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Projection-based model reduction for finite-element simulations of thermal protection systems

机译:基于投影的热保护系统有限元模拟的基于投影模型减少

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Thermal protection system designers rely heavily on computational simulation tools for design optimization and uncertainty quantification. Because high-fidelity analysis tools are computationally expensive, analysts primarily use low-fidelity or surrogate models instead. In this work, we explore an alternative approach wherein projection-based reduced-order models (ROMs) are used to approximate the computationally infeasible high-fidelity model. ROMs are preferable to alternative approximation approaches for high-consequence applications due to the presence of rigorous error bounds. This work presents the first application of ROMs to ablation systems. In particular, we present results for Galerkin and least-squares Petrov-Galerkin ROMs of 1D and 2D ablation system models.
机译:热保护系统设计人员严重依赖于设计优化和不确定性量化的计算仿真工具。 由于高保真分析工具是计算昂贵的,分析师主要使用低保真或代理模型。 在这项工作中,我们探索一种替代方法,其中基于投影的缩小阶模型(ROM)用于近似于计算不可行的高保真模型。 由于存在严格的误差界限,ROM是优选的用于高后果应用的替代近似方法。 这项工作介绍了ROM的第一次应用于消融系统。 特别是,我们为1D和2D消融系统模型的Petrov-Galerkin ROM呈现Galerkin和最小二乘的结果。

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