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Computing function of large matrices by a preconditioned rational Krylov method

Capitolo di libro
Data di Pubblicazione:
2020
Abstract:
Rational Krylov methods are a powerful alternative for computing the product of a function of a large matrix times a given vector. However, the creation of the underlying rational subspaces requires solving sequences of large linear systems, a delicate task that can require intensive computational resources and should be monitored to avoid the creation of subspace different to those required. We propose the use of robust preconditioned iterative techniques to speedup the underlying process. We also discuss briefly how the inexact solution of these linear systems can affect the computed subspace. A preliminary test approximating a fractional power of the Laplacian matrix is included.
Tipologia CRIS:
02.01 Contributo in volume (Capitolo o Saggio)
Keywords:
Rational Krylov methods; Matrix Function
Elenco autori:
Durastante, Fabio
Link alla scheda completa:
https://iris.cnr.it/handle/20.500.14243/391012
Titolo del libro:
Numerical Mathematics and Advanced Applications ENUMATH 2019
Pubblicato in:
LECTURE NOTES IN COMPUTATIONAL SCIENCE AND ENGINEERING
Series
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