Dr Bin Liu

Senior Lecturer

Management Science

Contact

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.

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Publications

BaS-former : a trustworthy model of machinery fault diagnosis for quantifying aleatoric uncertainty under noise discrepancy
Shao Haidong, Feng Minjie, Shao Minghui, Xiao Yiming, Wang Jie, Liu Bin
Nondestructive Testing and Evaluation, pp. 1-27 (2025)
https://doi.org/10.1080/10589759.2025.2559046
Small sample gearbox fault diagnosis based on improved deep forest in noisy environments
Shao Haidong, Ming Yuhang, Liu Yiyu, Liu Bin
Nondestructive Testing and Evaluation Vol 40, pp. 3935-3956 (2025)
https://doi.org/10.1080/10589759.2024.2404489
Incremental few-shot fault diagnosis with cosine-represent real-time evolved network of transmission systems
Yan Shen, Shao Haidong, Long Zhuo, Liu Bin
IEEE Transactions on Transportation Electrification Vol 11, pp. 9544-9554 (2025)
https://doi.org/10.1109/tte.2025.3563630
LSFConvformer : a lightweight method for mechanical fault diagnosis under small samples and variable speeds with time-frequency fusion
Shao Haidong, Lai Yanzuo, Liu Haoran, Wang Jie, Liu Bin
Mechanical Systems and Signal Processing Vol 236 (2025)
https://doi.org/10.1016/j.ymssp.2025.113016
Interpretable anomaly detection using extended isolation forest with adaptive thresholds
Shao Minghui, Shao Haidong, Wang Xinyi, Gao Yi, Liu Bin
Structural Health Monitoring (2025)
https://doi.org/10.1177/14759217251339607
DT-PPO : a real-time multisensor-driven predictive maintenance framework
Zhou Ke, Zhong Xiang, Shao Haidong, Zhang Haomiao, Liu Bin
Reliability Engineering and System Safety Vol 262 (2025)
https://doi.org/10.1016/j.ress.2025.111227

More publications

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Professional Activities

Proceedings of the Institution of Mechanical Engineers, Part O: Journal of Risk and Reliability (Journal)
Associate Editor
25/3/2025
Intelligent operations and maintenance: Data-driven approach
Speaker
15/11/2024
Université Paris Saclay
Visiting researcher
1/11/2024
2024 INFORMS Annual Meeting
Participant
20/10/2024
Tianjin University
Visiting researcher
28/7/2024
Data-driven maintenance optimisation
Speaker
26/7/2024

More professional activities

Projects

Human-in-the-loop to improve AI explainability, reliability and safety
Liu, Bin (Principal Investigator) Zhao, Yingying (Co-investigator)
01-Jan-2025 - 31-Jan-2026
COst Forecasting Framework with Expert and Analogous Data (COFFEAD)
Quigley, John (Principal Investigator) Liu, Bin (Co-investigator) Revie, Matthew (Co-investigator) Walls, Lesley (Co-investigator)
15-Jan-2024 - 15-Jan-2026
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

More projects

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Contact

Dr Bin Liu
Senior Lecturer
Management Science

Email: b.liu@strath.ac.uk
Tel: 548 4900