Initial Results From a Field Campaign of Wake Steering Applied at a Commercial Wind Farm: Part 1
Abstract
Wake steering is a form of wind farm control in which turbines use yaw offsets to affect wakes in order to yield an increase in total energy production. In this first phase of a study of wake steering at a commercial wind farm, two turbines implement a schedule of offsets. Results exploring the observed performance of wake steering are presented, as well as some first lessons learned. For two closely spaced turbines, an approximate 13 % increase in energy was measured on the downstream turbine over a 10° sector. Additionally, the increase of energy for the combined upstream/downstream pair was found to be in line with prior predictions. Lastly, the influence of atmospheric stability over the results is explored.
- Authors:
-
- National Renewable Energy Lab. (NREL), Golden, CO (United States)
- National Renewable Energy Lab. (NREL), Golden, CO (United States); Univ. of Colorado, Boulder, CO (United States)
- NextEra Energy Resources, Juno Beach, FL (United States)
- Publication Date:
- Research Org.:
- National Renewable Energy Laboratory (NREL), Golden, CO (United States)
- Sponsoring Org.:
- USDOE Office of Energy Efficiency and Renewable Energy (EERE), Wind and Water Technologies Office (EE-4W)
- OSTI Identifier:
- 1500074
- Report Number(s):
- NREL/JA-5000-72998
Journal ID: ISSN 2366-7621
- Grant/Contract Number:
- AC36-08GO28308
- Resource Type:
- Accepted Manuscript
- Journal Name:
- Wind Energy Science Discussions
- Additional Journal Information:
- Journal Volume: 4; Journal Issue: 2; Journal ID: ISSN 2366-7621
- Publisher:
- European Academy of Wind Energy - Copernicus
- Country of Publication:
- United States
- Language:
- English
- Subject:
- 17 WIND ENERGY; wake steering; wind farm control
Citation Formats
Fleming, Paul, King, Jennifer R., Dykes, Katherine L., Simley, Eric J., Roadman, Jason M., Scholbrock, Andrew K., Murphy, Patrick, Lundquist, Julie K., Moriarty, Patrick J., Fleming, Katherine A., van Dam, Jeroen, Bay, Christopher, Mudafort, Rafael M., Lopez, Hector, Skopek, Jason, Scott, Michael, Ryan, Brady, Guernsey, Charles, and Brake, Dan. Initial Results From a Field Campaign of Wake Steering Applied at a Commercial Wind Farm: Part 1. United States: N. p., 2019.
Web. doi:10.5194/wes-2019-5.
Fleming, Paul, King, Jennifer R., Dykes, Katherine L., Simley, Eric J., Roadman, Jason M., Scholbrock, Andrew K., Murphy, Patrick, Lundquist, Julie K., Moriarty, Patrick J., Fleming, Katherine A., van Dam, Jeroen, Bay, Christopher, Mudafort, Rafael M., Lopez, Hector, Skopek, Jason, Scott, Michael, Ryan, Brady, Guernsey, Charles, & Brake, Dan. Initial Results From a Field Campaign of Wake Steering Applied at a Commercial Wind Farm: Part 1. United States. https://doi.org/10.5194/wes-2019-5
Fleming, Paul, King, Jennifer R., Dykes, Katherine L., Simley, Eric J., Roadman, Jason M., Scholbrock, Andrew K., Murphy, Patrick, Lundquist, Julie K., Moriarty, Patrick J., Fleming, Katherine A., van Dam, Jeroen, Bay, Christopher, Mudafort, Rafael M., Lopez, Hector, Skopek, Jason, Scott, Michael, Ryan, Brady, Guernsey, Charles, and Brake, Dan. Mon .
"Initial Results From a Field Campaign of Wake Steering Applied at a Commercial Wind Farm: Part 1". United States. https://doi.org/10.5194/wes-2019-5. https://www.osti.gov/servlets/purl/1500074.
