A review of artificial intelligence methods for condition monitoring and fault diagnosis of rolling element bearings for induction motor
The fault detection and diagnosis (FDD) along with condition monitoring (CM) and of rotating
machinery (RM) have critical importance for early diagnosis to prevent severe damage of …
machinery (RM) have critical importance for early diagnosis to prevent severe damage of …
Intelligent fault diagnosis of rotor-bearing system under varying working conditions with modified transfer convolutional neural network and thermal images
The existing intelligent fault diagnosis methods of rotor-bearing system mainly focus on
vibration analysis under steady operation, which has low adaptability to new scenes. In this …
vibration analysis under steady operation, which has low adaptability to new scenes. In this …
Advancements in condition monitoring and fault diagnosis of rotating machinery: A comprehensive review of image-based intelligent techniques for induction motors
Recently, condition monitoring (CM) and fault detection and diagnosis (FDD) techniques for
rotating machinery (RM) have witnessed substantial advancements in recent decades …
rotating machinery (RM) have witnessed substantial advancements in recent decades …
Infrared thermography-based fault diagnosis of induction motor bearings using machine learning
A Choudhary, D Goyal, SS Letha - IEEE Sensors Journal, 2020 - ieeexplore.ieee.org
Bearing is one of the most crucial parts in induction motor (IM) as a result there is a constant
call for effective diagnosis of bearing faults for reliable operation. Infrared thermography …
call for effective diagnosis of bearing faults for reliable operation. Infrared thermography …
An intelligent fault diagnosis method for rotor-bearing system using small labeled infrared thermal images and enhanced CNN transferred from CAE
Despite deep learning models can largely release the pressure of manual feature
engineering in intelligent fault diagnosis of rotor-bearing systems, their performance mostly …
engineering in intelligent fault diagnosis of rotor-bearing systems, their performance mostly …
Fault diagnosis of a rotor-bearing system under variable rotating speeds using two-stage parameter transfer and infrared thermal images
Current fault diagnosis methods for rotor-bearing systems are mostly based on analyzing the
vibration signals collected at steady rotating speeds. In those methods, the data collected …
vibration signals collected at steady rotating speeds. In those methods, the data collected …
Principal component analysis approach for detecting faults in rotary machines based on vibrational and electrical fused data
M Elsamanty, A Ibrahim, WS Salman - Mechanical Systems and Signal …, 2023 - Elsevier
Rotating machines are frequently used in industrial applications. However, due to their
severity, mechanical failures such as rotor imbalance, shaft imbalance, pulley imbalance …
severity, mechanical failures such as rotor imbalance, shaft imbalance, pulley imbalance …
Machine Learning‐Based Fault Diagnosis of Self‐Aligning Bearings for Rotating Machinery Using Infrared Thermography
A Mehta, D Goyal, A Choudhary… - Mathematical …, 2021 - Wiley Online Library
Bearings are considered as indispensable and critical components of mechanical
equipment, which support the basic forces and dynamic loads. Across different condition …
equipment, which support the basic forces and dynamic loads. Across different condition …
Predictive maintenance of power substation equipment by infrared thermography using a machine-learning approach
A variety of reasons, specifically contact issues, irregular loads, cracks in insulation,
defective relays, terminal junctions and other similar issues, increase the internal …
defective relays, terminal junctions and other similar issues, increase the internal …
Predictive monitoring of incipient faults in rotating machinery: a systematic review from data acquisition to artificial intelligence
Predictive maintenance is one of the major tasks in today's modern industries. All rotating
machines consisting of rotating elements such as gears, bearings etc are considered as the …
machines consisting of rotating elements such as gears, bearings etc are considered as the …