Professor David Flynn
- Professor in Cyber Physical Systems (Autonomous Systems & Connectivity)
Biography
David joined the University of Glasgow in 2022 as a Professor of Cyber Physical Systems. David is the Head of Research Division for Autonomous Systems and Connectivity. He is a co-founder of the Glasgow Centre for Sustainable Energy, and supports the leadership of 3 National EPSRC Research Hubs as well as the EPSRC Centre of Doctoral Training in Robotics and AI for Net Zero Infrastructure (RAINZ).
Professor Flynn has published over 250 papers, holds several patents, established industrial innovation centres and created new companies. Professor Flynn is the recipient of several national and international awards for his research, including the Interface Knowledge Exchange Champion of the Year for 2020, Rushlight Innovation Award, and the Institute of Engineering and Technology (IET) Leslie H Paddle prize. Professor Flynn is also the IET Information Technology Innovation of the Year 2019 and Global Innovation of the Year winner 2019.
David is an Honorary Professor at Heriot-Watt University, Eminent Overseas Professor of Nagasaki University and the Chair of the Institute of Engineering and Technology (IET) Scotland. His degrees include a BEng (Hons), 1st Class in Electrical and Electronic Engineering (2002), an MSc (Distinction) in Microsystems (2003) and a PhD in Microscale Magnetic Components (2007), from Heriot-Watt University, Edinburgh.
Research interests
- Cyber Physical Systems
- Data and Digitalisation
- Energy Systems
- Autonomous Systems
- Reliability Analysis
- Prognostics and Health Management
- Digital Twinning
Publications
2025
Sawilam, Mahmood, Kizilkaya, Burak ORCID: https://orcid.org/0000-0002-7429-7527, Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Ansari, Shuja
ORCID: https://orcid.org/0000-0003-2071-0264
(2025)
Impact of virtual power plants on grid stability and renewable energy integration in smart cities Using IoT.
Energy Reports, 13,
pp. 3312-3323.
(doi: 10.1016/j.egyr.2025.02.048)
Sawilam, Mahmood ORCID: https://orcid.org/0009-0009-1398-4102, Kizilkaya, Burak, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Ansari, Shuja
ORCID: https://orcid.org/0000-0003-2071-0264
(2025)
A Secure and Scalable Architecture for Virtual Power Plants Inspired by VPN Principles.
In: IEEE Global Power, Energy and Communication Conference (IEEE GPECOM 2025), Bochum, Germany, 11-13 Jun 2025,
ISBN 9798331513238
(Accepted for Publication)
Khan, Ahsan Raza, Al-Quraan, Mohammad ORCID: https://orcid.org/0000-0001-8886-0205, Mohjazi, Lina
ORCID: https://orcid.org/0000-0002-4866-1997, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2025)
Similarity-driven truncated aggregation framework for privacy-preserving short term load forecasting.
Internet of Things, 31,
101530.
(doi: 10.1016/j.iot.2025.101530)
Lin, Zhihao ORCID: https://orcid.org/0009-0005-8152-3886, Lan, Jianglin
ORCID: https://orcid.org/0000-0001-9057-5649, Anagnostopoulos, Christos
ORCID: https://orcid.org/0000-0003-1517-6757, Tian, Zhen and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Multi-Agent Monte Carlo Tree Search for Safe Decision Making at Unsignalized Intersections.
In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, Scotland, 20-23 Jul 2025,
(Accepted for Publication)
Ding, Shenjia, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Harvey, Paul
ORCID: https://orcid.org/0000-0003-1243-938X
(2025)
Automatic Generation of Digital Twins for Network Testing.
In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, UK, 20-23 July 2025,
(Accepted for Publication)
You, Haiyang, Lou, Chengwei, Yang, Jin ORCID: https://orcid.org/0000-0002-1026-8495 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Deep Learning based Real-Time Approach for Optimal Power Flow in Unbalanced Distribution
Systems with High-Level EV Penetration.
In: 2025 IEEE Conference on Artificial Intelligence (CAI 2025), Santa Clara, California, USA, 5-7 May 2025,
(Accepted for Publication)
Collington, Kelsey, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618, Pezaros, Dimitrios
ORCID: https://orcid.org/0000-0003-0939-378X, Gale, Martin and Deacon, Andrew
(2025)
Securing Critical National Infrastructure.
ITNOW, 67(1),
pp. 6-8.
