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Papers matching “model learning” 883

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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
Automated geological model updates during TBM operation – An approach based on probabilistic machine learning concepts
2022 Geomechanics and Tunnelling article Engineering Tunneling and Rock Mechanics

Florian Wellmann, Florian Amann, Miguel de la Varga, Nils Chudalla

4

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 Diagnostic Systems with Model-Based Data Augmentation ― Part B: Application
2021 IEEE PES Innovative Smart Grid Technologies Europe conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

5

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
Federated two-stage machine learning model for ultrasonic guided wave structural health monitoring of composite structures
2025 Digital Twins, AI, and NDE for Industry Applications and Energy Systems conference-paper Engineering Ultrasonics and Acoustic Wave Propagation

Lukas Jilke, Emy Arts, Florian Raddatz, Norbert Hosters, Marek Behr, Gerko Wende

0

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
The FRAM Error Model Within a System Theoretical Work System to Support Conceptually the Development of a Technical Learning System for Learning from Errors
2021 Lecture notes in networks and systems conference-paper Engineering Design Education and Practice

Marvin Goppold, Sven M. Tackenberg, Martin Frenz, Verena Nitsch

1

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
Gasoline Controlled Auto-Ignition with Learning-Based Uncertainty Using Stochastic Model Predictive Control
2023 Proceedings of the IEEE Conference on Decision & Control, including the Symposium on Adaptive Processes conference-paper Engineering Advanced Control Systems Optimization

Xu Chen, Maximilian Basler, Maike Stemmler, Dirk Abel

1

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
Performance comparison between model-based and machine learning approaches for the automated active alignment of FAC-lenses
2020 conference-paper Engineering Advanced optical system design

Maximilian Hoeren, Daniel Zontar, Armin Tavakolian, Susanne Ehret, Temirlan Mussagaliyev, Christian Brecher

2

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
Model-based data augmentation to improve the performance of machine-learning diagnostic systems
2022 IET conference proceedings. conference-paper Engineering Power Transformer Diagnostics and Insulation

Jannis Nikolas Kahlen, Andre Würde, Albert Moser

1

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