Personal profile
Biography
I am currently an Assistant Professor (Lecturer Above the Bar)in the University of Galway and am responsible for the delivery of three modules each year which are attended by 200+ students, with subjects ranging from Software Engineering to Web Development. I have extensive experience in Machine Learning extending from my Masters in Applied Computing and Information Technologyright through to my PhD in Computer Science. Upon graduation in 2006, from a BSc in Information Technology, I was invited to join a research team as a research assistant for one year, researching business process analytics solutions. In 2009, Icompleted a MSc (research) where my thesis contribution was the research and development of machine learning techniques to accurately classify cardiac arrhythmias from 3 lead ECG communicated over a Zigbee wireless sensor network. In 2013, I received my Ph.D. in Computer Science from NUI Galway. My PhD research investigated the application of a subset of machine learning techniques known as reinforcement learning to automate resource allocations and scale applications in infrastructure as a service cloud computing environments. Upon completion of my PhD, I joined Schneider Electric as a research engineer on a globally distributed innovation team. In industry, I worked on projects whichincluded data analytics, HAVC Optimisation,Linked Data (designing enterprise level data integration solutions, ontology design and mapping) and training machine learning classifiers for acoustic event classification (specifically detecting household alarm sounds in the presence of noise). I amcurrently pursuing research into the application of machine learning techniques in cloud and distributed computing problems in University of Galway.
Research Interests
Research interests includeApplications of artificial intelligence and machine learning Cybersecurity Cloud Computing Energy Management HVAC Optimisation Reinforcement Learning Distributed Computing
Teaching Interests
Web Development Cloud Computing Software Development Software Engineering Reinforcement Learning
Education/Academic qualification
BSc, M.Sc, Ph.D.
External positions
Programme Manager, Cardiovascular Research & Innovation, 01-JAN-17-31-DEC-21., University of Galway
1 Jan 2017 → 31 Dec 2021
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
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SDG 9 Industry, Innovation, and Infrastructure
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SDG 11 Sustainable Cities and Communities
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SDG 13 Climate Action
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SDG 15 Life on Land
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SDG 17 Partnerships for the Goals
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Collaborations and top research areas from the last five years
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Peer-to-peer energy trading in dairy farms using multi-agent reinforcement learning
Shah, M. I. A., Cruz Victorio, M. E., Duffy, M., Barrett, E. & Mason, K., 1 Jan 2026, In: Applied Energy. 402, 127041.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
Open Access -
Reinforcement Learning Enabled Peer-to-Peer Energy Trading for Dairy Farms
Shah, M. I. A., Barrett, E. & Mason, K., 2025, Advances in Practical Applications of Agents, Multi-Agent Systems, and Digital Twins: The PAAMS Collection - 22nd International Conference, PAAMS 2024, Proceedings. Mathieu, P. & De la Prieta, F. (eds.). Springer Science and Business Media Deutschland GmbH, p. 27-38 12 p. (Lecture Notes in Computer Science (including subseries Lecture Notes in Artificial Intelligence and Lecture Notes in Bioinformatics); vol. 15157 LNAI).Research output: Chapter in Book or Conference Publication/Proceeding › Conference Publication › peer-review
1 Citation (Scopus) -
Transfer Learning with TD3 for Adaptive HVAC Control in Diverse Building Environments
Kadamala, K., Chambers, D. & Barrett, E., 2025, Highlights in Practical Applications of Agents, Multi-Agent Systems, and Digital Twins: The PAAMS Collection - International Workshops of PAAMS 2024, Proceedings. González-Briones, A., Julian Inglada, V., El Bolock, A., Marco-Detchart, C., Jordan, J., Mason, K., Lopes, F. & Sharaf, N. (eds.). Springer Science and Business Media Deutschland GmbH, p. 256-267 12 p. (Communications in Computer and Information Science; vol. 2149 CCIS).Research output: Chapter in Book or Conference Publication/Proceeding › Conference Publication › peer-review
1 Citation (Scopus) -
Uncertainty-Aware Knowledge Transformers for Peer-to-Peer Energy Trading with Multi-Agent Reinforcement Learning
Shah, M. I. A., Barrett, E. & Mason, K., 21 Oct 2025, ECAI 2025 - 28th European Conference on Artificial Intelligence, including 14th Conference on Prestigious Applications of Intelligent Systems, PAIS 2025 - Proceedings. Lynce, I., Murano, N., Vallati, M., Villata, S., Chesani, F., Milano, M., Omicini, A. & Dastani, M. (eds.). IOS Press BV, p. 3855-3861 7 p. (Frontiers in Artificial Intelligence and Applications; vol. 413).Research output: Chapter in Book or Conference Publication/Proceeding › Conference Publication › peer-review
Open Access1 Citation (Scopus) -
A hybrid heuristic-reinforcement learning-based real-time control model for residential behind-the-meter PV-battery systems
Rezaeimozafar, M., Duffy, M., Monaghan, R. F. D. & Barrett, E., 1 Feb 2024, In: Applied Energy. 355, 122244.Research output: Contribution to a Journal (Peer & Non Peer) › Article › peer-review
18 Citations (Scopus)
Activities
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Website Governance Group - University of Galway(Internal) (External organisation)
Barrett, E. (Member)
8 May 2024 → …Activity: Membership › Membership of committee
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Mian Ibad Ali Shah
Barrett, E. (Co-Supervisor)
2024 → …Activity: Other › Current Postgraduates (Research) Supervised
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Michael Mc Mahon
Barrett, E. (Co-Supervisor)
2024 → …Activity: Other › Current Postgraduates (Research) Supervised
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Michael Duignan
Barrett, E. (Co-Supervisor)
2024 → …Activity: Other › Current Postgraduates (Research) Supervised
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Internationalisation(Internal) (External organisation)
Barrett, E. (Member)
4 Sep 2023 → …Activity: Membership › Membership of committee
Prizes
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Supervisor of Ibad 1st place at the 2024 3 minutes Threesis Competition at School of Computer Science
Shah, M. I. A. (Recipient), Barrett, E. (Recipient) & Mason, K. (Recipient), 2024
Prize
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Supervisor of Mian Ibad Ali Shah awarded Best Presentation Award
Shah, M. I. A. (Recipient), Barrett, E. (Recipient) & Mason, K. (Recipient), 2024
Prize