4.7 Article

Type-2 FLCs: A new generation of fuzzy controllers

Journal

IEEE COMPUTATIONAL INTELLIGENCE MAGAZINE
Volume 2, Issue 1, Pages 30-43

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/MCI.2007.357192

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Type-1 Fuzzy Logic Controllers (FLCs) have been applied to date with great success to many different applications. However, for dynamic unstructured environments and many real-world applications, there is a need to cope with large amounts of uncertainties. The traditional type-1 FLC using crisp type-1 fuzzy sets cannot directly handle such uncertainties. A type-2 FLC using type-2 fuzzy sets can handle such uncertainties to produce a better performance. Hence, type-2 FLCs will have the potential to overcome the limitations of type-1 FLCs and produce a new generation of fuzzy controllers with improved performance for many applications, which require handling high levels of uncertainty. This paper will introduce briefly the interval type-2 FLC and its benefits. We will also present briefly the type-2 FLC application to three challenging domains: industrial control, mobile robots control and ambient intelligent environments control.

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