2024 - Publications
Journal Article
Turbulent Flow Prediction-Simulation: Strained Flow with Initial Isotropic Condition Using a GRU Model Trained by an Experimental Lagrangian Framework, with Emphasis on Hyperparameter Optimization
Fluids 9(4), 84 (2024) [10.3390/fluids9040084]
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Journal Article
Robustness evaluation of large-scale machine learning-based reduced order models for reproducing flow fields
Future generation computer systems 159, 243 - 254 (2024) [10.1016/j.future.2024.05.005]
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Journal Article
Refining computer tomography data with super-resolution networks to increase the accuracy of respiratory flow simulations
Future generation computer systems 159, 474 - 488 (2024) [10.1016/j.future.2024.05.020]
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Contribution to a conference proceedings/Contribution to a book
A Backward-Characteristics Monotonicity Preserving Method for Stiff Transport Problems
24th International Conference on Computational Science, ICCS2024, MalagaMalaga, Spain, 2 Jul 2024 - 4 Jul 2024
Heidelberg : Springer, Lecture Notes in Computer Science 14838, (2024) [10.1007/978-3-031-63783-4_4]
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Conference Presentation (After Call)
A Parallel-in-Time Spectral Deferred Correction Finite Element Method for Unsteady Incompressible Viscous Flow Problems
SIAM Conference on Parallel Processing for Scientific Computing, SIAM PP24, BaltimoreBaltimore, USA, 5 Mar 2024 - 8 Mar 2024
[10.34734/FZJ-2025-00176]
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Conference Presentation (After Call)
A Parallel-in-Time Spectral Deferred Corrections method for the incompressible Navier-Stokes equations
35th Parallel CFD International Conference 2024, ParCFD 2024, University Club BonnUniversity Club Bonn, Germany, 2 Sep 2024 - 4 Sep 2024
[10.34734/FZJ-2025-00177]
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Conference Presentation (After Call)
Parallel SDC for fluid flow simulations
SDC Days 2024, GrenobleGrenoble, France, 16 Dec 2024 - 19 Dec 2024
[10.34734/FZJ-2025-00179]
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Journal Article
On the choice of physical constraints in artificial neural networks for predicting flow fields
Future generation computer systems 161, 361 - 375 (2024) [10.1016/j.future.2024.07.009]
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Journal Article
Automated surgery planning for an obstructed nose by combining computational fluid dynamics with reinforcement learning
Computers in biology and medicine 173, 108383 (2024) [10.1016/j.compbiomed.2024.108383]
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Talk (non-conference) (Other)
Digital Twin Engine for Science: an ML Workflow perspective
IEK-internal Seminar, GermanyGermany, 8 Jul 2024 - 8 Jul 2024
[10.5281/ZENODO.13253918]
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Journal Article
Prediction of Turbulent Boundary Layer Flow Dynamics with Transformers
Mathematics 12(19), 2998 (2024) [10.3390/math12192998]
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Journal Article
Parallel and scalable AI in HPC systems for CFD applications and beyond
2, 1444337 pp. (2024) [10.3389/fhpcp.2024.1444337]
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Journal Article
Distributed hybrid quantum-classical performance prediction for hyperparameter optimization
Quantum machine intelligence 6(2), 59 (2024) [10.1007/s42484-024-00198-5]
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