Standardisation of wind turbine SCADA data for gearbox fault detection

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Ferguson, D and McDonald, A and Carroll, J and Lee, H (2018) Standardisation of wind turbine SCADA data for gearbox fault detection. In: The 7th International Conference on Renewable Power Generation, 2018-08-26 - 2018-09-27, DTU, Lyngby.

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Abstract

This paper presents a method of anomaly detection within a gearbox by way of standardising temperature data. Assessing measured parameters in isolation is not sufficient to detect faults within a wind turbine. This technique uses temperature, rotational speed and generator torque to detect a bearing fault within the gearbox. Standardising data allows a parameter to be analysed which also takes into consideration the operating state of the wind turbine, therefore providing a more holistic view of the health of the wind turbine and component being monitored.

ORCID iDs

Ferguson, D ORCID logoORCID: https://orcid.org/0000-0002-4911-782X, McDonald, A ORCID logoORCID: https://orcid.org/0000-0002-2238-3589, Carroll, J ORCID logoORCID: https://orcid.org/0000-0002-1510-1416 and Lee, H;
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