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The Potential of Hybrid Mechanistic/Data‐Driven Approaches for Reduced Dynamic Modeling: Application to Distillation Columns2020 Chemie Ingenieur Technik article Physics and Astronomy Model Reduction and Neural Networks Open access
Pascal M. Schäfer, Adrian Caspari, Artur M. Schweidtmann, Yannic Vaupel, Adel Mhamdi, Alexander Mitsos
24citations -
A biologically plausible recurrent spiking architecture for modeling nonlinear dynamic mechanical systems2026 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access
Vaishnav Bhaskaran, Saurabh Balkrishna Tandale, Vasileios Polydoras, Agnes Korcsak-Gorzo, Abigail Morrison, Markus Diesmann, +1 more
0citations -
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 -
Multiwavelength Campaign Observations of a Young Solar-type Star, EK Draconis. II. Understanding Prominence Eruption through Data-driven Modeling and Observed Magnetic Environment2024 The Astrophysical Journal article Physics and Astronomy Stellar, planetary, and galactic studies Open access
Kosuke Namekata, Kai Ikuta, Pascal M. Petit, Vladimir Airapetian, A. A. Vidotto, Petr Heinzel, +12 more
16citations -
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 -
The AiiDA-Spirit Plugin for Automated Spin-Dynamics Simulations and Multi-Scale Modeling Based on First-Principles Calculations2022 Frontiers in Materials article Physics and Astronomy Magnetic properties of thin films Open access
Philipp Rüßmann, Jordi Ribas Sobreviela, Moritz Sallermann, Markus Hoffmann, Florian Rhiem, Stefan Blügel
4citations