(doi: 10.1093/itnow/bwaf002)
Qi, Yue ORCID: https://orcid.org/0009-0001-3252-0030, You, Haiyang, Yu, James, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Yang, Jin
ORCID: https://orcid.org/0000-0002-1026-8495
(2025)
A New Model of Energy Hubs and Multiobjective Optimisation for Future Netzero Distribution Networks.
In: 22nd IET International Conference on AC and DC Power Transmission (ACDC Global 2025), Birmingham, UK, 17 - 19 March 2025,
(Accepted for Publication)
An, Yujin, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Lathrop, John, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Chung, Soon-Jo
(2025)
Motor Imagery Teleoperation of a Mobile Robot Using a Low-Cost Brain-Computer Interface for Multi-Day Validation.
In: 2024 IEEE Conference on Telepresence, Pasadena, CA, USA, 16-17 Nov 2024,
pp. 103-110.
ISBN 9798331528249
(doi: 10.1109/Telepresence63209.2024.10841769)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Harper, Samuel, Nandakumar, Shivoh, Blanche, Jamie, Lim, Theodore, Imran, Muhammad
ORCID: https://orcid.org/0000-0003-4743-9136, Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Resilient Autonomy: A Digital Architecture for Symbiotic Multi-Robot Fleet Management.
In: IEEE Wireless Communications and Networking Conference (WCNC2025), Milan, Italy, 24-27 Mar 2025,
(Accepted for Publication)
Tang, Wenshuo, Yan, Shilong, Shawky, Mahmoud A. ORCID: https://orcid.org/0000-0003-3393-8460, Couraud, Benoit, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2025)
Digitalising Social Housing via Cyber-Physical Systems and AI for Comfort, Health, and Transition to Net-Zero: A Holistic Overview.
In: IEEE Wireless Communications and Networking Conference (WCNC2025), Milan, Italy, 24-27 Mar 2025,
(Accepted for Publication)
Biakhmetov, Bauyrzhan, Li, Yue ORCID: https://orcid.org/0009-0003-6531-1184, Zhao, Qunshan
ORCID: https://orcid.org/0000-0002-5549-9457, Dostiyarov, Abay, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and You, Siming
ORCID: https://orcid.org/0000-0003-2175-7291
(2025)
Transportation and process modelling-assisted techno-economic assessment of resource recovery from non-recycled municipal plastic waste.
Energy Conversion and Management, 324,
119273.
(doi: 10.1016/j.enconman.2024.119273)
2024
Manzoor, Habib Ullah, Hussain, Sajjad ORCID: https://orcid.org/0000-0003-1802-9728, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2024)
Centralised vs. decentralised federated load forecasting in smart buildings: who holds the key to adversarial attack robustness?
Energy and Buildings, 324,
114871.
(doi: 10.1016/j.enbuild.2024.114871)
Alipour Bonab, Shahin ORCID: https://orcid.org/0009-0002-8316-4336, Waite, Thomas, Song, Wenjuan
ORCID: https://orcid.org/0000-0001-8003-7038, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Yazdani-Asrami, Mohammad
ORCID: https://orcid.org/0000-0002-7691-3485
(2024)
Machine learning-powered performance monitoring of proton exchange membrane water electrolyzers for enhancing green hydrogen production as a sustainable fuel for aviation industry.
Energy Reports, 12,
pp. 2270-2282.
(doi: 10.1016/j.egyr.2024.08.028)
Nawaz, Muhammad Waqas, Zhang, Wanquan, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618, Zhang, Lei
ORCID: https://orcid.org/0000-0002-4767-3849, Swash, Rafiq, Abbasi, Qammer H.
ORCID: https://orcid.org/0000-0002-7097-9969, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Popoola, Olaoluwa
ORCID: https://orcid.org/0000-0002-4566-3567
(2024)
6G edge-networks and multi-UAV knowledge fusion for urban autonomous vehicles.
Physical Communication, 67,
102479.
(doi: 10.1016/j.phycom.2024.102479)
Manzoor, Habib Ullah, Shabbir, Attia, Chen, Ao, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2024)
A survey of security strategies in federated learning: defending models, data, and privacy.
Future Internet, 16(10),
374.
(doi: 10.3390/fi16100374)
Biakhmetov, Bauyrzhan, Li, Yue ORCID: https://orcid.org/0009-0003-6531-1184, Zhao, Qunshan
ORCID: https://orcid.org/0000-0002-5549-9457, Ok, Yong Sik, Dostiyarov, Abay, Park, Young-Kwon, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and You, Siming
ORCID: https://orcid.org/0000-0003-2175-7291
(2024)
Comparing carbon-saving potential of the pyrolysis of non-recycled municipal plastic waste: Influences of system scales and end products.
