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Numerical analysis method of heat transfer in an electronic component using sensitivity analysis

机译:电子元件传热数值分析的灵敏度分析方法

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摘要

Numerical models applied to real-life engineering processes have many input parameters that are not always known with a sufficient degree of certainty. Moreover, models are characterized by their mathematical complexity and time-consuming calculations. In this context, our certified reduced basis (CRB) model is developed taking into account the input uncertainties which produce many uncertain and different outputs. In order to assess more precisely the relative importance of input parameters on the model outputs, we complete and use a quantitative sensitivity analysis which is a crucial tool in the development and evaluation of complex models. In the current paper, the parametrized CRB method is introduced and applied successfully for a simplified 2D heat transfer of electronic components. Furthermore, different sensitivity analysis methods have been compared; Specifically, we have used linear sensitivity methods, one factor at a time design, and global techniques such as Morris one factor at a time, Sobol's methods and Monte Carlo sampling coupled with scatter plot and correlation analysis.
机译:应用于现实工程过程的数值模型具有许多输入参数,这些输入参数并非总是具有足够的确定性。此外,模型的特征在于其数学复杂性和耗时的计算。在这种情况下,我们考虑到产生许多不确定性和不同输出的输入不确定性,开发了我们的认证减价基准(CRB)模型。为了更准确地评估输入参数对模型输出的相对重要性,我们完成并使用了定量敏感性分析,这是开发和评估复杂模型的关键工具。在本文中,引入了参数化CRB方法,并成功地将其应用于简化的电子部件的二维传热。此外,已经比较了不同的灵敏度分析方法。具体来说,我们使用了线性灵敏度方法,一次设计一个因素,以及诸如Morris一次设计一个因素,Sobol的方法以及蒙特卡洛采样以及散点图和相关性分析等全局技术。

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