In this paper, we present recent efforts to develop reduced order modeling (ROM) capabilities for spectral element methods (SEM). Namely, we detail the implementation of ROM for both continuous Galerkin and discontinuous Galerkin methods in the spectral/hp element library Nektar++. The ROM approaches adopted are intrusive methods based on the proper orthogonal decomposition (POD). They admit an offline-online decomposition, such that fast evaluations for parameter studies and many-queries are possible. An affine parameter dependency is exploited such that the reduced order model can be evaluated independent of the large-scale discretization size. The implementation in the context of SEM can be found in the open-source model reduction software ITHACA-SEM.
翻译:在本文中,我们介绍了最近为开发光谱元件方法(SEM)的减序模型(ROM)能力所作的努力。也就是说,我们详细介绍了在光谱/hp元素库Nektar++中连续使用Galerkin和不连续的Galerkin方法的ROM实施情况。所采用的ROM方法是基于适当的正心分解(POD)的侵扰性方法。它们承认了离线离线离线分,因此有可能对参数研究和许多拼图进行快速评估。利用了近距离参数依赖性,这样可以对减序模型进行独立于大型离散大小的评估。在SEM背景下的落实情况可以在ITHACA-SEM的公开源模型削减软件ITHACA-SEM中找到。