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Tropical Scaling of Polynomial Matrices

机译:多项式矩阵的热带尺度

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摘要

The eigenvalues of a matrix polynomial can be determined classically bysolving a generalized eigenproblem for a linearized matrix pencil, for instanceby writing the matrix polynomial in companion form. We introduce a generalscaling technique, based on tropical algebra, which applies in particular tothis companion form. This scaling, which is inspired by an earlier work ofAkian, Bapat, and Gaubert, relies on the computation of "tropical roots". Wegive explicit bounds, in a typical case, indicating that these roots provideaccurate estimates of the order of magnitude of the different eigenvalues, andwe show by experiments that this scaling improves the accuracy (measured bynormwise backward error) of the computations, particularly in situations inwhich the data have various orders of magnitude. In the case of quadraticpolynomial matrices, we recover in this way a scaling due to Fan, Lin, and VanDooren, which coincides with the tropical scaling when the two tropical rootsare equal. If not, the eigenvalues generally split in two groups, and thetropical method leads to making one specific scaling for each of the groups.
机译:可以通过求解线性矩阵笔的广义特征问题来经典地确定矩阵多项式的特征值,例如,以伴随形式编写矩阵多项式。我们介绍一种基于热带代数的通用缩放技术,该技术尤其适用于这种伴随形式。这种缩放比例受Akian,Bapat和Gaubert早期工作的启发,它依赖于“热带根”的计算。在典型情况下,显式边界显着,表明这些根提供了不同特征值的数量级的准确估计,并且我们通过实验表明,这种缩放可提高计算的准确性(通过标准后向误差测量),特别是在以下情况下:数据具有各种数量级。在二次多项式矩阵的情况下,我们以范,林和范杜伦归因于这样的比例缩放,当两个热带根相等时,该比例与热带比例一致。如果不是,则特征值通常分为两类,而回归方法会导致对每组进行一个特定的缩放。

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