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A Study on Subjectivities of Type 1 and 2 in Parameters of Differential Equations

机译:微分方程参数中类型1和2的主观性研究

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This study presents the Verhulst's model for the analysis of population growth with the rate of reproductivity depending on the fertility rate and the country economic development. These linguistic variables are defined through Fuzzy Rule-Based Systems (FRBS). The analysis is made for FRBS types 1 and 2 where in the first case, the inference method used is Mamdani's and the defuzzification is the center of gravity. For type-2 FRBS is used as input variables interval type-2 fuzzy sets, and as output intervals. The output is defuzzificated by the Type Reducer method that use the algorithm of Karnik-Mendel (KM). The aim of this study is to compare the solutions of the Verhulst's model where the parameter, rate of reproductivity, is determined through the type-1 and type-2 FRBS. The comparison is made computing the region built from the solutions corresponding to the minimum and maximum rate. It has been noticed that the region corresponding to type-2 FRBS is contained in the region built similarly from type-1 FRBS, showing a higher accuracy in the response [1], [2], [4].
机译:这项研究提出了Verhulst模型,用于分析人口增长率,其中生殖率取决于生育率和国家经济发展。这些语言变量是通过基于模糊规则的系统(FRBS)定义的。对FRBS类型1和2进行了分析,在第一种情况下,使用的推理方法是Mamdani方法,而去模糊化是重心。对于类型2,FRBS用作输入变量区间2型模糊集,并用作输出区间。通过使用Karnik-Mendel(KM)算法的类型缩减器方法对输出进行去模糊处理。这项研究的目的是比较Verhulst模型的解决方案,在该模型中,通过1型和2型FRBS确定参数,生殖率。进行比较以计算根据解决方案构建的与最小和最大速率相对应的区域。已经注意到,与类型2 FRBS相对应的区域包含在与类型1 FRBS类似地构建的区域中,从而在响应[1],[2],[4]中显示出更高的精度。

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