Towards Intelligent Operations and Maintenance: A Novel Failure Knowledge Graph Learning Framework

Research output

Research output per year 2025 2025 2026 2026

• 19 RGC 21 - Publication in refereed journal

Research output per year

Research output per year

Search results

• 2026

  Adaptive transformer boosted by temporal distribution analysis for soft sensing of industrial processes

  Zhu, F., Ding, Y., Feng, J., Yang, L., Li, L. & Xie, M., Oct 2026, In: Applied Soft Computing. 202, Part A, 24 p., 115674.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Polynomial Time 100%
  • Process Monitoring 100%
  • Historical Data 100%
  • Dynamic Programming Algorithm 100%
  • Point Detection 100%

• A distribution-free monitoring technique for covariate-regulated processes

  Liu, X., Wang, X., Lee, C. K. M. & Xie, M., 15 Jan 2026, (Online published) In: Journal of Quality Technology. 15 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Covariate 100%
  • Quantile 75%
  • Basis Function 50%
  • Multivariate Adaptive Regression Spline 50%
  • Gaussian Distribution 25%

  1   Link opens in a new tab Citation (Scopus)

• AeroGPT: Leveraging Large-Scale Audio Model for Aero-Engine Bearing Fault Diagnosis

  Liu, J., Peng, D., Wang, H., Liu, C., Li, Y.-F. & Xie, M., 12 Mar 2026, (Online published) In: IEEE Transactions on Cybernetics. 14 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Fault Diagnosis 100%
  • Postprocessing 40%
  • Interactivity 40%
  • Learning Approach 20%
  • Data Mining 20%

  3   Link opens in a new tab Citations (Scopus)

• A stochastic defender-attacker-defender model for smart system resilience enhancement against hybrid cyber-physical risks

  Yin, Z., Fang, C., Fang, Y. & Xie, M., 12 Feb 2026, (Online published) In: IISE Transactions.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Attackers 100%
  • Cyber Physical Systems 100%
  • Decision Maker 50%
  • Cyber Attack 50%
  • Information Technology 25%

• Bayesian Reliability Inference for Non-Linear Degradation Accelerated by Non-Arrhenius Mechanism With Application on O-Rings

  Chen, S., Liu, Q., Hu, Q. & Xie, M., 21 Jan 2026, (Online published) In: Quality and Reliability Engineering International. 16 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Approximation (Algorithm) 100%
  • Effective Approach 100%
  • Information Criterion 100%
  • Process Framework 100%
  • Historical Information 100%

  1   Link opens in a new tab Citation (Scopus)

• Expanding the cloud: An integrated optimization framework for distributed infrastructure scaling under uncertainty

  Ma, S., Li, J. & Xie, M., May 2026, In: Journal of Industrial Information Integration. 51, 19 p., 101109.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Optimization Framework 100%
  • Data Center 100%
  • Cloud Service Provider 100%
  • Distributed Infrastructure 100%
  • Electricity Price 100%

• Hierarchy-aware prompt tuning with bidirectional information propagation for failure data mining

  Ding, Y., Zhu, F., Zheng, P. & Xie, M., 19 Jul 2026, In: Knowledge-Based Systems. 347, 21 p., 116252.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Offshore Wind 100%
  • Uncertainty Modeling 50%
  • Decision Making 50%
  • Compressed Air Motors 50%
  • Bidirectional Layer 50%

• InsightX Agent: An LMM-Based Agentic Framework With Integrated Tools for Reliable X-Ray NDT Analysis

  Liu, J., Wang, H., Zhang, Y., Luo, X., Hu, J., Liu, Z. & Xie, M., 2026, In: IEEE Transactions on Reliability. 75, p. 1455-1468 14 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Interpretability 100%
  • Quality Management 100%
  • Quality Control 100%
  • Computational Efficiency 50%
  • Information Source 50%

  1   Link opens in a new tab Citation (Scopus)

• K-FDE: Kurtosis and Frequency Domain Enhanced Adaptive Feature Learning Framework for Intelligent Fault Diagnosis

  Wang, H., Luo, X., Liu, J., Huang, J., He, X. & Xie, M., 2026, In: IEEE Transactions on Reliability. 75, p. 2067-2078 12 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Feature Extraction 100%
  • Neural Network 33%
  • Deep Learning Method 33%
  • Fourier Transform 33%
  • Critical Frequency 25%

• Large models for battery prognostics and health management: A review and future roadmap

  Liu, J., Wang, H., Wang, W., Zhu, R., Wang, Q. & Xie, M., Oct 2026, In: Renewable and Sustainable Energy Reviews. 239, 17 p., 117120.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Interpretability 100%
  • Computational Efficiency 50%
  • Application Model 50%
  • Domain Knowledge 50%
  • Enabling System 50%

