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Krylov methods for low‐rank commuting generalized Sylvester equations

Krylov methods for low-rank commuting generalized Sylvester equations.
Authors: Elias Jarlebring; Giampaolo Mele; Davide Palitta; Emil Ringh;

Krylov methods for low‐rank commuting generalized Sylvester equations

Abstract

SummaryWe consider generalizations of the Sylvester matrix equation, consisting of the sum of a Sylvester operator and a linear operator Π with a particular structure. More precisely, the commutators of the matrix coefficients of the operator Π and the Sylvester operator coefficients are assumed to be matrices with low rank. We show (under certain additional conditions) low‐rank approximability of this problem, that is, the solution to this matrix equation can be approximated with a low‐rank matrix. Projection methods have successfully been used to solve other matrix equations with low‐rank approximability. We propose a new projection method for this class of matrix equations. The choice of the subspace is a crucial ingredient for any projection method for matrix equations. Our method is based on an adaption and extension of the extended Krylov subspace method for Sylvester equations. A constructive choice of the starting vector/block is derived from the low‐rank commutators. We illustrate the effectiveness of our method by solving large‐scale matrix equations arising from applications in control theory and the discretization of PDEs. The advantages of our approach in comparison to other methods are also illustrated.

Countries
Italy, Sweden
Keywords

Matematik, generalized Sylvester equation, Matrix equations and identities, Numerical methods for low-rank matrix approximation; matrix compression, low-rank commutation, Numerical Analysis (math.NA), Krylov subspace, matrix equation, 39B42, 65F10, 58E25, 47A46, 65F30, Numerical methods for matrix equations, projection methods, FOS: Mathematics, Mathematics - Numerical Analysis, generalized Sylvester equation, iterative solvers, Krylov subspace, low-rank commutation, matrixequation, projection methods, iterative solvers, Mathematics

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
11
Top 10%
Average
Top 10%
Green
bronze