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A Polynomial Chaos Expansion Based Reliability Method for Linear Random Structures

机译:线性随机结构基于多项式混沌展开的可靠性方法

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摘要

Within the framework of mechanical engineering, reliability assessment is usually involved in the procedure of finite element analysis (FEA) combined with Monte Carlo simulation (MCS). Unfortunately, such approaches require high computational effort. To improve efficiency, we propose a polynomial chaos expansion (PCE) based MCS method for linear random structures, in which the time consuming repeated FEA is avoided in manner of approximating the random response by PCE. However, applications of PCE are always restricted for the first passage problem due to the curse of high dimensionality. To overcome this, we use the convolution form to compute the dynamic response, in which PCE is raised to approximate the modal properties so that the dimension of uncertainties is reduced since only structural random parameters are considered. Four examples are studied to show the effectiveness and relevancy of the proposed method.
机译:在机械工程的框架内,可靠性评估通常与有限元分析(FEA)和蒙特卡洛模拟(MCS)相结合。不幸的是,这种方法需要大量的计算工作。为了提高效率,我们针对线性随机结构提出了一种基于多项式混沌扩展(PCE)的MCS方法,其中以PCE近似随机响应的方式避免了费时的重复FEA。但是,由于高维的诅咒,PCE的应用始终受到首次通过问题的限制。为了克服这个问题,我们使用卷积形式来计算动态响应,其中提高了PCE来近似模态特性,从而降低了不确定性的维度,因为仅考虑了结构随机参数。研究了四个例子,证明了该方法的有效性和实用性。

著录项

  • 来源
    《Advances in Structural Engineering》 |2012年第12期|2097-2111|共15页
  • 作者

    H. Yu; F. Gillot; M. Ichchou;

  • 作者单位

    Laboratoire de Tribologie et Dynamique des Systemes, Ecole Centrale de Lyon, Ecully 69134, France;

    Laboratoire de Tribologie et Dynamique des Systemes, Ecole Centrale de Lyon, Ecully 69134, France;

    Laboratoire de Tribologie et Dynamique des Systemes, Ecole Centrale de Lyon, Ecully 69134, France;

  • 收录信息 美国《科学引文索引》(SCI);美国《工程索引》(EI);
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    PCE; MCS; reliability analysis; random response; linear random structures;

    机译:PCE;MCS;可靠性分析;随机反应;线性随机结构;

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