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The applicability of model order reduction based on proper orthogonal decomposition to problems in dynamic thermoelasticity with multiple subdomains

机译:基于适当正交分解的模型降阶在多子域动态热弹性问题中的适用性

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摘要

A robust proper orthogonal decomposition technique is applied to develop reduced-order models (ROMs) for time-dependent thermal stress problems that are arbitrarily discretized with multiple sub-domains to provide flexibility and generality in the sense that different spatial methods and different time integration algorithms can be employed in a single analysis. This approach enables large computational savings for model problems with either/both transient thermal and dynamic structural effects by reducing the degrees of freedom with minimal losses to accuracy. The method of snapshots is used to construct a reduced-order basis from a short training simulation of the full-order model (FOM) which selectively preserves only the relevant physical characteristics of the solution. The approach is described in detail for both first- and second-order ordinary differential equations and differential algebraic equations, such as arising from problems with multiple sub-domains, and the solution of the FOM and ROM by the state-of-the-art GSSSS framework of algorithms is described. Numerical examples in thermal transport, quasi-static thermal stresses, and thermally-induced vibrations for single domains and multiple domains via the finite element method (other methods within each sub-domain can also be integrated with FEM but are not discussed here) illustrate the robustness and utility of the proposed methodology.
机译:应用鲁棒的适当正交分解技术来开发与时间相关的热应力问题的降阶模型(ROM),该问题随多个子域任意离散,以提供不同空间方法和不同时间积分算法的灵活性和通用性可以在单个分析中使用。这种方法通过减少自由度并以最小的精度损失来节省具有瞬态热效应和动态结构效应的模型问题的大量计算量。快照方法用于通过对全阶模型(FOM)的简短训练模拟来构造降阶基础,该模型仅选择性地保留了解决方案的相关物理特征。针对一阶和二阶常微分方程和微分代数方程(例如由多个子域的问题引起的)以及最新技术对FOM和ROM的求解详细描述了该方法描述了GSSSS算法框架。通过有限元方法(单个子域中的其他方法也可以与FEM集成在一起,但此处不讨论)中的热传递,准静态热应力和单个域和多个域的热诱发振动的数值示例。所提出方法的鲁棒性和实用性。

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