Journal of Cleaner Production, 469,
143140.
(doi: 10.1016/j.jclepro.2024.143140)
Baniqued, P. D. E. et al. (2024) Multimodal immersive digital twin platform for cyber–physical robot fleets in nuclear environments. Journal of Field Robotics, 41(5), pp. 1521-1540. (doi: 10.1002/rob.22329)
Tian, Zhen, Zhao, Dezong ORCID: https://orcid.org/0000-0002-9848-372X, Lin, Zhihao
ORCID: https://orcid.org/0009-0005-8152-3886, Zhao, Wenjing, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Jiang, Yuande, Tian, Daxin, Zhang, Yuanjian and Sun, Yao
ORCID: https://orcid.org/0000-0002-4391-377X
(2024)
Efficient and balanced exploration-driven decision making for autonomous racing using local information.
IEEE Transactions on Intelligent Vehicles,
(doi: 10.1109/TIV.2024.3432713)
(Early Online Publication)
Yan, Shilong, Imran, Muhammad Ali ORCID: https://orcid.org/0000-0003-4743-9136, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2024)
Architecting Internet-of-Things-Enabled Digital Twins: An Evaluation Framework.
In: 2024 IEEE 10th World Forum on Internet of Things (WF-IoT), Ottawa, Canada, 10-13 November 2024,
(Accepted for Publication)
Zhen, Tian, Zhao, Dezong ORCID: https://orcid.org/0000-0002-9848-372X, Lin, Zhihao
ORCID: https://orcid.org/0009-0005-8152-3886, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Zhao, Wenjing and Tian, Daxin
(2024)
Balanced Reward-inspired Reinforcement Learning for Autonomous Vehicle Racing.
In: 6th Annual Learning for Dynamics & Control Conference (L4DC 2024), Oxford, 15-17 July 2024,
pp. 628-640.
Shawky, Mahmoud A. ORCID: https://orcid.org/0000-0003-3393-8460, Shah, Syed Tariq
ORCID: https://orcid.org/0000-0003-4722-1786, Abdrabou, Mohammed, Usman, Muhammad, Abbasi, Qammer H.
ORCID: https://orcid.org/0000-0002-7097-9969, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136, Ansari, Shuja
ORCID: https://orcid.org/0000-0003-2071-0264 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2024)
How secure are our roads? An in-depth review of authentication in vehicular communications.
Vehicular Communications, 47,
100784.
(doi: 10.1016/j.vehcom.2024.100784)
Ali, Salman, Bogarra, Santiago, Riaz, Muhammad Naveed, Phyo, Pyae Pyae, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2024)
From time-series to hybrid models: advancements in short-term load forecasting embracing smart grid paradigm.
Applied Sciences, 14(11),
4442.
(doi: 10.3390/app14114442)
Blanche, Jamie, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Shang, Junlong
ORCID: https://orcid.org/0000-0001-9983-079X, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Pavuluri, Sumanth and Desmulliez, Marc
(2024)
Dynamic analysis of geomaterials using microwave sensing.
Scientific Reports, 14,
7112.
(doi: 10.1038/s41598-024-57653-3)
(PMID:38532052)
(PMCID:PMC10965938)
Huang, Hao, Poor, H. Vincent, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Al-Muhaini, Mohammad
(2024)
Understanding a Power Grid’s Cyber-Physical Interdependence Through Higher-order Motifs.
In: 2024 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), Washington, DC, USA, 19-22 Feb 2024,
ISBN 9798350313604
(doi: 10.1109/isgt59692.2024.10454228)
Chirayil Nandakumar, Shivoh, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Erden, Mustafa Suphi, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Lim, Theodore
(2024)
Anomaly detection methods in autonomous robotic missions.
Sensors, 24(4),
1330.
(doi: 10.3390/s24041330)
(PMID:38400491)
(PMCID:PMC10892279)
Frusque, Gaëtan, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Fink, Olga
(2024)
Non-contact sensing for anomaly detection in wind turbine blades: a focus-SVDD with complex-valued auto-encoder approach.
Mechanical Systems and Signal Processing, 208,
111022.
