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Examining the continuity of type-1 and interval type-2 fuzzy logic systems

机译:检查1型和区间2型模糊逻辑系统的连续性

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This paper studies the continuity of the input-output mappings of fuzzy logic systems (FLSs), including both type-1 (T1) and interval type-2 (IT2) FLSs. We show that a T1 FLS being an universal approximator is equivalent to saying that a T1 FLS has a continuous input-output mapping. We also derive the condition under which a T1 FLS is discontinuous. For IT2 FLSs using Karnik-Mendel type-reduction and center-of-sets defuzzification, we derive the conditions under which continuous and discontinuous input-output mappings can be obtained. Our results will be very useful in selecting the parameters of the membership functions to achieve a desired continuity (e.g., for most traditional modeling and control applications) or discontinuity (e.g., for hybrid and switched systems modeling and control).
机译:本文研究了模糊逻辑系统(FLS)的输入输出映射的连续性,包括类型1(T1)和区间类型2(IT2)FLS。我们表明,T1 FLS是通用逼近器,等效于说T1 FLS具有连续的输入-输出映射。我们还推导了T1 FLS不连续的条件。对于使用Karnik-Mendel类型缩减和集中心去模糊化的IT2 FLS,我们得出了可以获得连续和不连续的输入-输出映射的条件。我们的结果在选择隶属函数的参数以实现所需的连续性(例如,对于大多数传统建模和控制应用程序)或不连续性(例如,对于混合和交换系统建模和控制)时将非常有用。

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