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Method of Evaluation of a Set of Linguistic Rules

机译:一套语言规则的评估方法

摘要

The object was to improve a method which establishes how a fuzzy controller evaluates a set of linguistic rules {R1, ..., RN} at run-time and thus determines the current value of its output variable. The premise of each rule is an AND-coupling of linguistic statements about the input variables of the controller, the conclusion a linguistic statement about the output variable. The method already known provides that - in the first phase, for each of the rules, the conclusion is replaced by a counter value Zi, which is determined in that the membership function for the conclusion is "defuzzified", and - in the second phase, for each sampling interval t -- first, for i = 1,...,N, the current validity omega i (t) of the rule Ri is determined, where omega i (t) is calculated from the membership values of the current values of the input variables occurring in the premise of Ri to the membership functions which characterise the linguistic statements of the premise -- and then the current value zt of the output variable is determined according to the equation IMAGE The improvement according to the invention establishes which conditions the membership functions must satisfy for the linguistic statements about the input variables as well as the control number {R1, ..., RN}, in order that it is ensured that the divisor in the equation (1) is always 1. This avoids, at each sampling interval, a summation and a division as well as special handling for the case that the denominator in (1) is zero, and therefore the invention permits an efficient and economical realisation of the method. The conditions are that the linguistic batch of each input variable must form a fuzzy information system and that the control set is complete and consistent. Advantageous embodiments are the restriction to trapezoidal membership functions and, at each sampling interval, the pre-determination and intermediate storage of all membership values. IMAGE
机译:目的是改进一种方法,该方法确定模糊控制器如何在运行时评估一组语言规则{R1,...,RN}并由此确定其输出变量的当前值。每个规则的前提是关于控制器的输入变量的语言陈述的AND耦合,结论是关于输出变量的语言陈述的结论。已知的方法规定:-在第一阶段,对于每个规则,结论都被一个计数器值Zi取代,该值确定为该结论的隶属函数已“模糊化”,并且-在第二阶段,对于每个采样间隔t-首先,对于i = 1,...,N,确定规则Ri的当前有效性omega i(t),其中omega i(t)是根据规则的隶属度计算的在Ri前提下出现的输入变量的当前值到表征该前提的语言陈述的隶属函数中-然后根据等式确定输出变量的当前值zt本发明确定了隶属函数对于关于输入变量以及控制数{R1,...,RN}的语言陈述必须满足哪些条件,以便确保等式(1)中的除数总是1. T在(1)中的分母为零的情况下,他避免了在每个采样间隔处进行求和和除法以及特殊处理,因此本发明允许该方法的有效且经济的实现。条件是每个输入变量的语言批次必须形成模糊信息系统,并且控制集完整且一致。有利的实施方式是对梯形隶属度函数的限制,并且在每个采样间隔处,对所有隶属度的值进行预先确定和中间存储。 <图像>

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