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Lossy compression of FE coefficients for reducing communication in time-parallel simulations Weiser, Martin
Description
Communication bandwidth between nodes of parallel machines grows slower than the nodes' computational performance and increasingly becomes a bottleneck of PDE solvers. We present lossy compression techniques based on multilevel prediction in hierarchical grids and entropy coding as a means to reduce the amount of data to be communicated between nodes in SDC-based time-parallel simulations. Compression rate and impact on convergence depending on the quantization error are investigated both theoretically and at some numerical examples realized in the finite element code Kaskade 7, which leads to an adaptive choice of the quantization threshold.
Item Metadata
Title |
Lossy compression of FE coefficients for reducing communication in time-parallel simulations
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Creator | |
Publisher |
Banff International Research Station for Mathematical Innovation and Discovery
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Date Issued |
2016-12-01T14:41
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Description |
Communication bandwidth between nodes of parallel machines grows
slower than the nodes' computational performance and increasingly
becomes a bottleneck of PDE solvers. We present lossy compression
techniques based on multilevel prediction in hierarchical grids and
entropy coding as a means to reduce the amount of data to be
communicated between nodes in SDC-based time-parallel
simulations. Compression rate and impact on convergence depending on
the quantization error are investigated both theoretically and at some
numerical examples realized in the finite element code Kaskade 7,
which leads to an adaptive choice of the quantization threshold.
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Extent |
24 minutes
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Subject | |
Type | |
File Format |
video/mp4
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Language |
eng
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Notes |
Author affiliation: Zuse Institute Berlin
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Series | |
Date Available |
2017-05-15
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Provider |
Vancouver : University of British Columbia Library
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Rights |
Attribution-NonCommercial-NoDerivatives 4.0 International
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DOI |
10.14288/1.0347498
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URI | |
Affiliation | |
Peer Review Status |
Unreviewed
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Scholarly Level |
Other
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Rights URI | |
Aggregated Source Repository |
DSpace
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Rights
Attribution-NonCommercial-NoDerivatives 4.0 International