区间型-2布尔模糊系统是普遍逼近器

F. You, H. Ying
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引用次数: 6

摘要

与Mamdani和TS模糊系统不同,布尔模糊系统,类型1或类型2,使用模糊暗示来解释其规则。2型模糊暗示存在r -暗示、s -暗示和ql -暗示三大类。在本文中,使用与我们之前开发的相同的技术[22,23],我们构造性地证明了所有的区间型-2布尔模糊系统,不管它们使用的含义是什么,都是普遍逼近器,因为它们能够在紧定域上以任何精度一致逼近任何实多元连续函数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Interval type-2 Boolean fuzzy systems are universal approximators
Unlike the Mamdani and TS fuzzy systems, a Boolean fuzzy system, type-1 or type-2, employs a fuzzy implication to interpret its rules. There exist three families of type-2 fuzzy implications – R-implication, S-implication and QL-implication. In this paper, using the same technique that we developed previously [22, 23], we constructively prove that all the interval type-2 Boolean fuzzy systems, regardless of the implication they use, are universal approximators in that they are capable of uniformly approximating any real multivariate continuous function on a compact domain to any degree of accuracy.
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