Title :
Fuzzy systems of Mamdani type in the LU representation
Author :
Peterson, Matthew P. ; Bede, B. ; Stefanini, Luciano
Author_Institution :
Dept. of Math., DigiPen Inst. of Technol., Redmond, WA, USA
Abstract :
LU parametric representation of fuzzy numbers describes fuzzy sets via the lower and upper endpoints of the level sets. This representation is used in the present paper to develop a single input single output fuzzy system of Mamdani type. The functions returning the endpoints of the level sets of a Mamdani system are calculated and the defuzzification is also described in the new LU-setting. The advantage provided by the LU representation is a reduced computational complexity, yet providing the same output as a Mamdani system, making in this way Mamdani systems directly and easily usable in real-time interactive simulation.
Keywords :
computational complexity; fuzzy control; fuzzy set theory; fuzzy systems; LU parametric representation; LU representation; LU-setting; Mamdani type; computational complexity; defuzzification; fuzzy numbers; fuzzy sets; fuzzy systems; level sets; lower endpoints; real-time interactive simulation; single input single output fuzzy system; upper endpoints; Function approximation; Fuzzy control; Fuzzy logic; Fuzzy sets; Shape;
Conference_Titel :
IFSA World Congress and NAFIPS Annual Meeting (IFSA/NAFIPS), 2013 Joint
Conference_Location :
Edmonton, AB
DOI :
10.1109/IFSA-NAFIPS.2013.6608521