(doi: 10.1016/j.ymssp.2023.111022)
Zhang, Ying, Robu, Valentin, Cremers, Sho, Norbu, Sonam, Couraud, Benoit, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Poor, H. Vincent
(2024)
Modelling the formation of peer-to-peer trading coalitions and prosumer participation incentives in transactive energy communities.
Applied Energy, 355,
122173.
(doi: 10.1016/j.apenergy.2023.122173)
Couraud, Benoit, Barre, Pierre-Jean, Pennucci, Roberta, Rozier, Yann, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Franquet, Erwin and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2024)
Collecting French Smart Meter Data for Residential Flexibility.
In: IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe 2023), Grenoble, France, 23-26 October 2023,
ISBN 9798350396782
(doi: 10.1109/ISGTEUROPE56780.2023.10408704)
Zhao, Xingyu, Gerasimou, Simos, Calinescu, Radu, Imrie, Calum, Robu, Valentin and Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618
(2024)
Bayesian learning for the robust verification of autonomous robots.
Communications Engineering, 3,
18.
(doi: 10.1038/s44172-024-00162-y)
Milne, Gemma ORCID: https://orcid.org/0000-0003-3426-0516, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Wessels, Bridgette
ORCID: https://orcid.org/0000-0002-2794-2116
(2024)
Equity in a sustainable energy transition: the importance of people and place.
Briefing Report.
Documentation.
University of Glasgow.
(doi: 10.36399/gla.pubs.317258).
2023
Mitchell, D. et al. (2023) Lessons learned: symbiotic autonomous robot ecosystem for nuclear environments. IET Cyber-Systems and Robotics, 5(4), e12103. (doi: 10.1049/csy2.12103)
Tang, Wenshuo, Brown, Keith, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Subsea power cable health management using machine learning analysis of low frequency wide band sonar data.
Energies, 16(17),
6172.
(doi: 10.3390/en16176172)
Couraud, Benoit, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin, Norbu, Sonam, Chen, Si and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Responsive FLEXibility: a smart local energy system.
Renewable and Sustainable Energy Reviews, 182,
113343.
(doi: 10.1016/j.rser.2023.113343)
Blanche, J., Mitchell, D. ORCID: https://orcid.org/0000-0002-9390-4150, West, A., Harper, S., Groves, K., Lennox, B., Watson, S. and Flynn, D.
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Microwave Sensing for Avoidance of High-Risk Ground Conditions for Mobile Robots.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-7.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189266)
Harper, Sam T., Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Nandakumar, Shivoh C., Blanche, Jamie, Lim, Theodore and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Addressing Non-Intervention Challenges via Resilient Robotics Utilizing a Digital Twin.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-8.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189310)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Harper, Samuel, Lim, Theodore and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Microwave Foresight Sensing for Safety Compliance in Autonomous Operations.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-7.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189296)
Shawky, Mahmoud A. ORCID: https://orcid.org/0000-0003-3393-8460, Usman, Muhammad, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136, Abbasi, Qammer H.
ORCID: https://orcid.org/0000-0002-7097-9969, Ansari, Shuja
ORCID: https://orcid.org/0000-0003-2071-0264 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2023)
Blockchain-based secret key extraction for efficient and secure authentication in VANETs.
Journal of Information Security and Applications, 74,
103476.
(doi: 10.1016/j.jisa.2023.103476)
Manzoor, Habib Ullah, Khan, Ahsan Raza, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618, Alam, Muhammad Mahtab, Akram, Muhammad, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2023)
FedBranched: Leveraging federated learning for anomaly-aware load forecasting in energy networks.
Sensors, 23(7),
3570.
(doi: 10.3390/s23073570)
de Bekker, Philippe, Cremers, Sho, Norbu, Sonam, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Robu, Valentin
(2023)
Improving the efficiency of renewable energy assets by optimizing the matching of supply and demand using a smart battery scheduling algorithm.
Energies, 16(5),
2425.
(doi: 10.3390/en16052425)
Cremers, Sho, Robu, Valentin, Zhang, Peter, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Efficient methods for approximating the Shapley value for asset sharing in energy communities.
Applied Energy, 331,
120328.
(doi: 10.1016/j.apenergy.2022.120328)
Tang, Wenshuo, Blanche, Jamie, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Harper, Samuel and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Characterisation of composite materials for wind turbines using frequency modulated continuous wave sensing.
Journal of Composites Science, 7(2),
75.
