Fault detection and diagnosis of the electric motor drive and battery system of electric vehicles
Fault detection and diagnosis (FDD) is of utmost importance in ensuring the safety and
reliability of electric vehicles (EVs). The EV's power train and energy storage, namely the …
reliability of electric vehicles (EVs). The EV's power train and energy storage, namely the …
Machine learning-based stator current data-driven PMSM stator winding fault diagnosis
P Pietrzak, M Wolkiewicz - Sensors, 2022 - mdpi.com
Permanent magnet synchronous motors (PMSMs) have become one of the most important
components of modern drive systems. Therefore, fault diagnosis and condition monitoring of …
components of modern drive systems. Therefore, fault diagnosis and condition monitoring of …
Application of continuous wavelet transform and convolutional neural networks in fault diagnosis of PMSM stator windings
P Pietrzak, M Wolkiewicz - Bulletin of the Polish Academy of …, 2024 - yadda.icm.edu.pl
Efficiency, reliability, and durability play a key role in modern drive systems in line with the
Industry 4.0 paradigm and the sustainability trend. To ensure this, highly efficient motors and …
Industry 4.0 paradigm and the sustainability trend. To ensure this, highly efficient motors and …
Detection and Classification of Rolling Bearing Defects Using Direct Signal Processing with Deep Convolutional Neural Network
Currently, great emphasis is being placed on the electrification of means of transportation,
including aviation. The use of electric motors reduces operating and maintenance costs …
including aviation. The use of electric motors reduces operating and maintenance costs …
Convolutional Neural Networks Application in Current Sensors Fault Classification Mechanism in Permanent Magnet Synchronous Motor Drive System
K Jankowska, M Dybkowski - Available at SSRN 4955548 - papers.ssrn.com
In this article the possibilities of the Convolutional Neural Networks application to classify
stator current sensors faults in a vector-controlled drive with a Permanent Magnet …
stator current sensors faults in a vector-controlled drive with a Permanent Magnet …