An efficient centroid type-reduction strategy for general type-2 fuzzy logic system

被引:293
作者
Liu, Feilong [1 ]
机构
[1] Univ So Calif, Dept Elect Engn, Signal & Image Proc Inst, Los Angeles, CA 90089 USA
关键词
general type-2 fuzzy logic system; alpha-Plane; Centroid type-reduction; fuzzy weighted average; Karnik-Mendel algorithm;
D O I
10.1016/j.ins.2007.11.014
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, an efficient centroid type-reduction strategy for general type-2 fuzzy set is introduced. This strategy makes use of the result of a-plane representation, and performs the centroid type-reduction on each a-plane. Simulations show that it usually needs only several resolution of a value such that the defuzzified value converges to a real value. Consequently, comparing with the exhaustive computation approach, this approach can tremendously decrease the computation complexity from exponential into linear. (c) 2007 Elsevier Inc. All rights reserved.
引用
收藏
页码:2224 / 2236
页数:13
相关论文
共 17 条
[1]  
[Anonymous], 2005, P UKCI 2005
[2]  
CROSS VV, 2002, FUZZY THEORY ASSESSM
[3]   FUZZY WEIGHTED AVERAGES AND IMPLEMENTATION OF THE EXTENSION PRINCIPLE [J].
DONG, WM ;
WONG, FS .
FUZZY SETS AND SYSTEMS, 1987, 21 (02) :183-199
[4]  
Dubois D, 2004, IEEE INT CONF FUZZY, P541
[5]   Fuzzy weighted average: A max-min paired elimination method [J].
Guh, YY ;
Hon, CC ;
Wang, KM ;
Lee, ES .
COMPUTERS & MATHEMATICS WITH APPLICATIONS, 1996, 32 (08) :115-123
[6]   Fuzzy weighted average: The linear programming approach via Charnes and Cooper's rule [J].
Guh, YY ;
Hon, CC ;
Lee, ES .
FUZZY SETS AND SYSTEMS, 2001, 117 (01) :157-160
[7]   Centroid of a type-2 fuzzy set [J].
Karnik, NN ;
Mendel, JM .
INFORMATION SCIENCES, 2001, 132 (1-4) :195-220
[8]   Type-2 fuzzy logic systems [J].
Karnik, NN ;
Mendel, JM ;
Liang, QL .
IEEE TRANSACTIONS ON FUZZY SYSTEMS, 1999, 7 (06) :643-658
[9]  
Klir G., 1995, Fuzzy Sets and Fuzzy Logic: Theory and Applications, V4
[10]   An efficient algorithm for fuzzy weighted average [J].
Lee, DH ;
Park, DH .
FUZZY SETS AND SYSTEMS, 1997, 87 (01) :39-45