(doi: 10.3390/jcs7020075)
Antony, Jiju, Sony, Michael, McDermott, Olivia, Jayaraman, Raja and Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
An exploration of organizational readiness factors for Quality 4.0: an intercontinental study and future research directions.
International Journal of Quality and Reliability Management, 40(2),
pp. 582-606.
(doi: 10.1108/IJQRM-10-2021-0357)
Gharavi, Hani, Yew, Weng Kean and Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Smart local energy systems: optimal planning of stand-alone hybrid green power systems for on-line charging of electric vehicles.
IEEE Access, 11,
pp. 7398-7409.
(doi: 10.1109/ACCESS.2023.3237326)
2022
Manzoor, Habib Ullah ORCID: https://orcid.org/0000-0003-0192-7353, Khan, Muhammed Shahzeb, Khan, Ahsan Raza, Ayaz, Fahad, Flynn, Davi
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2022)
FedClamp: an Algorithm for Identification of Anomalous Client in Federated Learning.
In: ICECS 2022: 29th IEEE International Conference on Electronics, Circuits & Systems, Glasgow, UK, 24-26 October 2022,
ISBN 9781665488235
(doi: 10.1109/ICECS202256217.2022.9970909)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Desmulliez, Marc, Pavuluri, Sumanth and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2022)
Ground Based Inspection for Overhead Transmission Line Sag.
In: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Glasgow, United Kingdom, 24-26 October 2022,
pp. 1-4.
ISBN 9781665488235
(doi: 10.1109/icecs202256217.2022.9971028)
Odo, Anicetus, McKenna, Stephen, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Vorstius, Jan
(2022)
Identifying Paintwork Deterioration for Image-based Monitoring of Distribution Towers.
In: 2022 IEEE Power & Energy Society General Meeting (PESGM), Denver, CO, USA, 17-21 Jul 2022,
ISBN 9781665408233
(doi: 10.1109/pesgm48719.2022.9916591)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Couraud, Benoit, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Chen, Si and Robu, Valentin
(2022)
Decentralized Energy White Paper: Adaptive Local Energy Communities.
Project Report.
University of Glasgow.
(doi: 10.36399/gla.pubs.278207).
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Couraud, Benoit, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Chen, Si and Robu, Valentin
(2022)
Democratising Energy: Placing citizens and communities at the heart of the energy revolution.
Project Report.
University of Glasgow.
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pp. 4861-4895.
(doi: 10.1109/ACCESS.2022.3140645)
Couraud, Benoit, Robu, Valentin, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618, Andoni, Merlinda
ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam and Quinard, Honorat
(2022)
Real-time control of distributed batteries with blockchain-enabled market export commitments.
IEEE Transactions on Sustainable Energy, 13(1),
pp. 579-591.
(doi: 10.1109/TSTE.2021.3121444)
Gupta, Ranjeetkumar, Mallikarjuna, Deepak, Baines, Lee, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Bucknall, David
(2022)
Quantification of wear in glass reinforced epoxy resin composites using surface profilometry and assessing effect of surfacing film involvement.
Materials Today: Proceedings, 57(Part 2),
pp. 930-935.
(doi: 10.1016/j.matpr.2022.03.061)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Zaki, Osama, Roe, Joshua, Kong, Leo, Harper, Samuel, Robu, Valentin, Lim, Theodore and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2021)
Symbiotic System of Systems design for safe and resilient autonomous robotics in offshore wind farms.
IEEE Access, 9,
pp. 141421-141452.
(doi: 10.1109/ACCESS.2021.3117727)
Norbu, Sonam, Couraud, Benoit, Robu, Valentin, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2021)
Modeling economic sharing of joint assets in community energy projects under LV network constraints.
IEEE Access, 9,
pp. 112019-112042.
(doi: 10.1109/ACCESS.2021.3103480)
Roman, Darius, Saxena, Saurabh, Robu, Valentin, Pecht, Michael and Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618
(2021)
Machine learning pipeline for battery state-of-health estimation.
Nature Machine Intelligence, 3(5),
pp. 447-456.
(doi: 10.1038/s42256-021-00312-3)
McCallum, Peter, Jenkins, David P., Peacock, Andrew D., Patidar, Sandhya, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Robu, Valentin
(2019)
A multi-sectoral approach to modelling community energy demand of the built environment.
Energy Policy, 132,
pp. 865-875.
(doi: 10.1016/j.enpol.2019.06.041)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valetin, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Abram, Simone, Geach, Dale, Jenkins, David, McCallum, Peter and Peacock, Andrew
(2019)
Blockchain technology in the energy sector: a systematic review of challenges and opportunities.