@article{osti_1500074,
title = {Initial Results From a Field Campaign of Wake Steering Applied at a Commercial Wind Farm: Part 1},
author = {Fleming, Paul and King, Jennifer R. and Dykes, Katherine L. and Simley, Eric J. and Roadman, Jason M. and Scholbrock, Andrew K. and Murphy, Patrick and Lundquist, Julie K. and Moriarty, Patrick J. and Fleming, Katherine A. and van Dam, Jeroen and Bay, Christopher and Mudafort, Rafael M. and Lopez, Hector and Skopek, Jason and Scott, Michael and Ryan, Brady and Guernsey, Charles and Brake, Dan},
abstractNote = {Wake steering is a form of wind farm control in which turbines use yaw offsets to affect wakes in order to yield an increase in total energy production. In this first phase of a study of wake steering at a commercial wind farm, two turbines implement a schedule of offsets. Results exploring the observed performance of wake steering are presented, as well as some first lessons learned. For two closely spaced turbines, an approximate 13 % increase in energy was measured on the downstream turbine over a 10° sector. Additionally, the increase of energy for the combined upstream/downstream pair was found to be in line with prior predictions. Lastly, the influence of atmospheric stability over the results is explored.},
doi = {10.5194/wes-2019-5},
journal = {Wind Energy Science Discussions},
number = 2,
volume = 4,
place = {United States},
year = {Mon Feb 18 00:00:00 EST 2019},
month = {Mon Feb 18 00:00:00 EST 2019}
}
Works referenced in this record:
Measurements on a wind turbine wake: 3D effects and bluff body vortex shedding
journal, May 2006
- Medici, D.; Alfredsson, P. H.
- Wind Energy, Vol. 9, Issue 3
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
- Fleming, Paul; Gebraad, Pieter M. O.; Lee, Sang
- Wind Energy, Vol. 18, Issue 12
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
- Gebraad, P. M. O.; Teeuwisse, F. W.; van Wingerden, J. W.
- Wind Energy, Vol. 19, Issue 1
Application of a LES technique to characterize the wake deflection of a wind turbine in yaw
journal, December 2009
- Jiménez, Ángel; Crespo, Antonio; Migoya, Emilio
- Wind Energy, Vol. 13, Issue 6
A new analytical model for wind-turbine wakes
journal, October 2014
- Bastankhah, Majid; Porté-Agel, Fernando
- Renewable Energy, Vol. 70
Experimental and theoretical study of wind turbine wakes in yawed conditions
journal, October 2016
- Bastankhah, Majid; Porté-Agel, Fernando
- Journal of Fluid Mechanics, Vol. 806
Wake structure in actuator disk models of wind turbines in yaw under uniform inflow conditions
journal, July 2016
- Howland, Michael F.; Bossuyt, Juliaan; Martínez-Tossas, Luis A.
- Journal of Renewable and Sustainable Energy, Vol. 8, Issue 4
Combining induction control and wake steering for wind farm energy and fatigue loads optimisation
journal, June 2018
- Bossanyi, Ervin
- Journal of Physics: Conference Series, Vol. 1037
Rotor equivalent wind speed for power curve measurement – comparative exercise for IEA Wind Annex 32
journal, June 2014
- Wagner, R.; Cañadillas, B.; Clifton, A.
- Journal of Physics: Conference Series, Vol. 524
A new analytical model for wind farm power prediction
journal, June 2015
- Niayifar, Amin; Porté-Agel, Fernando
- Journal of Physics: Conference Series, Vol. 625
Full-Scale Field Test of Wake Steering
journal, May 2017
- Fleming, Paul; Annoni, Jennifer; Scholbrock, Andrew
- Journal of Physics: Conference Series, Vol. 854
High resolution wind turbine wake measurements with a scanning lidar
journal, May 2017
- Herges, T. G.; Maniaci, D. C.; Naughton, B. T.
- Journal of Physics: Conference Series, Vol. 854
Comparative study on the wake deflection behind yawed wind turbine models
journal, May 2017
- Schottler, Jannik; Mühle, Franz; Bartl, Jan
- Journal of Physics: Conference Series, Vol. 854
Atmospheric stability affects wind turbine power collection
journal, January 2012
- Wharton, Sonia; Lundquist, Julie K.
