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The Concept of Prehandling as Direct Preconditioning for Poisson-Like Problems

机译:预处理的概念是泊松样问题的直接预处理

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To benefit from current trends in HPC hardware, such as increasing availability of low precision hardware, we present the concept of prehandling as a direct way of preconditioning and the hierarchical finite element method which is exceptionally well-suited to apply prehandling to Poisson-like problems, at least in 1D and 2D. Such problems are known to cause ill-conditioned stiffness matrices and therefore high computational errors due to round-off. We show by means of numerical results that by prehandling via the hierarchical finite element method the condition number can be significantly reduced (while advantageous properties are preserved) which enables us to obtain sufficiently accurate solutions to Poisson-like problems even if lower computing precision (i.e. single or half precision format) is used.
机译:从HPC硬件中的当前趋势中受益,例如越来越多的低精度硬件的可用性,我们向预处理的直接方式和分层有限元方法提供了预处理的概念,其非常适合地应用于泊松样问题。 ,至少在1D和2D中。 已知这些问题导致不良刚度矩阵,因此由于圆截止而导致的计算误差。 我们通过分层有限元方法预处理来展示通过分层有限元方法,可以显着降低条件数量(虽然有利的属性被保存),其使我们即使计算精度较低)也能够获得类似于泊松样问题的足够精确的解决方案(即 使用单个或半精密格式)。

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