Standardisation of wind turbine SCADA data for gearbox fault detection

Standardisation of wind turbine SCADA data for gearbox fault detection

This study 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 bearin...

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Bibliographic Details
Main Authors: David Ferguson, Alasdair McDonald, James Carroll, Hyunjoo Lee
Format: Article
Language:English
Published: Wiley 2019-06-01
Series:The Journal of Engineering
Subjects:
gears
fault diagnosis
power engineering computing
signal reconstruction
power system reliability
wind turbines
data analysis
fuzzy reasoning
scada systems
condition monitoring
standardisation
wind turbine scada data
gearbox fault detection
anomaly detection
temperature data
bearing fault
standardising data
Online Access:https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9319

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https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9319

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