articleJan 2, 2003Closed access
Fuzzy systems are universal approximators
University of Southern California · Engineering Systems (United States)
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Abstract
The author proves that fuzzy systems are universal approximators. The Stone-Weierstrass theorem is used to prove that fuzzy systems with product inference, centroid defuzzification, and a Gaussian membership function are capable of approximating any real continuous function on a compact set to arbitrary accuracy. This result can be viewed as an existence theorem of an optimal fuzzy system for a wide variety of problems.>
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1Topics & keywords
Topics
Keywords
- Defuzzification
- Fuzzy logic
- Centroid
- Fuzzy set
- Mathematics
- Fuzzy control system
- Membership function
- Fuzzy number
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