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Enhanced approximation capabilities of the fuzzy systems using variable universes of discourse

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成果类型:
期刊论文
作者:
Long, Zuqiang*;Xu, Yuebing;Li, Long
通讯作者:
Long, Zuqiang
作者机构:
[Li, Long; Xu, Yuebing; Long, Zuqiang] Hengyang Normal Univ, Dept Phys & Elect Informat Sci, Hengyang 421002, Peoples R China.
[Long, Zuqiang] Wayne State Univ, Dept Elect & Comp Engn, Detroit, MI 48201 USA.
通讯机构:
[Long, Zuqiang] H
Hengyang Normal Univ, Dept Phys & Elect Informat Sci, Hengyang 421002, Peoples R China.
语种:
英文
关键词:
Expansion;Fuzzy inference;Membership functions;Multivariable systems;Online systems;Approximation capabilities;Contraction-expansion factor;Function approximation;Functions approximations;Universal approximators;Universes of discourse;Variable universe;Variable universe of discourse;Fuzzy systems
期刊:
JOURNAL OF INTELLIGENT & FUZZY SYSTEMS
ISSN:
1064-1246
年:
2015
卷:
28
期:
5
页码:
2187-2198
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [61074069, 11401185]; construct program of the key discipline in Hunan province; Talent Support Program of Hengyang Normal University
机构署名:
本校为第一且通讯机构
院系归属:
物理与电子工程学院
摘要:
The fuzzy systems with variable universe of discourse (VUD) have received increasing attention due to their fine control performance. VUD fuzzy systems are ones in which universes of discourse can be online tuned by means of a set of nonlinear contraction expansion factors. One advantage of the VUD fuzzy systems lies in that higher control accuracy can be obtained without the aid of integral elements. Another advantage of the VUD fuzzy systems is that the number of fuzzy rules can be reduced significantly for a given application, compared with ...

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