Early detection of faults in induction motors—A review

T Garcia-Calva, D Morinigo-Sotelo… - Energies, 2022 - mdpi.com
There is an increasing interest in improving energy efficiency and reducing operational costs
of induction motors in the industry. These costs can be significantly reduced, and the …

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 …

DCNN-based multi-signal induction motor fault diagnosis

S Shao, R Yan, Y Lu, P Wang… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Deep learning (DL) architecture, which exploits multiple hidden layers to learn hierarchical
representations automatically from massive input data, presents a promising tool for …

Intelligent fault diagnosis for rotary machinery using transferable convolutional neural network

Z Chen, K Gryllias, W Li - IEEE Transactions on Industrial …, 2019 - ieeexplore.ieee.org
Deep neural networks present very competitive results in mechanical fault diagnosis.
However, training deep models require high computing power while the performance of …

Incipient winding fault detection and diagnosis for squirrel-cage induction motors equipped on CRH trains

Y Wu, B Jiang, Y Wang - ISA transactions, 2020 - Elsevier
Stator/rotor winding faults are the common faults in squirrel-cage induction motor systems,
which motivates the study of incipient fault detection and isolation (IFDI) to improve the …

Diagnosis of stator fault severity in induction motor based on discrete wavelet analysis

A Almounajjed, AK Sahoo, MK Kumar - Measurement, 2021 - Elsevier
This research puts forward a novel approach by proposing mathematical equations to
estimate the fault intensity index in induction motor with stator inter-turn short circuit (ITSC) …

A PCA and two-stage Bayesian sensor fusion approach for diagnosing electrical and mechanical faults in induction motors

A Stief, JR Ottewill, J Baranowski… - IEEE Transactions on …, 2019 - ieeexplore.ieee.org
Induction motors are widely used in industrial plants for critical operations. Stator faults,
bearing faults, or rotor faults can lead to unplanned downtime with associated cost and …

Incipient interturn fault detection and severity evaluation in electric drive system using hybrid HCNN-SVM based model

F Husari, J Seshadrinath - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
The importance of induction motor (IM) drives in industrial applications, especially in the
renewable energy sector is unarguable due to their fast-dynamic response. Their monitoring …

Remote sensing analysis of the surface urban heat island effect in vitoria-gasteiz, 1985 to 2021

CL Errea, CR Almeida, A Gonçalves, AC Teodoro - Remote Sensing, 2023 - mdpi.com
Vitoria-Gasteiz has taken several urban greening actions such as the introduction of a ring of
parks that connect the city's surroundings, a sustainable mobility plan, and urban green …

Recent developments towards industry 4.0 oriented predictive maintenance in induction motors

M Drakaki, YL Karnavas, P Tzionas… - Procedia computer …, 2021 - Elsevier
Predictive maintenance (PdM) for smart manufacturing and Industry 4.0 has been
associated with manufacturing intelligence supported by Artificial Intelligence (AI) …