Small sample gearbox fault diagnosis based on improved deep forest in noisy environments

Highly Accurate Machine Fault Diagnosis Using Deep Transfer Learning

Siyu Shao, Stephen McAleer, Ruqiang Yan et al. · IEEE Transactions on Industrial Informatics · 2018 · 1.5K citations

Fault Diagnosis, Engineering, Machine Learning +12

Deep forest

Zhi‐Hua Zhou, Ji Feng · National Science Review · 2018 · 714 citations · Full text

Artificial Intelligence, Deep Neural Networks, Engineering +12

Deep learning algorithms for rotating machinery intelligent diagnosis: An open source benchmark study

Zhibin Zhao, Tianfu Li, Jingyao Wu et al. · ISA Transactions · 2020 · 593 citations · Full text

Artificial Intelligence, Engineering, Machine Learning +9

The emerging graph neural networks for intelligent fault diagnostics and prognostics: A guideline and a benchmark study

Tianfu Li, Zheng Zhou, Sinan Li et al. · Mechanical Systems and Signal Processing · 2021 · 548 citations

Fault Diagnosis, Reliability Engineering, Graph Neural Networks +14

LiConvFormer: A lightweight fault diagnosis framework using separable multiscale convolution and broadcast self-attention

Shen Yan, Haidong Shao, Jie Wang et al. · Expert Systems with Applications · 2023 · 294 citations

Broadcast Self-attention, Fault Diagnosis, Engineering +12