Multivariate Wind Turbine Power Curve Model Based on Data Clustering and Polynomial LASSO Regression

Multivariate Wind Turbine Power Curve Model Based on Data Clustering and Polynomial LASSO Regression

Wind turbine performance monitoring is a complex task because of the non-stationary operation conditions and because the power has a multivariate dependence on the ambient conditions and working parameters. This motivates the research about the use of SCADA data for constructing reliable models appl...

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Bibliographic Details
Main Authors: Davide Astolfi, Ravi Pandit
Format: Article
Language:English
Published: MDPI AG 2021-12-01
Series:Applied Sciences
Subjects:
wind energy
wind turbines
power curve
SCADA
data analysis
multivariate regression
Online Access:https://www.mdpi.com/2076-3417/12/1/72

Internet

https://www.mdpi.com/2076-3417/12/1/72

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