SCADA based nonparametric models for condition monitoring of a wind turbine

SCADA based nonparametric models for condition monitoring of a wind turbine

High operation and maintenance costs for offshore wind turbines push up the LCOE of offshore wind energy. Unscheduled maintenance due to unanticipated failures is the most prominent driver of the maintenance cost which reinforces the drive towards condition-based maintenance. SCADA based condition m...

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Bibliographic Details
Main Authors: Ravi Kumar Pandit, David Infield
Format: Article
Language:English
Published: Wiley 2019-06-01
Series:The Journal of Engineering
Subjects:
gaussian processes
offshore installations
wind turbines
maintenance engineering
iec standards
scada systems
condition monitoring
regression analysis
nonparametric methods
power curve modelling
scada based nonparametric models
maintenance costs
offshore wind turbines
offshore wind energy
maintenance cost
condition-based maintenance
scada based condition monitoring
cost-effective approach
wind turbine abnormal behaviour
regression trees
regression tree model
scada datasets
gaussian process
Online Access:https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9284

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https://digital-library.theiet.org/content/journals/10.1049/joe.2018.9284

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