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| Main Authors: | , , |
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| Format: | Preprint |
| Published: |
2023
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| Subjects: | |
| Online Access: | https://arxiv.org/abs/2312.14742 |
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| _version_ | 1866914894920548352 |
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| author | Bacza, Maja Tomczak, Tadeusz Matyka, Maciej |
| author_facet | Bacza, Maja Tomczak, Tadeusz Matyka, Maciej |
| contents | Running large-scale computer codes for huge fluid flow problems requires not only large supercomputers but also efficient and well-optimized computer codes that save the resources of those supercomputers. This paper evaluates the high-performance implementation of the recently proposed Lattice Boltzmann Method (LBM) algorithm with a fixed viscosity and relaxation time $τ=1$ called Tau1. We show that the performance of the Tau1 algorithm is almost $4\times$ higher than other state-of-the-art standard LBM implementations. We support this finding by detailed complexity analysis and performance study based on the code with several optimizations, including multithreading, vector processing, significantly decreased number of divisions, and dedicated memory layout. We studied its performance in porous media flow in the three-dimensional model of porosity-varying porous medium to make it sound in the physical context. We find performance drops with porosity, which we link to the fact that memory access patterns change dramatically with the increased complexity of the pore space. In contrast to standard LBM implementations, where the performance drops with the number of lattice links, the processing speed of the new algorithm measured in fluid node updates per second is almost constant regardless of lattice arrangements. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2312_14742 |
| institution | arXiv |
| publishDate | 2023 |
| record_format | arxiv |
| spellingShingle | The lattice Boltzmann method for fluid flows at relaxation time equal one: performance study Bacza, Maja Tomczak, Tadeusz Matyka, Maciej Computational Physics Running large-scale computer codes for huge fluid flow problems requires not only large supercomputers but also efficient and well-optimized computer codes that save the resources of those supercomputers. This paper evaluates the high-performance implementation of the recently proposed Lattice Boltzmann Method (LBM) algorithm with a fixed viscosity and relaxation time $τ=1$ called Tau1. We show that the performance of the Tau1 algorithm is almost $4\times$ higher than other state-of-the-art standard LBM implementations. We support this finding by detailed complexity analysis and performance study based on the code with several optimizations, including multithreading, vector processing, significantly decreased number of divisions, and dedicated memory layout. We studied its performance in porous media flow in the three-dimensional model of porosity-varying porous medium to make it sound in the physical context. We find performance drops with porosity, which we link to the fact that memory access patterns change dramatically with the increased complexity of the pore space. In contrast to standard LBM implementations, where the performance drops with the number of lattice links, the processing speed of the new algorithm measured in fluid node updates per second is almost constant regardless of lattice arrangements. |
| title | The lattice Boltzmann method for fluid flows at relaxation time equal one: performance study |
| topic | Computational Physics |
| url | https://arxiv.org/abs/2312.14742 |