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首页> 外文期刊>SIAM Journal on Matrix Analysis and Applications >ACQUIRED CLUSTERING PROPERTIES AND SOLUTION OF CERTAIN SADDLE POINT SYSTEMS
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ACQUIRED CLUSTERING PROPERTIES AND SOLUTION OF CERTAIN SADDLE POINT SYSTEMS

机译:某些鞍点系统的获得的聚类性质和解

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摘要

Many mathematical models involve flow equations characterized by nonconstant viscosity, and a Stokes-type problem with variable viscosity coefficient arises. Appropriate block diagonal preconditioners for the resulting algebraic saddle point linear system produce well-clustered spectra, except for a few interior isolated eigenvalues which may tend to approach zero. These outliers affect the convergence of Krylov subspace system solvers, causing a possibly long stagnation phase. In this paper we characterize the influence of the spectral properties of the preconditioner on the final spectrum of the saddle point matrix by providing accurate spectral intervals depending on the involved operators. Moreover, we suggest that the stagnation phase may be completely eliminated by means of an augmentation procedure, where approximate spectral eigenspace information can be injected. We show that the modifications to the original code are minimal and can be easily implemented. Numerical experiments confirm our findings.
机译:许多数学模型涉及以非恒定粘度为特征的流动方程,并且出现了具有可变粘度系数的斯托克斯型问题。对于所得的代数鞍点线性系统,适当的块对角预处理器会产生很好的聚类光谱,除了一些内部隔离的特征值可能趋于零。这些异常值影响Krylov子空间系统求解器的收敛性,从而可能导致漫长的停滞阶段。在本文中,我们通过根据涉及的算子提供准确的光谱间隔,来表征预处理器的光谱特性对鞍点矩阵最终光谱的影响。此外,我们建议可以通过增强程序完全消除停滞阶段,在该程序中可以注入近似的光谱本征空间信息。我们表明,对原始代码的修改是最少的,并且可以轻松实现。数值实验证实了我们的发现。

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