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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 -
Physics-Informed Neural Networks for Dynamic Process Operations with Limited Physical Knowledge and Data2024 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Mehmet Velioglu, Sophia Rupprecht, Alexander Mitsos, Andreas Jupke, Manuel Dahmen
2citations -
Updated directions of IceCube HESE events with the latest ice model using DirectFit2023 International Cosmic Ray Conference conference-paper Physics and Astronomy Astrophysics and Cosmic Phenomena Open access
Tianlu Yuan, M. Ackermann, Jenni Adams, Sanjib Kumar Agarwalla, Juanan Aguilar, M. Ahlers, +93 more
12citations -
Polycyclic Aromatic Hydrocarbon emission model in photodissociation regions – I. Application to the 3.3, 6.2, and 11.2 μm bands2022 Monthly Notices of the Royal Astronomical Society article Physics and Astronomy Astrophysics and Star Formation Studies Open access
Ameek Sidhu, Alexander G. G. M. Tielens, E. Peeters, J. Cami
16citations -
Automated generation of mechanistic models for chemical process digital twins using reinforcement learning part II: Compartmentalization and learning-based recalibration2025 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Jan-Frederic Laub, Jiyizhe Zhang, Mathis Heyer, Alexei A. Lapkin
8citations -
TetrisCNN for interpretable detection of phases of matter from experimental quantum simulator data2026 arXiv (Cornell University) preprint Physics and Astronomy Quantum many-body systems Open access
Kacper Cybiński, B.H. van Zwol, James Enouen, Guillaume Bornet, Thierry Lahaye, Antoine Browaeys, +2 more
0citations -
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 -
Euclid preparation. XCII. Controlling angular systematics in the Euclid spectroscopic galaxy sample2025 arXiv (Cornell University) preprint Physics and Astronomy Galaxies: Formation, Evolution, Phenomena Open access
Euclid Collaboration, Pierluigi Monaco, M.Y Elkhashab, J. Salvalaggio, E. Sefusatti, Claudia M. Scarlata, +78 more
0citations -
Pyxel 1.0: an open source Python framework for detector and end-to-end instrument simulation2022 Journal of Astronomical Telescopes Instruments and Systems article Physics and Astronomy Astronomy and Astrophysical Research Open access
Matej Arko, Thibaut Prod’homme, Frédéric Lemmel, Benoît Serra, Elizabeth M. George, Bradley Kelman, +3 more
12citations