Renewable and Sustainable Energy Reviews, 100,
pp. 143-174.
(doi: 10.1016/j.rser.2018.10.014)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin, Früh, Wolf-Gerrit and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2017)
Game-theoretic modeling of curtailment rules and network investments with distributed generation.
Applied Energy, 201,
pp. 174-187.
(doi: 10.1016/j.apenergy.2017.05.035)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2017)
Blockchains: Crypto-control your own energy supply.
Nature, 548(7666),
p. 158.
(doi: 10.1038/548158b)
Research Reports or Papers
Milne, Gemma ORCID: https://orcid.org/0000-0003-3426-0516, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Wessels, Bridgette
ORCID: https://orcid.org/0000-0002-2794-2116
(2024)
Equity in a sustainable energy transition: the importance of people and place.
Briefing Report.
Documentation.
University of Glasgow.
(doi: 10.36399/gla.pubs.317258).
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Couraud, Benoit, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Chen, Si and Robu, Valentin
(2022)
Decentralized Energy White Paper: Adaptive Local Energy Communities.
Project Report.
University of Glasgow.
(doi: 10.36399/gla.pubs.278207).
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Couraud, Benoit, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Chen, Si and Robu, Valentin
(2022)
Democratising Energy: Placing citizens and communities at the heart of the energy revolution.
Project Report.
University of Glasgow.
(doi: 10.36399/gla.pubs.278206).
Conference Proceedings
Sawilam, Mahmood ORCID: https://orcid.org/0009-0009-1398-4102, Kizilkaya, Burak, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Ansari, Shuja
ORCID: https://orcid.org/0000-0003-2071-0264
(2025)
A Secure and Scalable Architecture for Virtual Power Plants Inspired by VPN Principles.
In: IEEE Global Power, Energy and Communication Conference (IEEE GPECOM 2025), Bochum, Germany, 11-13 Jun 2025,
ISBN 9798331513238
(Accepted for Publication)
Lin, Zhihao ORCID: https://orcid.org/0009-0005-8152-3886, Lan, Jianglin
ORCID: https://orcid.org/0000-0001-9057-5649, Anagnostopoulos, Christos
ORCID: https://orcid.org/0000-0003-1517-6757, Tian, Zhen and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Multi-Agent Monte Carlo Tree Search for Safe Decision Making at Unsignalized Intersections.
In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, Scotland, 20-23 Jul 2025,
(Accepted for Publication)
Ding, Shenjia, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Harvey, Paul
ORCID: https://orcid.org/0000-0003-1243-938X
(2025)
Automatic Generation of Digital Twins for Network Testing.
In: IEEE ICDCS 2025 45th IEEE International Conference on Distributed Computing Systems, Glasgow, UK, 20-23 July 2025,
(Accepted for Publication)
You, Haiyang, Lou, Chengwei, Yang, Jin ORCID: https://orcid.org/0000-0002-1026-8495 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Deep Learning based Real-Time Approach for Optimal Power Flow in Unbalanced Distribution
Systems with High-Level EV Penetration.
In: 2025 IEEE Conference on Artificial Intelligence (CAI 2025), Santa Clara, California, USA, 5-7 May 2025,
(Accepted for Publication)
Qi, Yue ORCID: https://orcid.org/0009-0001-3252-0030, You, Haiyang, Yu, James, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Yang, Jin
ORCID: https://orcid.org/0000-0002-1026-8495
(2025)
A New Model of Energy Hubs and Multiobjective Optimisation for Future Netzero Distribution Networks.
In: 22nd IET International Conference on AC and DC Power Transmission (ACDC Global 2025), Birmingham, UK, 17 - 19 March 2025,
(Accepted for Publication)
An, Yujin, Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Lathrop, John, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Chung, Soon-Jo
(2025)
Motor Imagery Teleoperation of a Mobile Robot Using a Low-Cost Brain-Computer Interface for Multi-Day Validation.
In: 2024 IEEE Conference on Telepresence, Pasadena, CA, USA, 16-17 Nov 2024,
pp. 103-110.
ISBN 9798331528249
(doi: 10.1109/Telepresence63209.2024.10841769)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Harper, Samuel, Nandakumar, Shivoh, Blanche, Jamie, Lim, Theodore, Imran, Muhammad
ORCID: https://orcid.org/0000-0003-4743-9136, Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2025)
Resilient Autonomy: A Digital Architecture for Symbiotic Multi-Robot Fleet Management.
