提高精度的多尺度混合方法:超采样和平滑的作用

IF 3.8 2区 物理与天体物理 Q2 COMPUTER SCIENCE, INTERDISCIPLINARY APPLICATIONS
Dilong Zhou , Rafael T. Guiraldello , Felipe Pereira
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引用次数: 0

摘要

基于非重叠域分解的多尺度混合方法可以有效地解决工业界感兴趣的异质地层中的重要地下流动问题,尤其是在多核超级计算机上实施时。获取数值解的效率取决于界面空间的选择:这些空间的维度越小越好,因为需要计算的多尺度基函数越少,需要求解的界面线性系统越小。因此,在解决大型计算问题时,界面空间最好使用片断常数或线性多项式。然而,众所周知,对于这些界面空间的选择,通量精度为 10-1 量级。本研究致力于推进一种高效、精确的多尺度混合方法,旨在解决工业相关问题。与传统方法不同的是,我们的方法涉及具有重叠区域的子域。我们利用重叠分解引入了计算效率极高的平滑步骤,旨在纠正多尺度求解中固有的小尺度误差。通过一系列数值研究,我们证明了所提出的求解器的有效性,其计算成本与前代求解器非常接近。值得注意的是,对于涉及大小适中的重叠区域的情况,只需采用几个平滑步骤,新方法就能将通量精度大幅提高两个数量级。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Multiscale mixed methods with improved accuracy: The role of oversampling and smoothing
Multiscale mixed methods based on non-overlapping domain decompositions can efficiently handle the solution of significant subsurface flow problems in very heterogeneous formations of interest to the industry, especially when implemented on multi-core supercomputers. Efficiency in obtaining numerical solutions is dictated by the choice of interface spaces that are selected: the smaller the dimension of these spaces, the better, in the sense that fewer multiscale basis functions need to be computed, and smaller interface linear systems need to be solved. Thus, in solving large computational problems, it is desirable to work with piecewise constant or linear polynomials for interface spaces. However, for these choices of interface spaces, it is well known that the flux accuracy is of the order of 101.
This study is dedicated to advancing an efficient and accurate multiscale mixed method aimed at addressing industry-relevant problems. A distinctive feature of our approach involves subdomains with overlapping regions, a departure from conventional methods. We take advantage of the overlapping decomposition to introduce a computationally highly efficient smoothing step designed to rectify small-scale errors inherent in the multiscale solution. The effectiveness of the proposed solver, which maintains a computational cost very close to its predecessors, is demonstrated through a series of numerical studies. Notably, for scenarios involving modestly sized overlapping regions and employing just a few smoothing steps, a substantial enhancement of two orders of magnitude in flux accuracy is achieved with the new approach.
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来源期刊
Journal of Computational Physics
Journal of Computational Physics 物理-计算机:跨学科应用
CiteScore
7.60
自引率
14.60%
发文量
763
审稿时长
5.8 months
期刊介绍: Journal of Computational Physics thoroughly treats the computational aspects of physical problems, presenting techniques for the numerical solution of mathematical equations arising in all areas of physics. The journal seeks to emphasize methods that cross disciplinary boundaries. The Journal of Computational Physics also publishes short notes of 4 pages or less (including figures, tables, and references but excluding title pages). Letters to the Editor commenting on articles already published in this Journal will also be considered. Neither notes nor letters should have an abstract.
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