http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M.FZJ* ; Waldmann, M.RWTH* ; Hübenthal, F.RWTH* ; Vogt, K. ; Tsubokura, M. ; Lee, S. ; Lintermann, A. (Corresponding author)FZJ*
Towards a widespread usage of computational fluid dynamics simulations for automated virtual nasal surgery planning
Future generation computer systems 174, 107935 (2026) [10.1016/j.future.2025.107935]2026   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Ito, S. (Corresponding author) ; Rüttgers, M.FZJ* ; Waldmann, M. ; Lintermann, A.FZJ*
Wet-Surface Modeling in Lattice-Boltzmann Simulations for Evaluating Surgery Impacts on the Humidity Transfer in Nasal Flows
2025Proceedings of the 35th Parallel CFD International Conference 2024
35th Parallel CFD International Conference 2024, ParCFD 2024, BonnBonn, Germany, 2 Sep 2024 - 4 Sep 20242024-09-022024-09-04 Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich IAS Series 69, 158 - 162 (2025) [10.34734/FZJ-2025-02479]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Shao, X. (Corresponding author) ; Ayan, H. O. ; Hübenthal, F. ; Rüttgers, M.FZJ* ; Lintermann, A.FZJ* ; Schröder, W.
Investigating the Effects of Spanwise Transversal Traveling Waves on a Turbulent Compressible Flat Plate Flow With the Aid of a Deep Autoencoder Network
2025Proceedings of the 35th Parallel CFD International Conference 2024
35th Parallel CFD International Conference 2024, ParCFD 2024, BonnBonn, Germany, 2 Sep 2024 - 4 Sep 20242024-09-022024-09-04 Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich IAS Series 69, 89-93 (2025) [10.34734/FZJ-2025-02462]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Calmet, H. (Corresponding author) ; Calafell, J. ; Sarma, R.FZJ* ; Rüttgers, M.FZJ* ; Lintermann, A.FZJ* ; Houzeaux, G.
Creating a Virtual Population of the Human Nasal Cavity for Velocity-Based Predictions of Respiratory Flow Features Using Graph Convolutional Neural Networks
2025Proceedings of the 35th Parallel CFD International Conference 2024
35th Parallel CFD International Conference 2024, ParCFD 2024, BonnBonn, Germany, 2 Sep 2024 - 4 Sep 20242024-09-022024-09-04 Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich IAS Series 69, 80 - 83 (2025) [10.34734/FZJ-2025-02460]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Lagemann, C. (Corresponding author) ; Rüttgers, M.FZJ* ; Gondrum, M. ; Meinke, M. ; Schröder, W. ; Lintermann, A.FZJ* ; Brunton, S. L.
Hydro Gym-GPU: From 2D to 3D Benchmark Environments for Reinforcement Learning in Fluid Flows
2025Proceedings of the 35th Parallel CFD International Conference 2024
35th Parallel CFD International Conference 2024, ParCFD 2024, BonnBonn, Germany, 2 Sep 2024 - 4 Sep 20242024-09-022024-09-04 Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich IAS Series 69, 57-63 (2025) [10.34734/FZJ-2025-02455]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Vorspohl, J. (Corresponding author) ; André, L. ; Rüttgers, M.FZJ* ; Schröder, W.
Drag Correlations for Multiphase Flows Using Artificial Neural Networks
2025Proceedings of the 35th Parallel CFD International Conference 2024
35th Parallel CFD International Conference 2024, ParCFD 2024, BonnBonn, Germany, 2 Sep 2024 - 4 Sep 20242024-09-022024-09-04 Jülich : Forschungszentrum Jülich GmbH Zentralbibliothek, Verlag, Schriften des Forschungszentrums Jülich IAS Series 69, 54-56 (2025) [10.34734/FZJ-2025-02454]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M. (Corresponding author)FZJ* ; Waldmann, M. ; Ito, S. ; Wüstenhagen, C. ; Grundmann, S. ; Brede, M. ; Lintermann, A.FZJ*
Patient-specific lattice-Boltzmann simulations with inflow conditions from magnetic resonance velocimetry measurements for analyzing cerebral aneurysms
Computers in biology and medicine 187, 109794 (2025) [10.1016/j.compbiomed.2025.109794]2025   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Rüttgers, M. (Corresponding author)FZJ* ; Hübenthal, F. ; Tsubokura, M. ; Lintermann, A.FZJ*
Parallel Reinforcement Learning and Gaussian Process Regression for Improved Physics-Based Nasal Surgery Planning
2025Parallel Processing and Applied Mathematics
Parallel Processing and Applied Mathematics 2024, PPAM 2024, OstravaOstrava, Czech Republic, 8 Sep 2024 - 11 Sep 20242024-09-082024-09-11 Cham : Springer Nature Switzerland, Lecture Notes in Computer Science 15581, 79 - 96 (2025)2025   Files  Fulltext BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Puri, R. (Corresponding author) ; Onishi, J. ; Rüttgers, M.FZJ* ; Sarma, R.FZJ* ; Tsubokura, M. ; Lintermann, A.FZJ*
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]2024   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Liu, X. (Corresponding author)FZJ* ; Rüttgers, M.FZJ* ; Quercia, A.FZJ* ; Egele, R. ; Pfaehler, E.FZJ* ; Shende, R.RWTH* ; Aach, M.FZJ* ; Schröder, W.RWTH* ; Balaprakash, P. ; Lintermann, A.FZJ*
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]2024   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Higashida, A. ; Ando, K. (Corresponding author) ; Rüttgers, M.FZJ* ; Lintermann, A.FZJ* ; Tsubokura, M.
