Review of fault detection and diagnosis techniques for AC motor drives

MA Gultekin, A Bazzi - Energies, 2023 - mdpi.com
Condition monitoring in electric motor drives is essential for operation continuity. This article
provides a review of fault detection and diagnosis (FDD) methods for electric motor drives. It …

Experimental analysis of the current sensor fault detection mechanism based on neural networks in the PMSM drive system

K Jankowska, M Dybkowski - Electronics, 2023 - mdpi.com
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 …

Current Sensor Fault Detection and Identification for PMSM Drives Using Multi-Channel Global Maximum Pooling CNN

S Wu, G Ma, C Yao, Z Sun, S Xu - IEEE Transactions on Power …, 2024 - ieeexplore.ieee.org
The permanent magnet synchronous motors (PMSM) have been widely used in motor drive
applications. In the closed-loop control system, the current sensors play an essential role …

Classification of optoelectronic rotary encoder faults based on deep learning methods in permanent magnet synchronous motor drive system

K Jankowska, M Dybkowski - Electronics, 2023 - mdpi.com
This article presents the classification of optoelectronics encoder faults in a permanent
magnet synchronous motor (PMSM) drive system. This paper proposes the deep neural …

Classification of Speed Sensor Faults Based on Shallow Neural Networks

K Jankowska, M Dybkowski, V Petro, K Kyslan - Applied Sciences, 2023 - mdpi.com
Featured Application The proposed solution belongs to the group of fault-tolerant control
algorithms that are used in industrial drives. Systems of this type are particularly applicable …

Current sensor fault detection and compensation system for wound rotor synchronous motor based on neural networks

M Skowron, E Jamshidpour, K Teler… - … and Expo, Asia …, 2023 - ieeexplore.ieee.org
The article presents the idea of using an artificial neural network-based fault classification
system for the current sensor (CS) faults. The analysis includes a wound rotor synchronous …

Analysis of the stator current prediction capabilities in induction motor drive using the LSTM network

K Teler, T Orłowska-Kowalska - Power Electronics and Drives, 2023 - sciendo.com
In modern areas of knowledge related to electric drive automation, there is often a need to
predict the state variables of the drive system state variables, such as phase current and …

Fault detection model for a variable speed heat pump

S Boahen, KB Ofori-Amanfo, KO Amoabeng… - Journal of Engineering …, 2023 - Springer
The impact of the COVID pandemic has resulted in many people cultivating a remote
working culture and increasing building energy use. A reduction in the energy use of …

Experimental Validation of Current Sensors Fault Detection and Tolerant Control Strategy for Three-Phase Permanent Magnet Synchronous Motor Drives

Y Azzoug, R Pusca, M Sahraoui, T Ameid, R Romary - Machines, 2023 - mdpi.com
This paper presents the experimental validation of a Fault-Tolerant Control (FTC) system for
Permanent Magnet Synchronous Motor (PMSM) drives, specifically focusing on current …

Current Sensor Fault Diagnosis of DFIG Wind Turbines Using an Extended Kalman Filter Observer: Experimental Validation

M Abbas, H Chafouk, SAEM Ardjoun - IFAC-PapersOnLine, 2024 - Elsevier
This article deals with the diagnosis of faults in rotor current sensors in wind systems based
on the Doubly Fed Induction Generator (DFIG). An approach is developed to monitor rotor …