- Environmental Research Letters, Vol. 7, Issue 1
Estimation of Rotor Loads Due to Wake Steering
conference, January 2018
- White, Jonathan; Ennis, Brandon; Herges, Thomas G.
- 2018 Wind Energy Symposium
Field test of wake steering at an offshore wind farm
journal, January 2017
- Fleming, Paul; Annoni, Jennifer; Shah, Jigar J.
- Wind Energy Science, Vol. 2, Issue 1
Assessment of wind turbine component loads under yaw-offset conditions
journal, January 2018
- Damiani, Rick; Dana, Scott; Annoni, Jennifer
- Wind Energy Science, Vol. 3, Issue 1
Wind tunnel study on power output and yaw moments for two yaw-controlled model wind turbines
journal, January 2018
- Bartl, Jan; Mühle, Franz; Sætran, Lars
- Wind Energy Science, Vol. 3, Issue 2
The aerodynamics of the curled wake: a simplified model in view of flow control
journal, January 2019
- Martínez-Tossas, Luis A.; Annoni, Jennifer; Fleming, Paul A.
- Wind Energy Science, Vol. 4, Issue 1
Analysis of control-oriented wake modeling tools using lidar field results
journal, January 2018
- Annoni, Jennifer; Fleming, Paul; Scholbrock, Andrew
- Wind Energy Science, Vol. 3, Issue 2
Experimental and theoretical study of wind turbine wakes in yawed conditions
dataset, January 2020
- Bastankhah, Majid; Porté-Agel, Fernando
- Zenodo
Estimating the wake deflection downstream of a wind turbine in different atmospheric stabilities: an LES study
journal, January 2016
- Vollmer, Lukas; Steinfeld, Gerald; Heinemann, Detlev
- Wind Energy Science, Vol. 1, Issue 2
Combining induction control and wake steering for wind farm energy and fatigue loads optimisation
journal, June 2018
- Bossanyi, Ervin
- Journal of Physics: Conference Series, Vol. 1037
Assessment of wind turbine component loads under yaw-offset conditions
journal, January 2018
- Damiani, Rick; Dana, Scott; Annoni, Jennifer
- Wind Energy Science, Vol. 3, Issue 1
Experimental and theoretical study of wind turbine wakes in yawed conditions
dataset, January 2020
- Bastankhah, Majid; Porté-Agel, Fernando
- Zenodo
Works referencing / citing this record:
U.S. East Coast Lidar Measurements Show Offshore Wind Turbines Will Encounter Very Low Atmospheric Turbulence
journal, May 2019
- Bodini, Nicola; Lundquist, Julie K.; Kirincich, Anthony
- Geophysical Research Letters, Vol. 46, Issue 10
Wind farm power optimization through wake steering
journal, July 2019
- Howland, Michael F.; Lele, Sanjiva K.; Dabiri, John O.
- Proceedings of the National Academy of Sciences, Vol. 116, Issue 29
On the Robustness of Active Wake Control to Wind Turbine Downtime
journal, August 2019
- Kanev, Stoyan
- Energies, Vol. 12, Issue 16
Mechanisms of dynamic near-wake modulation of a utility-scale wind turbine
journal, September 2021
- Abraham, Aliza; Martínez-Tossas, Luis A.; Hong, Jiarong
- Journal of Fluid Mechanics, Vol. 926
Expert Elicitation on Wind Farm Control
text, January 2020
- van Wingerden, J. W.; Fleming, P. A.; Göçmen, T.
- arXiv
Continued results from a field campaign of wake steering applied at a commercial wind farm – Part 2
journal, January 2020
- Fleming, Paul; King, Jennifer; Simley, Eric
- Wind Energy Science, Vol. 5, Issue 3
Optimal closed-loop wake steering – Part 2: Diurnal cycle atmospheric boundary layer conditions
journal, February 2022
- Howland, Michael F.; Ghate, Aditya S.; Quesada, Jesús Bas
- Wind Energy Science, Vol. 7, Issue 1