Efficient triangular type-2 fuzzy logic systems

被引:50
作者
Starczewski, Janusz T. [1 ]
机构
[1] Czestochowa Univ Technol, Dept Comp Engn, PL-42200 Czestochowa, Poland
关键词
Type-2 fuzzy logic systems; Triangular type-2 fuzzy sets; Extended t-norms; Type-2; t-norms; SETS; DEFUZZIFICATION;
D O I
10.1016/j.ijar.2009.03.001
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this study, an efficient fuzzy logic system (FLS) based on triangular type-2 fuzzy sets is designed. In detail, this paper provides a new method for computational complexity reduction in t-norm operations extended on triangular type-2 fuzzy sets. it is demonstrated that our approximate extended t-norms for arguments with triangular membership functions (MFs) satisfy axiomatics of the type-2 t-norm. A new efficient approximate iterative procedure based on the K-M type-reduction is proposed in order to develop triangular type-2 FLSs. The utility of triangular type-2 FLSs in approximate reasoning is illustrated by numerical examples. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:799 / 811
页数:13
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