Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation

In large wind farms, the interaction of atmospheric turbulence and wind turbine wakes leads to complex vortex dynamics and energy dissipation, resulting in reduced wind velocity and subsequent loss of wind power. This study investigates the influence of vortex stretching on wind power fluctuations w...

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Main Authors: Jagdeep Singh, Jahrul M Alam
Format: Article
Language:English
Published: MDPI AG 2024-10-01
Series:Wind
Subjects:
Online Access:https://www.mdpi.com/2674-032X/4/4/15
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author Jagdeep Singh
Jahrul M Alam
author_facet Jagdeep Singh
Jahrul M Alam
author_sort Jagdeep Singh
collection DOAJ
description In large wind farms, the interaction of atmospheric turbulence and wind turbine wakes leads to complex vortex dynamics and energy dissipation, resulting in reduced wind velocity and subsequent loss of wind power. This study investigates the influence of vortex stretching on wind power fluctuations within wind turbine wakes using scale-adaptive large eddy simulation. The proper orthogonal decomposition method was employed to extract the most energetic contributions to the wind power spectra. Vertical profiles of mean wind speed, Reynolds stresses, and dispersive stresses were analyzed to assess energy dissipation rates. Our simulation results showed excellent agreement when compared with wind tunnel data and more advanced numerical models, such as the actuator line model and the actuator line model with hub and tower effects. This highlights the important role of coherent and energetic flow components in the spectral behavior of wind farms. The findings indicate a persistent energy cascading length scale in the wake of wind turbines, emphasizing the vertical transport of energy to turbine blades. These results complement existing literature and provide new insights into the dynamics of wind turbine wakes and their impact on wind farm performance.
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spelling doaj-art-3bc7b351f4e44f758d96f4ae83ea96d12025-08-20T02:43:50ZengMDPI AGWind2674-032X2024-10-014428831010.3390/wind4040015Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy SimulationJagdeep Singh0Jahrul M Alam1Interdisciplinary Scientific Computing Program, Memorial University of Newfoundland, St. John’s, NL A1C 5S7, CanadaDepartment of Mathematics and Statistics, Memorial University of Newfoundland, St. John’s, NL A1C 5S7, CanadaIn large wind farms, the interaction of atmospheric turbulence and wind turbine wakes leads to complex vortex dynamics and energy dissipation, resulting in reduced wind velocity and subsequent loss of wind power. This study investigates the influence of vortex stretching on wind power fluctuations within wind turbine wakes using scale-adaptive large eddy simulation. The proper orthogonal decomposition method was employed to extract the most energetic contributions to the wind power spectra. Vertical profiles of mean wind speed, Reynolds stresses, and dispersive stresses were analyzed to assess energy dissipation rates. Our simulation results showed excellent agreement when compared with wind tunnel data and more advanced numerical models, such as the actuator line model and the actuator line model with hub and tower effects. This highlights the important role of coherent and energetic flow components in the spectral behavior of wind farms. The findings indicate a persistent energy cascading length scale in the wake of wind turbines, emphasizing the vertical transport of energy to turbine blades. These results complement existing literature and provide new insights into the dynamics of wind turbine wakes and their impact on wind farm performance.https://www.mdpi.com/2674-032X/4/4/15wind powerwind farmproper orthogonal decompositionlarge-eddy simulationvortex stretching
spellingShingle Jagdeep Singh
Jahrul M Alam
Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
Wind
wind power
wind farm
proper orthogonal decomposition
large-eddy simulation
vortex stretching
title Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
title_full Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
title_fullStr Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
title_full_unstemmed Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
title_short Analysis of Wind Power Fluctuation in Wind Turbine Wakes Using Scale-Adaptive Large Eddy Simulation
title_sort analysis of wind power fluctuation in wind turbine wakes using scale adaptive large eddy simulation
topic wind power
wind farm
proper orthogonal decomposition
large-eddy simulation
vortex stretching
url https://www.mdpi.com/2674-032X/4/4/15
work_keys_str_mv AT jagdeepsingh analysisofwindpowerfluctuationinwindturbinewakesusingscaleadaptivelargeeddysimulation
AT jahrulmalam analysisofwindpowerfluctuationinwindturbinewakesusingscaleadaptivelargeeddysimulation