Topics › Physical Sciences › Physics and Astronomy › Statistical and Nonlinear Physics
Model Reduction and Neural Networks Sign in to save
Papers per year
Papers 308
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A mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: comparison with finite element method2022 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Shahed Rezaei, Ali Harandi, Ahmad Moeineddin, Bai‐Xiang Xu, Stefanie Reese
216citations -
Using physics-informed enhanced super-resolution generative adversarial networks for subfilter modeling in turbulent reactive flows2021 Proceedings of the Combustion Institute article Physics and Astronomy Model Reduction and Neural Networks Open access
Mathis Bode, Michael Gauding, Zeyu Lian, Dominik Denker, Marco Davidovic, Konstantin Kleinheinz, +2 more
150citations -
Mixed formulation of physics‐informed neural networks for thermo‐mechanically coupled systems and heterogeneous domains2023 International Journal for Numerical Methods in Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Ahmad Moeineddin, Michael Kaliske, Stefanie Reese, Shahed Rezaei
98citations -
Newton versus the machine: solving the chaotic three-body problem using deep neural networks2020 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent
Philip G. Breen, Christopher N. Foley, Tjarda Boekholt, Simon Portegies Zwart
97citations -
Spline-PINN: Approaching PDEs without Data Using Fast, Physics-Informed Hermite-Spline CNNs2022 Proceedings of the AAAI Conference on Artificial Intelligence conference-paper Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent
Nils Wandel, Michael Weinmann, Michael Neidlin, Reinhard Klein
60citations -
Physics-informed neural networks for dynamic process operations with limited physical knowledge and data2024 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Mehmet Velioglu, Song Zhai, Sophia Rupprecht, Alexander Mitsos, Andreas Jupke, Manuel Dahmen
54citations -
Explainable Artificial Intelligence for Mechanics: Physics-Explaining Neural Networks for Constitutive Models2022 Frontiers in Materials article Physics and Astronomy Model Reduction and Neural Networks Open access
Arnd Koeppe, Franz Bamer, Michael A. Selzer, Britta Nestler, Bernd A. Markert
41citations -
Perspectives of physics-based machine learning strategies for geoscientific applications governed by partial differential equations2023 Geoscientific model development article Physics and Astronomy Model Reduction and Neural Networks Open access
Denise Degen, Daniel Caviedes‐Voullième, Susanne Buiter, Harrie‐Jan Hendricks Franssen, Harry Vereecken, Ana González‐Nicolás, +1 more
39citations -
A finite element-based physics-informed operator learning framework for spatiotemporal partial differential equations on arbitrary domains2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access
Yusuke Yamazaki, Mayu Muramatsu, Alexandre Viardin, Markus Apel, Tim Brepols, Stefanie Reese, +1 more
39citations -
Applying physics-informed enhanced super-resolution generative adversarial networks to turbulent premixed combustion and engine-like flame kernel direct numerical simulation data2023 Proceedings of the Combustion Institute article Physics and Astronomy Model Reduction and Neural Networks Open access
Mathis Bode, Michael Gauding, Dominik Goeb, Tobias Falkenstein, Heinz G. Pitsch
31citations -
Physics-Based Self-Learning Recurrent Neural Network enhanced time integration scheme for computing viscoplastic structural finite element response2022 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks
Saurabh Balkrishna Tandale, Franz Bamer, Bernd A. Markert, Marcus Stoffel
31citations
Most active Aachen authors
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Stefanie Reese 10,177 citations overall32 papers
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Denise Degen 270 citations overall30 papers
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Florian Wellmann 3,325 citations overall24 papers
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Marcus Stoffel 1,873 citations overall18 papers
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Bernd A. Markert 15,245 citations overall17 papers
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Shahed Rezaei 2,207 citations overall15 papers
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Franz Bamer 1,816 citations overall14 papers
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Tim Brepols 1,246 citations overall14 papers
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Heinz G. Pitsch 29,463 citations overall13 papers
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Stephan Ritzert 74 citations overall13 papers
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Saurabh Balkrishna Tandale 225 citations overall12 papers
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Jannick Kehls 44 citations overall11 papers
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Markus Apel 2,690 citations overall9 papers
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Wolfgang Schröder 11,907 citations overall8 papers
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Mathis Bode 1,022 citations overall8 papers