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A flexible uncertainty quantification method for linearly coupled multi-physics systems

机译:线性耦合多物理系统的一种灵活的不确定性量化方法

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摘要

This paper presents a novel approach to building an integrated uncertainty quantification (UQ) methodology suitable for modern-day component-based approach for multi-physics simulation development. Our "hybrid" UQ methodology supports independent development of the most suitable UQ method, intrusive or non-intrusive, for each physics module by providing an algorithmic framework to couple these "stochastic" modules for propagating "global" uncertainties. We address algorithmic and computational issues associated with the construction of this hybrid framework. We demonstrate the utility of such a framework on a practical application involving a linearly coupled multi-species reactive transport model.
机译:本文提出了一种新颖的方法来构建集成不确定性量化(UQ)方法,该方法适用于基于现代组件的多物理场仿真开发方法。我们的“混合” UQ方法论通过提供算法框架来耦合这些“随机”模块以传播“全局”不确定性,从而为每个物理模块支持独立开发最适合的UQ方法(侵入式或非侵入式)。我们解决与该混合框架的构建相关的算法和计算问题。我们在涉及线性耦合多物种反应性运输模型的实际应用中证明了这种框架的实用性。

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