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Darius Roman
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Machine learning pipeline for battery state-of-health estimation
D Roman, S Saxena, V Robu, M Pecht, D Flynn
Nature Machine Intelligence 3 (5), 447-456, 2021
4412021
Prognostics and health management for the optimization of marine hybrid energy systems
W Tang, D Roman, R Dickie, V Robu, D Flynn
Energies 13 (18), 4676, 2020
442020
AI-driven maintenance support for downhole tools and electronics operated in dynamic drilling environments
L Kirschbaum, D Roman, G Singh, J Bruns, V Robu, D Flynn
IEEE Access 8, 78683-78701, 2020
422020
Battery stress factor ranking for accelerated degradation test planning using machine learning
S Saxena, D Roman, V Robu, D Flynn, M Pecht
energies 14 (3), 723, 2021
322021
A machine learning degradation model for electrochemical capacitors operated at high temperature
D Roman, S Saxena, J Bruns, R Valentin, M Pecht, D Flynn
IEEE Access 9, 25544-25553, 2021
222021
A review of the role of prognostics in predicting the remaining useful life of assets
D Roman, R Dickie, V Robu, D Flynn
Safety and Reliability-Theory and Applications 135, 2017
172017
Deep learning pipeline for state-of-health classification of electromagnetic relays
L Kirschbaum, D Roman, V Robu, D Flynn
2021 IEEE 30th International Symposium on Industrial Electronics (ISIE), 1-7, 2021
42021
Machine Learning Pipeline for Power Electronics State of Health Assessment and Remaining Useful Life Prediction
CL Kahraman, D Roman, L Kirschbaum, D Flynn, J Swingler
IEEE Access, 2024
2024
Design and implementation of machine learning algorithms for degradation estimation of Lithium-ion batteries and electrochemical capacitors
D Roman
Heriot-Watt University, 2021
2021
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