Abstract Approaches such as Cyber-Physical Systems (CPS), Internet of Things (IoT), Internet of Services (IoS), and Data Analytics have built a new paradigm called Industry 4.0 …
Intelligent data-driven machinery fault diagnosis methods have been successfully and popularly developed in the past years. While promising diagnostic performance has been …
Most existing deep learning (DL)-based health prognostic methods assume that the training and testing datasets are from identical machines operating under similar conditions …
Z Zhao, J Wu, T Li, C Sun, R Yan, X Chen - Chinese Journal of Mechanical …, 2021 - Springer
Abstract Prognostics and Health Management (PHM), including monitoring, diagnosis, prognosis, and health management, occupies an increasingly important position in reducing …
W Zhang, X Li, H Ma, Z Luo, X Li - Reliability Engineering & System Safety, 2021 - Elsevier
Intelligent data-driven system prognostic methods have been popularly developed in the recent years. Despite the promising results, most approaches assume the training and …
N Costa, L Sánchez - Reliability Engineering & System Safety, 2022 - Elsevier
A new method for evaluating aircraft engine monitoring data is proposed. Commonly, prognostics and health management systems use knowledge of the degradation processes …
W Zhang, X Li - Structural Health Monitoring, 2022 - journals.sagepub.com
Federated learning has been receiving increasing attention in the recent years, which improves model performance with data privacy among different clients. The intelligent fault …
Y Qin, D Chen, S Xiang, C Zhu - IEEE Transactions on Industrial …, 2020 - ieeexplore.ieee.org
In the mechatronic system, rolling bearing is a frequently used mechanical part, and its failure may result in serious accident and major economic loss. Therefore, the remaining …
Y Wei, D Wu, J Terpenny - Mechanical Systems and Signal Processing, 2023 - Elsevier
Bearings are commonly used to reduce friction between moving parts. Bearings may fail due to lubrication failure, contamination, corrosion, and fatigue. To prevent bearing failures, it is …