Institut für Technik, Ressourcenschonung und Energieeffizienz (TREE)
Lattice-Boltzmann-methods working group
Research topics
- Turbulent flows: Implementation of lattice Boltzmann methods on irregular grids
- Compressible flows: Thermal Evolution due to compressibility
- Development of the lattice Boltzmann method with the aid of neural networks
Methods, competences and applications
The simulation lab utilizes the self developed LBM-software NATriuM (Numerik und Algorithmen für Tribologie unter Verwendung von Mehrkernprozessoren. Eng: Numerics and algorithms for tribology using multi-core system). This software package was established by Andreas Krämer and has been developed since that time.
NATriuM provides 2 options to use LBM on irregular grids: The Discontinuous-Galerkin-LBM and the Semi-Lagrangian-LBM. The present focus is to develop efficient algorithms for thermal, compressible and turbulent flows.
The research group is also developing a software package written in Python, called Lettuce, which incorporates the lattice Boltzmann method. This software package is based on PyTorch, which is mainly a software library for machine learning algorithms. This not only enables efficient computations on the graphics card, but moreover, it also enables the use of neural networks in the lattice Boltzmann method.
Laboratories
The computer cluster of Bonn-Rhein-Sieg University of Applied Sciences is used for the simulations. An efficient implementation of the method as well as an effective parallelization enable high performance calculations that lead to accurate simulation results.
Teaching
We support the supervision of a thesis, with a focus on computational flow simulations. For applications for a thesis please contact Prof. Dr. Dirk Reith.
Selected / new publications
- Wilde, D., Krämer, A., Küllmer, K., Foysi, H., & Reith, D. (2019). Multistep Lattice Boltzmann Methods: Theory and Applications. International Journal for Numerical Methods in Fluids.
- Krämer, A., Wilde, D., Küllmer, K., Reith, D., Foysi, H., & Joppich, W. (2018). Lattice Boltzmann simulations on irregular grids: Introduction of the NATriuM library. Computers & Mathematics with Applications.
- Küllmer, K., Krämer, A., Reith, D., Joppich, W., & Foysi, H. (2016). Numerical optimisation of the pseudopotential-based lattice Boltzmann method. Journal of Computational Science, 17, 384-393.
Partners
- Prof. Dr. Holger Foysi - University of Siegen
Links
Weiterführende Links