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Papers matching “model learning” 700

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Iterative Model-Learning Scheme via Gaussian Processes for Nonlinear Model Predictive Control of (Semi-)Batch Processes
2026 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Tai Xuan Tan, Alexander Mitsos, Eike Cramer

0

citations
End-to-end reinforcement learning of Koopman models for economic nonlinear model predictive control
2024 Computers & Chemical Engineering article Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank, Alexander Mitsos, Manuel Dahmen

10

citations
Lessons Learned from a Field Study on Deep-Learning-Based Model Predictive Control for Optimizing the Operation of Façade Ventilation Units
2025 Building Simulation Conference proceedings conference-paper Engineering Building Energy and Comfort Optimization Open access

Clara-Larissa Lorenz, Oliver Abele, Jérôme Frisch, Christoph van Treeck

0

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
Safe operation of online learning data driven model predictive control of building energy systems
2023 Energy and AI article Engineering Building Energy and Comfort Optimization Open access

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

32

citations
Unsupervised learning of charge-discharge cycles from various lithium-ion battery cells to visualize dataset characteristics and to interpret model performance
2024 Energy and AI article Engineering Advanced Battery Technologies Research Open access

Akihiro Yamashita, Sascha Berg, Egbert Figgemeier

10

citations
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
2022 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Saeid Shahpouri, Alexander Winkler, Eugen Nuss

0

citations
Improving Build Quality in Laser Powder Bed Fusion Using High Dynamic Range Imaging and Model-Based Reinforcement Learning
2021 IEEE Access article Engineering Additive Manufacturing Materials and Processes Open access

Christian Knaak, Lukas Masseling, Emil Duong, Arnold Gillner

72

citations
Improving Machine-Learning Diagnostics with Model-Based Data Augmentation Showcased for a Transformer Fault
2021 Energies article Engineering Power Transformer Diagnostics and Insulation Open access

Jannis Nikolas Kahlen, Albert Moser

9

citations
End-to-end reinforcement learning of koopman model predictive control ; 1
2025 RWTH Publications (RWTH Aachen) book Engineering Advanced Control Systems Optimization Open access

Daniel Mayfrank

0

citations
Creating a Real‐Time Capable Surrogate Model of a Wind Turbine Using Machine Learning
2025 Wind Energy article Engineering Wind Energy Research and Development Open access

Stefan Witter, Jakob Roth, Ralf Schelenz, Georg Jacobs

2

citations
Creating a Real-Time Capable Surrogate Model of a Wind Turbine Using Machine Learning
2024 preprint Engineering Wind Energy Research and Development Open access

Stefan Witter, Ralf Schelenz, Georg Jacobs

0

citations
Part-mass control in injection molding of recycled thermoplastics by learning-enabled model predictive cavity-pressure control
2026 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Robert Göllinger, Moritz Mascher, Christopher Schulte, Philipp Schubert, Christian Hopmann, Heike Vallery, +1 more

1

citations
Benchmarking five physics-guided machine learning approaches for model predictive control in building energy systems
2026 SSRN Electronic Journal preprint Engineering Building Energy and Comfort Optimization Open access

Patrick Henkel, Martin Rätz, Dirk Müller

0

citations
Adaptive Learning of Hybrid Models for Nonlinear Model Predictive Control of Distillation Columns
2021 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Jannik T. Lüthje, Jan C. Schulze, Adrian Caspari, Adel Mhamdi, Alexander Mitsos, Pascal M. Schäfer

3

citations
Deep Learning based Model Predictive Control for Compression Ignition Engines
2022 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Saeid Shahpouri, Alexander Winkler, Eugen Nuss, Dirk Abel, Jakob Andert, +2 more

3

citations
Coupling of an analytical rolling model and reinforcement learning to design pass schedules: towards properties controlled hot rolling
2023 Journal of Intelligent Manufacturing book-chapter Engineering Metallurgy and Material Forming Open access cited by 1 patent

Christian Idzik, Achim Kramer, G. Hirt, Johannes Lohmar

22

citations
Hybrid Reinforcement Learning and Model Predictive Control for Adaptive Control of Hydrogen-Diesel Dual-Fuel Combustion
2025 arXiv (Cornell University) preprint Engineering Advanced Control Systems Optimization Open access

Julian Bedei, Alexander Winkler, Murray McBain, Charles Robert Koch, David C. Gordon

0

citations
Explicit learning stochastic model predictive control with general ambiguity sets in homogeneous charge compression ignition applications
2026 Control Engineering Practice article Engineering Advanced Control Systems Optimization Open access

Xu Chen, Julian Bedei, Jakob Andert, Lorenz Dörschel, Heike Vallery

0

citations
Machine-Learning Based Approximation of the Hierarchical Model Predictive Control of Multi-Use PV-Battery Systems in Non-Residential Buildings
2023 International Conference on Efficiency, Cost, Optimization, Simulation and Environmental Impact of Energy Systems (ECOS) conference-paper Engineering Building Energy and Comfort Optimization Open access

Laura Maier, Sönke Quast, Dominik Hering, Dirk Müller

1

citations
System model of neuromorphic sequence learning on a memristive crossbar array
2023 Neuromorphic Computing and Engineering article Engineering Advanced Memory and Neural Computing Open access

Sebastian Siegel, Younes Bouhadjar, Tom Tetzlaff, Rainer Waser, Regina Dittmann, Dirk J. Wouters

3

citations
Development of a machine learning-based surrogate model for friction prediction in textured journal bearings
2024 Friction article Engineering Tribology and Lubrication Engineering Open access

Yujun Wang, Georg Jacobs, Shuo Zhang, Benjamin Klinghart, Florian König

11

citations
Machine Learning Integrated with Model Predictive Control for Imitative Optimal Control of Compression Ignition Engines
2022 IFAC-PapersOnLine article Engineering Advanced Control Systems Optimization Open access

Armin Norouzi, Saeid Shahpouri, David C. Gordon, Alexander Winkler, Eugen Nuss, Dirk Abel, +3 more

16

citations
Advanced automatic pass schedule design for hot rolling by coupling reinforcement learning with a fast rolling model
2023 Materials research proceedings conference-paper Engineering Metallurgy and Material Forming Open access

Christian Idzik

1

citations
Implementation of a machine learning supported model predictive control for a 5th generation district heating and cooling energy hub
2026 Energy and AI article Engineering Integrated Energy Systems Optimization Open access

Kai Droste, Aron Schwartz, K Derzsi, Rahul Karuvingal, Thomas Schreiber, Dirk Müller

5

citations