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Papers matching “data-driven model reduction” 136

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Data-Driven Model Reduction and Nonlinear Model Predictive Control of an Air Separation Unit by Applied Koopman Theory
2023 arXiv (Cornell University) preprint Physics and Astronomy Model Reduction and Neural Networks Open access

Jan C. Schulze, Danimir T. Doncevic, Nils Erwes, Alexander Mitsos

0

citations
Data-Driven Nonlinear Model Reduction Using Koopman Theory: Integrated Control Form and NMPC Case Study
2022 IEEE Control Systems Letters article Physics and Astronomy Model Reduction and Neural Networks Open access

Jan C. Schulze, Alexander Mitsos

17

citations
Identification of MIMO Wiener-type Koopman models for data-driven model reduction using deep learning
2022 Computers & Chemical Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access cited by 1 patent

Jan C. Schulze, Danimir T. Doncevic, Alexander Mitsos

29

citations
Real-life data-driven model predictive control for building energy systems comparing different machine learning models
2024 Energy and Buildings article Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

71

citations
Real-Life Data-Driven Model Predictive Control for Building Energy Systems Comparing Different Machine Learning Models
2023 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

Phillip Stoffel, Max Berktold, Dirk Müller

3

citations
Data-driven framework for input/output lookup tables reduction: Application to hypersonic flows in chemical nonequilibrium
2023 Physical Review Fluids article Engineering Phase Equilibria and Thermodynamics Open access

Clément Scherding, Georgios Rigas, Denis Sipp, Peter J. Schmid, Taraneh Sayadi

17

citations
A data-driven flow loss prediction model for the blade hub region of a boundary layer ingestion fan rotor
2023 International Journal of Numerical Methods for Heat &amp Fluid Flow article Engineering Turbomachinery Performance and Optimization

Hanan Lu, Xizhen Song, Tianyu Pan, Zhe Yang, Jian Zhang, Qiushi Li

3

citations
Model-free data-driven computational mechanics enhanced by tensor voting
2020 Computer Methods in Applied Mechanics and Engineering article Physics and Astronomy Model Reduction and Neural Networks Open access

Robert Eggersmann, Laurent Stainier, M. Ortíz, Stefanie Reese

82

citations
Data-driven state estimation toward blade individual load-reduction of wind turbines1
2022 Journal of Physics Conference Series conference-paper Engineering Structural Health Monitoring Techniques Open access

A Klein, Thomas Konrad, Dirk Abel

0

citations
Data-driven Parameters Tuning for Predictive Performance Improvement of Wire Bonder Multi-body Model
2024 preprint Engineering Control Systems and Identification Open access

Xiaodong Cheng, A. Di Bucchianico, Najmeh Javanmardi, Matthijs de Jong, Emil Lykke Diget, Colin P. Please, +4 more

1

citations
Data-Driven Predictive Control With Online Adaption: Application to a Fuel Cell System
2023 IEEE Transactions on Control Systems Technology article Engineering Advanced Control Systems Optimization

Lukas Schmitt, Julius Beerwerth, Matthias Bähr, Dirk Abel

22

citations
Data-driven framework for input/output lookup tables reduction: Application to hypersonic flows in chemical non-equilibrium
2022 RWTH Publications (RWTH Aachen) article Physics and Astronomy Model Reduction and Neural Networks Open access

Georgios Rigas, Denis Sipp, Peter J. Schmid, Taraneh Sayadi

1

citations
Reducing Conservatism in Robust Data-Driven MPC via the S-Variable Method and Time-varying Lyapunov Functions
2025 conference-paper Engineering Advanced Control Systems Optimization

Dennis Gramlich, Christian Ebenbauer, Rolf Findeisen

0

citations
Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Advanced Control Systems Optimization Open access

Phillip Stoffel, Patrick Henkel, Martin Rätz, Alexander Kümpel, Dirk Müller

32

citations
Dataset for "Fast creation of data-driven low-order predictive cardiac tissue excitation models from recorded activation patterns"
2023 Zenodo (CERN European Organization for Nuclear Research) dataset Medicine Cardiac electrophysiology and arrhythmias Open access

Desmond Kabus, Tim De Coster, Antoine A.F. de Vries, Daniël A. Pijnappels, Hans Dierckx

0

citations
Dataset for "Fast creation of data-driven low-order predictive cardiac tissue excitation models from recorded activation patterns"
2023 Zenodo (CERN European Organization for Nuclear Research) dataset Medicine Cardiac electrophysiology and arrhythmias Open access

Desmond Kabus, Tim De Coster, Antoine A.F. de Vries, Daniël A. Pijnappels, Hans Dierckx

0

citations
A Data-driven Reduced Order Modeling Approach Applied In Context Of Numerical Analysis And Optimization Of Plastic Profile Extrusion
2022 arXiv (Cornell University) preprint Engineering Metallurgy and Material Forming Open access

Norbert Hosters

0

citations
Computational homogenization and data-driven surrogate modeling of mechanical metamaterials
2025 RWTH Publications (RWTH Aachen) dissertation Engineering Topology Optimization in Engineering Open access

Hooman Danesh

0

citations
Data-Driven Modeling of Building-Specific Municipal Heat Planning
2025 preprint Engineering Building Energy and Comfort Optimization Open access

Paul Maximilian Röhrig, Julius Zocher, Oliver Banovic, Julian Bigalke, Andreas Ulbig

0

citations
Nonlinear Model Reduction Methods for Real-Time Nonlinear Model Predictive Control of Process Systems
2025 RWTH Publications (RWTH Aachen) book Physics and Astronomy Model Reduction and Neural Networks Open access

Jan C. Schulze

0

citations
Data-Driven Modeling of the Ramp-Up of Electric Heating Systems
2025 ACM SIGEnergy Energy Informatics Review article Engineering Building Energy and Comfort Optimization

0

citations
Data-driven uncertainty quantification for constrained stochastic differential equations and application to solar photovoltaic power forecast data
2025 RWTH Publications (RWTH Aachen) article Physics and Astronomy Model Reduction and Neural Networks Open access

0

citations
Heterogeneous data-driven aerodynamic modeling based on physical feature embedding
2023 Chinese Journal of Aeronautics article Physics and Astronomy Model Reduction and Neural Networks Open access

Weiwei Zhang, Xuhao Peng, Jiaqing Kou, Xu Wang

39

citations
Data-Driven Modeling for Digital Representations in Energy Systems
2026 JuSER (Forschungszentrum Jülich) dissertation Physics and Astronomy Model Reduction and Neural Networks Open access

Marcel Zimmer

0

citations
Implementing artificial intelligence and machine learning algorithms for optimized crop management: a systematic review on data-driven approach to enhancing resource use and agricultural sustainability
2025 Cogent Food & Agriculture review Agricultural and Biological Sciences Smart Agriculture and AI Open access

Okechukwu Paul-Chima Ugwu, Fabian Chukwudi Ogenyi, Esther Ugo Alum, Val Hyginus Udoka Eze, Mariam Basajja, Jovita Nnenna Ugwu, +5 more

26

citations