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Fuzzy logic-based expert system to predict the results of finite element analysis

机译:基于模糊逻辑的专家系统预测有限元分析结果

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摘要

In this paper, a fuzzy logic (FL)-based expert system (ES) has been developed to predict the results of finite element (FE) analysis, while solving a rubber cylinder compression problem. As the performance of an ES depends on its knowledge base (KB), an attempt is made to develop the KB through three different approaches by using a genetic algorithm (GA). To collect the training data, two input parameters, namely element size and shape ratio are varied, while solving the said physical problem using an FEM package. The performance of the trained fuzzy logic-based expert system is tested for several test cases, differing significantly from the training cases. Results of these approaches are compared with those of FE analysis. Once developed, the ES is able to determine the values of parameters to be used in FE analysis, in order to obtain the results within a reasonable accuracy, at the cost of a much lower computation compared to that of the FEM package itself.
机译:在本文中,开发了基于模糊逻辑(FL)的专家系统(ES)来预测有限元(FE)分析的结果,同时解决橡胶缸压缩问题。由于ES的性能取决于其知识库(KB),因此尝试使用遗传算法(GA)通过三种不同的方法来开发KB。为了收集训练数据,改变两个输入参数,即元件尺寸和形状比,同时使用FEM封装解决所述物理问题。经过训练的基于模糊逻辑的专家系统的性能针对多个测试用例进行了测试,与训练用例有很大不同。将这些方法的结果与有限元分析的结果进行比较。一旦开发完成,ES就能确定要在有限元分析中使用的参数值,以便在合理的精度范围内获得结果,而所需的计算量却比FEM软件包本身低得多。

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