In: IEEE Wireless Communications and Networking Conference (WCNC2025), Milan, Italy, 24-27 Mar 2025,
(Accepted for Publication)
Tang, Wenshuo, Yan, Shilong, Shawky, Mahmoud A. ORCID: https://orcid.org/0000-0003-3393-8460, Couraud, Benoit, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2025)
Digitalising Social Housing via Cyber-Physical Systems and AI for Comfort, Health, and Transition to Net-Zero: A Holistic Overview.
In: IEEE Wireless Communications and Networking Conference (WCNC2025), Milan, Italy, 24-27 Mar 2025,
(Accepted for Publication)
Yan, Shilong, Imran, Muhammad Ali ORCID: https://orcid.org/0000-0003-4743-9136, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Taha, Ahmad
ORCID: https://orcid.org/0000-0003-1246-8981
(2024)
Architecting Internet-of-Things-Enabled Digital Twins: An Evaluation Framework.
In: 2024 IEEE 10th World Forum on Internet of Things (WF-IoT), Ottawa, Canada, 10-13 November 2024,
(Accepted for Publication)
Zhen, Tian, Zhao, Dezong ORCID: https://orcid.org/0000-0002-9848-372X, Lin, Zhihao
ORCID: https://orcid.org/0009-0005-8152-3886, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618, Zhao, Wenjing and Tian, Daxin
(2024)
Balanced Reward-inspired Reinforcement Learning for Autonomous Vehicle Racing.
In: 6th Annual Learning for Dynamics & Control Conference (L4DC 2024), Oxford, 15-17 July 2024,
pp. 628-640.
Huang, Hao, Poor, H. Vincent, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Al-Muhaini, Mohammad
(2024)
Understanding a Power Grid’s Cyber-Physical Interdependence Through Higher-order Motifs.
In: 2024 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT), Washington, DC, USA, 19-22 Feb 2024,
ISBN 9798350313604
(doi: 10.1109/isgt59692.2024.10454228)
Couraud, Benoit, Barre, Pierre-Jean, Pennucci, Roberta, Rozier, Yann, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Norbu, Sonam, Franquet, Erwin and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2024)
Collecting French Smart Meter Data for Residential Flexibility.
In: IEEE PES Innovative Smart Grid Technologies Conference Europe (ISGT Europe 2023), Grenoble, France, 23-26 October 2023,
ISBN 9798350396782
(doi: 10.1109/ISGTEUROPE56780.2023.10408704)
Blanche, J., Mitchell, D. ORCID: https://orcid.org/0000-0002-9390-4150, West, A., Harper, S., Groves, K., Lennox, B., Watson, S. and Flynn, D.
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Microwave Sensing for Avoidance of High-Risk Ground Conditions for Mobile Robots.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-7.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189266)
Harper, Sam T., Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Nandakumar, Shivoh C., Blanche, Jamie, Lim, Theodore and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Addressing Non-Intervention Challenges via Resilient Robotics Utilizing a Digital Twin.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-8.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189310)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Harper, Samuel, Lim, Theodore and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2023)
Microwave Foresight Sensing for Safety Compliance in Autonomous Operations.
In: 2023 IEEE International Conference on Omni-layer Intelligent systems (COINS), Berlin, Germany, 23-25 July 2023,
pp. 1-7.
ISBN 9798350346473
(doi: 10.1109/COINS57856.2023.10189296)
Manzoor, Habib Ullah ORCID: https://orcid.org/0000-0003-0192-7353, Khan, Muhammed Shahzeb, Khan, Ahsan Raza, Ayaz, Fahad, Flynn, Davi
ORCID: https://orcid.org/0000-0002-1024-3618, Imran, Muhammad Ali
ORCID: https://orcid.org/0000-0003-4743-9136 and Zoha, Ahmed
ORCID: https://orcid.org/0000-0001-7497-9336
(2022)
FedClamp: an Algorithm for Identification of Anomalous Client in Federated Learning.
In: ICECS 2022: 29th IEEE International Conference on Electronics, Circuits & Systems, Glasgow, UK, 24-26 October 2022,
ISBN 9781665488235
(doi: 10.1109/ICECS202256217.2022.9970909)
Mitchell, Daniel ORCID: https://orcid.org/0000-0002-9390-4150, Blanche, Jamie, Desmulliez, Marc, Pavuluri, Sumanth and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2022)
Ground Based Inspection for Overhead Transmission Line Sag.
