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Some approximation properties of adaptive fuzzy systems with variable universe of discourse

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成果类型:
期刊论文
作者:
Long, Zuqiang*;Liang, Ximing;Yang, Lirong
通讯作者:
Long, Zuqiang
作者机构:
[Yang, Lirong; Long, Zuqiang] Hengyang Normal Univ, Dept Phys & Elect Informat Sci, Hengyang 421008, Peoples R China.
[Liang, Ximing; Long, Zuqiang] Cent South Univ, Sch Informat Sci & Engn, Changsha 410083, Peoples R China.
通讯机构:
[Long, Zuqiang] H
Hengyang Normal Univ, Dept Phys & Elect Informat Sci, Hengyang 421008, Peoples R China.
语种:
英文
关键词:
Adaptive fuzzy systems;Function approximation;Fuzzy controller;Universal approximator;Variable universe of discourse (VUD)
期刊:
Information Sciences
ISSN:
0020-0255
年:
2010
卷:
180
期:
16
页码:
2991-3005
基金类别:
National Natural Science Foundation of ChinaNational Natural Science Foundation of China (NSFC) [60874070]; National Research Foundation for the Doctoral Program of Higher Education of ChinaSpecialized Research Fund for the Doctoral Program of Higher Education (SRFDP) [20070533131]; Planned Science and Technology Project of Hunan Province of China [2009GK3020]
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:
In the last 20 years, while most research on fuzzy approximation theory has focused on nonadaptive fuzzy systems, little work has been done on adaptive fuzzy systems. This paper introduces an algorithm for adaptive fuzzy systems with Variable Universe of Discourse (VUD). By means of contraction-expansion factors, universe of discourse can be modified online, and fuzzy rules can reproduce automatically to adapt to the modified universe of discourse. Thus, dependence on the size of initial rule base is greatly reduced. Using Stone-Weierstrass the...

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