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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:通过求解线性化矩阵铅笔的广义的EIGNPROB,例如通过在伴随形式中写入矩阵多项式来确定矩阵多项式EAN的特征值。我们介绍了一种基于热带代数的一般缩放技术,尤其适用于这种伴侣形式。这种缩放,由秋天,Bapat和Gaubert的早期工作引发,依赖于“热带根源”的计算。我们在典型的情况下给出明确的限制,表明这些根源提供了不同特征值的大小的准确估计,并且我们通过实验表明,该缩放提高了计算的准确性(通过QualWishe向后误差测量),特别是在数据具有各种数量级的情况下。在二次多项式矩阵的情况下,我们以这种方式恢复由于风扇,林和范门引起的缩放,当两个热带根圈相等时,这与热带缩放相一致。如果没有,则特征值通常分为两组,热带方法导致每个组的一个特定缩放。

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