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Tropical Scaling of Polynomial Matrices

机译:多项式矩阵的热带缩放

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摘要

The eigenvalues of a matrix polynomial ean be determined elassieally by solving a generalized eigcnproblem for a linearized matrix pencil, for instance by writing the matrix polynomial in companion form. We introduce a general scaling technique, based on tropical algebra, which applies in particular to this companion form. This scaling, which is inspired by an earlier work of Akian, Bapat, and Gaubert, relies on the computation of "tropical roots". We give explicit bounds, in a typical case, indicating that these roots provide accurate estimates of the order of magnitude of the different eigenvalues, and we show by experiments that this scaling improves the accuracy (measured by normwise backward error) of the computations, particularly in situations in which the data have various orders of magnitude. In the case of quadratic polynomial matrices, we recover in this way a scaling due to Fan, Lin, and Van Dooren, which coincides with the tropical scaling when the two tropical roots are equal. If not, the eigenvalues generally split in two groups, and the tropical method leads to making one specific scaling for each of the groups.
机译:矩阵多项式的特征值可以通过求解线性矩阵铅笔的广义问题来方便地确定,例如通过以伴随形式编写矩阵多项式来确定。我们介绍一种基于热带代数的通用缩放技术,该技术特别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,我们给出了明确的界限,表明这些根提供了不同特征值量级的准确估计,并且我们通过实验表明,这种缩放提高了计算的准确性(通过标准后向误差衡量),特别是在数据具有不同数量级的情况下。在二次多项式矩阵的情况下,我们以Fan,Lin和Van Dooren的方式恢复标度,这在两个热带根相等时与热带标度一致。如果不是,则特征值通常分为两组,热带方法导致对每个组进行一个特定的缩放。

著录项

  • 来源
    《Positive systems》|2009年|291-303|共13页
  • 会议地点 Valencia(ES);Valencia(ES)
  • 作者单位

    INRIA Saclay - Ile-de-France Centre de Mathematiques appliquees, Ecole Polytechnique,91128 Palaiseau, Fiance;

    INRIA Saclay - Ile-de-France Centre de Mathematiques appliquees, Ecole Polytechnique,91128 Palaiseau, Fiance;

  • 会议组织
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类 自动化系统;
  • 关键词

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