Prediction of wind turbine generator bearing failure through analysis of high-frequency vibration data and the application of support vector machine algorithms

by Alan Turnbull, James Carroll, Sofia Koukoura, Alasdair McDonald
Published 2019-06-01

Combination of Thermal Modelling and Machine Learning Approaches for Fault Detection in Wind Turbine Gearboxes

by Becky Corley, Sofia Koukoura, James Carroll, Alasdair McDonald
Published 2021-03-01

Effect of Time History on Normal Behaviour Modelling Using SCADA Data to Predict Wind Turbine Failures

by Conor McKinnon, Alan Turnbull, Sofia Koukoura, James Carroll, Alasdair McDonald
Published 2020-09-01

Comparison of New Anomaly Detection Technique for Wind Turbine Condition Monitoring Using Gearbox SCADA Data

by Conor McKinnon, James Carroll, Alasdair McDonald, Sofia Koukoura, David Infield, Conaill Soraghan
Published 2020-10-01

Current Signature and Vibration Analyses to Diagnose an In-Service Wind Turbine Drive Train

by Estefania Artigao, Sofia Koukoura, Andrés Honrubia-Escribano, James Carroll, Alasdair McDonald, Emilio Gómez-Lázaro
Published 2018-04-01