Title :
Damage detection in an operating Vestas V27 wind turbine blade by use of outlier analysis
Author :
Ulriksen, Martin D. ; Tcherniak, Dmitri ; Damkilde, Lars
Author_Institution :
Dept. of Civil Eng., Aalborg Univ., Esbjerg, Denmark
Abstract :
The present paper explores the application of a well-established vibration-based damage detection method to an operating Vestas V27 wind turbine blade. The blade is analyzed in a total of four states, namely, a healthy one plus three damaged ones in which trailing edge openings of increasing sizes are introduced. In each state, the blade is subjected to controlled actuator hits, yielding forced vibrations that are measured in a total of 12 accelerometers; of which 11 are used for damage detection. The dimensionality of these acceleration data is reduced by means of principal component analysis (PCA), and then a reduced set of selected principal scores are employed as damage features in the Mahalanobis metric in order to detect damage-induced anomalies.
Keywords :
blades; principal component analysis; vibrations; wind turbines; Mahalanobis metric; PCA; Vestas V27 wind turbine blade; actuator hits; damage features; damage-induced anomalies; dimensionality; outlier analysis; principal component analysis; principal scores; trailing edge openings; vibration-based damage detection method; yielding forced vibrations; Accelerometers; Actuators; Blades; Vibration measurement; Vibrations; Wind turbines;
Conference_Titel :
Environmental, Energy and Structural Monitoring Systems (EESMS), 2015 IEEE Workshop on
Conference_Location :
Trento
Print_ISBN :
978-1-4799-8214-1
DOI :
10.1109/EESMS.2015.7175851