Projects per year
Personal profile
Biography
James Brusey, Professor of Computer Science
James Brusey is a Professor of Computer Science with the Centre for Data Science at Coventry University, leading on AI for Cyberphysical Systems. His current research is in Machine Learning, Reinforcement Learning, and applied wireless networked sensing. Recent industrially-focused projects involve vehicle thermal comfort (with JLR), residential building and thermal comfort (Orbit Group), particle filter algorithms for flow measurement (with TUV-NEL), a new form of linear discriminant analysis (TUV-NEL), algorithms for network packet reduction (EU-funded STARGATE project with Rolls-Royce), decision support for buildings monitoring, elderly / infirm falls and near-falls sensing.
He provides thought leadership to the virtualisation framework for the EU H2020 DOMUS project (involving Fiat (CRF), Toyota (TME), and Volvo among others) that aims to revolutionise thermal comfort systems for electric vehicles.
James Brusey received his PhD from RMIT University in 2003. He has over 15 year's experience in the IT industry, part of which was as an independent consultant. He has taught research methods to all levels of researchers around the world and teaches practical courses in wireless sensing and Internet of Things to postgraduate students. He is well published and cited, has graduated 20 PhD students, and received 25 grants with a total value of £35mil. His professorship was awarded in 2018.
Vision Statement
Reinforcement Learning shows great promise as a method to optimise the control of real-world processes and has certainly had success in playing games (e.g., AlphaGo) and dealing with simulated environments. However, we are yet to see uptake for real world problems (e.g., autonomous cars) since translating from simulated to real (or sim2real) is a massive roadblock.
In addition, traditional control doesn't attempt to optimise human-in-the-loop processes since humans are stochastic and difficult to predict.
My work aims to resolve key problems at the intersection of RL, human-centric, and real-world systems.
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Collaborations and top research areas from the last five years
Projects
- 7 Finished
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Enhancing Science & Innovation Capacity of Vietnam for Sustainable Development
Gaura, E., Brusey, J., Maugham, S., Nixon, J. & Shilton, V.
14/01/19 → 31/03/20
Project: Research
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Sustainable and Replicable Off-grid Renewable Energy System for Riverside Communities in the Amazon, Brazil (STAR Energy)
Bezerra Trindade, A., Gaura, E., Brusey, J., Gyamfi, S., Harnmeijer, J. & Wilkins, R.
1/03/17 → 28/02/19
Project: Research
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Philippines UK coLlaborative Partnership-System for Environmental and Efficient Drying
Gaura, E., Wilkins, R., Brusey, J. & Gyamfi, S.
1/04/15 → 30/04/17
Project: Research
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Jaguar Land Rover: STRIVE: Machine learning for thermal comfort
Brusey, J., Thake, D. & Gaura, E.
1/09/13 → 30/03/14
Project: Research
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Differential radial basis function network for sequence modelling
Gyamfi, K. S., Brusey, J. & Gaura, E., 1 Mar 2022, In: Expert Systems with Applications. 189, 115982.Research output: Contribution to journal › Article › peer-review
Open AccessFile4 Citations (Scopus)225 Downloads (Pure) -
Fast, detailed, accurate simulation of a thermal car-cabin using machine-learning
Jess, B. J., Brusey, J., Rostagno, M. M., Merlo, A. M., Gaura, E. & Gyamfi, K. S., 10 Mar 2022, In: Frontiers of Mechanical Engineering. 8, p. 753169 11 p., 753169.Research output: Contribution to journal › Article › peer-review
Open AccessFile2 Citations (Scopus)169 Downloads (Pure) -
Off the boil? The challenges of monitoring cooking behaviour in refugee settlements
Halford, A., Gaura, E., Bhargava, K., Verba, N., Brusey, J. & Nixon, J., 22 Aug 2022, In: Energy Research & Social Science. 90, 9 p., 102603.Research output: Contribution to journal › Article › peer-review
Open AccessFile1 Citation (Scopus)88 Downloads (Pure) -
Using multi-objective optimisation with ADM1 and measured data to improve the performance of an existing anaerobic digestion system
Ashraf, R. J., Nixon, J. D. & Brusey, J., Aug 2022, In: Chemosphere. 301, 11 p., 134523.Research output: Contribution to journal › Article › peer-review
Open AccessFile10 Citations (Scopus)133 Downloads (Pure) -
A Jump-Markov Regularized Particle Filter for the estimation of ambiguous sensor faults
Iglésis, E., Dahia, K., Piet-Lahanier, H., Merlinge, N. J. A., Horri, N. & Brusey, J., 14 Apr 2021, (E-pub ahead of print) p. 756-763. 8 p.Research output: Contribution to conference › Paper › peer-review
Open AccessFile2 Citations (Scopus)115 Downloads (Pure)
Datasets
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EPSRC HEED Data Repository: Individual Appliance Monitoring System
Gaura, E. (Creator), Jess, B. (Creator), Bhargava, K. (Creator), Verba, N. (Creator) & Brusey, J. (Creator), Zenodo, 2020
DOI: 10.5281/zenodo.4271715, https://zenodo.org/api/records/4271715
Dataset
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EPSRC HEED Data Repository: Lantern Monitoring System
Gaura, E. (Creator), Bhargava, K. (Creator), Verba, N. (Creator) & Brusey, J. (Creator), Zenodo, 12 Nov 2020
DOI: 10.5281/zenodo.4269810, https://zenodo.org/record/4269810
Dataset
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EPSRC HEED Data Repository: Surveys
Gaura, E. (Creator), Brusey, J. (Creator), Crawley, H. (Creator), Jess, B. (Creator) & Verba, N. (Creator), Zenodo, 2021
DOI: 10.5281/zenodo.4454580, https://zenodo.org/api/records/4454580
Dataset
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EPSRC HEED Data Repository: Footfall Monitoring System
Gaura, E. (Creator), Jess, B. (Creator), Bhargava, K. (Creator), Verba, N. (Creator) & Brusey, J. (Creator), Zenodo, 2020
DOI: 10.5281/zenodo.4271731, https://zenodo.org/api/records/4271731
Dataset
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EPSRC-funded Humanitarian Engineering and Energy for Displacement (HEED) datasets
Bhargava, K. (Creator), Verba, N. (Creator), Nixon, J. (Creator), Gaura, E. (Creator), Brusey, J. (Creator) & Halford, A. (Creator), Zenodo, 2021
DOI: 10.5281/zenodo.5792260, https://zenodo.org/record/5792260
Dataset
Activities
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Practical Framework for Opportunistic Direct Interconnection between Wireless Sensor Networks with Native Communication Protocols
James Brusey (Examiner)
15 Feb 2018Activity: Examination
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ComSE 2016, British Council Workshop
Elena Gaura (Keynote Speaker) & James Brusey (Keynote Speaker)
15 Feb 2016 → 19 Feb 2016Activity: Participating in or organising an event › Participation in conference
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International Conference on Intelligent and Interactive Computing
James Brusey (Keynote Speaker)
11 Aug 2015 → 12 Aug 2015Activity: Participating in or organising an event › Participation in conference
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7th EVI-GTI International Gas Turbine Instrumentation Conference
James Brusey (Speaker)
3 Nov 2015 → 5 Nov 2015Activity: Participating in or organising an event › Participation in conference
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MEDCOM
James Brusey (Keynote Speaker)
8 Nov 2014 → 9 Nov 2014Activity: Participating in or organising an event › Participation in conference