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Apparatus for automatically generating and adjusting fuzzy reasoning rules based on reasoning error and method therefor

机译:基于推理误差自动生成和调整模糊推理规则的装置及其方法

摘要

An apparatus and method for automatically generating and adjusting fuzzy reasoning, i.e. logic, rules based on changes in the reasoning error. The apparatus includes a fuzzy reasoning section that performs fuzzy logic based on the fuzzy reasoning rules stored in the a rule memory. The parameters of the fuzzy reasoning rules are adjusted in a parameter tuning section based on the output of the fuzzy reasoning section and predetermined input and output data. A reasoning error calculation section calculates a reasoning error and a change in the reasoning error based on the results from the fuzzy reasoning section and the predetermined input and output data. The reasoning error calculation section also disables the parameter tuning section when the calculated reasoning error is less than a predetermined first threshold value. When the calculated reasoning error is greater than or equal to the predetermined threshold value and the change in the reasoning error is less than a predetermined second threshold value, a rule generation section generates one or more fuzzy reasoning rules and regenerates the fuzzy reasoning rules stored in the rule memory based on the new fuzzy reasoning rule(s) so that optimal fuzzy reasoning rules are obtained.
机译:一种基于推理误差的变化自动生成和调整模糊推理(即逻辑)规则的装置和方法。该设备包括模糊推理部分,其基于存储在规则存储器中的模糊推理规则来执行模糊逻辑。根据模糊推理部分的输出以及预定的输入和输出数据,在参数调整部分中调整模糊推理规则的参数。推理误差计算部分基于来自模糊推理部分的结果以及预定的输入和输出数据来计算推理误差和推理误差的变化。当计算出的推理误差小于预定的第一阈值时,推理误差计算部分还禁用参数调整部分。当计算出的推理误差大于或等于预定阈值并且推理误差的变化小于预定第二阈值时,规则生成部生成一个或多个模糊推理规则并重新生成存储在其中的模糊推理规则。基于新的模糊推理规则的规则存储器,从而获得最佳的模糊推理规则。

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