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Variational Multiscale Analysis: The Fine-Scale Green's Function for Stochastic Partial Differential Equations

机译:变形式多尺度分析:随机偏微分方程的微量绿色功能

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摘要

We present the variational multiscale (VMS) method for partial differentialequations (PDEs) with stochastic coefficients and source terms. We use it as amethod for generating accurate coarse-scale solutions while accounting for theeffect of the unresolved fine scales through a model term that contains afine-scale stochastic Green's function. For a natural choice of an "optimal"coarse-scale solution and L^2-orthogonal stochastic basis functions, wedemonstrate that the fine-scale stochastic Green's function is intimatelylinked to its deterministic counterpart. In particular, (i) we demonstrate thatwhenever the deterministic fine-scale function vanishes, the stochasticfine-scale function satisfies a weaker, and discrete notion of vanishingstochastic coefficients, and (ii) derive an explicit formula for the fine-scalestochastic Green's function that only involves quantities needed to evaluatethe fine-scale deterministic Green's function. We present numerical resultsthat support our claims about the physical support of the stochastic fine-scalefunction, and demonstrate the benefit of using the VMS method when thefine-scale Green's function is approximated by an easier to implement, elementGreen's function.
机译:我们提出了带有随机系数和源项的偏微分方程(PDE)的变分多尺度(VMS)方法。我们将其用作生成精确的粗尺度解的方法,同时通过包含精细尺度随机格林函数的模型项来考虑未解决的精细尺度的影响。对于“最佳”粗尺度解和L ^ 2正交随机基函数的自然选择,我们证明细尺度随机格林函数与其确定性对应函数紧密相关。尤其是,(i)我们证明,当确定性精细尺度函数消失时,随机精细尺度函数满足消失的随机系数的一个较弱且离散的概念,并且(ii)为精细尺度随机格林函数导出一个明确的公式,该函数仅涉及评估精细确定性格林函数所需的数量。我们提供的数值结果支持了我们对随机精细尺度函数的物理支持的主张,并展示了当精细尺度Green函数与易于实现的elementGreen函数近似时,使用VMS方法的好处。

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