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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
47citations -
Data-driven framework for input/output lookup tables reduction: Application to hypersonic flows in chemical non-equilibrium2022 RWTH Publications (RWTH Aachen) article Physics and Astronomy Model Reduction and Neural Networks Open access
Clément Scherding, Georgios Rigas, Denis Sipp, Peter J. Schmid, Taraneh Sayadi
1citations -
Improved ab initio molecular dynamics–based vibrational spectroscopy for indirect hard modeling for bulk-phase vibrational spectroscopy using vibrational scaling and sampling diagnostics2026 The Journal of Chemical Physics article Physics and Astronomy Spectroscopy and Quantum Chemical Studies
Raja Ahmed, Akshdeep Singh, Marvin Kasterke, Mansi Aliveli, Thorsten Brands, Hans-Jürgen Koß, +2 more
1citations -
A Variational Kolosov–Muskhelishvili network for elasticity and fracture2026 International Journal of Mechanical Sciences article Physics and Astronomy Model Reduction and Neural Networks Open access
Shuwei Zhou, Christian Häffner, Sophie Stebner, Niklas C. Fehlemann, Zhichao Wei, Sebastian Münstermann
1citations -
A unified multi-perspective quadratic manifold for mitigating the Kolmogorov barrier in multiphysics damage2026 Journal of the Mechanics and Physics of Solids article Physics and Astronomy Model Reduction and Neural Networks Open access
Qinghua Zhang, Stephan Ritzert, Jian Zhang, Jannick Kehls, Stefanie Reese, Tim Brepols
1citations -
The std2 package: A computationally efficient program to calculate molecular response properties and excited states using simplified quantum chemistry methods2026 The Journal of Chemical Physics article Physics and Astronomy Advanced Chemical Physics Studies Open access
Pierre Beaujean, Axel Liger, Arya Satisha, Marilù G. Maraldi, Christoph Bannwarth, Marc de Wergifosse
1citations