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Approximation theory of fuzzy systems-MIMO case

机译:模糊系统的逼近理论-MIMO情况

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摘要

In this paper, the approximation properties of MIMO fuzzy systems generated by the product inference are discussed. We first give an analysis of fuzzy basic functions (FBF's) and present several properties of FBF's. Based on these properties of FBF's, we obtain several basic approximation properties of fuzzy systems: 1) basic approximation property which reveals the basic approximation mechanism of fuzzy systems; 2) uniform approximation bounds which give the uniform approximation bounds between the desired (control or decision) functions and fuzzy systems; 3) uniform convergent property which shows that fuzzy systems with defined approximation accuracy can always be obtained by dividing the input space into finer fuzzy regions; and 4) universal approximation property which shows that fuzzy systems are universal approximators and extends some previous results on this aspect. The similarity between fuzzy systems and mathematical approximation is discussed and an idea to improve approximation accuracy is suggested based on uniform approximation bounds.
机译:本文讨论了乘积推导产生的MIMO模糊系统的逼近性质。我们首先对模糊基本函数(FBF)进行分析,并介绍FBF的几个属性。基于FBF的这些性质,我们获得了模糊系统的一些基本逼近性质:1)基本逼近性质,揭示了模糊系统的基本逼近机理; 2。 2)统一逼近边界,它给出了所需的(控制或决策)函数与模糊系统之间的一致逼近边界; 3)一致的收敛性,表明通过将输入空间划分为更精细的模糊区域,始终可以获得定义了近似精度的模糊系统; 4)通用逼近性质,表明模糊系统是通用逼近器,并且在这方面扩展了一些先前的结果。讨论了模糊系统与数学逼近之间的相似性,并提出了基于均匀逼近边界的提高逼近精度的想法。

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