In: 2022 29th IEEE International Conference on Electronics, Circuits and Systems (ICECS), Glasgow, United Kingdom, 24-26 October 2022,
pp. 1-4.
ISBN 9781665488235
(doi: 10.1109/icecs202256217.2022.9971028)
Odo, Anicetus, McKenna, Stephen, Flynn, David ORCID: https://orcid.org/0000-0002-1024-3618 and Vorstius, Jan
(2022)
Identifying Paintwork Deterioration for Image-based Monitoring of Distribution Towers.
In: 2022 IEEE Power & Energy Society General Meeting (PESGM), Denver, CO, USA, 17-21 Jul 2022,
ISBN 9781665408233
(doi: 10.1109/pesgm48719.2022.9916591)
Couraud, Benoit, Norbu, Sonam, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin, Gharavi, Hani and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2020)
Optimal Residential Battery Scheduling with Asset Lifespan Consideration.
In: 2020 IEEE PES Innovative Smart Grid Technologies Europe (ISGT-Europe), The Hague, Netherlands, 26-28 October 2020,
pp. 630-634.
ISBN 9781728171005
(doi: 10.1109/ISGT-Europe47291.2020.9248889)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin, Früh, Wolf-Gerrit and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2020)
Strategic Decision-making for Power Network Investments with Distributed Renewable Generation.
In: 19th International Conference on Autonomous Agents and Multiagent Systems (AAMAS 2020), Auckland, New Zealand, 9-13 May 2020,
pp. 52-60.
ISBN 9781450375184
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin, Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618 and Friüh, Wolf-Gerrit
(2018)
Gibbs Sampling for Game-Theoretic Modeling of Private Network Upgrades with Distributed Generation.
In: 2018 IEEE PES Innovative Smart Grid Technologies Conference Europe, Sarajevo, Bosnia and Herzegovina, 21-25 Oct 2018,
ISBN 9781538645055
(doi: 10.1109/ISGTEurope.2018.8571545)
McCallum, Peter, Patidar, Sandhya, Jenkins, David, Peacock, Andrew, Robu, Valentin, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179 and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2018)
The Use of Demand Modelling for Community Energy Analysis.
In: 2018 IEEE International Symposium on Circuits and Systems (ISCAS), Florence, Italy, 27-30 May 2018,
ISBN 9781538648810
(doi: 10.1109/ISCAS.2018.8351797)
Tang, Wenshuo, Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Robu, Valentin and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2018)
Accurately Forecasting the Health of Energy System Assets.
In: 2018 IEEE International Symposium on Circuits and Systems (ISCAS), Florence, Italy, 27-30 May 2018,
ISBN 9781538648810
(doi: 10.1109/ISCAS.2018.8351842)
Andoni, Merlinda ORCID: https://orcid.org/0000-0002-6909-8179, Tang, Wenshuo, Robu, Valentin and Flynn, David
ORCID: https://orcid.org/0000-0002-1024-3618
(2017)
Data Analysis of Battery Storage Systems.
In: 24th International Conference & Exhibition on Electricity Distribution (CIRED), Glasgow, UK, 12-15 Jun 2017,
pp. 96-99.
(doi: 10.1049/oap-cired.2017.0657)
Grants
See Professor Flynn's grants on: the UKRI website
Supervision
- Jiang, Yansong
Interpretability of Object Recognition in Autonomous Driving - Kanugrahan, Satria Putra
Cyber-Physical Energy Systems: Social-Techno-Economic Analysis of Nuclear Integration into Whole System Analysis - Qi, Yue
Multi-objective Optimisation of Multi-Energy Systems (MES) - Rainey, Anthony
Virtualisation of Programmable Logic Controllers (PLCs) for Cyber Security Use Cases - Understanding the Art of the Possible - Ruan, Jingzhi
Traffic Optimisation with Efficient Planning - Xu, Xiangmin
Robust Machine Learning for Autonomous Systems - Yan, Xidong
Knowledge Based Eco-Driving for Connected and Automated Vehicles
Teaching
- Energy Systems
- Electrical Engineering
- Smart System Integration
Additional information
Professor David Flynn is an independent board member of SP Energy Networks, and Cadent. Providing challenge and expert advice on data, digitalisation and cyber physical infrastructure. Prof. Flynn is also a TUV SuD Associate on autonomous systems and data analysis for critical infrastructure and systems.