Schenke, Maximilian, and Oliver Wallscheid. “Improved Exploring Starts by Kernel Density Estimation-Based State-Space Coverage Acceleration in Reinforcement Learning.” ArXiv Preprint ArXiv:2105.08990, 2021.
LibreCat: /record/29662

Brosch, Anian, Oliver Wallscheid, and Joachim Böcker. “Torque and Inductances Estimation for Finite Model Predictive Control of Highly Utilized Permanent Magnet Synchronous Motors.”https://doi.org/10.1109/tii.2021.3060469__IEEE Transactions on Industrial Informatics, 2021.https://doi.org/10.1109/tii.2021.3060469 .
LibreCat: /record/21557
DOI: 10.1109/tii.2021.3060469

Kirchgässner, Wilhelm, Oliver Wallscheid, and Joachim Böcker. “Thermal Neural Networks: Lumped-Parameter Thermal Modeling With State-Space Machine Learning.” ArXiv Preprint ArXiv:2103.16323, 2021.
LibreCat: /record/29655

Traue, Arne, Gerrit Book, Wilhelm Kirchgässner, and Oliver Wallscheid. “Toward a Reinforcement Learning Environment Toolbox for Intelligent Electric Motor Control.”https://doi.org/10.1109/tnnls.2020.3029573__IEEE Transactions on Neural Networks and Learning Systems, 2020, 1–10.https://doi.org/10.1109/tnnls.2020.3029573 .
LibreCat: /record/21252
DOI: 10.1109/tnnls.2020.3029573

Kirchgässner, Wilhelm, Oliver Wallscheid, and Joachim Böcker. “Estimating Electric Motor Temperatures with Deep Residual Machine Learning.”https://doi.org/10.1109/tpel.2020.3045596__IEEE Transactions on Power Electronics 36, no. 7 (2020): 7480–88.https://doi.org/10.1109/tpel.2020.3045596 .
LibreCat: /record/21250
DOI: 10.1109/tpel.2020.3045596

Brosch, Anian, Sören Hanke, Oliver Wallscheid, and Joachim Böcker. “Data-Driven Recursive Least Squares Estimation for Model Predictive Current Control of Permanent Magnet Synchronous Motors.”https://doi.org/10.1109/tpel.2020.3006779__IEEE Transactions on Power Electronics, 2020, 2179–90.https://doi.org/10.1109/tpel.2020.3006779 .
LibreCat: /record/21558
DOI: 10.1109/tpel.2020.3006779

Stille, Karl Stephan Christian, Daniel Weber, Jarren Lange, Thorsten Vogt, Oliver Wallscheid, and Joachim Böcker. “Emulation of Microgrids for Research and Validation of Control and Operation Strategies.”https://doi.org/10.1109/speedam48782.2020.9161971__In 2020 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM). IEEE, 2020.https://doi.org/10.1109/speedam48782.2020.9161971 .
LibreCat: /record/29956
DOI: 10.1109/speedam48782.2020.9161971

Stender, Marius, Oliver Wallscheid, and Joachim Böcker. “Comparison of Gray-Box and Black-Box Two-Level Three-Phase Inverter Models for Electrical Drives.”https://doi.org/10.1109/tie.2020.3018060__IEEE Transactions on Industrial Electronics 68, no. 9 (2020): 8646–56.https://doi.org/10.1109/tie.2020.3018060 .
LibreCat: /record/30033
DOI: 10.1109/tie.2020.3018060

Stender, Marius, Oliver Wallscheid, and Joachim Böcker. “Accurate Torque Estimation for Induction Motors by Utilizing Globally Optimized Flux Observers.”https://doi.org/10.1109/speedam48782.2020.9161955__In 2020 International Symposium on Power Electronics, Electrical Drives, Automation and Motion (SPEEDAM). IEEE, 2020.https://doi.org/10.1109/speedam48782.2020.9161955 .
LibreCat: /record/30036
DOI: 10.1109/speedam48782.2020.9161955

