| The emerging graph neural networks for intelligent fault diagnostics and prognostics: A guideline and a benchmark study T Li, Z Zhou, S Li, C Sun, R Yan, X Chen Mechanical Systems and Signal Processing 168, 108653, 2022 | 554 | 2022 |
| Variational attention-based interpretable transformer network for rotary machine fault diagnosis Y Li, Z Zhou, C Sun, X Chen, R Yan IEEE transactions on neural networks and learning systems 35 (5), 6180-6193, 2022 | 157 | 2022 |
| Physics informed neural networks for fault severity identification of axial piston pumps Z Wang, Z Zhou, W Xu, C Sun, R Yan Journal of Manufacturing Systems 71, 421-437, 2023 | 51 | 2023 |
| Time-varying trajectory modeling via dynamic governing network for remaining useful life prediction Z Zhou, T Li, Z Zhao, C Sun, X Chen, R Yan, J Jia Mechanical Systems and Signal Processing 182, 109610, 2023 | 49 | 2023 |
| Physics-constraint variational neural network for wear state assessment of external gear pump W Xu, Z Zhou, T Li, C Sun, X Chen, R Yan IEEE Transactions on Neural Networks and Learning Systems 35 (5), 5996-6006, 2022 | 44 | 2022 |
| Contrastive BiLSTM-enabled health representation learning for remaining useful life prediction Q Zhu, Z Zhou, Y Li, R Yan Reliability Engineering & System Safety 249, 110210, 2024 | 37 | 2024 |
| Life-cycle modeling driven by coupling competition degradation for remaining useful life prediction Y Li, Z Zhou, C Sun, J Peng, AK Nandi, R Yan Reliability Engineering & System Safety 238, 109480, 2023 | 36 | 2023 |
| Bayesian differentiable architecture search for efficient domain matching fault diagnosis Z Zhou, T Li, Z Zhang, Z Zhao, C Sun, R Yan, X Chen IEEE Transactions on Instrumentation and Measurement 70, 1-11, 2021 | 34 | 2021 |
| A deep reinforcement learning-driven multi-objective optimization and its applications on aero-engine maintenance strategy Z Wei, Z Zhao, Z Zhou, J Ren, Y Tang, R Yan Journal of Manufacturing Systems 74, 316-328, 2024 | 32 | 2024 |
| Wavelet-driven differentiable architecture search for planetary gear fault diagnosis Y Wang, Z Zhou, L Yang, RX Gao, R Yan Journal of Manufacturing Systems 74, 587-593, 2024 | 31 | 2024 |
| Wear state assessment of external gear pump based on system-level hybrid digital twin W Xu, Z Wang, Z Zhou, C Sun, R Yan, X Chen Mechanical Systems and Signal Processing 209, 111123, 2024 | 31 | 2024 |
| Multiscale deep attention Q network: A new deep reinforcement learning method for imbalanced fault diagnosis in gearboxes H Wang, Z Zhou, L Zhang, R Yan IEEE Transactions on instrumentation and measurement 73, 1-12, 2023 | 30 | 2023 |
| A remaining useful life prediction method of rolling bearings based on deep reinforcement learning G Zheng, Y Li, Z Zhou, R Yan IEEE Internet of Things Journal 11 (13), 22938-22949, 2024 | 29 | 2024 |
| An advanced pressure pulsation model for external gear pump W Xu, Z Wang, Z Zhou, C Sun, J Zhang, R Yan, X Chen Mechanical Systems and Signal Processing 187, 109943, 2023 | 28 | 2023 |
| A neural architecture search method based on gradient descent for remaining useful life estimation J Zhao, R Zhang, Z Zhou, S Chen, J Jin, Q Liu Neurocomputing 438, 184-194, 2021 | 22 | 2021 |
| Knowledge driven machine learning towards interpretable intelligent prognostics and health management: review and case study R Yan, Z Zhou, Z Shang, Z Wang, C Hu, Y Li, Y Yang, X Chen, RX Gao Chinese Journal of Mechanical Engineering 38 (1), 5, 2025 | 18 | 2025 |
| LogicLSTM: Logically-driven long short-term memory model for fault diagnosis in gearboxes E Hogea, DM Onchiş, R Yan, Z Zhou Journal of Manufacturing Systems 77, 892-902, 2024 | 17 | 2024 |
| Collaborative-sequential optimization for aero-engine maintenance based on multi-agent reinforcement learning Z Wei, Z Zhao, Z Zhou, R Yan Expert Systems with Applications 247, 123358, 2024 | 17 | 2024 |
| Transfer learning for prognostics and health management: Advances, challenges, and opportunities R Yan, W Li, S Lu, M Xia, Z Chen, Z Zhou, Y Li, J Lu Journal of Dynamics, Monitoring and Diagnostics, 60-82, 2024 | 16 | 2024 |
| Differentiable architecture search for aeroengine bevel gear fault diagnosis Z Zhou, T Li, Z Zhao, C Sun, R Yan, X Chen 2020 International Conference on Sensing, Measurement & Data Analytics in …, 2020 | 15 | 2020 |
