Zheng Liu

ORCID: 0009-0003-0703-1643
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About
Contact & Profiles
Research Areas
  • Fault Detection and Control Systems
  • Machine Fault Diagnosis Techniques
  • Engineering Diagnostics and Reliability
  • Anomaly Detection Techniques and Applications

Nanjing Tech University
2023-2025

Faced with increasingly complex industrial data, standard machine learning algorithms struggle to effectively extract both linear and nonlinear features. In this study, an improved residual network (ResNet) called Residual Independent Multi-Channel Weighting (RMCW) tackle the nonlinear, temporally uncertain, unevenly distributed fault. Firstly, a strategy for constructing multi-channel vibration intrinsic mode function (IMF) images is designed obtain primary features by combing empirical...

10.1109/access.2023.3328906 article EN cc-by-nc-nd IEEE Access 2023-01-01
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