Standardisation of wind turbine SCADA data for gearbox fault detection

Ferguson, D and McDonald, A and Carroll, J and Lee, H (2018) Standardisation of wind turbine SCADA data for gearbox fault detection. In: IET Renewable Power Generation, 2018-09-26 - 2018-09-27, Technical University of Denmark (DTU).

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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.

    Author(s):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
    Item type:Conference or Workshop Item(Paper)
    ID code:65750
    Keywords:anomaly detection, gearbox, standardisation, monitoring, Electrical engineering. Electronics Nuclear engineering, Electrical and Electronic Engineering
    Subjects:Technology > Electrical engineering. Electronics Nuclear engineering
    Department:Faculty of Engineering > Electronic and Electrical Engineering
    Depositing user: Pure Administrator
    Date deposited:11 Oct 2018 15:21
    Last modified:09 Oct 2019 03:18
    Related URLs:
    URI:https://strathprints.strath.ac.uk/id/eprint/65750
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