Wilhelm Kirchgässner

Learning Thermal Properties and Temperature Models of Electric Motors with Neural Ordinary Differential Equations

J. Böcker, O. Wallscheid, Wilhelm Kirchgässner, 2022, 2022 International Power Electronics Conference (IPEC-Himeji 2022- ECCE Asia).

Thermal Neural Networks: Lumped-Parameter Thermal Modeling With State-Space Machine Learning

J. Böcker, O. Wallscheid, Wilhelm Kirchgässner, 2021, Eng. Appl. Artif. Intell..

Data-Driven Permanent Magnet Temperature Estimation in Synchronous Motors With Supervised Machine Learning: A Benchmark

Oliver Wallscheid, Joachim Böcker, Wilhelm Kirchgässner, 2020, IEEE Transactions on Energy Conversion.

Deep Residual Convolutional and Recurrent Neural Networks for Temperature Estimation in Permanent Magnet Synchronous Motors

Oliver Wallscheid, Joachim Böcker, Wilhelm Kirchgässner, 2019, 2019 IEEE International Electric Machines & Drives Conference (IEMDC).

Empirical Evaluation of Exponentially Weighted Moving Averages for Simple Linear Thermal Modeling of Permanent Magnet Synchronous Machines

Oliver Wallscheid, Joachim Böcker, Wilhelm Kirchgässner, 2019, 2019 IEEE 28th International Symposium on Industrial Electronics (ISIE).

Controller Design for Electrical Drives by Deep Reinforcement Learning: A Proof of Concept

Oliver Wallscheid, Wilhelm Kirchgässner, Maximilian Schenke, 2020, IEEE Transactions on Industrial Informatics.

Toward a Reinforcement Learning Environment Toolbox for Intelligent Electric Motor Control

Gerrit Book, Oliver Wallscheid, Wilhelm Kirchgässner, 2019, IEEE Transactions on Neural Networks and Learning Systems.

Transferring Online Reinforcement Learning for Electric Motor Control From Simulation to Real-World Experiments

S. Hanke, O. Wallscheid, Gerrit Book, 2021, IEEE Open Journal of Power Electronics.

Estimating Electric Motor Temperatures With Deep Residual Machine Learning

J. Böcker, O. Wallscheid, Wilhelm Kirchgässner, 2021, IEEE Transactions on Power Electronics.

Investigation of long short-term memory networks to temperature prediction for permanent magnet synchronous motors

Oliver Wallscheid, Joachim Böcker, Wilhelm Kirchgässner, 2017, 2017 International Joint Conference on Neural Networks (IJCNN).

Toward a Reinforcement Learning Environment Toolbox for Intelligent Electric Motor Control

O. Wallscheid, Gerrit Book, Wilhelm Kirchgässner, 2020, IEEE Transactions on Neural Networks and Learning Systems.