Reducing the memory usage of Lattice-Boltzmann schemes with a DWT-based compression

February 20, 2023 Β· Declared Dead Β· πŸ› arXiv.org

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Authors ClΓ©ment Flint, Philippe Helluy arXiv ID 2302.09883 Category cs.AR: Hardware Architecture Cross-listed cs.DC Citations 1 Venue arXiv.org Last Checked 3 months ago
Abstract
This paper presents a new solution to address the challenge of increasing memory usage in high-performance computing simulations of Lattice-Bolzmann or Finite-Volume schemes.Our approach utilises a lossy compression scheme based on the Discrete Wavelet Transform (DWT) to achieve high compression ratios while preserving the accuracy of the simulation.Our evaluation on two different FV/LBM schemes demonstrates that the approach can reduce memory usage by several orders of magnitude.
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