Machine Learning for Wind Turbine Blades Maintenance Management
作者： Alfredo Arcos Jiménez , Carlos Gómez Muñoz , Fausto García Márquez
DOI: 10.3390/EN11010013
关键词: Delamination 、 Wavelet transform 、 Artificial neural network 、 Multilayer perceptron 、 Feature extraction 、 Turbine blade 、 Machine learning 、 Feature selection 、 Artificial intelligence 、 Computer science 、 Stress concentration
摘要: Delamination in Wind Turbine Blades (WTB) is a common structural problem that can generate large costs. Delamination is the separation of layers of a composite material, which …
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Eloi Figueiredo, Joaquim Figueiras, Gyuhae Park, Charles R. Farrar, Keith Worden, Influence of the Autoregressive Model Order on Damage Detection Computer-aided Civil and Infrastructure Engineering. ,vol. 26, pp. 225- 238 ,(2011) , 10.1111/J.1467-8667.2010.00685.X
Rasit Ata, Artificial neural networks applications in wind energy systems: a review Renewable & Sustainable Energy Reviews. ,vol. 49, pp. 534- 562 ,(2015) , 10.1016/J.RSER.2015.04.166
Fausto Pedro García Márquez, Jesús María Pinar Pérez, Alberto Pliego Marugán, Mayorkinos Papaelias, Identification of critical components of wind turbines using FTA over the time Renewable Energy. ,vol. 87, pp. 869- 883 ,(2016) , 10.1016/J.RENENE.2015.09.038
Raúl Ruiz de la Hermosa González-Carrato, Fausto Pedro García Márquez, Vichaar Dimlaye, Diego Ruiz-Hernández, Pattern recognition by wavelet transforms using macro fibre composites transducers Mechanical Systems and Signal Processing. ,vol. 48, pp. 339- 350 ,(2014) , 10.1016/J.YMSSP.2014.04.002
Hoon Sohn, Gyuhae Park, Jeannette R Wait, Nathan P Limback, Charles R Farrar, Wavelet-based active sensing for delamination detection in composite structures Smart Materials and Structures. ,vol. 13, pp. 153- 160 ,(2004) , 10.1088/0964-1726/13/1/017
Marco A. Pérez, Lluís Gil, Sergio Oller, Impact damage identification in composite laminates using vibration testing Composite Structures. ,vol. 108, pp. 267- 276 ,(2014) , 10.1016/J.COMPSTRUCT.2013.09.025
Zhongqing Su, Lin Ye, Ye Lu, Guided Lamb waves for identification of damage in composite structures: A review Journal of Sound and Vibration. ,vol. 295, pp. 753- 780 ,(2006) , 10.1016/J.JSV.2006.01.020
Hoon Sohn, Charles R. Farrar, Norman F. Hunter, Keith Worden, Structural Health Monitoring Using Statistical Pattern Recognition Techniques Journal of Dynamic Systems Measurement and Control-transactions of The Asme. ,vol. 123, pp. 706- 711 ,(2001) , 10.1115/1.1410933
Lutz Prechelt, Automatic early stopping using cross validation: quantifying the criteria Neural Networks. ,vol. 11, pp. 761- 767 ,(1998) , 10.1016/S0893-6080(98)00010-0
Wangmeng Zuo, David Zhang, Kuanquan Wang, On kernel difference-weighted k -nearest neighbor classification Pattern Analysis and Applications. ,vol. 11, pp. 247- 257 ,(2008) , 10.1007/S10044-007-0100-Z