Inexact Krylov iterations and relaxation strategies with fast-multipole boundary element method

Tingyu Wang, Simon K. Layton, Lorena A. Barba
6/19/2015
math.NAphysics.comp-ph

Official code: barbagroup/fmm-bem-relaxed (12 stars, last commit 2017-02-02). 1 more implementation below.

Abstract

Boundary element methods produce dense linear systems that can be accelerated via multipole expansions. Solved with Krylov methods, this implies computing the matrix-vector products within each iteration with some error, at an accuracy controlled by the order of the expansion, $p$. We take advantage of a unique property of Krylov iterations that allow lower accuracy of the matrix-vector products as convergence proceeds, and propose a relaxation strategy based on progressively decreasing $p$. In extensive numerical tests of the relaxed Krylov iterations, we obtained speed-ups of between $2.1\times$ and $3.3\times$ for Laplace problems and between $1.7\times$ and $4.0\times$ for Stokes problems. We include an application to Stokes flow around red blood cells, computing with up to 64 cells and problem size up to 131k boundary elements and nearly 400k unknowns. The study was done with an in-house multi-threaded C++ code, on a hexa-core CPU. The code is available on its version-control repository, \href{https://github.com/barbagroup/fmm-bem-relaxed}{https://github.com/barbagroup/fmm-bem-relaxed}.

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Code Implementations(2)

Source code for the paper on inexact Krylov iterations with FMM BEM

1214C++, MakefileJun 5, 20159 years ago

Paper: inexact GMRES with fast multipole method and low-p relaxation

114TeX, ShellJul 2, 20143 years ago

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Cite this paper

@article{wang2015inexact,
  title  = {Inexact Krylov iterations and relaxation strategies with fast-multipole boundary element method},
  author = {Tingyu Wang and Simon K. Layton and Lorena A. Barba},
  year   = {2015},
  eprint = {1506.05957},
  archivePrefix = {arXiv},
  url    = {https://arxiv.org/abs/1506.05957}
}

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