Skip to main content
U.S. Department of Energy
Office of Scientific and Technical Information

Comparison of wind-farm control strategies under realistic offshore wind conditions: wake quantities of interest

Journal Article · · Wind Energy Science

Wind-farm control strategies aim to increase the efficiency, and therefore lower the levelized cost of energy, of wind farms. This is done by using turbine settings such as the yaw angle, blade pitch angles, or generator torque to manipulate the wake that negatively affects downstream turbines in the farm. Two inherently different wind-farm control methods have been identified in the literature: wake steering (WS) and active wake mixing (AWM). As one of two companion papers focused on understanding practical aspects of these two wind-farm control strategies using large-eddy simulation (LES), we below analyze the wake quantities of interest for a single wind turbine performing WS and AWM, while the companion article (Frederik et al., 2025) focuses on turbine quantities of interest including power and structural loads for the same computational setup and also includes two-turbine arrays with full and partial wake overlap. The simulations, which are based in the LES solver AMR-Wind, are tailored to have inflow conditions representative of measurements from a site off the East Coast of the US, including with strong veer and low turbulence. The turbine, which is modeled in OpenFAST and coupled to the LES, is the IEA 15 MW, an open-source offshore design. After presenting an overview of the wake recovery for the different wake-control cases, the analysis probes the fluid-dynamic causes for the different performance of the arrays reported in the companion article by examining control volumes around the wakes and the budget of the mean-flow kinetic energy (MKE) within these volumes. In the high veer environment considered, the MKE recovery is dominated by mean convection, and this is shown to especially benefit the WS strategy when a neighboring turbine is directly downstream: there is ≈65 % more available power for a downstream turbine than in the baseline case, and this power is gained primarily through mean convection on the left-tip and top-tip faces of the control volume. However, the case with imperfect knowledge of the exact wind direction favors the pulse-type AWM strategy, largely because of ≈9 % increased turbulent entrainment from aloft versus the baseline that could be related to an apparent resistance to skewing in the pulsed wake. The general reduced effectiveness of helix-type and other individual-pitch-based AWM strategies for inflow with high veer and low turbulence as reported in the companion paper is due, in part, to low magnitudes of phase-averaged turbulent entrainment. Two main findings of this study are thus that veer has a significant impact on the effectiveness of different wake-control strategies and that pulse-type AWM may be a useful strategy when the objective is power maximization in realistic, offshore flow environments with imperfect knowledge of the exact wake overlap position on the downstream turbine.

Research Organization:
National Renewable Energy Laboratory (NREL), Golden, CO (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
NA0003525; AC05-00OR22725
OSTI ID:
2587728
Report Number(s):
NREL/JA--5000-92245
Journal Information:
Wind Energy Science, Journal Name: Wind Energy Science Journal Issue: 8 Vol. 10; ISSN 2366-7451
Publisher:
Copernicus GmbHCopyright Statement
Country of Publication:
United States
Language:
English

References (41)

Wind plant power optimization through yaw control using a parametric model for wake effects-a CFD simulation study: Wind plant optimization by yaw control using a parametric wake model journal December 2014
A new formulation for rotor equivalent wind speed for wind resource assessment and wind power forecasting: New formulation for equivalent wind speed journal September 2015
Quantification of power losses due to wind turbine wake interactions through SCADA, meteorological and wind LiDAR data: Power losses due to wake interactions through SCADA, met and LiDAR data journal June 2017
The helix approach: Using dynamic individual pitch control to enhance wake mixing in wind farms journal May 2020
ExaWind: Open‐source CFD for hybrid‐RANS/LES geometry‐resolved wind turbine simulations in atmospheric flows journal January 2024
Maximizing wind farm power output with the helix approach: Experimental validation and wake analysis using tomographic particle image velocimetry journal February 2024
Application of a LES technique to characterize the wake deflection of a wind turbine in yaw journal December 2009
Accounting for the speed shear in wind turbine power performance measurement: Accounting for speed shear in power performance measurement journal October 2011
A Conservative Adaptive Projection Method for the Variable Density Incompressible Navier–Stokes Equations journal May 1998
Comparison of the wake recovery of the axial-flow and cross-flow turbine concepts journal June 2017
Mean and turbulent kinetic energy budgets inside and above very large wind farms under conventionally-neutral condition journal October 2014
A regular Strouhal number for large-scale instability in the far wake of a rotor journal April 2014
Tip-vortex instability and turbulent mixing in wind-turbine wakes journal September 2015
Experimental and theoretical study of wind turbine wakes in yawed conditions journal October 2016
The characteristics of helically deflected wind turbine wakes journal June 2023
Coriolis effects on wind turbine wakes across neutral atmospheric boundary layer regimes journal March 2025
Experimental study of the horizontally averaged flow structure in a model wind-turbine array boundary layer journal January 2010
Large eddy simulation study of fully developed wind-turbine array boundary layers journal January 2010
Statistical analysis of kinetic energy entrainment in a model wind turbine array boundary layer journal November 2012
Highly parallelisable simulations of time-dependent viscoplastic fluid flow with structured adaptive mesh refinement journal September 2018
Model intercomparison of the ABL, turbines, and wakes within the AWAKEN wind farms under neutral stability conditions journal March 2025
Wind farm power optimization through wake steering journal July 2019
Experimental study of the kinetic energy budget in a wind turbine streamtube journal January 2012
Turbulent Flows journal October 2001
ExaWind: A multifidelity modeling and simulation environment for wind energy journal January 2020
Performance assessment of wake mitigation strategies journal May 2022
Comparison of helix and wake steering control for varying turbine spacing and wind direction journal June 2024
Wakes in very large wind farms and the effect of neighbouring wind farms journal June 2014
Numerical Modeling of Wind Turbine Wakes journal May 2002
IEA Wind TCP Task 37: Definition of the IEA 15-Megawatt Offshore Reference Wind Turbine report March 2020
Predicting Wind Turbine Wake Breakdown Using a Free Vortex Wake Code journal November 2020
Accelerated Wind-Turbine Wake Recovery Through Actuation of the Tip-Vortex Instability journal May 2022
Dynamic Strategies for Yaw and Induction Control of Wind Farms Based on Large-Eddy Simulation and Optimization journal January 2018
Fluid-Dynamic Mechanisms Underlying Wind Turbine Wake Control with Strouhal-Timed Actuation journal February 2024
Comparison of wind farm control strategies under realistic offshore wind conditions: turbine quantities of interest journal April 2025
Towards practical dynamic induction control of wind farms: analysis of optimally controlled wind-farm boundary layers and sinusoidal induction control of first-row turbines journal January 2018
Initial results from a field campaign of wake steering applied at a commercial wind farm – Part 1 journal January 2019
Periodic dynamic induction control of wind farms: proving the potential in simulations and wind tunnel experiments journal January 2020
Design and analysis of a wake steering controller with wind direction variability journal January 2020
Control-oriented model for secondary effects of wake steering journal January 2021
One-to-one aeroservoelastic validation of operational loads and performance of a 2.8 MW wind turbine model in OpenFAST journal August 2024

Similar Records

Comparison of wind farm control strategies under realistic offshore wind conditions: turbine quantities of interest
Journal Article · Mon Apr 28 00:00:00 EDT 2025 · Wind Energy Science (Online) · OSTI ID:2562960

Spectral proper orthogonal decomposition of active wake mixing dynamics in a stable atmospheric boundary layer
Journal Article · Wed Oct 29 00:00:00 EDT 2025 · Wind Energy Science (Online) · OSTI ID:3003015