activity
20212025
most citedLettuce: PyTorch-based Lattice Boltzmann Framework

26 citations · 43 across the 6 of their papers we have counts for

collaborators

6 papers

physics.comp-ph2025

Reduction of Outflow Boundary Influence on Aerodynamic Performance using Neural Networks

Mario Christopher Bedrunka, Dirk Reith, Holger Foysi +2

The accurate treatment of outflow boundary conditions remains a critical challenge in computational fluid dynamics when predicting aerodynamic forces and/or acoustic emissions. Thi…

physics.flu-dyn2024

Supersonic Shear and Wall-Bounded Flows With Body-Fitted Meshes Using the Semi-Lagrangian Lattice Boltzmann Method: Boundary Schemes and Applications

Philipp Spelten, Dominik Wilde, Mario Christopher Bedrunka +2

Lattice Boltzmann method (LBM) simulations of incompressible flows are nowadays common and well-established. However, for compressible turbulent flows with strong variable density…

physics.comp-ph2024★ 1 cited

Machine Learning Enhanced Collision Operator for the Lattice Boltzmann Method Based on Invariant Networks

Mario Christopher Bedrunka, Tobias Horstmann, Ben Picard +2

Integrating machine learning techniques in established numerical solvers represents a modern approach to enhancing computational fluid dynamics simulations. Within the lattice Bolt…

cs.NE2023

Efficient Quality Diversity Optimization of 3D Buildings through 2D Pre-optimization

Alexander Hagg, Martin L. Kliemank, Alexander Asteroth +4

Quality diversity algorithms can be used to efficiently create a diverse set of solutions to inform engineers' intuition. But quality diversity is not efficient in very expensive p…

physics.comp-ph2021★ 26 cited

Lettuce: PyTorch-based Lattice Boltzmann Framework

Mario Christopher Bedrunka, Dominik Wilde, Martin Kliemank +3

The lattice Boltzmann method (LBM) is an efficient simulation technique for computational fluid mechanics and beyond. It is based on a simple stream-and-collide algorithm on Cartes…

physics.comp-ph2021★ 16 cited

Cubature rules for weakly and fully compressible off-lattice Boltzmann methods

Dominik Wilde, Andreas Krämer, Mario Bedrunka +2

Off-lattice Boltzmann methods increase the flexibility and applicability of lattice Boltzmann methods by decoupling the discretizations of time, space, and particle velocities. How…