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]2024   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M. (Corresponding author)FZJ* ; Waldmann, M.RWTH* ; Vogt, K. ; Ilgner, J. ; Schröder, W.RWTH* ; Lintermann, A.FZJ*
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]2024   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Shin, H. ; Rüttgers, M.FZJ* ; Lee, S. (Corresponding author)
Effects of spatiotemporal correlations in wind data on neural network-based wind predictions
Energy 279, 128068 (2023) [10.1016/j.energy.2023.128068]2023   Files BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M.FZJ*RWTH* ; Lee, S. (Corresponding author)Extern* ; Shin, H.Extern*
Neural Networks for Improving wind Power Efficiency: A Review
Fluids 7, 12 (2022) [10.3390/fluids7120367] special issue: "Wind and Wave Renewable Energy Systems, Volume II"2022   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M. (Corresponding author)FZJ* ; Soohwan, J. ; Sangseung, L. ; Donghyun, Y.
Prediction of Typhoon Track and Intensity Using a Generative Adversarial Network With Observational and Meteorological Data
IEEE access 10, 48434-48446 (2022) [10.1109/ACCESS.2022.3172301]2022   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Rüttgers, M. (Corresponding author)FZJ* ; Waldmann, M. ; Schröder, W. ; Lintermann, A.FZJ*
A machine-learning-based method for automatizing lattice-Boltzmann simulations of respiratory flows
Applied intelligence 52, 9080–9100 (2022) [10.1007/s10489-021-02808-2]2022   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Rüttgers, M. (Corresponding author)FZJ* ; Waldmann, M.RWTH* ; Schröder, W.RWTH* ; Lintermann, A.FZJ*
Machine-Learning-Based Control of Perturbed and Heated Channel Flows
2021High Performance Computing / Jagode, Heike (Editor)
ISC High Performance 2021, ISC2021, FrankfurtFrankfurt, Germany, 24 Jun 2021 - 2 Jul 20212021-06-242021-07-02 Springer, Lecture Notes in Computer Science 12761, 7 - 22 (2021) [10.1007/978-3-030-90539-2_1]2021   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Journal Article Aljawad, H. ; Rüttgers, M.FZJ* ; Lintermann, A.FZJ* ; Schröder, W.RWTH* ; Lee, K. C. (Corresponding author)
Effects of the Nasal Cavity Complexity on the Pharyngeal Airway Fluid Mechanics: A Computational Study
Journal of digital imaging 34, 1120–1133 (2021) [10.1007/s10278-021-00501-x]2021   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS

http://join2-wiki.gsi.de/foswiki/pub/Main/Artwork/join2_logo100x88.png Contribution to a conference proceedings/Contribution to a book Rüttgers, M. (Corresponding author)FZJ* ; Koh, S.-R.FZJ* ; Jitsev, J.FZJ* ; Schröder, W.RWTH* ; Lintermann, A.FZJ*
Prediction of Acoustic Fields Using a Lattice-Boltzmann Method and Deep Learning
2020High Performance Computing. ISC High Performance 2020. Lecture Notes in Computer Science
ISC High Performance 2020, ISC 2020, FrankfurtFrankfurt, Germany, 22 Jun 2020 - 25 Jun 20202020-06-222020-06-25 Cham : Springer, Lecture Notes in Computer Science 12321, 81-101 (2020) [10.1007/978-3-030-59851-8_6]2020   Files  Fulltext by OpenAccess repository BibTeX | EndNote: XML, Text | RIS