Y Hu, X Miao, Y Si, E Pan, E Zio - Reliability Engineering & System Safety, 2022 - Elsevier
Prognostics and health management (PHM) is an enabling technology used to maintain the reliable, efficient, economic and safe operation of engineering equipment, systems and …
Fault diagnosis is efficient to improve the safety, reliability, and cost-effectiveness of industrial machinery. Deep learning has been extensively investigated in fault diagnosis …
J Qian, Z Song, Y Yao, Z Zhu, X Zhang - Chemometrics and Intelligent …, 2022 - Elsevier
Process monitoring technologies play a key role in maintaining the steady state of industrial processes. However, with the increasing complexity of modern industrial processes …
Deep learning-based bearing fault diagnosis has been systematically studied in recent years. However, the success of most of these methods relies heavily on massive labeled …
Z Yang, B Xu, W Luo, F Chen - Measurement, 2022 - Elsevier
With the increase of the scale and complexity of mechanical equipment, traditional intelligent fault diagnosis (IFD) based on shallow machine learning methods is unable to meet the …
T Xie, X Huang, SK Choi - IEEE Transactions on Industrial …, 2021 - ieeexplore.ieee.org
Diagnosis of mechanical faults in manufacturing systems is critical for ensuring safety and saving costs. With the development of data transmission and sensor technologies …
S Luo, X Huang, Y Wang, R Luo, Q Zhou - Knowledge-Based Systems, 2022 - Elsevier
Deep transfer learning algorithm is regarded as a promising method to address the issue of rolling bearing fault diagnosis with limited labeled data. Stacked autoencoder (SAE) has …
L Zuo, F Xu, C Zhang, T Xiahou, Y Liu - Reliability Engineering & System …, 2022 - Elsevier
Effective fault diagnosis is a crucial way to reduce the occurrence of severe damages of many industrial products. With the increasing amount of condition monitoring data, deep …
L Sun, J Liang, C Zhang, D Wu… - IEEE Transactions on …, 2023 - ieeexplore.ieee.org
Deep learning-based time series classification in 6G-supported Intelligent Transportation Systems (ITS) helps transport decision-making. Deep learning classifier training …