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Model Reduction and Neural Networks Sign in to save
308
Aachen papers (primary topic)
354
Further papers (secondary topic)
2.47k
Citations
277
Aachen authors
Papers per year
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Papers 308
Open in paper search →-
Introducing a microstructure-embedded autoencoder approach for reconstructing high-resolution solution field data from a reduced parametric space2024 Computational Mechanics article Physics and Astronomy Model Reduction and Neural Networks Open access
Rasoul Najafi Koopas, Shahed Rezaei, Natalie Rauter, Richard Ostwald, Rolf Lammering
5citations -
A model hierarchy for predicting the flow in stirred tanks with physics-informed neural networks2024 Advances in Computational Science and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Veronika Trávníková, Daniel Wolff, Nico Dirkes, Stefanie Elgeti, Eric von Lieres, Marek Behr
5citations -
A fast food-freezing temperature estimation framework using optimally located sensors2025 International Journal of Mechanical Sciences article Physics and Astronomy Model Reduction and Neural Networks Open access
Felipe Galarce, Diego R. Rivera, Douglas R. Q. Pacheco, Alfonso Caiazzo, Ernesto F. Castillo
5citations -
Reducing spatial discretization error on coarse CFD simulations using an openFOAM-embedded deep learning framework2024 Engineering With Computers article Physics and Astronomy Model Reduction and Neural Networks Open access
Jesus Gonzalez-Sieiro, David Pardo, Vincenzo Nava, Victor M. Calo, Markus Towara
5citations -
A physics-informed meta-learning framework for the continuous solution of parametric PDEs on arbitrary geometries2026 Computers & Structures article Physics and Astronomy Model Reduction and Neural Networks Open access
Reza Najian Asl, Yusuke Yamazaki, Kianoosh Taghikhani, Mayu Muramatsu, Markus Apel, Shahed Rezaei
4citations -
A Data-Driven Reduced Order Modeling Approach Applied in Context of Numerical Analysis and Optimization of Plastic Profile Extrusion4citations
Most active Aachen authors
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Stefanie Reese 10,177 citations overall32 papers
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