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

IF 1 Q4 MATHEMATICS, INTERDISCIPLINARY APPLICATIONS
L. Morse, Z. S. Khodaei, M. H. Aliabadi
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引用次数: 10

Abstract

In this work, a method for the application of multi-fidelity modeling 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 center 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) utilizing second-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 ...
基于多保真度建模的结构可靠性边界元分析
在这项工作中,提出了一种使用边界元法(BEM)将高保真度建模应用于二维弹静力结构可靠性分析的方法。采用蒙特卡罗模拟(MCS)、一阶可靠度法(FORM)和二阶可靠度方法(SORM)对具有中心圆孔的矩形板进行了单轴拉伸的可靠性分析。研究了两个边界元模型,一个是20个元素的低保真度模型(LFM),另一个是100个元素的高保真度模型(HFM)。这些模型在几个设计点的响应被用于利用二阶多项式响应面创建高保真度模型(MFM),并对其可靠性以及LFM和HFM的可靠性进行了评估。结果表明,直接称为LFM的MFM在精度方面明显优于LFM,实现了与HFM非常相似的精度水平,同时也具有与LFM相似的计算成本。这些
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来源期刊
Journal of Multiscale Modelling
Journal of Multiscale Modelling MATHEMATICS, INTERDISCIPLINARY APPLICATIONS-
CiteScore
2.70
自引率
0.00%
发文量
9
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