Dr Bin Liu
Senior Lecturer
Management Science
Personal statement
I am a Senior Lecturer (Associate Professor) in the Department of Management Science. I joined Strathclyde in Jan 2019 as a Lecturer. Before that I was working as a Postdoctoral Fellow in the University of Waterloo, Canada. I received the BE degree in automation from Zhejiang University, China, and the PhD degree in industrial engineering from City University of Hong Kong, Hong Kong. My rsearch interests include risk & reliability analysis, intelligent asset management, decision making under uncertainty, and data analytics. I focus on developing new methods to solve real problems, with applications in a variety of industries, including manufacturing, utility (water, transportation, infrastructure), and energy.
I am willing to accept PhD students. If you are interested in my research, please send me your CV and transcripts.
Prize And Awards
- Best Paper Award
- Recipient
- 24/8/2022
- Outstanding reviewer for Reliability Engineering & System Safety
- Recipient
- 10/2018
- Outstanding reviewer for Computers & Industrial Engineering
- Recipient
- 12/2017
- Outstanding reviewer for International Journal of Production Economics
- Recipient
- 2017
- Outstanding reviewer for European Journal of Operational Research
- Recipient
- 12/2016
- Outstanding Academic Performance Award
- Recipient
- 2016
Publications
- BCE-FL : a secure and privacy-preserving federated learning system for device fault diagnosis under non-IID condition in IIoT
- Xiao Yiming, Shao Haidong, Lin Jian, Huo Zhiqiang, Liu Bin
- IEEE Internet of Things Journal Vol 11, pp. 14241-14252 (2024)
- https://doi.org/10.1109/jiot.2023.3340745
- PSparseFormer : enhancing fault feature extraction based on parallel sparse self-attention and multiscale broadcast feed-forward block
- Wang Jie, Shao Haidong, Peng Ying, Liu Bin
- IEEE Internet of Things Journal (2024)
- https://doi.org/10.1109/jiot.2024.3377674
- rgfc-Forest : an enhanced deep forest method towards small-sample fault diagnosis of electromechanical system
- Ming Yuhang, Shao Haidong, Cai Baoping, Liu Bin
- Expert Systems with Applications Vol 238 (2024)
- https://doi.org/10.1016/j.eswa.2023.122178
- Industrial surface defect detection and localization using multi-scale information focusing and enhancement GANomaly
- Peng Jiangji, Shao Haidong, Xiao Yiming, Cai Baoping, Liu Bin
- Expert Systems with Applications Vol 238 (2024)
- https://doi.org/10.1016/j.eswa.2023.122361
- LiConvFormer : a lightweight fault diagnosis framework using separable multiscale convolution and broadcast self-attention
- Yan Shen, Shao Haidong, Wang Jie, Zheng Xinyu, Liu Bin
- Expert Systems with Applications Vol 237 (2024)
- https://doi.org/10.1016/j.eswa.2023.121338
- Few-Shot Cross-Domain Fault Diagnosis of Bearing Driven By Task-Supervised ANIL
- Shao Haidong, Zhou Xiangdong, Lin Jian, Liu Bin
- IEEE Internet of Things Journal (2024)
- https://doi.org/10.1109/jiot.2024.3360432
Professional Activities
- Data-driven decision-making for smart operation and maintenance
- Speaker
- 5/12/2023
- External examiner of PhD viva: Bo Xu from University of Waterloo
- Examiner
- 2/9/2023
- Yanfu Li
- Host
- 30/6/2023
- Pai Zheng
- Host
- 23/6/2023
- Min Xia
- Host
- 23/6/2023
- Robust Markov decision processes and online reinforcement learning for engineering asset management
- Invited speaker
- 17/5/2023
Projects
- Extending the explainability of machine learning models in policy decision making
- Liu, Bin (Principal Investigator) Revie, Matthew (Co-investigator)
- ESRC funding via SGSSS: ES/P000681/1
ESRC: £59,228
UoS: £31,892 - 02-Jan-2023 - 31-Jan-2027
- Deep Transfer learning for Diagnosis, Prognosis and Maintenance of Sludge Bulking in Wastewater Treatment (International Exchange Cost Share)
- Walls, Lesley (Principal Investigator) Liu, Bin (Co-investigator)
- 30-Jan-2021 - 29-Jan-2023
- Intelligent control technology for printing and dyeing wastewater treatment based on human-machine collaborative decision-making
- Liu, Bin (Principal Investigator) Walls, Lesley (Co-investigator)
- 01-Jan-2020 - 31-Jan-2021