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Sufficient conditions for monotonically constrained functional-type SIRMs connected fuzzy systems

机译:单调受约束功能型测试的充分条件连接的模糊系统

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Monotonic input-output relationship is common in many physical systems. When modeling a physical system whose input-output relationship is monotonic, it is desired for a model to have the monotonicity. In this paper, we construct a model with single input rule modules (SIRMs) connected fuzzy system to solve “the curse of dimensionality”, and propose sufficient conditions for the constructed fuzzy system to have monotonic input-output relationship. The conditions are obtained by restricting the first derivative of the fuzzy system to be nonnegative. The derived conditions can be classified into two parts: the condition on the consequent part parameters of fuzzy rules and the condition on the input membership functions. The simulation results show the validity of the derived conditions.
机译:单调输入 - 输出关系在许多物理系统中很常见。在建模输入输出关系是单调的物理系统时,期望模型具有单调性。在本文中,我们构建一个具有单个输入规则模块的模型(SIRMS)连接的模糊系统,以解决“维度的诅咒”,并为构造的模糊系统提出了足够的条件来具有单调输入输出关系。通过限制模糊系统的第一衍生物来获得的条件是非负的。派生条件可以分为两部分:模糊规则的随后部分参数的条件以及输入成员函数的条件。仿真结果显示了衍生条件的有效性。

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