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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
20
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Papers 308
Open in paper search →-
Data-driven framework for input/output lookup tables reduction: Application to hypersonic flows in chemical nonequilibrium2023 Physical Review Fluids article Physics and Astronomy Model Reduction and Neural Networks Open access
Clément Scherding, Georgios Rigas, Denis Sipp, Peter J. Schmid, Taraneh Sayadi
17citations -
Deep Koopman with Control: Spectral Analysis of Soft Robot Dynamics2022 Annual Conference of the Society of Instrument and Control Engineers (SICE) conference-paper Physics and Astronomy Model Reduction and Neural Networks
Naoto Komeno, Brendan Michael, Katharina Kuchler, Edgar Anarossi, Takamitsu Matsubara
13citations -
A hyper-reduction method using adaptivity to cut the assembly costs of reduced order models2021 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Jack Hale, Elisa Schenone, Davide Baroli, Lars Beex, Stéphane Bordas
13citations -
A mixed formulation for physics-informed neural networks as a potential solver for engineering problems in heterogeneous domains: Comparison with finite element method2022 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Shahed Rezaei, Ahmad Moeineddin, Bai‐Xiang Xu, Stefanie Reese
12citations -
Compact thermo-mechanical models for the fast simulation of machine tools with nonlinear component behavior2022 at - Automatisierungstechnik article Physics and Astronomy Model Reduction and Neural Networks Open access
Julia Vettermann, Alexander Steinert, Christian Brecher, Peter Benner, Jens Saak
12citations -
An adaptive learning strategy for surrogate modeling of high-dimensional functions - Application to unsteady hypersonic flows in chemical nonequilibrium2024 Computer Physics Communications article Physics and Astronomy Model Reduction and Neural Networks Open access
Clément Scherding, Georgios Rigas, Denis Sipp, Peter J. Schmid, Taraneh Sayadi
11citations -
Parallel implementation and performance of super-resolution generative adversarial network turbulence models for large-eddy simulation2024 Computers & Fluids article Physics and Astronomy Model Reduction and Neural Networks Open access
Ludovico Nista, Christoph Schumann, P. Petkov, Temistocle Grenga, Jonathan F. MacArt, Antonio Attili, +2 more
11citations -
Finite Operator Learning: Bridging neural operators and numerical methods for efficient parametric solution and optimization of PDEs2025 Finite Elements in Analysis and Design article Physics and Astronomy Model Reduction and Neural Networks
Shahed Rezaei, Reza Najian Asl, Kianoosh Taghikhani, Ahmad Moeineddin, Michael Kaliske, Markus Apel
10citations
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