可伸缩的延迟更新多网格预处理

Majid Rasouli, Vidhi Zala, R. Kirby, H. Sundar
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引用次数: 0

摘要

多重网格是求解椭圆偏微分方程最有效的方法之一。它是算法最优的,并且与Krylov方法结合使用时具有鲁棒性。代数多重网格由于其黑箱特性而特别具有吸引力。然而,这是以增加的设置成本为代价的,在系统矩阵频繁变化的情况下,这可能是显著的,这使得难以摊销设置成本。在这项工作中,我们研究了几种针对系统矩阵变化对多网格层次结构执行延迟更新的策略。这包括延迟更新、不更改结构的值更新、流程局部更改和完整更新。我们证明,在许多情况下,构建AMG层次结构的开销可以减轻快速变化的系统矩阵。
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Scalable Lazy-update Multigrid Preconditioners
Multigrid is one of the most effective methods for solving elliptic PDEs. It is algorithmically optimal and is robust when combined with Krylov methods. Algebraic multigrid is especially attractive due to its blackbox nature. This however comes at the cost of increased setup costs that can be significant in case of systems where the system matrix changes frequently making it difficult to amortize the setup cost. In this work, we investigate several strategies for performing lazy updates to the multigrid hierarchy corresponding to changes in the system matrix. These include delayed updates, value updates without changing structure, process local changes, and full updates. We demonstrate that in many cases, the overhead of building the AMG hierarchy can be mitigated for rapidly changing system matrices.
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