ACWGAN-GP for milling tool breakage monitoring with imbalanced data

Generative adversarial networks for data augmentation in machine fault diagnosis

Siyu Shao, Pu Wang, Ruqiang Yan · Computers in Industry · 2019 · 518 citations

Artificial Intelligence, Data Augmentation, Engineering +7

Machinery fault diagnosis with imbalanced data using deep generative adversarial networks

Xiang Li · Measurement · 2019 · 342 citations

Artificial Intelligence, Fault Diagnosis, Imbalanced Data +10

Intelligent Fault Diagnosis Method Based on Full 1-D Convolutional Generative Adversarial Network

Qingwen Guo, Yibin Li, Song Yan et al. · IEEE Transactions on Industrial Informatics · 2019 · 245 citations

Artificial Intelligence, Fault Diagnosis, Data-driven Fault Diagnosis +15

Imbalanced data fault diagnosis of rotating machinery using synthetic oversampling and feature learning

Yuyan Zhang, Xinyu Li, Liang Gao et al. · Journal of Manufacturing Systems · 2018 · 219 citations

Fault Diagnosis, Condition Monitoring, Engineering +11

Data synthesis using deep feature enhanced generative adversarial networks for rolling bearing imbalanced fault diagnosis

Shaowei Liu, Hongkai Jiang, Zhenghong Wu et al. · Mechanical Systems and Signal Processing · 2021 · 217 citations

Fault Diagnosis, Engineering, Machine Learning +8