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

Journal Article · · Wind Energy Science (Online)

Abstract. Wind farm flow control is a strategy to increase the efficiency and therefore lower the levelized cost of energy of a wind farm. This is done using turbine settings such as the yaw angle, blade pitch angles, or generator torque to manipulate the flow behind the turbine, affecting downstream turbines in the farm. Two inherently different wind farm flow control methods have been identified in the literature: wake steering and wake mixing. This paper focuses on comparing the turbine quantities of interest between these methods for a simple two-turbine wind farm setup, while a companion article (Brown et al., 2025) focuses on the wake quantities of interest for a single wind turbine setup. Both papers use the same set of wind farm simulations based on high-fidelity large-eddy simulations (LESs) coupled with OpenFAST turbine models. First, precursor simulations are executed in order to match wind conditions measured with lidars in an offshore wind farm off the east coast of the USA. These measurements show general wind conditions that exhibit substantially higher vertical wind shear and veer than any of the LES studies performed with wind farm flow control strategies currently available in the literature. The precursors are used to evaluate the effectiveness of the control methods. In the LES, the wind veer leads to highly skewed wakes, which have considerable influence on the power uplift of wind farm flow control strategies. In addition to a baseline controller, four different control strategies, each of which uses either pitch or yaw control, are performed on the upstream turbine of a simple two-turbine wind farm. Assuming that the wind direction is known and constant over time, the simulations show that wake steering is generally the superior wind farm flow control strategy, considering both wind farm power production and turbine damage equivalent loads when substantial wind veer is present. This result is consistent over different wind speeds and wind directions. On the other hand, for similar wind conditions with lower veer, wake mixing was found to yield the highest power production, although at the expense of generally higher loads. This leads us to conclude that the effect of wind veer, which has so far not usually been considered, can not be neglected when determining the optimal wind farm flow control strategy.

Sponsoring Organization:
USDOE Office of Energy Efficiency and Renewable Energy (EERE); USDOE National Nuclear Security Administration (NNSA)
Grant/Contract Number:
AC36-08GO28308; NA0003525
OSTI ID:
2562960
Alternate ID(s):
OSTI ID: 2566768
Journal Information:
Wind Energy Science (Online), Journal Name: Wind Energy Science (Online) Journal Issue: 4 Vol. 10; ISSN 2366-7451
Publisher:
Copernicus GmbHCopyright Statement
Country of Publication:
Germany
Language:
English

References (49)

Simulation comparison of wake mitigation control strategies for a two-turbine case: Simulation comparison of wake mitigation control strategies for a two-turbine case journal October 2014
Analysis of axial-induction-based wind plant control using an engineering and a high-order wind plant model: Analysis of axial-induction-based wind plant control using an engineering and a high-order wind plant model journal August 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
Maximizing wind farm power output with the helix approach: Experimental validation and wake analysis using tomographic particle image velocimetry journal February 2024
Phase Synchronization for Helix Enhanced Wake Mixing in Downstream Wind Turbines journal January 2023
Model-free control of wind farms: A comparative study between individual and coordinated extremum seeking journal December 2017
Effects of axial induction control on wind farm energy production - A field test journal September 2019
On the load impact of dynamic wind farm wake mixing strategies journal July 2022
Analysis of the stability of axisymmetric jets journal December 1962
The characteristics of helically deflected wind turbine wakes journal June 2023
Optimal dynamic induction control of a pair of inline wind turbines journal August 2018
Wind farm power optimization through wake steering journal July 2019
Effects of dynamic induction control on power and loads, by LES-ALM simulations and wind tunnel experiments journal September 2020
On wind farm wake mixing strategies using dynamic individual pitch control journal September 2020
Performance assessment of wake mitigation strategies journal May 2022
Using The Helix Mixing Approach On Floating Offshore Wind Turbines journal May 2022
On the performance of the helix wind farm control approach in the conventionally neutral atmospheric boundary layer journal May 2023
Comparison of helix and wake steering control for varying turbine spacing and wind direction journal June 2024
Dynamic individual pitch control for wake mitigation: Why does the helix handedness in the wake matter? journal June 2024
Wake steering experiments in onshore and offshore wind farms journal June 2024
Wakes in very large wind farms and the effect of neighbouring wind farms journal June 2014
Wind tunnel testing of wake control strategies conference July 2016
Effect of Mean Stress on the Damage of Wind Turbine Blades journal November 2004
Towards exascale for wind energy simulations journal May 2024
IEA Wind TCP Task 37: Definition of the IEA 15-Megawatt Offshore Reference Wind Turbine report March 2020
Enhancing Wake Mixing in Wind Farms by Multi-Sine Signals in the Helix Approach conference May 2023
Enhanced wake mixing in wind farms using the Helix approach: A loads sensitivity study conference May 2023
Accelerated Wind-Turbine Wake Recovery Through Actuation of the Tip-Vortex Instability journal May 2022
Surveying Game Theoretic Approaches for Wind Farm Optimization conference November 2012
On the Effects of Wind Turbine Wake Skew Caused by Wind Veer conference January 2018
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
Three-dimensional structure of wind turbine wakes as measured by scanning lidar journal January 2017
Comparison of wind-farm control strategies under realistic offshore wind conditions: wake quantities of interest preprint February 2025
Load assessment of a wind farm considering negative and positive yaw misalignment for wake steering preprint January 2024
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
Optimal closed-loop wake steering – Part 1: Conventionally neutral atmospheric boundary layer conditions journal January 2020
Periodic dynamic induction control of wind farms: proving the potential in simulations and wind tunnel experiments journal January 2020
Continued results from a field campaign of wake steering applied at a commercial wind farm – Part 2 journal January 2020
Results from a wake-steering experiment at a commercial wind plant: investigating the wind speed dependence of wake-steering performance journal January 2021
Field experiment for open-loop yaw-based wake steering at a commercial onshore wind farm in Italy journal January 2021
Axial induction controller field test at Sedini wind farm journal January 2021
Experimental analysis of the effect of dynamic induction control on a wind turbine wake journal June 2022
Wind farm flow control: prospects and challenges journal November 2022
A reference open-source controller for fixed and floating offshore wind turbines journal January 2022
Wind tunnel investigations of an individual pitch control strategy for wind farm power optimization journal May 2024
Development and validation of a hybrid data-driven model-based wake steering controller and its application at a utility-scale wind plant journal November 2024

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