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An inversion method for interval type-2 fuzzy logic systems

机译:区间2型模糊逻辑系统的一种反演方法

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It is a known fact that type-2 fuzzy sets can represent highly nonlinear and/or uncertain systems much better than ordinary (type-1) fuzzy logic systems. Lately, interval type-2 fuzzy logic system inversion methods have been proposed and applied in various areas especially in control system design. In this study, an analytical methodology has been developed to form the inverse of the interval type-2 fuzzy models composed of four rules. However, since the interval type-2 fuzzy logic system output can not be presented in a closed form an iterative algorithm is proposed based on the developed analytical methodology. In order to demonstrate the feasibility of the proposed methodology, an illustrative study is given where the beneficial sides are shown clearly.
机译:众所周知的事实是,类型2模糊集可以比常规(类型1)模糊逻辑系统更好地表示高度非线性和/或不确定的系统。最近,提出了区间2型模糊逻辑系统反演方法,并将其应用于各个领域,特别是在控制系统设计中。在这项研究中,已经开发出一种分析方法来形成由四个规则组成的区间2型模糊模型的逆模型。然而,由于区间2型模糊逻辑系统的输出不能以封闭的形式呈现,因此在已开发的分析方法的基础上提出了一种迭代算法。为了证明所提出方法的可行性,给出了一个说明性研究,其中清楚地显示了有利方面。

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