Jakob Richter, Jonas Nitzler, Luca Pegolotti, Karthik Menon, Jonas Biehler, Wolfgang A. Wall, Daniele E. Schiavazzi, Alison L. Marsden, Martin R. Pfaller
Bayesian Windkessel calibration using optimized 0D surrogate models
Philosophical Transactions of the Royal Society A
2024

Agrawal, Atul;Koutsourelakis, Phaedon-Stelios
A probabilistic, data-driven closure model for RANS simulations with aleatoric, model uncertainty
Journal of Computational Physics
2024
508
112982

Ulrich, Friedrich;Sedlmeyr, Thomas;Stemmer, Christian
Methods for neural network based prediction of roughness-induced crossflow-like vorticity in re-entry scenarios
International Journal of Heat and Fluid Flow
2024
107
109375

Ekström Kelvinius, Filip;Georgiev, Dimitar;Toshev, Artur;Gasteiger, Johannes
Accelerating Molecular Graph Neural Networks via Knowledge Distillation
Advances in Neural Information Processing Systems
Curran Associates, Inc.
2023

Toshev, Artur;Galletti, Gianluca;Fritz, Fabian;Adami, Stefan;Adams, Nikolaus
LagrangeBench: A Lagrangian Fluid Mechanics Benchmarking Suite
Advances in Neural Information Processing Systems
Curran Associates, Inc.
2023

Lyu, Shiyu;Kou, Jiaqing;Adams, Nikolaus A.
Machine-learning-augmented domain decomposition method for near-wall turbulence modeling
Physical Review Fluids
2024
9
4

Herzog, Nikolai;Keller, Dennis;Breitsamter, Christian
Two Aerodynamic Mid-Fidelity Approaches on a Distributed Propulsion Wing
Journal of Aircraft
2024
61
1
196-210

Flebbe, S.M.; Tartsch, S.; Sattelmayer, T.
Thermal runaway effect of the centerbody on boundary layer flashback in a swirl-stabilized gas turbine burner operated with hydrogen
International Journal of Hydrogen Energy
2024
61
Apr
6-12

Amadeus M. Gebauer, Martin R. Pfaller, Jason M. Szafron, Wolfgang A. Wall
Adaptive integration of history variables in constrained mixture models for organ-scale growth and remodeling
International Journal for Numerical Methods in Biomedical Engineering
2024

Röcken, Sebastien;Zavadlav, Julija
Accurate machine learning force fields via experimental and simulation data fusion
npj Computational Materials
2024
10
1