Research output per year
Research output per year
Personal profile
Expertise related to UN Sustainable Development Goals
In 2015, UN member states agreed to 17 global Sustainable Development Goals (SDGs) to end poverty, protect the planet and ensure prosperity for all. This person’s work contributes towards the following SDG(s):
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SDG 7 Affordable and Clean Energy -
SDG 8 Decent Work and Economic Growth -
SDG 11 Sustainable Cities and Communities -
SDG 12 Responsible Consumption and Production -
SDG 13 Climate Action
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Dive into the research topics where Ning Zhao is active. These topic labels come from the works of this person. Together they form a unique fingerprint.
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Collaborations and top research areas from the last five years
Recent external collaboration on country/territory level. Dive into details by clicking on the dots or
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A lightweight transformer with time dimension enhancement and global attention for health state monitoring in track circuits
Wang, C., Yang, S., Zhao, N., Stewart, E. & Chen, L., Oct 2026, In: Reliability Engineering and System Safety. 274, 20 p., 112264.Research output: Contribution to journal › Article › peer-review
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CFENN: A Deep Learning Framework for Image-Based Pantograph Contact Force Monitoring
Duan, H., Yi, Q., Ni, H., Ye, J., Zhao, N., Liu, J., Stewart, E. & Dixon, R., 9 Feb 2026, (E-pub ahead of print) In: IEEE Transactions on Intelligent Transportation Systems . 9 p.Research output: Contribution to journal › Article › peer-review
Open AccessFile79 Downloads (Pure) -
Enhancing Rail Transit Safety: Edge Computing‐Based Driver State Monitoring System
Liu, Y., Cheng, G., Yuan, B., Sun, H., Stewart, E., Fu, Z., Ma, Z. & Zhao, N., 24 Feb 2026, In: IET Intelligent Transport Systems. 20, 1, 17 p., e70174.Research output: Contribution to journal › Article › peer-review
Open AccessFile6 Downloads (Pure) -
Human-Assisted Deep Reinforcement Learning (HADRL) for Multi-Objective Tram Optimisation Problem
Ashraf, M., Hillmansen, S. & Zhao, N., 9 Apr 2026, In: Applied Sciences. 16, 8, 39 p., 3683.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Downloads (Pure) -
A novel multi-agent-based approach for train rescheduling in large-scale railway networks
Liu, J., Chen, L., Tian, Z., Zhao, N. & Roberts, C., 17 Jul 2025, In: Applied Sciences. 15, 14, 24 p., 7996.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Downloads (Pure)
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Research on Real-Time Panoramic Semantic Mapping and Localization Based on Multi-Modal Data Fusion for Satellite-Denied Rail Transit Scenarios
Stewart, E. (Principal Investigator) & Zhao, N. (Co-Investigator)
1/01/26 → 31/12/27
Project: Research Councils
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BBSRC & EPSRC IAA (2022-26): Developing a University of Birmingham Research Impact Mentoring Scheme
Chappell, J. (Principal Investigator), Taneva, S. (Co-Investigator), Di Luca, M. (Co-Investigator), Cox, S. (Co-Investigator), Cox, S. (Co-Investigator), Zhao, N. (Co-Investigator), Richards, J. (Co-Investigator), Niu, N. (Co-Investigator), Green, C. (Co-Investigator), Gauly, J. (Co-Investigator) & Zhang, Z. (Co-Investigator)
Engineering & Physical Science Research Council, Biotechnology & Biological Sciences Research Council
1/04/25 → 30/09/26
Project: Research
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Bridge Aware - Real-Time Prevention, Detection and Mitigation of Bridge Strikes on Rail Bridges
Stewart, E. (Co-Investigator), Entezami, M. (Principal Investigator), Ye, J. (Co-Investigator), Zhao, N. (Co-Investigator) & Salami, R. (Co-Investigator)
1/09/25 → 31/03/26
Project: Research
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HydroTrans for Hydrogen Transport Implementation Feasibility Study
Hillmansen, S. (Co-Investigator) & Zhao, N. (Principal Investigator)
1/01/25 → 31/03/25
Project: Other Government Departments
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EPSRC IAA (2022-25) Market Study into the Feasibility of Operating Hydrogen Powered Rail Vehicles in the Balkan States
Hillmansen, S. (Principal Investigator) & Zhao, N. (Co-Investigator)
Vanguard Sustainable Transport Solutions Limited, Engineering & Physical Science Research Council
1/12/23 → 30/04/25
Project: Research
Press/Media
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Introducing the digital systems innovation centre for rail
Zhao, N., Illingsworth, J. & Schmid, F.
21/11/17
1 Media contribution
Press/Media: Press / Media