On a 50% savings in the computation of the centroid of a symmetrical interval type-2 fuzzy set

被引:41
|
作者
Mendel, JM [1 ]
机构
[1] Univ So Calif, Inst Signal & Image Proc, Dept Elect Engn, Los Angeles, CA 90089 USA
关键词
D O I
10.1016/j.ins.2004.04.006
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Computing the centroid of a type-2 fuzzy set (T2 FS) is an important operation for such sets. For an interval T2 FS, the centroid can be computed by using two iterative procedures that were developed by Karnik and Mendel [2]. In this paper, we prove that if the footprint of uncertainty for an interval T2 FS is symmetrical about the primary variable y at y = m, then the centroid is also symmetrical about y = m and its defuzzified value equals m. As a consequence of this, computation of the centroid for such a T2 FS is reduced by 50%, and the importance of obtaining a non-symmetrical interval T2 FS prior to defuzzification is demonstrated. (C) 2004 Elsevier Inc. All rights reserved.
引用
收藏
页码:417 / 430
页数:14
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