High-order thread-safe lattice Boltzmann model for HPC turbulent flow simulations
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arXiv
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| Autores principales: | , , , , , |
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| Formato: | Preprint |
| Publicado: |
2024
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| _version_ | 1866914664140505088 |
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| author | Montessori, Andrea La Rocca, Michele Amati, Giorgio Lauricella, Marco Tiribocchi, Adriano Succi, Sauro |
| author_facet | Montessori, Andrea La Rocca, Michele Amati, Giorgio Lauricella, Marco Tiribocchi, Adriano Succi, Sauro |
| contents | We present a highly-optimized thread-safe lattice Boltzmann model in which the non-equilibrium part of the distribution function is locally reconstructed via recursivity of Hermite polynomials. Such a procedure allows the explicit incorporation of non-equilibrium moments of the distribution up to the order supported by the lattice. Thus, the proposed approach increases accuracy and stability at low viscosities without compromising performances and amenability to parallelization with respect to standard lattice Boltzmann models. The high-order thread-safe LB is tested on two types of turbulent flows, namely the turbulent channel flow at $Re_τ=180$ and the axisymmetric turbulent jet at $Re = 7000$, it delivers results in excellent agreement with reference data (both DNS, theory, and experiments) and a) achieves peak performances ($\sim 5 \; TeraFlop/s$ and an arithmetic intensity of $\sim 7\; FLOP/byte$ on single GPU) by significantly reducing the memory footprint, b) retains the algorithmic simplicity of standard lattice Boltzmann computing and c) allows to perform stable simulations at vanishingly low viscosities. Our findings open attractive prospects for high-performance simulations of realistic turbulent flows on GPU-based architectures. Such expectations are confirmed by the excellent agreement among lattice Boltzmann, experimental, and DNS reference data. |
| format | Preprint |
| id |
arxiv_https___arxiv_org_abs_2401_17074 |
| institution | arXiv |
| publishDate | 2024 |
| record_format | arxiv |
| spellingShingle | High-order thread-safe lattice Boltzmann model for HPC turbulent flow simulations Montessori, Andrea La Rocca, Michele Amati, Giorgio Lauricella, Marco Tiribocchi, Adriano Succi, Sauro Fluid Dynamics We present a highly-optimized thread-safe lattice Boltzmann model in which the non-equilibrium part of the distribution function is locally reconstructed via recursivity of Hermite polynomials. Such a procedure allows the explicit incorporation of non-equilibrium moments of the distribution up to the order supported by the lattice. Thus, the proposed approach increases accuracy and stability at low viscosities without compromising performances and amenability to parallelization with respect to standard lattice Boltzmann models. The high-order thread-safe LB is tested on two types of turbulent flows, namely the turbulent channel flow at $Re_τ=180$ and the axisymmetric turbulent jet at $Re = 7000$, it delivers results in excellent agreement with reference data (both DNS, theory, and experiments) and a) achieves peak performances ($\sim 5 \; TeraFlop/s$ and an arithmetic intensity of $\sim 7\; FLOP/byte$ on single GPU) by significantly reducing the memory footprint, b) retains the algorithmic simplicity of standard lattice Boltzmann computing and c) allows to perform stable simulations at vanishingly low viscosities. Our findings open attractive prospects for high-performance simulations of realistic turbulent flows on GPU-based architectures. Such expectations are confirmed by the excellent agreement among lattice Boltzmann, experimental, and DNS reference data. |
| title | High-order thread-safe lattice Boltzmann model for HPC turbulent flow simulations |
| topic | Fluid Dynamics |
| url | https://arxiv.org/abs/2401.17074 |