Title :
Optimization of fuzzy models
Author :
Pedrycz, Witold ; De Oliveira, Jose Valente
Author_Institution :
Dept. of Electr. & Comput. Eng., Manitoba Univ., Winnipeg, Man., Canada
fDate :
8/1/1996 12:00:00 AM
Abstract :
Fuzzy models are regarded as linguistic modeling structures with well-defined functional blocks of input and output interfaces along with a processing module. The paper examines the functions of these modules and specifies the relevant optimization tasks emerging in fuzzy system identification. Considering several distinct levels of conceptual memorization realized within the fuzzy models (subsequently resulting in establishing short-, medium-, and long-term memories), the corresponding learning policies are developed. The study includes also detailed simulation studies
Keywords :
fuzzy logic; learning (artificial intelligence); optimisation; functional blocks; fuzzy models; learning policies; linguistic modeling structures; processing module; simulation; Buildings; Computer architecture; Computer interfaces; Context modeling; Contracts; Councils; Fuzzy sets; Fuzzy systems; Joining processes; Topology;
Journal_Title :
Systems, Man, and Cybernetics, Part B: Cybernetics, IEEE Transactions on
DOI :
10.1109/3477.517038