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  • Beijing Jiaotong University
  • Beijing, China

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liguge/README.md

❤️ Academic homepage

📫 Google scholar

📫 ResearchGate

📫 学术镜像

📫 WOS

📫 Scopus

🌱 My published papers:

  1. Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of Rolling BearingsCitation Count

    • Code Github stars
    • Paper
  2. IDSN: A one-stage Interpretable and Differentiable STFT domain adaptation Network for traction motor of high-speed trains cross-machine diagnosisCitation Count

    • Code Github stars (Coming soon!)
    • Paper
  3. Interpretable Physics-informed Domain Adaptation Paradigm for Cross-machine Transfer DiagnosisCitation Count

    • Code Github stars
    • Paper
  4. Interpretable modulated differentiable STFT and physics-informed balanced spectrum metric for freight train wheelset bearing cross-machine transfer fault diagnosis under speed fluctuationsCitation Count

    • Code Github stars
    • Paper Paper
  5. Journals of Prognostics and Health Management(智能故障诊断和寿命预测期刊)Github stars


$\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow$Publications during the master 's degree$\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow\Downarrow$

  1. Fault diagnosis for small samples based on attention mechanism Citation Count
    • Code Github stars
    • Paper
  2. 基于Laplace小波卷积和BiGRU的少量样本故障诊断方法
    • Code Github stars
    • Paper
  3. Rolling Bearing Sub-Health Recognition via Extreme Learning Machine Based on Deep Belief Network Optimized by Improved Fireworks Citation Count
    • CodeGithub stars
    • Paper

💬 Published papers that I try to reproduce(unofficial code)

  1. Deep Residual Shrinkage Networks for Fault Diagnosis. Paper CodeGithub stars

  2. A Rolling Bearing Fault Diagnosis Method Using Multi-Sensor Data and Periodic Sampling. Paper Code Github stars

  3. Deep discriminative transfer learning network for cross-machine fault diagnosis. Paper Code Github stars

  4. GTFE-Net: A Gramian Time Frequency Enhancement CNN for bearing fault diagnosis. Paper Code Github stars

  5. Capsule network for fault diagnosis. Paper Code Github stars

  6. Milling chatter recognition. Code

  7. A fault diagnosis method for rotating machinery based on CNN with mixed information. Paper Code Github stars

  8. CNN parameter design based on fault signal analysis and its application in bearing fault diagnosis. Paper Code Github stars

  9. Maximum mean square discrepancy: A new discrepancy representation metric for mechanical fault transfer diagnosis. Paper Code Github stars

  10. A blind deconvolution algorithm based on backward automatic differentiation and its application to rolling bearing fault diagnosis. Paper Code Github stars

  11. xLSTM for Intelligent Fault Diagnosis of Rolling Bearings. Code Github stars

  12. Variance discrepancy representation: A vibration characteristic-guided distribution alignment metric for fault transfer diagnosis. Paper Code Github stars

🌐 Follow Me

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ResearchGate

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⚡ Social

  • chaohe#bjtu.edu.cn
  • huantaihechao#163.com

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💻 Tech Stack

C C++ Java HTML5 MarkdownPython NumPy Pandas Plotly PyTorch scikit-learn SciPy Visual Studio Code

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  1. Journals-of-Prognostics-and-Health-Management Journals-of-Prognostics-and-Health-Management Public

    智能故障诊断和寿命预测期刊(Journals of Intelligent Fault Diagnosis and Remaining Useful Life)

    301 39

  2. EWSNet EWSNet Public

    Physics-informed Interpretable Wavelet Weight Initialization and Balanced Dynamic Adaptive Threshold for Intelligent Fault Diagnosis of Rolling Bearings pytorch

    Python 64 9

  3. WIDAN WIDAN Public

    Interpretable Physics-informed Domain Adaptation Paradigm for Cross-machine Transfer Fault Diagnosis (故障诊断)

    Python 17 3

  4. PyDSN PyDSN Public

    Interpretable modulated differentiable STFT and physics-informed balanced spectrum metric for freight train wheelset bearing cross-machine transfer fault diagnosis under speed fluctuations

    Python 9 1

  5. Fault-diagnosis-for-small-samples-based-on-attention-mechanism Fault-diagnosis-for-small-samples-based-on-attention-mechanism Public

    基于注意力机制的少量样本故障诊断 pytorch

    Python 201 12