A comparative study on sufficient conditions for Takagi-Sugeno fuzzy systems as universal approximators

Citation
K. Zeng et al., A comparative study on sufficient conditions for Takagi-Sugeno fuzzy systems as universal approximators, IEEE FUZ SY, 8(6), 2000, pp. 773-780
Citations number
23
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
IEEE TRANSACTIONS ON FUZZY SYSTEMS
ISSN journal
10636706 → ACNP
Volume
8
Issue
6
Year of publication
2000
Pages
773 - 780
Database
ISI
SICI code
1063-6706(200012)8:6<773:ACSOSC>2.0.ZU;2-S
Abstract
Universal approximation is the basis of theoretical research and practical applications of fuzzy systems. Studies on the universal approximation capab ility of fuzzy systems have achieved great progress in recent years. In thi s paper, linear Takagi-Sugeno (TS) fuzzy systems that use linear functions of input variables as rule consequent and their special case named simplifi ed fuzzy systems that use fuzzy singletons as rule consequent are investiga ted, On condition that overlapped fuzzy sets are employed, new sufficient c onditions for simplified fuzzy systems and linear TS fuzzy systems as unive rsal approximators are given, respectively. Then, a comparative study on ex isting sufficient conditions is carried out with numeric examples.