Rapid estimate of wind turbine energy loss due to blade leading edge delamination using artificial neural networks

MS Campobasso, A Cavazzini… - Journal of …, 2020 - asmedigitalcollection.asme.org
Estimating reliably and rapidly the losses of wind turbine annual energy production due to
blade surface damage is essential for optimizing maintenance planning and, in the case of …

[HTML][HTML] Machine learning-enabled prediction of wind turbine energy yield losses due to general blade leading edge erosion

L Cappugi, A Castorrini, A Bonfiglioli, E Minisci… - Energy Conversion and …, 2021 - Elsevier
Blade leading edge erosion is acknowledged to significantly reduce the energy yield of wind
turbines. The problem is particularly severe for offshore installations, due to faster erosion …

Opensource machine learning metamodels for assessing blade performance impairment due to general leading edge degradation

A Castorrini, A Ortolani, E Minisci… - Journal of Physics …, 2024 - iopscience.iop.org
Blades leading edge erosion can significantly reduce annual energy production of wind
turbines. Accurate estimates of the resulting blade performance impairment are paramount …

[HTML][HTML] Analysis and detection of erosion in wind turbine blades

J Enríquez Zárate, MÁ Gómez López… - Mathematical and …, 2022 - mdpi.com
This paper studies erosion at the tip of wind turbine blades by considering aerodynamic
analysis, modal analysis and predictive machine learning modeling. Erosion can be caused …

Analysis and detection of erosion in wind turbine blades

JE Zárate, MÁG López, JAC Troyo… - Mathematical & …, 2022 - search.proquest.com
This paper studies erosion at the tip of wind turbine blades by considering aerodynamic
analysis, modal analysis and predictive machine learning modeling. Erosion can be caused …

[HTML][HTML] Automated Quantification of Wind Turbine Blade Leading Edge Erosion from Field Images

JA Aird, RJ Barthelmie, SC Pryor - Energies, 2023 - mdpi.com
Wind turbine blade leading edge erosion is a major source of power production loss and
early detection benefits optimization of repair strategies. Two machine learning (ML) models …

[HTML][HTML] Probabilistic analysis of wind turbine performance degradation due to blade erosion accounting for uncertainty of damage geometry

MS Campobasso, A Castorrini, A Ortolani… - … and Sustainable Energy …, 2023 - Elsevier
Geometry alterations of wind turbine blades due to erosion reduce the blade aerodynamic
performance, yielding turbine power and energy losses. This study proposes a novel …

Assessing wind turbine energy losses due to blade leading edge erosion cavities with parametric CAD and 3D CFD

A Castorrini, L Cappugi, A Bonfiglioli… - Journal of Physics …, 2020 - iopscience.iop.org
Wind turbine leading edge erosion is a complex installation site-dependent process that
spoils the aerodynamic performance of wind turbine rotors. This gradual damage process …

[HTML][HTML] Computational fluid dynamics (CFD) modeling of actual eroded wind turbine blades

K Vimalakanthan, H van der Mijle Meijer… - Wind Energy …, 2023 - wes.copernicus.org
Leading edge erosion (LEE) is one of the most critical degradation mechanisms that occur
with wind turbine blades (WTBs), generally starting from the tip section of the blade. A …

Analysis of the impact of leading edge surface degradation on wind turbine performance

CM Langel, R Chow, OF Hurley… - 33rd Wind Energy …, 2015 - arc.aiaa.org
Over time it has been reported wind turbine power output can diminish below manufacturers
promised levels. This is clearly undesirable from an operator standpoint, and can also put …