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Cache issues of algebraic multigrid methods for linear systems with multiple right-hand sides

机译:具有多个右侧的线性系统的代数多重网格方法的缓存问题

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摘要

This paper is concerned with the solution of a linear system with multiple right-hand sides. Such problems arise from nonlinear, time-dependent, inverse, or optimization problems. In order to solve these problems efficiently we use block variants of the conjugate gradient method and combine them with cache aware algorithms. Further, we describe the acceleration of algebraic multigrid (AMG) methods by using such cache aware algorithms. Finally, numerical studies are presented that show the high efficiency of the proposed methods.
机译:本文涉及具有多个右侧的线性系统的解。此类问题是由非线性,与时间有关,逆向或优化问题引起的。为了有效地解决这些问题,我们使用共轭梯度方法的块变体,并将其与高速缓存感知算法结合在一起。此外,我们通过使用此类缓存感知算法描述了代数多重网格(AMG)方法的加速。最后,数值研究表明,该方法具有很高的效率。

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