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Introduction to Type-2 Fuzzy Sets and Systems

Mendel, Jerry  
Sponsored by: IEEE Computational Intelligence Society
Presented at: IEEE International Conference on Fuzzy Systems
Publication Date: Oct-2008
ISBN: 1-4244-1448-2
Run Time: 1:00:00

Price: US $69.95   »   Buy Now

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Abstract
This course will provide an introduction to and an overview of type-2 fuzzy sets (T2 FSs) and systems. It will locate type-2 fuzzy sets and systems in an educational taxonomy, so that the student will appreciate from the onset the importance of studying such fuzzy sets; explain what a T2 FS is, how it is different from a type-1 FS, and why it is needed; provide careful definitions and pictures of the new terminology of T2 FSs; explain the importance of interval type-2 fuzzy sets over more general T2 FSs; explain important representations for a T2 FS (one is very good for computing, and another is very good for quickly developing the structure of the solution to a new theoretical problem); explain how T2 FSs are used in a rule-based system (a fuzzy logic system-FLS); describe the detailed computations that are used for an interval T2 FLS, relying mostly on graphical pictures; compare those computations with their type-1 counterparts; explain the major obstacle to using a T2 FLS in a real-time application and how that obstacle has been overcome; and wrap up the course with a plug for the applications course and a short reading list.

Educational Course Subject Areas
Artificial IntelligenceComputingInstrumentation & MeasurementRobotics & Automation

Keywords
fuzzy settype-2 fuzzy setfootprint of uncertaintylower membership functionsupper membership functionsrepresentation theoremfuzzy logictype-2 fuzzy logic systemfiring intervaloutput processingcentroid: type-reductionKM AlgorithmsWM uncertainty bounds


 
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