JOURNAL ARTICLE

Interval type-2 Boolean fuzzy systems are universal approximators

Abstract

Unlike the Mamdani and TS fuzzy systems, a Boolean fuzzy system, type-1 or type-2, employs a fuzzy implication to interpret its rules. There exist three families of type-2 fuzzy implications-R-implication, S-implication and QL-implication. In this paper, using the same technique that we developed previously [22, 23], we constructively prove that all the interval type-2 Boolean fuzzy systems, regardless of the implication they use, are universal approximators in that they are capable of uniformly approximating any real multivariate continuous function on a compact domain to any degree of accuracy.

Keywords:
Fuzzy logic Fuzzy classification Fuzzy number Mathematics Type (biology) Interval (graph theory) Membership function Fuzzy set operations Defuzzification Fuzzy control system Boolean function Fuzzy set Computer science Discrete mathematics Algorithm Artificial intelligence Combinatorics

Metrics

5
Cited By
1.60
FWCI (Field Weighted Citation Impact)
26
Refs
0.87
Citation Normalized Percentile
Is in top 1%
Is in top 10%

Citation History

Topics

Fuzzy Logic and Control Systems
Physical Sciences →  Computer Science →  Artificial Intelligence
Multi-Criteria Decision Making
Social Sciences →  Decision Sciences →  Management Science and Operations Research
Fuzzy Systems and Optimization
Physical Sciences →  Mathematics →  Statistics and Probability

Related Documents

JOURNAL ARTICLE

Sufficient and necessary conditions for Boolean fuzzy systems as universal approximators

Dechao LiShi Zhong-keYongming Li

Journal:   Information Sciences Year: 2007 Vol: 178 (2)Pages: 414-424
JOURNAL ARTICLE

ARE FUZZY SYSTEMS UNIVERSAL APPROXIMATORS?

Erich Peter KlementLászló T. KóczyBernhard Moser

Journal:   International Journal of General Systems Year: 1999 Vol: 28 (2-3)Pages: 259-282
JOURNAL ARTICLE

Fuzzy systems as universal approximators

Bart Kosko

Journal:   IEEE Transactions on Computers Year: 1994 Vol: 43 (11)Pages: 1329-1333
© 2026 ScienceGate Book Chapters — All rights reserved.