fuzzy sets; linear interpolation; mamdani fuzzy controllers; trapezoid membership function; triangle membership function; universal approximation; Accuracy; Approximation error; Fuzzy sets; Interpolation; Sufficient conditions; Training data; Analytical Structure; Fuzzy Control; Generalized Linear Membership Function; Universal Approximation;
Conference_Titel :
Control Conference (CCC), 2010 29th Chinese
Conference_Location :
Beijing
Print_ISBN :
978-1-4244-6263-6