Differentiable CFD and application based on Lattice Boltzmann Method

For the topology optimization design problem (TO) in fluid mechanics, this paper designs a topology optimization design method based on the Lattice Boltzmann Method (LBM). The backward gradient of the flow field is obtained using differentiable algorithms, and the topology is used to optimize the topology structure. The present report selects a typical optimization problem of surface drag, including a representative problem of reduction of resistance, and verifies the algorithm. The analysis is focused on the cases of obstacles, and the results show that the present method can effectively optimize the topology structure in the flow field, with the potential to improve the design efficiency.

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Publication Details

Journal
Highlights in Science Engineering and Technology
Published
2025-01-10
DOI
https://doi.org/10.54097/jmsr9q61
Primary Topic
Lattice Boltzmann Simulation Studies
Type
article
Field-Weighted Citation Impact
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article

Differentiable CFD and application based on Lattice Boltzmann Method

Z. Y. You, Peng He, Hao Zhang, Ziqi Xu et al.
Highlights in Science Engineering and Technology
Lattice Boltzmann Simulation Studies
article

Differentiable CFD and application based on Lattice Boltzmann Method

Z. Y. You, Peng He, Hao Zhang, Ziqi Xu, Yicang Huang
article en

Abstract

For the topology optimization design problem (TO) in fluid mechanics, this paper designs a topology optimization design method based on the Lattice Boltzmann Method (LBM). The backward gradient of the flow field is obtained using differentiable algorithms, and the topology is used to optimize the topology structure. The present report selects a typical optimization problem of surface drag, including a representative problem of reduction of resistance, and verifies the algorithm. The analysis is focused on the cases of obstacles, and the results show that the present method can effectively optimize the topology structure in the flow field, with the potential to improve the design efficiency.

Highlights in Science Engineering and TechnologyVol. 126
Wuhan Ship Development & Design Institute (CN)
Affordable and clean energy
Openalex Percentile: Top 99%
Lattice Boltzmann Simulation Studies
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