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Approach property of interval type-2 fuzzy systems using LM and WT type-reduction methods
Wang, Tiechao1; Yi, Jianqiang2; Yuan, Ruyi2
Source PublicationICIC Express Letters, Part B: Applications
2015
Volume6Issue:8Pages:2293-2300
Abstract Currently most of type-2fuzzy adaptive contro l(FAC) approaches use the iterative Karnik-Mendel(KM) algorithm in type-reduction (TR), but other TR methods are not often used. This paper applies the Liang-Mendel (LM) method, the Wu-Tan (WT) method and the Nie-Tan (NT) method into a class of uncertain nonlinear single-input single-output (SISO) systems. And we definitely prove that the interval type-2 fuzzy logic systems (IT2 FLSs) using the LM, WT and NT methods are universal approximators, and give the concrete form of fuzzy basis functions of the FLSs. Numerical simulation results demonstrate the difference and the superiority of the performance of the LM, the WT and NT TR methods.
KeywordInterval Type-2 Flss Type-reduction Universal Approximator
Document Type期刊论文
Identifierhttp://ir.ia.ac.cn/handle/173211/10805
Collection综合信息系统研究中心
Corresponding AuthorWang, Tiechao
Affiliation1.College of Electrical Engineering, Liaoning University of Technology
2.Institute of Automation,Chinese Academy of Sciences
Recommended Citation
GB/T 7714
Wang, Tiechao,Yi, Jianqiang,Yuan, Ruyi. Approach property of interval type-2 fuzzy systems using LM and WT type-reduction methods[J]. ICIC Express Letters, Part B: Applications,2015,6(8):2293-2300.
APA Wang, Tiechao,Yi, Jianqiang,&Yuan, Ruyi.(2015).Approach property of interval type-2 fuzzy systems using LM and WT type-reduction methods.ICIC Express Letters, Part B: Applications,6(8),2293-2300.
MLA Wang, Tiechao,et al."Approach property of interval type-2 fuzzy systems using LM and WT type-reduction methods".ICIC Express Letters, Part B: Applications 6.8(2015):2293-2300.
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