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Zeyi Liu

Ph.D. Candidate
Tsinghua University
liuzy21 (at) mails.tsinghua.edu.cn


Welcome to my personal homepage👋

I am currently a Ph.D. candidate in the Department of Automation, Tsinghua University. My research interests include online learning, explainable artificial intelligence, information fusion techniques, and their applications in multi-mode fault diagnosis and real-time safety assessment of dynamic systems. Currently, I focus on applying stream learning techniques under constrained annotations to the complex dynamic systems in industrial processes.

I obtained my B.E. degree with the School of Computer and Information Science at Southwest University. My major was computer science and technology. During my undergraduate studies, I served as a research assistant in the research groups of Prof. Y. Deng and Prof. F. Xiao, respectively, and carried out research work related to intelligent decision science. I was then recommended to pursue a Ph.D. degree in the Department of Automation at Tsinghua University directly, majoring in control science and control engineering. I am currently supervised by Prof. X. He and Prof. D.-H. Zhou from Department of Automation, Tsinghua University.

📖 Experience

📚 Research

Research Fields

Real-time Safety Assessment of Dynamic Systems in Non-stationary Environment

Multi-mode Fault Diagnosis of Dynamic Systems under Variable Operating Modes

Research Project

Research Statistics

📰 News

🎖 Honors

Selected Scholarships

Main Awards

📜 Services

Social Membership

Student Mentoring Assistance

Journal Reviewers

Conference Reviewers

Social Services

PC Member

Talks and Presentations

📝 Main Publications [Google Scholar][DBLP]

    Journals

  1. IEEE TIM
    Pengyu Han, Shijin Chen, Zeyi Liu, Xiao He* (*Corresponding author)
    IEEE Transactions on Instrumentation and Measurement

  2. IEEE TASE
    Zeyi Liu, Xiao He* (*Corresponding author)
    IEEE Transactions on Automation Science and Engineering

  3. DIB
    Shijin Chen, Zeyi Liu, Xiao He*, Dongliang Zou, Donghua Zhou (*Corresponding author)
    Data in Brief

  4. IEEE TNNLS
    Songqiao Hu, Zeyi Liu, Minyue Li, Xiao He* (*Corresponding author)
    IEEE Transactions on Neural Networks and Learning Systems

  5. IEEE TETCI
    Zeyi Liu, Tao Wen, Yong Deng*, and Hamido Fujita (*Corresponding author)
    IEEE Transactions on Emerging Topics in Computational Intelligence

  6. IEEE TCYB
    Xiao He, Zeyi Liu* (*Corresponding author)
    IEEE Transactions on Cybernetics

  7. IEEE TII
    Zeyi Liu, Chen Li, Xiao He* (*Corresponding author)
    IEEE Transactions on Industrial Informatics

  8. IEEE TASE
    Zeyi Liu, Jingfei Zhang, Xiao He* (*Corresponding author)
    IEEE Transactions on Automation Science and Engineering

  9. IEEE TR
    Xiao He*, Chen Li, Zeyi Liu (*Corresponding author)
    IEEE Transactions on Reliability

  10. IEEE TSMCA
    Zeyi Liu, Fuyuan Xiao*, Chin-Teng Lin, Zehong Cao (*Corresponding author)
    IEEE Transactions on Systems, Man, and Cybernetics: Systems

  11. IEEE TNNLS
    Zeyi Liu, Xiao He* (*Corresponding author)
    IEEE Transactions on Neural Networks and Learning Systems

  12. IEEE TIM
    Ming Xu, Guang Zeng, Yongjun Song, Yue Cao, Zeyi Liu, Xiao He* (*Corresponding author)
    IEEE Transactions on Instrumentation and Measurement

  13. IEEE TITS
    Zeyi Liu, Xiao He* (*Corresponding author)
    IEEE Transactions on Intelligent Transportation Systems

  14. IEEE TNNLS
    Zeyi Liu, Yi Zhang, Zhongjun Ding, Xiao He* (*Corresponding author)
    IEEE Transactions on Neural Networks and Learning Systems

  15. IEEE TCST
    Zeyi Liu, Jingfei Zhang, Xiao He*, Qinghua Zhang, Guoxi Sun, Donghua Zhou (*Corresponding author)
    IEEE Transactions on Control Systems Technology

  16. IEEE TFS
    Zeyi Liu, Yong Deng*, Ronald R. Yager (*Corresponding author)
    IEEE Transactions on Fuzzy Systems

  17. IEEE TIM
    Zeyi Liu, Yong Deng, Yi Zhang, Zhongjun Ding, Xiao He* (*Corresponding author)
    IEEE Transactions on Instrumentation and Measurement

  18. IEEE TSMCA
    Zeyi Liu, Fuyuan Xiao*, Chin-Teng Lin, Byeong Ho Kang, Zehong Cao (*Corresponding author)
    IEEE Transactions on Systems, Man, and Cybernetics: Systems

  19. INS
    Zeyi Liu, Xiao He, Yong Deng* (*Corresponding author)
    Information Sciences

  20. INS
    Ran Tao, Zeyi Liu, Rui Cai*, Kanghao Cheong (*Corresponding author)
    Information Sciences

  21. IJIS
    Zeyi Liu, Fuyuan Xiao* (*Corresponding author)
    International Journal of Intelligent Systems

  22. Conferences

  23. SAFEPROCESS 2023
    Zeyi Liu, Songqiao Hu, Xiao He* (*Corresponding author)
    2023 CAA Symposium on Fault Detection, Supervision, and Safety for Technical Processes

  24. CPCC 2023
    Chen Li, Zeyi Liu, Xiao He* (*Corresponding author)
    The 34th Chinese Process Control Conference

  25. CPCC 2022
    Mengfei Mao, Zeyi Liu, Xiao He* (*Corresponding author)
    The 33th Chinese Process Control Conference

  26. S-CUBE 2023
    Songqiao Hu, Zeyi Liu, Xiao He* (*Corresponding author)
    Proceedings of 13th EAI International Conference on Sensor Systems and Software

  27. Resources

      Datasets

    1. Toolkit
      THU-FDD Research Group
      Open-source Codes

    2. DATASETS
      THU-FDD Research Group, MCC5 Group Shanghai Co. LTD
      Open-source Dataset

    3. DATASETS
      THU-FDD Research Group
      Open-source Dataset

    4. DATASETS
      THU-FDD Research Group
      Open-source Dataset

    5. DATASETS
      THU-FDD Research Group
      Open-source Dataset

    6. DATASETS
      THU-FDD Research Group
      Open-source Dataset

    🖼️ Photo Wall

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    Graduate

    💬 Contact

    Address: Haidian District, Qinghuayuan Neighborhood, China
    Office Location: Central Main Building #415
    Email: liuzy21 (at) mails.tsinghua.edu.cn
    Wechat: 130-6830-0186
    Phone: (+86) 153-2163-8693




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