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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Numerical Linear Alg...arrow_drop_down
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Numerical Linear Algebra with Applications
Article . 2012 . Peer-reviewed
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image/svg+xml Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao Closed Access logo, derived from PLoS Open Access logo. This version with transparent background. http://commons.wikimedia.org/wiki/File:Closed_Access_logo_transparent.svg Jakob Voss, based on art designer at PLoS, modified by Wikipedia users Nina and Beao
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Article . 2012
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Improving the arithmetic intensity of multigrid with the help of polynomial smoothers

Improving the arithmetic intensity of multigrid with the help of polynomial smoothers.
Authors: Ghysels, Pieter; Kłosiewicz, Przemysław; Vanroose, Wim;

Improving the arithmetic intensity of multigrid with the help of polynomial smoothers

Abstract

SUMMARYThe basic building blocks of a classic multigrid algorithm, which are essentially stencil computations, all have a low ratio of executed floating point operations per byte fetched from memory. This important ratio can be identified as the arithmetic intensity. Applications with a low arithmetic intensity are typically bounded by memory traffic and achieve only a small percentage of the theoretical peak performance of the underlying hardware. We propose a polynomial Chebyshev smoother, which we implement using cache‐aware tiling, to increase the arithmetic intensity of a multigrid V‐cycle. This tiling approach involves a trade‐off between redundant computations and cache misses. Unlike common conception, we observe optimal performance for higher degrees of the smoother. The higher‐degree polynomial Chebyshev smoother can be used to smooth more than just the upper half of the error frequencies, leading to better V‐cycle convergence rates. Smoothing more than the upper half of the error spectrum allows a more aggressive coarsening approach where some levels in the multigrid hierarchy are skipped. Copyright © 2012 John Wiley & Sons, Ltd.

Keywords

Multigrid methods; domain decomposition for boundary value problems involving PDEs, algorithm, convergence, bound by memory bandwidth, V-cycle, Chebyshev iteration, Stability and convergence of numerical methods for boundary value problems involving PDEs, multigrid, Mathematics, arithmetic intensity

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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!
22
Top 10%
Top 10%
Top 10%
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