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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Authors

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Topics & keywords

Keywords
  • Defuzzification
  • Fuzzy logic
  • Centroid
  • Fuzzy set
  • Mathematics
  • Fuzzy control system
  • Membership function
  • Fuzzy number
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