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Papers matching “model learning” 453

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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
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
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
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
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
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
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
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
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
Accelerating nonlinear model predictive control through machine learning
2020 Journal of Process Control article Engineering Advanced Control Systems Optimization Open access

Yannic Vaupel, Nils C. Hamacher, Adrian Caspari, Adel Mhamdi, Ioannis G. Kevrekidis, Alexander Mitsos

50

citations
Characterization, propagation, and sensitivity analysis of uncertainties in the directed energy deposition process using a deep learning-based surrogate model
2022 Probabilistic Engineering Mechanics article Engineering Additive Manufacturing Materials and Processes Open access

Thinh Quy Duc Pham, Truong‐Vinh Hoang, Seifallah Fetni, Laurent Duchêne, Hoang Son Tran, Anne Marie Habraken

20

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 Bruno Schreiber, Dirk Müller

0

citations
A mesoscale model of non‐crimp fabrics based on a deep learning framework
2023 PAMM article Engineering Mechanical Behavior of Composites Open access

Shuang Zhou, Markus Hillgärtner, Rasul Abdusalamov, Thang X. Duong, Mikhail Itskov

3

citations
A machine‐learning supported multi‐scale LBM‐TPM model of unsaturated, anisotropic, and deformable porous materials
2023 International Journal for Numerical and Analytical Methods in Geomechanics article Engineering Soil and Unsaturated Flow Open access

Mohamad Chaaban, Yousef Heider, WaiChing Sun, Bernd A. Markert

21

citations
Automated model discovery for tensional homeostasis: Constitutive machine learning in growth and remodeling
2025 Computers in Biology and Medicine article Engineering Elasticity and Material Modeling Open access

Hagen Holthusen, Tim Brepols, Kevin Linka, Ellen Kuhl

17

citations
Process model design for positive displacement compressors and their experimental validation: Comparison of Optimal Experimental Design and Machine Learning
2023 International Journal of Refrigeration article Engineering Refrigeration and Air Conditioning Technologies

Christian Vering, Julian Möntenich, Martin Rätz, Tim Klebig, Rita Streblow, Dirk Müller

4

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
Learning Battery Model Parameter Dynamics From Data With Recursive Gaussian Process Regression
2025 Journal of Dynamic Systems Measurement and Control article Engineering Advanced Battery Technologies Research Open access

Antti Aitio, Dominik Jöst, Dirk Uwe Sauer, David A. Howey

15

citations
An improved model combining machine learning and Kalman filtering architecture for state of charge estimation of lithium-ion batteries
2024 Green Energy and Intelligent Transportation article Engineering Advanced Battery Technologies Research Open access

Yan Li, Min Ye, Qiao Wang, Gaoqi Lian, Baozhou Xia

72

citations