Projects per year
I am an academic in the Deptartment of Electronic and Electrical Engineering. My research interests are in the industrial application of (deep) machine learning, cybersecurity, and the Internet of Things. I have strong interest in explainable AI (XAI) and hyperparameter optimisation.
- EE106 Engineering Design for Software Development 1: gentle introduction to computer programming using Python.
- EE320 Signals and Systems: signal processing concepts.
- EE471 Communications Networks: foundation in communication and computer networking concepts and protocols.
My research focusses on the entire data processing pipeline from data collection and storage, through data cleansing, parallelisation of feature extraction approaches, deployable dimensionailty reduction streategies, hyperparameter optiisation and the production of machine learning models.
The work is carried out in tandem with industry, with application areas that include partial discharge localisation, predictive maintenance of moving equipment, intrusion detetcion systems, and deception for cyber resillience.
Expertise & Capabilities
I have experience and expertise in the following areas of AI:
- Data cleansing and outlier removal.
- Feature extraction for time-series.
- Dimensionailty reduction techniques.
- Production of (deep) machine learning based models.
- Model optimitisation by selection of the best hyperparameers.
- Data visualisation.
- Explianable models.
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):
Doctor of Philosophy, Mobile Communications Systems, University of Strathclyde
Award Date: 1 Jan 2003
Master of Science, Communications Control and Digital Signal Processing, University of Strathclyde
Award Date: 1 Jan 1996
Bachelor of Engineering, Electronic and Electrical Engineering, University of Strathclyde
Award Date: 1 Jan 1993
- wireless sensor network
- Mobile Communications
- Machine Learning
- Artificial Intelligence
- Condition Monitoring
- Internet Engineering
- Computer Networking
- Big Data
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Collaborations and top research areas from the last five years
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1/02/22 → 31/01/27
Auction-based network selection in a market-based framework for trading wireless communications servicesKonka, J., Andonovic, I., Michie, W. & Atkinson, R., 31 Mar 2014, In: IEEE Transactions on Vehicular Technology. 63, 3, p. 1365-1377 12 p.
Research output: Contribution to journal › Article › peer-reviewOpen AccessFile
Sinclair, N., Harle, D., Glover, I., Irvine, J. & Atkinson, R., Jun 2013, In: IEEE Transactions on Vehicular Technology. 62, 5, p. 1883-1894 12 p.
Research output: Contribution to journal › Special issue › peer-review
Data for: "Image analysis framework with focus evaluation for in situ characterisation of particle size and shape attributes" (sample)
Cardona Amengual, J. (Creator), Ferreira, C. S. (Data Collector), McGinty, J. (Data Collector), Hamilton, A. (Contributor), Agimelen, O. (Contributor), Cleary, A. (Contributor), Atkinson, R. (Supervisor), Michie, C. (Supervisor), Chen, Y. (Supervisor), Sefcik, J. (Supervisor), Andonovic, I. (Supervisor) & Tachtatzis, C. (Contributor), University of Strathclyde, 22 Mar 2018
Prize: Other distinction
The Challenges in the Implementation of Cloud-based Precision Livestock Management Services Provision26 Aug 2019 → 30 Aug 2019
Activity: Talk or presentation types › Invited talk