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Saving flops in LU based shift-and-invert strategy

机译:在基于LU的移位和反转策略中节省触发器

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摘要

The shift-and-invert method is very efficient in eigenvalue computations, in particular when interior eigenvalues are sought. This method involves solving linear systems of the form (A-σI)z=b. The shift σ is variable, hence when a direct method is used to solve the linear system, the LU factorization of (A-σI) needs to be computed for every shift change. We present two strategies that reduce the number of floating point operations performed in the LU factorization when the shift changes. Both methods perform first a preprocessing step that aims at eliminating parts of the matrix that are not affected by the diagonal change. This leads to about 43% and 50% flops savings respectively for the dense matrices.
机译:移位和反转方法在特征值计算中非常有效,尤其是在寻找内部特征值时。该方法涉及求解形式为(A-σI)z = b的线性系统。位移σ是可变的,因此当使用直接方法求解线性系统时,需要针对每个位移变化计算(A-σI)的LU分解。我们提出了两种策略,可减少移位更改时在LU分解中执行的浮点运算的数量。两种方法都首先执行一个预处理步骤,该步骤旨在消除不受对角线变化影响的矩阵部分。对于密集矩阵,这分别导致大约43%和50%的触发器节省。

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