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Typical T-S Fuzzy Systems Are Universal Approximators
典型T-S模糊系统是通用逼近器

Keywords: typical T-S fuzzy systems,universal approximation,online learning
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

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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.

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