Type-2 Fuzzy Logic: Challenges and Misconceptions [Discussion Forum]
Type-2 Fuzzy Logic: Challenges and Misconceptions [Discussion Forum]
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2 型模糊逻辑：挑战和误解 [讨论论坛]
DOI：
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发表时间：
2012
影响因子：
9
通讯作者：
S. Coupland
中科院分区：
文献类型：
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作者：
R. John;S. Coupland
这份材料是基于一些人的贡献，包括珍妮特·艾斯贝特、温贝托·布斯廷斯、奥斯卡·卡斯蒂略、乔纳森·M·卡耐基、放大图片创作者：Garibaldi，哈尼Hagras，Vladik Kreinovich，Jerry M. Mendel，Frank Rhee，Terry Rickard，Woei Wan Tan和Christian瓦格纳，包括由Garibaldi，Hagras和Rhee组织的2011年IEEE 2型模糊逻辑系统进展研讨会上的小组讨论。本文重点讨论了理论基础的挑战，包括符号，学习类型2集和系统，并扩大了类型2系统的应用领域。我们讨论的误解是围绕2型系统的计算性能和概念，2型系统的目的是取代1型模糊系统。
This material is based on contributions by a number of people including Janet Aisbett, Humberto Bustince, Oscar Castillo, Jonathan M. Garibaldi, Hani Hagras, Vladik Kreinovich, Jerry M. Mendel, Frank Rhee, Terry Rickard, Woei Wan Tan and Christian Wagner including notably discussions at a Panel Session at the 2011 IEEE Symposium on Advances in Type-2 Fuzzy Logic Systems organized by Garibaldi, Hagras and Rhee. This paper focuses on the challenges of theoretical underpinning including notation, learning type-2 sets and systems and broadening the areas where type-2 system are applied. The misconceptions we discuss are around computational performance of type-2 systems and notion that type-2 systems are intended to replace type-1 fuzzy systems.