Data driven temperature estimation of pmsm with regression models

P Sharma, A Vijayvargiya, B Singh… - … Conference on Power …, 2022 - ieeexplore.ieee.org
Monitoring temperature parameters in Permanent Magnet Surface Machine (PMSM) is
crucial since the machine possesses applications in several diverse areas, for instance …

[PDF][PDF] Temperature Estimation in Permanent Magnet Synchronous Motor (PMSM) Components using Machine Learning

K Anuforo - 2020 - norma.ncirl.ie
The ubiquitous adoption of permanent magnet synchronous motors (PMSMs) as the electric
motors of choice for traction drive applications especially in manufacturing and the electric …

Deep neural network modeling for accurate electric motor temperature prediction

S Hosseini, A Shahbandegan… - 2022 IEEE Canadian …, 2022 - ieeexplore.ieee.org
Electric motors are becoming widely used in many different applications, such as electric
cars, and turbines. Measuring the temperature of internal components of an electric motor …

Global identification of a low-order lumped-parameter thermal network for permanent magnet synchronous motors

O Wallscheid, J Böcker - IEEE Transactions on Energy …, 2015 - ieeexplore.ieee.org
Monitoring critical temperatures in permanent magnet synchronous motors (PMSM) is
essential to prevent device failures or excessive motor life-time reduction due to thermal …

[PDF][PDF] Forecasting Temperatures of a Synchronous Motor with Permanent Magnets Using Machine Learning.

O Soprun, M Bublyk, Y Matseliukh, V Andrunyk… - MoMLeT+ DS, 2020 - ceur-ws.org
This project is based on the data set that comprises several sensor data collected from a
PMSM deployed on a test bench. The PMSM represents a German OEM's prototype model …

Data-driven permanent magnet temperature estimation in synchronous motors with supervised machine learning: A benchmark

W Kirchgässner, O Wallscheid… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
Monitoring the magnet temperature in permanent magnet synchronous motors (PMSMs) for
automotive applications is a challenging task for several decades now, as signal injection or …

Real-time AI-based temperature estimation of small electric drives

SF Sarcheshmeh, SE Asmussen… - IKMT 2022; 13. GMM …, 2022 - ieeexplore.ieee.org
This work shows how methods based on artificial intelligence (AI) can contribute to a
suitable real-time temperature estimation in small electric drives. The safe operation and …

Empirical evaluation of exponentially weighted moving averages for simple linear thermal modeling of permanent magnet synchronous machines

W Kirchgässner, O Wallscheid… - 2019 IEEE 28th …, 2019 - ieeexplore.ieee.org
Permanent magnet synchronous machines (PMSMs) are a popular choice in many traction
drive applications due to their high energy and power density and moderate assembly costs …

Estimation of the Magnet Temperature via a Lumped Parameter Thermal Network in Real Time for the Control of PMSM

AI Ramones, C Monissen, Z Wang… - 2022 European Control …, 2022 - ieeexplore.ieee.org
Interior Permanent Magnet Synchronous Machines (IPMSMs) are the preferred choice for
battery electric vehicles. Knowledge of the permanent magnet temperatures is crucial for …

Temperature estimation of a PMSM using a feed-forward neural network

S Schüller, M Azeem, A Von Hoegen… - … and Systems (ICEMS …, 2022 - ieeexplore.ieee.org
Temperature monitoring of electrical machines is crucial to exploit the full potential of the
machine while protecting it against thermal overload. Accordingly, the development of …