• Order-adaptive subspace scale learning for unsupervised anomaly detection under time-varying rotational speed conditions

  Wang, W., Wang, H., Cai, X. & Xie, M., 15 Mar 2026, In: Mechanical Systems and Signal Processing. 248, 19 p., 114001.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Experimental Result 100%
  • Operating Condition 100%
  • Conventional Method 100%
  • Anomaly Detection 100%
  • Frequency Feature 100%

  1   Link opens in a new tab Citation (Scopus)

• SMD-xLSTM-TSMixer: A deep learning framework with wave-age modulation for wave height forecasting

  Si, G., Xie, M., Zhang, F., Xia, T. & Xi, L., 15 Jun 2026, In: Ocean Engineering. 358, Part 1, 125694.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Learning Framework 100%
  • Long Short-Term Memory Network 100%
  • Deep Learning Method 100%
  • Neural Network 50%
  • Experimental Result 50%

• 2025

  Advancing Industrial Data Augmentation in AIGC Era: From Foundations to Frontier Applications

  Jiang, X., Zheng, C., Zhuo, Y., Kong, X., Ge, Z., Song, Z. & Xie, M., 2025, In: IEEE Transactions on Instrumentation and Measurement. 74, 3543522.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Data Augmentation 100%
  • AI-Generated Content 100%
  • Industrial System 12%
  • Fault Diagnosis 12%
  • Interpolation 12%

  35   Link opens in a new tab Citations (Scopus)

• A failure knowledge graph learning framework for offshore wind turbines with incomplete knowledge

  Ding, Y., Zhu, F., Li, H., Parlikad, A. K. & Xie, M., Jun 2025, In: Renewable and Sustainable Energy Reviews. 215, 115561.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  Open Access

  File

  • Offshore Wind Turbines 100%
  • Knowledge Graph 100%
  • Failure Data 50%
  • Safe Operation 33%
  • Compressed Air Motors 16%

  8   Link opens in a new tab Citations (Scopus)

  116 Downloads (CityUHK Scholars)

• Applications of domain generalization to machine fault diagnosis: A survey

  Chen, Y., Zhang, D., Yan, R. & Xie, M., Oct 2025, In: IEEE/CAA Journal of Automatica Sinica. 12, 10, p. 1963-1984 22 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Fault Diagnosis 100%
  • Deep Learning Method 100%
  • Data Distribution 20%
  • Learning Mechanism 20%
  • Operating Condition 20%

  50   Link opens in a new tab Citations (Scopus)

• A variational Bayesian deep reinforcement learning approach for resilient post-disruption recovery of distribution grids

  Yin, Z., Fang, C., Fang, Y. & Xie, M., May 2025, In: Reliability Engineering and System Safety. 257, Part A, 110840.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Learning Approach 100%
  • Deep Reinforcement Learning 100%
  • Distribution Grid 100%
  • Deep Q-Network 66%
  • Case Study 33%

  18   Link opens in a new tab Citations (Scopus)

• Domain Perturbation With Uncertainty for Bearing Fault Diagnosis Under Unseen Conditions

  Chen, Y., Zhang, D., Yan, R., Xie, M. & Xuan, Q., Oct 2025, In: IEEE Transactions on Cybernetics. 55, 10, p. 4956-4966 11 p.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Fault Diagnosis 100%
  • Domain Adaptation 66%
  • Fault Information 66%
  • Experimental Result 33%
  • Generalization Performance 33%

  8   Link opens in a new tab Citations (Scopus)

• FESD: Feature-Enhanced Structured-State-Space Diffusion Model for Battery SOH Prediction and Imputation

  Wang, Q., Xie, M., Wang, R. & Mo, H., 2025, In: IEEE Transactions on Instrumentation and Measurement. 74, 13 p., 2544113.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • State Space 100%
  • Diffusion Model 100%
  • State of Health 100%
  • Transfer of Learning 100%
  • Transfer Learning 100%

  6   Link opens in a new tab Citations (Scopus)

• Graph-based reliability evaluation of a reconfigurable multi-stage system using sequential unconnected path sets

  Yang, L., Wang, J. & Xie, M., Sept 2025, In: Reliability Engineering and System Safety. 261, 111093.

  Research output: Journal Publications and Reviews › RGC 21 - Publication in refereed journal › peer-review

  • Computational Cost 100%
  • Modern Industry 100%
  • Computation Cost 100%
  • Probability Estimation 100%
  • Backtracking 100%

  78   Link opens in a new tab Citations (Scopus)