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Multi-Fidelity Modeling-Based Structural Reliability Analysis with the Boundary Element Method

机译:基于边界元法的基于多保真建模的结构可靠性分析

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摘要

In this work, a method for the application of multi-fidelity modelling to the reliability analysis of 2D elastostatic structures using the Boundary Element Method (BEM) is proposed. Reliability analyses were carried out on a rectangular plate with a centre circular hole subjected to uniaxial tension using Monte Carlo Simulations (MCS), the First Order Reliability Method (FORM), and the Second Order Reliability Method (SORM). Two BEM models were investigated, a low-fidelity model (LFM) of 20 elements and a high-fidelity model (HFM) of 100 elements. The response of these models at several design points was used to create multi-fidelity models (MFMs) utilising 2nd order polynomial response surfaces and their reliability, alongside that of the LFM and the HFM, was evaluated. Results show that the MFMs that directly called the LFM were significantly superior in terms of accuracy to the LFM, achieving very similar levels of accuracy to the HFM, while also being of similar computational cost to the LFM. These direct MFMs were found to provide good substitutes for the HFM for MCS, FORM, and SORM.
机译:在这项工作中,提出了一种使用边界元方法(BEM)将多保真度建模应用于二维弹性结构可靠性分析的方法。使用蒙特卡罗模拟(MCS),一阶可靠性方法(FORM)和二阶可靠性方法(SORM)在具有单轴拉伸力且具有中心圆孔的矩形板上进行可靠性分析。研究了两个BEM模型,一个20元素的低保真模型(LFM)和一个100元素的高保真模型(HFM)。这些模型在几个设计点的响应被用于创建利用二阶多项式响应面的多保真度模型(MFM),并评估了它们的可靠性以及LFM和HFM的可靠性。结果表明,直接称为LFM的MFM在准确性方面明显优于LFM,与HFM的准确性水平非常相似,同时在计算成本方面与LFM相似。发现这些直接MFM可以很好地替代MCS,FORM和SORM的HFM。

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