Slicing Strategies for the Generalised Type-2 Mamdani Fuzzy Inferencing System

被引:5
作者
Greenfield, Sarah [1 ]
Chiclana, Francisco [1 ]
机构
[1] De Montfort Univ, Leicester LE1 9BH, Leics, England
来源
ARTIFICIAL INTELLIGENCE AND SOFT COMPUTING, ICAISC 2016 | 2016年 / 9692卷
关键词
Type-2 fuzzy set; Defuzzification; Type-reduction; Mamdani Fuzzy Inferencing System; ALPHA-PLANE REPRESENTATION; LOGIC; DEFUZZIFICATION; SETS;
D O I
10.1007/978-3-319-39378-0_18
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
As a three-dimensional object, there are a number of ways of slicing a generalised type-2 fuzzy set. In the context of the Mamdani Fuzzy Inferencing System, this paper concerns three accepted slicing strategies, the vertical slice, the wavy slice, and the horizontal slice or a-plane. Two ways of defining the generalised type-2 fuzzy set, vertical slices and wavy slices, are presented. Fuzzification and inferencing is presented in terms of vertical slices. After that, the application of all three slicing strategies to defuzzification is described, and their strengths and weaknesses assessed.
引用
收藏
页码:195 / 205
页数:11
相关论文
共 33 条
[1]   A nonlinear voltage controller based on interval type 2 fuzzy logic control system for multimachine power systems [J].
Abbadi, A. ;
Nezli, L. ;
Boukhetala, D. .
INTERNATIONAL JOURNAL OF ELECTRICAL POWER & ENERGY SYSTEMS, 2013, 45 (01) :456-467
[2]  
[Anonymous], 2017, Uncertain Rule-Based Fuzzy Systems: Introduction and New Directions
[3]  
[Anonymous], 2007, P FUZZ IEEE 2007 LON
[4]  
[Anonymous], THESIS
[5]   A review on interval type-2 fuzzy logic applications in intelligent control [J].
Castillo, Oscar ;
Melin, Patricia .
INFORMATION SCIENCES, 2014, 279 :615-631
[6]   A review on the design and optimization of interval type-2 fuzzy controllers [J].
Castillo, Oscar ;
Melin, Patricia .
APPLIED SOFT COMPUTING, 2012, 12 (04) :1267-1278
[7]   An integrated novel interval type-2 fuzzy MCDM method to improve customer satisfaction in public transportation for Istanbul [J].
Celik, Erkan ;
Bilisik, Ozge Nalan ;
Erdogan, Melike ;
Gumus, Alev Taskin ;
Baracli, Hayri .
TRANSPORTATION RESEARCH PART E-LOGISTICS AND TRANSPORTATION REVIEW, 2013, 58 :28-51
[8]   Technology evaluation through the use of interval type-2 fuzzy sets and systems [J].
Dereli, Turkay ;
Altun, Koray .
COMPUTERS & INDUSTRIAL ENGINEERING, 2013, 65 (04) :624-633
[9]  
Dongrui U, 2011, IEEE INT CONF FUZZY, P2131
[10]   Interval type-2 fuzzy logic for encoding clinical practice guidelines [J].
Esposito, Massimo ;
De Pietro, Giuseppe .
KNOWLEDGE-BASED SYSTEMS, 2013, 54 :329-341