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典型T-S模糊系统是通用逼近器
引用本文:曾 珂,张乃尧,徐文立.典型T-S模糊系统是通用逼近器[J].控制理论与应用,2001,18(2):293-297.
作者姓名:曾 珂  张乃尧  徐文立
作者单位:清华大学自动化系
基金项目:国家自然科学基金! (6 97740 15 ),清华大学基础研究基金资助项目
摘    要:研究的多输入单输出T-S模糊系统采用输入变量的线性函数作为规则后件,称为典型T-S模糊系统,在每个输入变量的模糊子集满足一致性以及隶属函数连续且分段可微的条件下,证明了典型T-S模糊系统是通和逼近器,以此为基础,提出当典型T-S模糊系统采用BP算法进行在线学习时,可以仅调节规则后件的参数,而同时仍然能够确保通用逼所性。

关 键 词:典型T-S模糊系统  通用逼近器  在线学习  系统辨识  隶属函数
文章编号:1000-8152(2001)02-0293-05
收稿时间:1999/7/15 0:00:00
修稿时间:1999年7月15日

Typical T-S Fuzzy Systems Are Universal Approximators
ZENG Ke,ZHANG Nai-yao and XU Wen-li.Typical T-S Fuzzy Systems Are Universal Approximators[J].Control Theory & Applications,2001,18(2):293-297.
Authors:ZENG Ke  ZHANG Nai-yao and XU Wen-li
Affiliation:Department of Automation, Tsinghua University, Beijing,100084,P.R.China;Department of Automation, Tsinghua University, Beijing,100084,P.R.China;Department of Automation, Tsinghua University, Beijing,100084,P.R.China
Abstract:The multi input single output T S fuzzy systems investigated in this paper, named as typical T S fuzzy systems, use linear functions of input variables as rule consequents. On the condition that fuzzy sets of each input variable are consistent and all the membership functions are continuous and piecewise differentiable, we proved that typical T S fuzzy systems are universal approximators. Based on the proof, we further pointed out that it's feasible to modify only the rule consequent parameters of typical T S fuzzy systems when it carries out online learning, however the universal approximation capability is still ensured.
Keywords:typical T-S fuzzy systems  universal approximation  online learning
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