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

机译:单调约束函数型SIRM连接模糊系统的充分条件

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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。在对输入输出关系为单调的物理系统进行建模时,希望模型具有单调性。在本文中,我们建立了一个带有单输入规则模块(SIRM)连接的模糊系统的模型来解决“维数的诅咒”,并为所构造的模糊系统具有单调的输入输出关系提供了充分的条件。通过将模糊系统的一阶导数限制为非负数来获得条件。导出的条件可分为两部分:模糊规则的结果部分参数条件和输入隶属度函数条件。仿真结果表明了所推导条件的有效性。

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