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: 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.
Creators(s): |
Ferguson, D ![]() ![]() ![]() | Item type: | Conference or Workshop Item(Paper) |
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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: | 26 Nov 2020 03:30 |
Related URLs: | |
URI: | https://strathprints.strath.ac.uk/id/eprint/65750 |
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