Multivariate SCADA Data Analysis Methods for Real-World Wind Turbine Power Curve Monitoring

Multivariate SCADA Data Analysis Methods for Real-World Wind Turbine Power Curve Monitoring

Due to the stochastic nature of the source, wind turbines operate under non-stationary conditions and the extracted power depends non-trivially on ambient conditions and working parameters. It is therefore difficult to establish a normal behavior model for monitoring the performance of a wind turbin...

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Bibliographic Details
Main Authors: Davide Astolfi, Francesco Castellani, Andrea Lombardi, Ludovico Terzi
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Energies
Subjects:
wind energy
wind turbines
renewable energy
power curve
multivariate regression
Data-Driven Models
Online Access:https://www.mdpi.com/1996-1073/14/4/1105

Internet

https://www.mdpi.com/1996-1073/14/4/1105

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