A systematic overview of health indicator construction methods for rotating machinery

J Zhou, J Yang, Y Qin - Engineering Applications of Artificial Intelligence, 2024 - Elsevier
Rotating machinery plays a vital role in the industrial sector, and ensuring its health status is
crucial for operational efficiency and safety. The construction of accurate health indicators …

A novel spiking graph attention network for intelligent fault diagnosis of planetary gearboxes

S Cao, H Li, K Zhang, C Yang, W Xiang… - IEEE Sensors …, 2023 - ieeexplore.ieee.org
As an essential component in the power transmission system of rotating machinery,
planetary gearboxes are often subjected to extreme operating conditions, including heavy …

MC-ABDS: A system for low SNR fault diagnosis in industrial production with intense overlapping and interference

H Yin, H Xu, H Zhang, J Wang, X Fang - Applied Acoustics, 2025 - Elsevier
Planetary gearboxes are vital in industrial production due to their large transmission ratios.
Therefore, accurate fault diagnosis of planetary gearboxes is crucial. However, in industrial …

Semisupervised fault diagnosis of gearbox using weighted graph-based label propagation and virtual adversarial training

D Shan, C Cheng, L Li, Z Peng… - IEEE Transactions on …, 2022 - ieeexplore.ieee.org
Fault diagnosis of gearbox is essential for the safe operation of the modern industrial
system. Recently, supervised deep learning (DL)-based approaches have rapidly …

Strategy for detection and suppression of random impulse interferences in gearbox vibration signals

S Cao, H Li, K Zhang, C Yang, W Xiang - IEEE Sensors Journal, 2023 - ieeexplore.ieee.org
Vibration monitoring using feature parameters like kurtosis is a key early warning indicator
for assessing gearbox health in industrial equipment. However, gearboxes in heavy …

An envelope time synchronous averaging for wind turbine gearbox fault diagnosis

W Touti, M Salah, S Sheng, K Bacha - Journal of Vibration Engineering & …, 2024 - Springer
Purpose Vibration-based condition monitoring techniques are widely used for diagnosing
faults in rotating machines. These techniques are implemented in the time domain, the …

Local damage identification and nowcasting of mooring system using a noise-robust ConvMamba architecture

Y Mao, M Duan, H Men, M Zheng - Mechanical Systems and Signal …, 2025 - Elsevier
Monitoring and nowcasting of mooring line are of paramount significance for maintaining the
stability of floating structure. Recently, data-driven approaches for mooring monitoring have …

Current signal analysis using SW-GAT networks for fault diagnosis of electromechanical drive systems under extreme data imbalance

C Wang, F zhou, R Wang, L Wang… - … Science and Technology, 2024 - iopscience.iop.org
In complex industrial environments, ensuring the safe operation and effective maintenance
of electromechanical equipment is of paramount importance. Intelligent fault diagnosis …