Y Xue, D Dou, J Yang - Measurement, 2020 - Elsevier
Because multi-fault vibration signals in rotating machinery are often more complicated than single faults, human-designed fault feature sets are not yet able to respond adequately to …
X Li, W Zhang, Q Ding, JQ Sun - Journal of Intelligent Manufacturing, 2020 - Springer
Intelligent machinery fault diagnosis system has been receiving increasing attention recently due to the potential large benefits of maintenance cost reduction, enhanced operation safety …
Fault diagnosis in rotating machinery is significant to avoid serious accidents; thus, an accurate and timely diagnosis method is necessary. With the breakthrough in deep learning …
C Wu, P Jiang, C Ding, F Feng, T Chen - Computers in Industry, 2019 - Elsevier
Fault diagnosis of rotating machinery plays a significant role in the reliability and safety of modern industrial systems. The traditional fault diagnosis methods usually need manually …
Fault diagnosis of rotating machinery is essential for maintaining system performance and ensuring the operation safety. Deep learning (DL) has been recently developed rapidly and …
F Jia, Y Lei, J Lin, X Zhou, N Lu - Mechanical systems and signal …, 2016 - Elsevier
Aiming to promptly process the massive fault data and automatically provide accurate diagnosis results, numerous studies have been conducted on intelligent fault diagnosis of …
Z Meng, X Guo, Z Pan, D Sun, S Liu - IEEE Access, 2019 - ieeexplore.ieee.org
Intelligent fault diagnosis has been widely used for mechanical fault diagnosis. Most intelligent diagnostic methods extract fault features from the frequency domain or other …
T Jin, C Yan, C Chen, Z Yang, H Tian, S Wang - Measurement, 2021 - Elsevier
Many recent studies on deep learning models have focused on increasing accuracy for mechanical fault data sets, while disregarding the influences of model complexity on …
Y Xie, T Zhang - Shock and Vibration, 2017 - Wiley Online Library
The analysis of vibration signals has been a very important technique for fault diagnosis and health management of rotating machinery. Classic fault diagnosis methods are mainly …