TROPICAL ROOTS AS APPROXIMATIONS TO EIGENVALUES OF MATRIX POLYNOMIALS

被引:20
|
作者
Noferini, Vanni [1 ]
Sharify, Meisam [2 ]
Tisseur, Francoise [1 ]
机构
[1] Univ Manchester, Sch Math, Manchester M13 9PL, Lancs, England
[2] Shahid Beheshti Univ, Dept Comp Sci, Gc Tehran, Iran
基金
英国工程与自然科学研究理事会; 欧洲研究理事会;
关键词
polynomial eigenvalue problem; matrix polynomial; tropical algebra; localization of eigenvalues; Rouche's theorem; Pellet's theorem; Newton's polygon; tropical scaling; BACKWARD ERROR;
D O I
10.1137/14096637X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The tropical roots of txp(x) = max(0 <= i <= l) parallel to A(i)parallel to x(i) are points at which the maximum is attained for at least two values of i for some x. These roots, which can be computed in only O(l) operations, can be good approximations to the moduli of the eigenvalues of the matrix polynomial P(lambda) = Sigma(l)(i=0)lambda(i)A(i), in particular when the norms of the matrices A(i) vary widely. Our aim is to investigate this observation and its applications. We start by providing annuli defined in terms of the tropical roots of txp(x) that contain the eigenvalues of P(lambda). Our localization results yield conditions under which tropical roots offer order of magnitude approximations to the moduli of the eigenvalues of P(lambda). Our tropical localization of eigenvalues is less tight than eigenvalue localization results derived from a generalized matrix version of Pellet's theorem but they are easier to interpret. Tropical roots are already used to determine the starting points for matrix polynomial eigensolvers based on scalar polynomial root solvers such as the Ehrlich-Aberth method and our results further justify this choice. Our results provide the basis for analyzing the effect of Gaubert and Sharify's tropical scalings for P(lambda) on (a) the conditioning of linearizations of tropically scaled P(lambda) and (b) the backward stability of eigensolvers based on linearizations of tropically scaled P(lambda). We anticipate that the tropical roots of txp(x), on which the tropical scalings are based will help designing polynomial eigensolvers with better numerical properties than standard algorithms for polynomial eigenvalue problems such as that implemented in the MATLAB function polyeig.
引用
收藏
页码:138 / 157
页数:20
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