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A hybrid spectral and metamodeling approach for the stochastic finite element analysis of structural dynamic systems

机译:结构动力系统随机有限元分析的混合谱和元模型混合方法

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A novel approach for uncertainty propagation and response statistics estimation of randomly parametrized structural dynamic systems is developed in this paper. The frequency domain response of a stochastic finite element system is resolved at randomly sampled design points in the input stochastic space with an infinite series expansion using preconditioned stochastic Krylov bases. The system response is expressed in the eigenvector space of the structural system weighted with finite order rational functions of the input random variables, termed spectral functions. The higher the order of the spectral functions, the more accurate is the order of approximation of the stochastic system response. However, this increased accuracy comes at a computational cost. This cost is mitigated by using a Bayesian metamodel. The proposed approach is used to the analyze the stochastic vibration response of a corrugated panel with random elastic parameters. The results obtained with the proposed hybrid approach are compared with direct Monte Carlo simulations, which have been considered as the benchmark solution.
机译:本文提出了一种新的方法,用于随机参数化结构动力系统的不确定性传播和响应统计估计。随机有限元系统的频域响应是使用预处理的随机Krylov基在无限随机级数展开下在输入随机空间中的随机采样设计点处解析的。系统响应在结构系统的特征向量空间中表示,该特征空间用输入随机变量的有限阶有理函数加权,称为谱函数。频谱函数的阶数越高,随机系统响应的近似阶数越精确。然而,这种增加的准确性是以计算成本为代价的。通过使用贝叶斯元模型可以降低此成本。所提出的方法被用于分析具有随机弹性参数的瓦楞纸板的随机振动响应。通过提议的混合方法获得的结果与直接蒙特卡洛模拟进行了比较,后者已被视为基准解决方案。

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