首页> 外文期刊>Fuzzy sets and systems >Type-Reduced Set structure and the truncated type-2 fuzzy set
【24h】

Type-Reduced Set structure and the truncated type-2 fuzzy set

机译:类型缩减集结构和截断的2型模糊集

获取原文
获取原文并翻译 | 示例
           

摘要

In this paper, the Type-Reduced Set (TRS) of the continuous type-2 fuzzy set is considered as an object in its own right. The structures of the TRSs of both the interval and generalised forms of the type-2 fuzzy set are investigated. In each case the respective TRS structure is approached by first examining the TRS of the discretised set. The TRS of a continuous interval type-2 fuzzy set is demonstrated to be a continuous horizontal straight line, and that of a generalised type-2 fuzzy set, a continuous, convex curve. This analysis leads on to the concept of truncation, and the definition of the truncation grade. The truncated type-2 fuzzy set is then defined, whose TRS (and hence defuzzified value) is identical to that of the non-truncated type-2 fuzzy set. This result is termed the Type-2 Truncation Theorem, an immediate corollary of which is the Type-2 Equivalence Theorem which states that the defuzzified values of type-2 fuzzy sets that are equivalent under truncation are equal. Experimental corroboration of the equivalence of the non-truncated and truncated generalised type-2 fuzzy set is provided. The implications of these theorems for uncertainty quantification are explored. The theorem's repercussions for type-2 defuzzification employing the a-Planes Representation are examined; it is shown that the known inaccuracies of the a-Planes Method are deeply entrenched. (C) 2018 The Authors. Published by Elsevier B.V.
机译:在本文中,连续类型2模糊集的类型约简集(TRS)本身被视为对象。研究了类型2模糊集的区间和广义形式的TRS的结构。在每种情况下,首先检查离散化集合的TRS即可达到相应的TRS结构。连续区间2型模糊集的TRS被证明是一条连续的水平直线,而广义2型模糊集的TRS被证明是一条连续的凸曲线。这种分析导致截断的概念以及截断等级的定义。然后定义了截断的2型模糊集,其TRS(因此是去模糊值)与非截断的2型模糊集的TRS相同。此结果称为2型截断定理,其直接推论是2型等效定理,该定理指出在截断下等效的2型模糊集的去模糊值相等。提供了对非截断和截断广义2型模糊集的等价性的实验证实。这些定理对不确定性量化的意义进行了探讨。研究了使用a-平面表示法对2型去模糊定理的影响;结果表明,a-Planes方法的已知误差已根深蒂固。 (C)2018作者。由Elsevier B.V.发布

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
获取原文

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号