Variable speed induction motors' fault detection based on transient motor current signatures analysis: A review

MF Yakhni, S Cauet, A Sakout, H Assoum… - … Systems and Signal …, 2023 - Elsevier
Induction motor is a major component in the industrial sector. It is experiencing great
development concerning size, market share, and technological design. Any sudden failure …

Technology development and commercial applications of industrial fault diagnosis system: a review

C Liu, A Cichon, G Królczyk, Z Li - The International Journal of Advanced …, 2021 - Springer
Machinery will fail due to complex and tough working conditions. It is necessary to apply
reliable monitoring technology to ensure their safe operation. Condition-based maintenance …

Inter-turn fault detection of induction motors using a method based on spectrogram of motor currents

T Ghanbari, A Mehraban, E Farjah - Measurement, 2022 - Elsevier
Steady-state signatures seem more reliable than incipient fault signatures for detection of
inter-turn short circuit (ITSC) fault in induction motors (IMs). An efficient detection approach is …

A neural network-based model for MCSA of inter-turn short-circuit faults in induction motors and its power hardware in the loop simulation

A Mejia-Barron, G Tapia-Tinoco… - Computers & Electrical …, 2021 - Elsevier
Induction motors (IMs) are one of the most commonly used rotating machines in industry. In
order to avoid downtimes and economical losses, development of condition monitoring …

New method for spectral leakage reduction in the FFT of stator currents: Application to the diagnosis of bar breakages in cage motors working at very low slip

R Puche-Panadero, J Martinez-Roman… - IEEE Transactions …, 2021 - ieeexplore.ieee.org
Motor current signature analysis has become a widespread fault diagnosis technique for
induction machines (IMs), because it is noninvasive and requires low resources of hardware …

Fault diagnosis of rotor broken bar in induction motor based on successive variational mode decomposition

X Liu, Y Yan, K Hu, S Zhang, H Li, Z Zhang, T Shi - Energies, 2022 - mdpi.com
When an induction motor is running at stable speed and low slip, the fault signal of the
induction motor's broken bar faults are easily submerged by the power frequency (50 Hz) …

Induction Motor Stator Winding Inter-Tern Short Circuit Fault Detection Based on Start-Up Current Envelope Energy

L Chen, J Shen, G Xu, C Chi, Q Feng, Y Zhou, Y Deng… - Sensors, 2023 - mdpi.com
Inter-turn short circuit (ITSC) is a common fault in induction motors. However, it is
challenging to detect the early stage of ITSC fault. To address this issue, this paper proposes …

Convolutional neural networks for automated rolling bearing diagnostics in induction motors based on electromagnetic signals

M Minervini, ME Mognaschi, P Di Barba, L Frosini - Applied Sciences, 2021 - mdpi.com
Bearing faults account for over 40% of induction motor faults, and for this reason, for several
decades, much attention has been paid to their condition monitoring, through vibration …

A Novel Bearing Fault Diagnosis Methodology Based on SVD and One‐Dimensional Convolutional Neural Network

Y Wang, S Huang, J Dai, J Tang - Shock and Vibration, 2020 - Wiley Online Library
This paper constructs a novel network structure (SVD‐1DCNN) based on singular value
decomposition (SVD) and one‐dimensional convolutional neural network (1DCNN), which …

Diagnosis of rotor asymmetries faults in induction machines using the rectified stator current

R Puche-Panadero, J Martinez-Roman… - IEEE Transactions …, 2019 - ieeexplore.ieee.org
Fault diagnosis of induction motors through the analysis of the stator current is increasingly
being used in maintenance systems, because it is non-invasive and has low requirements of …