Heid, Stefan, Daniel Weber, Henrik Bode, Eyke Hüllermeier, and Oliver Wallscheid. “OMG: A Scalable and Flexible Simulation and Testing Environment Toolbox for Intelligent Microgrid Control.” Journal of Open Source Software 5, no. 54 (2020): 2435.
LibreCat: /record/29649

Bode, Henrik, Stefan Heid, Daniel Weber, Eyke Hüllermeier, and Oliver Wallscheid. “Towards a Scalable and Flexible Simulation and Testing Environment Toolbox for Intelligent Microgrid Control.” ArXiv Preprint ArXiv:2005.04869, 2020.
LibreCat: /record/29644

Gedlu, Emebet Gebeyehu, Oliver Wallscheid, and Joachim Böcker. “Permanent Magnet Synchronous Machine Temperature Estimation Using Low-Order Lumped-Parameter Thermal Network with Extended Iron Loss Model.” In The 10th International Conference on Power Electronics, Machines and Drives (PEMD 2020), 2020:937–942, 2020.
LibreCat: /record/29641

Wallscheid, Oliver, and Etienne Florian Bouna Ngoumtsa. “Investigation of Disturbance Observers for Model Predictive Current Control in Electric Drives.” IEEE Transactions on Power Electronics 35, no. 12 (2020): 13563–13572.
LibreCat: /record/29643

Hanke, Sören, Oliver Wallscheid, and Joachim Böcker. “Data Set Description: Identifying the Physics Behind an Electric Motor–Data-Driven Learning of the Electrical Behavior (Part II).” ArXiv Preprint ArXiv:2003.06268, 2020.
LibreCat: /record/29642

Kirchgässner, Wilhelm, Oliver Wallscheid, and Joachim Böcker. “Data-Driven Permanent Magnet Temperature Estimation in Synchronous Motors with Supervised Machine Learning.” ArXiv Preprint ArXiv:2001.06246, 2020.
LibreCat: /record/29640

Stender, Marius, Oliver Wallscheid, and Joachim Böcker. Data Set Description: Three-Phase IGBT Two-Level Inverter for Electrical Drives, 2020.https://doi.org/10.13140/RG.2.2.23335.37280 .
LibreCat: /record/30034
DOI: 10.13140/RG.2.2.23335.37280

Schenke, Maximilian, Wilhelm Kirchgässner, and Oliver Wallscheid. “Controller Design for Electrical Drives by Deep Reinforcement Learning: A Proof of Concept.”https://doi.org/10.1109/tii.2019.2948387__IEEE Transactions on Industrial Informatics, 2019, 4650–58.https://doi.org/10.1109/tii.2019.2948387 .
LibreCat: /record/25030
DOI: 10.1109/tii.2019.2948387

Kirchgässner, Wilhelm, Oliver Wallscheid, and Joachim Böcker. “Empirical Evaluation of Exponentially Weighted Moving Averages for Simple Linear Thermal Modeling of Permanent Magnet Synchronous Machines.”https://doi.org/10.1109/isie.2019.8781195__In 2019 IEEE 28th International Symposium on Industrial Electronics (ISIE), 2019.https://doi.org/10.1109/isie.2019.8781195 .
LibreCat: /record/21247
DOI: 10.1109/isie.2019.8781195

Kirchgässner, Wilhelm, Oliver Wallscheid, and Joachim Böcker. “Deep Residual Convolutional and Recurrent Neural Networks for Temperature Estimation in Permanent Magnet Synchronous Motors.”https://doi.org/10.1109/iemdc.2019.8785109__In 2019 IEEE International Electric Machines &; Drives Conference (IEMDC), 2019.https://doi.org/10.1109/iemdc.2019.8785109 .
LibreCat: /record/21249
DOI: 10.1109/iemdc.2019.8785109

Stender, Marius, Oliver Wallscheid, and Joachim Böcker. “Development of a Black-Box Two-Level IGBT Three-Phase Inverter Compensation Scheme for Electrical Drives.”https://doi.org/10.1109/isie.2019.8781543__In 2019 IEEE 28th International Symposium on Industrial Electronics (ISIE). IEEE, 2019.https://doi.org/10.1109/isie.2019.8781543 .
LibreCat: /record/30035
DOI: 10.1109/isie.2019.8781543