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A Direct Elliptic Solver Based on Hierarchically Low-Rank Schur Complements

机译:基于分层低秩Schur补码的直接椭圆求解器

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We present a fast direct solver, ACR, for structured sparse linear systems that arise from the discretization of 2D elliptic operators. The solver approximates every block using an H-Matrix, resulting in a log-linear arithmetic complexity of O(N log~2 N) with memory requirements of O(N log N). Robustness and applicability are demonstrated on model scalar problems and contrasted with established solvers based on the H-LU factorization and algebraic multigrid. Multigrid maintains superiority in scalar problems with sufficient defi-niteness and symmetry, whereas hierarchical matrix-based replacements of direct methods tackle some problems where these properties are lacking. Although being of the same asymptotic complexity as H-LU, ACR has fundamentally different algorithmic roots which produce a novel alternative for a relevant class of problems with competitive performance, and concurrency that grows with the problem size. In Chavez et al. (2016) we expand on the consideration of cyclic reduction as a fast direct solver for 3D elliptic operators.
机译:我们提出一种快速直接求解器ACR,用于二维椭圆算子离散化产生的结构化稀疏线性系统。求解器使用H矩阵近似每个块,从而导致对数线性算术复杂度为O(N log〜2 N),而内存需求为O(N log N)。在模型标量问题上证明了算法的鲁棒性和适用性,并与基于H-LU分解和代数多重网格的既定求解器进行了对比。 Multigrid在标量问题上具有足够的定义和对称性,从而保持了优势,而直接方法的基于层次矩阵的替换解决了一些缺乏这些特性的问题。尽管ACR具有与H-LU相同的渐进复杂度,但ACR具有根本不同的算法根源,这为具有竞争性能的并发问题的并发问题的相关类别提供了一种新颖的替代方案。在查韦斯等。 (2016),我们扩展了循环约简的概念,将其作为3D椭圆算子的快速直接求解器。

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