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 …

In this paper, a current sensor fault detection mechanism based on multilayer perceptron
(MLP) in a permanent magnet synchronous motor (PMSM) drive system is presented. The …

This article presents the classification of optoelectronics encoder faults in a permanent
magnet synchronous motor (PMSM) drive system. This paper proposes the deep neural …

The power converters integrated with active power decoupling (APD) may handle the ripple
power in dc link and then reduce the volume of the filter capacitor dramatically. Generally …

Featured Application The detection system described in the paper can be successfully
implemented in industrial drive systems with PMSM motors in order to increase their safety …

The machine's health should be continuously monitored, or a test should be applied on a
regular basis to predict failure before fatal damage is incurred. Unexpected failures …

Abstract Permanent Magnet Synchronous Motors (PMSM) constitute a continuously
expanding technology in recent years applied in many emerging electric drive applications …

This paper investigates steady state and transient performance analysis of BLDC motor by
using PI and PID controller. The torque in BLDC motor is produced with effect of magnetic …

Aiming at the characteristics of non-smooth, non-linear, multi-source heterogeneity, low
density of value and unevenness of fault data collected by the online monitoring equipment …

Today, interest in PMSM (Permanent Magnet Synchronous Motor) has risen due to their
applications in various fields ranging from industries to aeronautical and military purposes …