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Probability sensitivity estimation of linear stochastic finite element models applying Line Sampling

机译:应用线性抽样的线性随机有限元模型的概率敏感性估计。

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摘要

This paper presents a framework for probability sensitivity estimation of a class of problems involving linear stochastic finite element models. The sensitivity measure consists of the derivative of the failure probability with respect to the statistics of the underlying random field associated with the model. The framework is formulated as a post-processing step of Line Sampling and it is implemented considering two different approaches. The performance of these two approaches is studied by means of numerical examples. It is concluded that both offer effective means for estimating the sought sensitivity measure. Furthermore, it is observed that the correlation length associated with the random field controls the magnitude of the sensitivity measure.
机译:本文为一类涉及线性随机有限元模型的问题的概率敏感性估计提供了一个框架。灵敏度度量包括相对于与模型关联的基础随机字段的统计数据的失效概率的导数。该框架被公式化为“行采样”的后处理步骤,并且考虑了两种不同的方法来实施该框架。通过数值示例研究了这两种方法的性能。得出的结论是,两者都提供了估算所需灵敏度度量的有效手段。此外,观察到与随机场相关联的相关长度控制灵敏度度量的大小。

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