IJAPM 2024 Vol.14(2): 45-58
DOI: 10.17706/ijapm.2024.14.2.45-58
DOI: 10.17706/ijapm.2024.14.2.45-58
Accelerating Spectral Elements Method with Extended Precision: A Case Study
Alexandre Hoffmann *, Yves Durand, Jérôme Fereyre
CEA-LIST Institute, University of Grenoble Alpes, CEA List, F-38000 Grenoble, France.
Email: alexandre.hoffmann@cea.fr (A.H.)
*Corresponding author
Email: alexandre.hoffmann@cea.fr (A.H.)
*Corresponding author
Manuscript submitted March 20, 2023; revised May 4, 2023; accepted August 7, 2023; published April 16, 2024.
Abstract—Krylov methods play a major role in solving Partial Differential Equations (PDEs) due to their scalability and low memory requirements. However, for difficult problems, Krylov methods exhibit slow convergence and may even not always converge. Increasing the numerical precision can improve the convergence rate of Krylov methods. In the current work, we evaluate the effect of Variable Precision (VP) on two Krylov-based solvers. Our solvers were applied to a relatively difficult PDE, discretized with the Spectral Element Method (SEM), which produces a set of dense and poorly conditioned system of linear equations. We show that, increasing the numerical precision allows us to both speedup the convergence of the solver and more accurately estimate the residual error, making the solver more reliable.
Keywords—Algebraic solver, extended precision, spectral elements
Cite: Alexandre Hoffmann, Yves Durand, Jérôme Fereyre, "Accelerating Spectral Elements Method with Extended Precision: A Case Study," International Journal of Applied Physics and Mathematics, vol. 14, no. 2, pp. 45-58, 2024.
Copyright © 2024 by the authors. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0).
Keywords—Algebraic solver, extended precision, spectral elements
Cite: Alexandre Hoffmann, Yves Durand, Jérôme Fereyre, "Accelerating Spectral Elements Method with Extended Precision: A Case Study," International Journal of Applied Physics and Mathematics, vol. 14, no. 2, pp. 45-58, 2024.
Copyright © 2024 by the authors. This is an open access article distributed under the Creative Commons Attribution License which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited (CC BY 4.0).
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ISSN: 2010-362X (Online)
Abbreviated Title: Int. J. Appl. Phys. Math.
Frequency: Quarterly
APC: 500USD
DOI: 10.17706/IJAPM
Editor-in-Chief: Prof. Haydar Akca
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