首页> 外文会议>International Conference on Computational Science and Its Applications(ICCSA 2007) pt.1; 20070826-29; Kuala Lumpur(MY) >On the Use of Incomplete LU Decomposition as a Preconditioning Technique for Density Fitting in Electronic Structure Computations
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On the Use of Incomplete LU Decomposition as a Preconditioning Technique for Density Fitting in Electronic Structure Computations

机译:关于不完全LU分解在电子结构计算中作为密度拟合的预处理技术的使用

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Incomplete factorization preconditioners combined with Krylov subspace accelerators are currently among the most effective methods for iteratively solving large systems of linear equations. In this paper we consider the use of a dual threshold incomplete LU factorization (ILUT) preconditioner for the iterative solution of the linear equation systems encountered when performing electronic structure calculations that involve density fitting. Two questions are addressed, how the overall performance of the ILUT method varies as a function of the accuracy of the preconditioning matrix, and whether it is possible to make approximations to the original matrix on which the LU decomposition is based and still obtain a good preconditioner. With respect to overall performance both computational and memory storage requirements are considered, while in terms of approximations both those based on numerical and physical arguments are considered. The results indicate that under the right circumstances the ILUT method is superior to fully direct approaches such as singular value decomposition.
机译:当前,不完全分解分解预处理器与Krylov子空间加速器相结合是迭代求解大型线性方程组的最有效方法之一。在本文中,我们考虑使用双阈值不完全LU分解(ILUT)预处理器来进行涉及密度拟合的电子结构计算时遇到的线性方程组的迭代解。解决了两个问题,ILUT方法的整体性能如何随预调节矩阵的精度而变化,以及是否有可能对LU分解所基于的原始矩阵进行近似并仍然获得良好的预调节器。关于整体性能,考虑了计算和内存存储需求,而根据近似值,考虑了基于数值和物理参数的需求。结果表明,在适当的情况下,ILUT方法优于诸如奇异值分解的完全直接方法。

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