Title :
Universal Approximation for Takagi-Sugeno Fuzzy Systems Combining Statically and Dynamically Constructive Methods-MISO Cases
Author :
Yan, Shi Yu ; Sun, Zeng Qi
Author_Institution :
Dept. of Comput. Sci. & Technol., Tsinghua Univ., Beijing
Abstract :
In this paper, a combined method is proposed for providing a new sufficient condition for linear T-S fuzzy systems as an universal approximator in MISO case. Such work extends existing methods in SISO case and is superior to the existing results in MISO case by combining the statically and dynamically constructive methods. After comparing with some other typical methods, detailed theoretical reasoning and numerical example both confirm that the method in this paper will reduce the fuzzy rules number dramatically. At last, some conclusions and discussion on further work are also given.
Keywords :
approximation theory; fuzzy systems; linear systems; MISO cases; dynamically constructive methods; linear Takagi-Sugeno fuzzy systems; statically constructive methods; universal approximation; Computer science; Fuzzy reasoning; Fuzzy sets; Fuzzy systems; Information science; Intelligent systems; Laboratories; Polynomials; Space technology; Takagi-Sugeno model; Combined method; T-S fuzzy systems; Universal approximation;
Conference_Titel :
Information Management and Engineering, 2009. ICIME '09. International Conference on
Conference_Location :
Kuala Lumpur
Print_ISBN :
978-0-7695-3595-1
DOI :
10.1109/ICIME.2009.15