Fuzzy systems are universal approximators for a smooth function and its derivatives

Citation
V. Kreinovich et al., Fuzzy systems are universal approximators for a smooth function and its derivatives, INT J INTEL, 15(6), 2000, pp. 565-574
Citations number
44
Categorie Soggetti
AI Robotics and Automatic Control
Journal title
INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS
ISSN journal
08848173 → ACNP
Volume
15
Issue
6
Year of publication
2000
Pages
565 - 574
Database
ISI
SICI code
0884-8173(200006)15:6<565:FSAUAF>2.0.ZU;2-Q
Abstract
One of the reasons why fuzzy methodology is successful is that fuzzy system s are universal approximators, i.e., we can approximate an arbitrary contin uous function within any given accuracy by a fuzzy system. In some practica l applications (e.g., in control), it is desirable to approximate not only the original function, but also its derivatives (so that, e.g., a fuzzy con trol approximating a smooth control will also be smooth). In our paper, we show that for any given accuracy, we can approximate an arbitrary smooth fu nction by a fuzzy system so that not only the function is approximated with in this accuracy, but its derivatives are approximated as well. In other wo rds, we prove that fuzzy systems are universal approximators for smooth fun ctions and their derivatives. (C) 2000 John Wiley & Sons, Inc.