Title :
A design methodology for fuzzy system interfaces
Author :
De Oliveira, José Valente
Author_Institution :
Control of Dynamic Syst. Group, INESC, Lisbon, Portugal
fDate :
11/1/1995 12:00:00 AM
Abstract :
Conceptually, a fuzzy system interacting with a numerical environment has three components: a numeric/linguistic interface, a linguistic processing unit, and a linguistic/numeric interface. At these interfaces, membership functions representing linguistic terms play a top role both for the linguistic meaning provided and for the pre/post information processing introduced to the fuzzy system. Considering these issues, a set of membership function properties is postulated. Furthermore, an expert-free interface design methodology able to meet these properties, and based on the concept of optimal interfaces, is proposed. This concept simply states an equivalence between information format (numeric and linguistic), thereby making the methodology appealing from the applicational point of view. An algorithm is developed, and brief notes on selected applications are outlined stressing relevant issues of the proposed methodology
Keywords :
fuzzy control; fuzzy set theory; fuzzy systems; design methodology; fuzzy system interfaces; information format; linguistic processing unit; linguistic/numeric interface; membership functions; numeric/linguistic interface; numerical environment; optimal interfaces; pre/post information processing; Artificial neural networks; Clustering methods; Control systems; Data analysis; Design methodology; Fuzzy control; Fuzzy sets; Fuzzy systems; Hypercubes; Performance analysis;
Journal_Title :
Fuzzy Systems, IEEE Transactions on