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Combining Data-driven and Physics-based Process Models for Hybrid Model Predictive Control of Building Energy Systems2022 2022 30th Mediterranean Conference on Control and Automation (MED) conference-paper Engineering Advanced Control Systems Optimization
Phillip Stoffel, Charlotte Löffler, Steffen Eser, Alexander Kümpel, Dirk Müller
5citations -
Globally optimal scheduling of an electrochemical process via data-driven dynamic modeling and wavelet-based adaptive grid refinement2023 Optimization and Engineering article Engineering Advanced Control Systems Optimization Open access
Chrysanthi Papadimitriou, Tim Varelmann, Christian Schröder, Andreas Jupke, Alexander Mitsos
4citations -
Predictive Data-Driven Model Based on Generative Adversarial Network for Premixed Turbulence-Combustion Regimes2022 Combustion Science and Technology article Engineering Combustion and flame dynamics Open access
Temistocle Grenga, Ludovico Nista, Christoph Schumann, Gandolfo Scialabba, Antonio Attili, Heinz G. Pitsch
15citations -
Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory2023 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access
Jan C. Schulze, Danimir T. Doncevic, Nils Erwes, Alexander Mitsos
0citations -
Constitutive artificial neural networks: A fast and general approach to predictive data-driven constitutive modeling by deep learning2020 Journal of Computational Physics article Materials Science Machine Learning in Materials Science Open access cited by 3 patents
Kevin Linka, Markus Hillgärtner, Kian P. Abdolazizi, Roland Can Aydin, Mikhail Itskov, Christian Johannes Cyron
340citations -
Modeling the Memory of Unmyelinated Axons: Integration of a Data-Driven Approach with Physiological Memory Concept2025 bioRxiv (Cold Spring Harbor Laboratory) preprint Biochemistry, Genetics and Molecular Biology Cell Image Analysis Techniques Open access
Anna Maxion, Jenny Tigerholm, Barbara Namer, Ekaterina Kutafina
0citations