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Block Toeplitz matrices and preconditioning

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Abstract

We study the asymptotic behaviour of the eigenvalues of Hermitiann×n block Topelitz matricesT n , withk×k blocks, asn tends to infinity. No hypothesis is made concerning the structure of the blocks. Such matrices{T n } are generated by the Fourier coefficients of a Hermitian matrix valued functionfL 2, and we study the distribution of their eigenvalues for largen, relating their behaviour to some properties of the functionf. We also study the eigenvalues of the preconditioned matrices{P −1n Tn}, where the sequence{P n } is generated by a positive definite matrix valued functionp. We show that the spectrum of anyP −1 n T n is contained in the interval [r, R], wherer is the smallest andR the largest eigenvalue ofp −1 f. We also prove that the firstm eigenvalues ofP −1n Tn tend tor and the lastm tend toR, for anym fixed. Finally, exact limit values for both the condition number and the conjugate gradient convergence factor for the preconditioned matricesP −1n Tn are computed.

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Miranda, M., Tilli, P. Block Toeplitz matrices and preconditioning. Calcolo 33, 79–86 (1996). https://doi.org/10.1007/BF02575709

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