Exploring Constrained Type-2 Fuzzy Sets

被引:0
|
作者
D'Alterio, Pasquale [1 ]
Garibaldi, Jonathan M. [1 ]
Pourabdollah, Amir [2 ]
机构
[1] Univ Nottingham, Sch Comp Sci, Nottingham, England
[2] Nottingham Trent Univ, Sch Sci & Technol, Nottingham, England
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中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
Fuzzy logic has been widely used to model human reasoning thanks to its inherent capability of handling uncertainty. In particular, the introduction of Type-2 fuzzy sets added the possibility of expressing uncertainty even on the definition of the membership functions. Type-2 sets, however, don't pose any restrictions on the continuity or convexity of their embedded sets while these properties may be desirable in certain contexts. To overcome this problem, Constrained Type-2 fuzzy sets have been proposed. In this paper, we focus on Interval Constrained Type-2 sets to see how their unique structure can be exploited to build a new inference process. This will set some ground work for future developments, such as the design of a new defuzzification process for Constrained Type-2 fuzzy systems.
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页数:7
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