基于模糊子集空间关系的模糊逻辑推理新方法

Sue-Ping Shu, Ling-Ling Wang
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引用次数: 0

摘要

提出了一种符合人类推理直觉的推理方法。对于“如果x是A/spl波浪/那么y是B/spl波浪/”这条模糊规则,本文提出的推理方法根据输入模糊子集A/spl波浪/'与前项A/spl波浪/'的空间关系产生一个输出模糊子集B/spl波浪/'。输出模糊子集B/spl tilde/'的隶属度函数与输入模糊子集A/spl tilde/'的隶属度函数形状相同。此外,B/spl波浪/和B/spl波浪/'的空间关系与A和A/spl波浪/'的空间关系一致。在卡车倒车控制器上进行了实验,将我们提出的推理方法与E.H. Mamdani(1981)的方法进行了比较。这些实验表明,我们的结果与Mamdani的方法比较好。
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A new approach to fuzzy logic inference based on spatial relationship of fuzzy subsets
An inference method which matches the intuition of human reasoning is proposed. For each fuzzy rule "If x is A/spl tilde/ then y is B/spl tilde/", the proposed inference method produces an output fuzzy subset B/spl tilde/' according to the spatial relationship of input fuzzy subset A/spl tilde/' and the antecedent A/spl tilde/. The membership function of the output fuzzy subset B/spl tilde/' is of the same shape as that of the input fuzzy subset A/spl tilde/'. Moreover, the spatial relationship of B/spl tilde/ and B/spl tilde/' is consistent with that of A and A/spl tilde/'. Experiments on a truck backer-parking controller are performed to compare our proposed inference method with E.H. Mamdani's (1981) method. These experiments show that our results compare favorably with those of Mamdani's method.
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