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Exploring Constrained Type-2 Fuzzy Sets

机译:探索受约2型模糊集

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Fuzzy logic has been widely used to model human reasoning thanks to its inherent capability of handling uncertainty. In particular, the introduction of Type-2 fuzzy sets added the possibility of expressing uncertainty even on the definition of the membership functions. Type-2 sets, however, don't pose any restrictions on the continuity or convexity of their embedded sets while these properties may be desirable in certain contexts. To overcome this problem. Constrained Type-2 fuzzy sets have been proposed. In this paper, we focus on Interval Constrained Type-2 sets to see how their unique structure can be exploited to build a new inference process. This will set some ground work for future developments, such as the design of a new defuzzification process for Constrained Type-2 fuzzy systems.
机译:由于其处理不确定性的固有能力,模糊逻辑已被广泛用于模拟人类推理。特别是,2型模糊集的引入增加了即使在隶属函数的定义上也能表达不确定性的可能性。然而,Type-2集合不会对其嵌入式集的连续性或凸起构成任何限制,而这些属性可能是在某些上下文中所期望的。克服这个问题。已经提出了受约束的2型模糊集。在本文中,我们专注于间隔约束Type-2集,看看如何利用其独特的结构来构建新推理过程。这将为未来的发展设定一些基础工作,例如设计用于约束2型模糊系统的新型除霜过程。

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