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Dynamic block GMRES: an iterative method for block linear systems
Authors:R. D. da Cunha  D. Becker
Affiliation:(1) Instituto de Matemática, Universidade Federal do Rio Grande do Sul, Rio Grande>, Brazil;(2) Applied Mathematics and Computing Group, School of Engineering, Cranfield University, Cranfield, UK
Abstract:We present variants of the block-GMRES($m$) algorithms due to Vital and the block-LGMRES($m$,$k$) by Baker, Dennis and Jessup, obtained with replacing the standard QR factorization by a rank-revealing QR factorization in the Arnoldi process. The resulting algorithm allows for dynamic block deflation whenever there is a linear dependency between the Krylov vectors or the convergence of a right-hand-side occurs. $textsc{Fortran 90}$ implementations of the algorithms were tested on a number of test matrices and the results show that in some cases a substantial reduction of the execution time is obtained. Also a parallel implementation of our variant of the block-GMRES($m$) algorithm, using $textsc{Fortran 90}$ and $textsc{MPI}$ was tested on $textsc{SunFire 15K}$ parallel computer, showing good parallel efficiency. This work was carried out while the author was at IM/UFRGS.
Keywords:iterative methods  GMRES  block systems  parallel computing
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