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Computationally enhanced projection methods for symmetric Sylvester and Lyapunov matrix equations

Authors: Palitta, Davide; Simoncini, Valeria;

Computationally enhanced projection methods for symmetric Sylvester and Lyapunov matrix equations

Abstract

In the numerical treatment of large-scale Sylvester and Lyapunov equations, projection methods require solving a reduced problem to check convergence. As the approximation space expands, this solution takes an increasing portion of the overall computational effort. When data are symmetric, we show that the Frobenius norm of the residual matrix can be computed at significantly lower cost than with available methods, without explicitly solving the reduced problem. For certain classes of problems, the new residual norm expression combined with a memory-reducing device make classical Krylov strategies competitive with respect to more recent projection methods. Numerical experiments illustrate the effectiveness of the new implementation for standard and extended Krylov subspace methods.

Country
Italy
Keywords

Sylvester equation, Numerical methods for matrix equations, Krylov subspaces, Matrix equations and identities, projection methods, FOS: Mathematics, Lyapunov equation, Mathematics - Numerical Analysis, Numerical Analysis (math.NA), Krylov subspaces; Lyapunov equation; Projection methods; Sylvester equation; Computational Mathematics; Applied Mathematics, Projection methods

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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