Standout Papers

Applications of machine learning to machine fault diagnosis: A revie... 2017 2026 2020 2023 1.8k
  1. Applications of machine learning to machine fault diagnosis: A review and roadmap (2020)
    Yaguo Lei, Bin Yang et al. Mechanical Systems and Signal Processing
  2. Machinery health prognostics: A systematic review from data acquisition to RUL prediction (2017)
    Yaguo Lei, Naipeng Li et al. Mechanical Systems and Signal Processing
  3. A Hybrid Prognostics Approach for Estimating Remaining Useful Life of Rolling Element Bearings (2018)
    Biao Wang, Yaguo Lei et al. IEEE Transactions on Reliability
  4. Deep Convolutional Transfer Learning Network: A New Method for Intelligent Fault Diagnosis of Machines With Unlabeled Data (2018)
    Liang Guo, Yaguo Lei et al. IEEE Transactions on Industrial Electronics
  5. A recurrent neural network based health indicator for remaining useful life prediction of bearings (2017)
    Liang Guo, Naipeng Li et al. Neurocomputing
  6. An Improved Exponential Model for Predicting Remaining Useful Life of Rolling Element Bearings (2015)
    Naipeng Li, Yaguo Lei et al. IEEE Transactions on Industrial Electronics
  7. A Model-Based Method for Remaining Useful Life Prediction of Machinery (2016)
    Yaguo Lei, Naipeng Li et al. IEEE Transactions on Reliability
  8. Deep separable convolutional network for remaining useful life prediction of machinery (2019)
    Biao Wang, Yaguo Lei et al. Mechanical Systems and Signal Processing
  9. Applications of stochastic resonance to machinery fault detection: A review and tutorial (2019)
    Zijian Qiao, Yaguo Lei et al. Mechanical Systems and Signal Processing
  10. Machinery health indicator construction based on convolutional neural networks considering trend burr (2018)
    Liang Guo, Yaguo Lei et al. Neurocomputing
  11. Recurrent convolutional neural network: A new framework for remaining useful life prediction of machinery (2019)
    Biao Wang, Yaguo Lei et al. Neurocomputing
  12. Subdomain Adaptation Transfer Learning Network for Fault Diagnosis of Roller Bearings (2021)
    Zhijian Wang, Xinxin He et al. IEEE Transactions on Industrial Electronics
  13. Intelligent Machinery Fault Diagnosis With Event-Based Camera (2023)
    Xiang Li, Yaguo Lei et al. IEEE Transactions on Industrial Informatics
  14. Dynamic Vision-Based Machinery Fault Diagnosis with Cross-Modality Feature Alignment (2024)
    Xiang Li, Yaguo Lei et al. IEEE/CAA Journal of Automatica Sinica

Immediate Impact

70 standout
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Citing Papers

Few-shot fault diagnosis of axial piston pump based on prior knowledge-embedded meta learning vision transformer under variable operating conditions
2025 Standout
Toward an AI Era: Advances in Electronic Skins
2024 Standout
1 intermediate paper

Works of Naipeng Li being referenced

Targeted transfer learning through distribution barycenter medium for intelligent fault diagnosis of machines with data decentralization
2023
Applications of machine learning to machine fault diagnosis: A review and roadmap
2020 Standout
and 2 more

Author Peers

Author Last Decade Papers Cites
Naipeng Li 8648 5177 2290 2547 76 11.0k
Liang Guo 4532 3011 1119 1403 120 6.4k
Feng Jia 5775 3520 475 2079 39 7.3k
Haidong Shao 7283 4293 327 2484 118 9.0k
Chuang Sun 4670 2596 459 1343 109 6.4k
Baoping Tang 5093 3196 420 1616 198 7.0k
Yaguo Lei 17965 12172 2995 5827 186 23.4k
Jing Lin 12366 11076 1583 4960 270 19.0k
Baoping Cai 3089 2614 1075 1268 225 7.8k
Steven X. Ding 19314 5392 985 1107 383 22.3k
Yanyang Zi 6382 4625 343 2314 163 8.3k

All Works

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2026