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APPLICATION OF RESPONSE SURFACE METHODOLOGY IN FINITE ELEMENT MODEL UPDATING

机译:响应面方法在有限元模型更新中的应用

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Response surface methodology (RSM) is an approach that combines mathematical and statistical techniques to approximate multivariate input-output relationships of a physical system. With the aid of the RSM, the effective finite element (FE) model updating analyses becomes a relatively easy task. In this paper, the work focuses on sampling with design of experiments, selecting updating parameters, constructing a quadratic polynomial response surface (RS). The objective functions are built up based on residuals characterizing the natural frequency discrepancies between RS model and the analytical model. The parameters are updated by using a multiobjective optimization technique that is employed to minimize objective functions simultaneously which overcomes the difficulty confronted by single-objective optimization in weighting each objective function. A numerical example of a simply supported beam is given to verify the proposed method.
机译:响应面方法(RSM)是一种方法,其将数学和统计技术与物理系统的近似多变量输入输出关系组合。借助RSM,有效的有限元(FE)模型更新分析成为相对容易的任务。在本文中,该工作侧重于采样设计实验,选择更新参数,构建二次多项式响应表面(RS)。目标函数基于特征在于RS模型与分析模型之间的自然频率差异的残差来构建。通过使用多目标优化技术更新参数,该技术用于最大限度地减少目标函数,其克服了在加权各目标函数中的单目标优化面临的难度。给出简单地支持光束的数值示例以验证所提出的方法。

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