Title :
The paradoxical success of fuzzy logic
Author :
Elkan, C. ; Berenji, H.R. ; Chandrasekaran, B. ; de Silva, C.J.S. ; Attikiouzel, Y. ; Dubois, David ; Prade, Henri ; Smets, P. ; Freksa, C. ; Garcia ; Klir, G.J. ; Bo Yuan ; Mamdani, E.H. ; Pelletier, F.J. ; Ruspini, Enrique H. ; Turksen, B. ; Vadiee, N.
Author_Institution :
Dept. of Comput. Sci. & Eng., California Univ., San Diego, La Jolla, CA, USA
Abstract :
Fuzzy logic methods have been used successfully in many real-world applications, but the foundations of fuzzy logic remain under attack. Taken together, these two facts constitute a paradox. A second paradox is that almost all of the successful fuzzy logic applications are embedded controllers, while most of the theoretical papers on fuzzy methods deal with knowledge representation and reasoning. I hope to resolve these paradoxes by identifying which aspects of fuzzy logic render it useful in practice, and which aspects are inessential. My conclusions are based on a mathematical result, on a survey of literature on the use of fuzzy logic in heuristic control and in expert systems, and on practical experience in developing expert systems.<>
Keywords :
controllers; expert systems; fuzzy control; fuzzy logic; inference mechanisms; knowledge representation; real-time systems; embedded controllers; expert systems; fuzzy logic; heuristic control; knowledge representation; paradoxes; practical experience; reasoning; Control systems; Expert systems; Fuzzy control; Fuzzy logic; Fuzzy reasoning; Knowledge representation;
Journal_Title :
IEEE Expert