A Multi-Objective Evolutionary Approach to Discover Explainability Tradeoffs when Using Linear Regression to Effectively Model the Dynamic Thermal Behaviour of …

TM Banda, AC Zăvoianu, A Petrovski… - ACM Transactions on …, 2024 - dl.acm.org
Modelling and controlling heat transfer in rotating electrical machines is very important as it
enables the design of assemblies (eg, motors) that are efficient and durable under multiple …

Learning thermal properties and temperature models of electric motors with neural ordinary differential equations

W Kirchgässner, O Wallscheid… - 2022 International Power …, 2022 - ieeexplore.ieee.org
The importance of thermal monitoring in electric traction drives gains more and more
momentum as overload capabilities have to be utilized increasingly to stay competitive in the …

Measurement-based identification of lumped parameter thermal networks for sub-kw outer rotor PM machines

D Wöckinger, G Bramerdorfer, S Drexler… - IEEE Transactions …, 2022 - ieeexplore.ieee.org
This work is on deriving precise lumped parameter thermal networks for modeling the
transient thermal characteristics of electric machines under variable load conditions. The …

Optimising Linear Regression for Modelling the Dynamic Thermal Behaviour of Electrical Machines using NSGA-II, NSGA-III and MOEA/D

TM Banda, AC Zăvoianu, A Petrovski… - … on Symbolic and …, 2023 - ieeexplore.ieee.org
For engineers to create durable and effective electrical assemblies, modelling and
controlling heat transfer in rotating electrical machines (such as motors) is crucial. In this …

Simplified thermal model of disk-shaped automotive smart braking actuators

F Graffeo, S Vaschetto, A Miotto… - 2022 IEEE Energy …, 2022 - ieeexplore.ieee.org
This paper articulates the challenges in the thermal modelling of surface-mounted
permanent magnet motors for automotive brake-by-wire systems, which operate by injecting …

[PDF][PDF] A Multi-Objective Evolutionary Approach to Discover Explainability Trade-Ofs when Using Linear Regression to Efectively Model the Dynamic Thermal …

D WÖCKINGER, G BRAMERDORFER - 2023 - academia.edu
As the use of data-driven decision-making systems is becoming commonplace today, users
are increasingly demanding some form of understanding on how these systems make …

Application of Thermal Neural Networks on a Small-Scale Electric Motor

W Kirchgaessner, D Woeckinger… - IKMT 2022; 13. GMM …, 2022 - ieeexplore.ieee.org
In the automotive market and automation industry, the race for ever increasing power and
energy densities of electric motors leads to an endeavor of developing real-time-capable …

Advanced Data-based Temperature Modeling of an External Rotor PM Machine Considering an Optional Housing

D Woeckinger, G Bramerdorfer… - IKMT 2022; 13. GMM …, 2022 - ieeexplore.ieee.org
The focus of this study is on the transient thermal behavior of a brushless PMSM with
external rotor and an optional housing. Therefore, a two-stage modeling process consisting …

Thermische Charakterisierung einer PMSM mit Innenläufer unter Einbeziehung sich ändernder Umgebungsbedingungen/eingereicht von Thomas Josef Krainer BSc

TJ Krainer - 2024 - epub.jku.at
Zusammenfassung Im Rahmen dieser Arbeit wird ein thermisches Modell des Motors
haventic compact SYL4 der Firma Hanning erstellt, welches neben der Abschätzung …