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AN ALGORITHM FOR THE GENERALIZED EIGENVALUE PROBLEM FOR NONSQUARE MATRIX PENCILS BY MINIMAL PERTURBATION APPROACH

机译:用最小摄动法求解非平方矩阵铅笔的广义特征值问题的算法

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We deal with the generalized eigenvalue problem Ax = lambda Bx for nonsquare matrix pencils A - lambda B, where A, B is an element of C-mxn and m > n. A major difficulty inherent in this problem is that perturbation to inputs may cause eigenvalues to fail to exist even if eigenvalues are known to exist in the noiseless case. To cope with this situation, Boutry et al. [SIAM J. Matrix Anal. Appl., 27 (2005), pp. 582-601] have proposed a novel approach that searches for the minimal perturbation to the pencil such that the perturbed pencil has eigenpairs. Boutry et al. first aimed at finding the minimal perturbation such that the perturbed pencil has n eigenpairs, but they settled for a simplified version that guarantees at least one eigenpair. The aim of this paper is to present an algorithm for the original version of the problem with n eigenpairs. The proposed algorithm is based on the total least squares problem introduced by Golub and Van Loan. The algorithm is much simpler and runs faster than Boutry et al.'s algorithm. It is confirmed numerically that the proposed algorithm is more robust against data noise than Boutry et al.'s algorithm.
机译:我们处理非平方矩阵铅笔A-lambda B的广义特征值问题Ax = lambda Bx,其中A,B是C-mxn的元素,且m> n。该问题固有的主要困难是,即使已知在无噪声情况下存在特征值,对输入的扰动也可能导致特征值不存在。为了应付这种情况,Boutry等人。 [SIAM J.矩阵肛门。 Appl。,27(2005),pp.582-601]提出了一种新颖的方法,该方法搜索对铅笔的最小扰动,使得被扰动的铅笔具有特征对。 Boutry等。最初的目的是找到最小的扰动,以使被扰动的铅笔具有n个本征对,但他们选择了一个简化的版本,以保证至少一个本征对。本文的目的是提出一种具有n个本征对的问题的原始版本的算法。该算法基于Golub和Van Loan提出的总最小二乘问题。该算法比Boutry等人的算法简单得多,并且运行速度更快。从数值上证实了所提出的算法比Boutry等人的算法对数据噪声更鲁棒。

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