On the Symmetry of Interval Type-2 Fuzzy Logic Controllers Using Different Type-Reduction Methods

被引:2
作者
Li, Chengdong [1 ]
Zhang, Guiqing [1 ]
Yi, Jianqiang [2 ]
Wang, Ming [1 ]
机构
[1] Shandong Jianzhu Univ, Sch Informat & Elect Engn, Jinan 250101, Shandong, Peoples R China
[2] Chinese Acad Sci, Inst Automat, Beijing 100090, Peoples R China
来源
PROCEEDINGS OF 2013 CHINESE INTELLIGENT AUTOMATION CONFERENCE: INTELLIGENT AUTOMATION | 2013年 / 254卷
基金
中国国家自然科学基金;
关键词
Type-2; fuzzy; Odd symmetry; Fuzzy logic controller; Type-reduction and defuzzification method; DESIGN; SYSTEMS;
D O I
10.1007/978-3-642-38524-7_47
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 order to deepen the theoretical understanding of the interval type-2 (IT2) fuzzy logic controllers (FLCs), it is meaningful to explore the fundamental properties of IT2FLCs, e.g. continuity, monotonicity, smoothness, adaptiveness, novelty, stability and robustness. This paper studies another fundamental property-the symmetry, which is always required in real-world control applications. Symmetric conditions are derived to ensure the symmetry of FLCs, including both IT2FLCs and type-1 FLCs (T1FLCs). For IT2FLCs, we consider three most commonly-used type-reduction and defuzzification methods-the Karnik-Mendel (KM) method, the uncertainty bound (UB) method and the Begian-Melek-Mendel (BMM) method. At last, an application is given to verify the correctness of the derived results.
引用
收藏
页码:429 / 437
页数:9
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