Artificial intelligence-based technique for fault detection and diagnosis of EV motors: A review
W Lang, Y Hu, C Gong, X Zhang, H Xu… - IEEE Transactions on …, 2021 - ieeexplore.ieee.org
The motor drive system plays a significant role in the safety of electric vehicles as a bridge
for power transmission. Meanwhile, to enhance the efficiency and stability of the drive …
for power transmission. Meanwhile, to enhance the efficiency and stability of the drive …
Inverter-Fed Motor Drive System: A Systematic Analysis of Condition Monitoring and Practical Diagnostic Techniques
Due to their efficiency and control capabilities, induction motors fed with inverters have
become prevalent in various industrial applications. However, ensuring the reliable …
become prevalent in various industrial applications. However, ensuring the reliable …
Feature knowledge based fault detection of induction motors through the analysis of stator current data
T Yang, H Pen, Z Wang… - IEEE Transactions on …, 2016 - ieeexplore.ieee.org
The fault detection of electrical or mechanical anomalies in induction motors has been a
challenging problem for researchers over decades to ensure the safety and economic …
challenging problem for researchers over decades to ensure the safety and economic …
Stator fault analysis of three-phase induction motors using information measures and artificial neural networks
The three-phase induction motors are considered one of the most important elements of the
industrial process. However, in this environment, these machines are subject to electrical …
industrial process. However, in this environment, these machines are subject to electrical …
Early fault detection in induction motors using AdaBoost with imbalanced small data and optimized sampling
I Martin-Diaz, D Morinigo-Sotelo… - IEEE Transactions …, 2016 - ieeexplore.ieee.org
Intelligent fault detection in induction motors (IMs) is a widely studied research topic. Various
artificial-intelligence-based approaches have been proposed to deal with a large amount of …
artificial-intelligence-based approaches have been proposed to deal with a large amount of …
State-of-the-art techniques for fault diagnosis in electrical machines: advancements and future directions
Electrical machines are prone to various faults and require constant monitoring to ensure
safe and dependable functioning. A potential fault in electrical machinery results in …
safe and dependable functioning. A potential fault in electrical machinery results in …
A comprehensive evaluation of intelligent classifiers for fault identification in three-phase induction motors
Three-phase induction motors are the key elements of electromechanical energy conversion
for a variety of industrial sectors. The ability to identify motor faults before they occur can …
for a variety of industrial sectors. The ability to identify motor faults before they occur can …
State of the art and trends in the monitoring, detection and diagnosis of failures in electric induction motors
Despite the complex mathematical models and physical phenomena on which it is based,
the simplicity of its construction, its affordability, the versatility of its applications and the …
the simplicity of its construction, its affordability, the versatility of its applications and the …
Convolutional neural network and motor current signature analysis during the transient state for detection of broken rotor bars in induction motors
M Valtierra-Rodriguez, JR Rivera-Guillen… - Sensors, 2020 - mdpi.com
Although induction motors (IMs) are robust and reliable electrical machines, they can suffer
different faults due to usual operating conditions such as abrupt changes in the mechanical …
different faults due to usual operating conditions such as abrupt changes in the mechanical …
Application of intelligent tools to detect and classify broken rotor bars in three‐phase induction motors fed by an inverter
WF Godoy, IN da Silva, A Goedtel… - IET Electric Power …, 2016 - Wiley Online Library
A comprehensive study of intelligent tools used to classify broken rotor bars in induction
motors, which operate with three different types of frequency inverters, is presented. The …
motors, which operate with three different types of frequency inverters, is presented. The …