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Wake	Steering	for	Improved	
Wind	Plant	Performance
Andrew	Scholbrock,	NREL
2016	Wind	Turbine	Blade	Workshop
Albuquerque,	 NM,	USA
August	31,	2016
2
Problem
Photo	by:	Christian	Steiness
3
Research	Methodology
CFD	Modeling	 of	
Atmosphere/	
Wind	Plant
Simplified	
Engineering	
Models	of	Wakes
Wind	Plant	
Optimization	
Simulations
Field	Testing	
Validation	of	
Wake	Models
Field	Testing	
Turbine	
Interactions
Coordinated	Wind	
Plant	Control
4
• SOWFA:	Simulator	fOr
Wind	Farm	Applications
o Used	to	investigate	wind	
turbine	and	wind	plant	
performance	under	
various	atmospheric	
conditions
o LES	model	of	atmospheric	
boundary	layer	(ABL)	
based	on	OpenFOAMCFD	
toolbox
o FAST	turbine	model	using	
rotating	actuator	lines	to	
model	rotor
CFD	Modeling
Adapted	From:	J.	Annoni et.	al.	“Analysis	of	axial-induction-based	wind	plant	
control	using	an	engineering	and	a	high-order	wind	plant	model”	Wind	Energy.	
Vol.	19.	pp.	1135-1150.	DOI:	10.1002/we.1891.	2016.
More	information:nwtc.nrel.gov/SOWFA
5
Wake	Engineering	Model
• FLORIS	(FLOw Redirection	and	Induction	in	Steady-state):	
o Steady-state	engineering	model	based	on	Jensen	and	
Jimenez	models	with	extensions
6
Methods	for	wake	manipulation
o Axial-based	control
o Wake	Steering:
– Repositioning	(layout	optimization)
– Tilt-based	wake-steering
– Yaw-based
Adapted	From:	J.	Annoni et.	al.	“Analysis	of	axial-induction-based	wind	plant	control	using	an	engineering	
and	a	high-order	wind	plant	model”	Wind	Energy.	Vol.	19.	pp.	1135-1150.	DOI:	10.1002/we.1891.	
2016.
7
Axial	Based	Method	– Simulation	Results
Adapted	From:	J.	Annoni et.	al.	“Analysis	of	axial-induction-based	wind	plant	control	using	an	engineering	and	a	
high-order	wind	plant	model”	Wind	Energy.	Vol.	19.	pp.	1135-1150.	DOI:	10.1002/we.1891.	2016.
8
Wake	Steering	– Initial	CFD	Investigations
Adapted	From:	P.	Fleming,	et.	al.	“Simulation	comparison	of	wake	mitigation	control	strategies	for	a	two-turbine	case”	Wind	Energy.	
Vol.	18.		pp.	2135-2143	DOI:	10.1002/we.1810.	2014.
9
Wind	Plant	Optimization	Simulation	Results
Adapted	From:	Gebraad,	P.	M.	O.;	Teeuwisse,	F.	W.;	van	Wingerden,	J.	W.;	Fleming,	P.	A.;	Ruben,	S.	D.;	Marden,	J.	R.;	Pao,	L. Y. (2014).	“Data-
Driven	Model	for	Wind	Plant	Power	Optimization	by	Yaw	Control.”	Proceedings	of	the	2014	American	Control	Conference	(ACC);	June	4-6,	2014,	
Portland,	Oregon.	NREL/CP-5000-61405.	Piscataway,	NJ:	Institute	of	Electrical	and	Electronics	Engineers;	pp.	3128-3134.
10
Field	Testing
More	information	on	SWiFT:	energy.sandia.gov/energy/renewable-energy/wind-power/wind_plant_opt/
More information	on	NWTC:	nwtc.nrel.gov
More	information	on	DTU	Lidar:	www.windscanner.dk/
More	information	on	SWE	Lidar:	www.ifb.uni-stuttgart.de/windenergie/index.en.html
Scaled	Wind	Farm	TechnologyFacility	
(SWiFT),	Lubbock,	Texas
Photo	by	Thomas	Herges,	Sandia	National	Laboratory Photo	by	Dennis	Schroeder,	NREL
National	Wind	Technology	Center	
(NWTC),	Boulder,	Colorado
• Wind	Turbine:	Vestas V27
• Lidar:	Danish	Technical	University	(DTU)	modified	
ZephIR
• Wind	Turbine:	GE	1.5 MW
• Lidar:	University	of	Stuttgart (SWE)	modified	
Leosphere
11
Lidar	pattern	sampled	CFD	data
Simulated	Lidar	Sampling	of	Yawed	Wake	for	SWiFT
(Courtesy	Matt	Churchfield	– NREL)
q =	30° wind	direction
g =	-20°
b =	-10°
Pure	CFD	data
Data	reconstructed	 from	lidar	sampling
12
Lidar	sampling	at	different	ranges
Image	courtesy	of	Tommy	Herges,	Sandia	National	Laboratory
13
Simulated	Lidar	Sampling	of	Wake	for	GE	1.5
(Courtesy	Matt	Churchfield	– NREL)
14
GE	1.5	Field	Test	Wake	Steering
Wake	behind	GE	1.5
Aligned	with	Wind	Direction
Wake	behind	GE	1.5
+25ᵒ	Yaw	Misalignment
Images	courtesy	of	Jennifer	Annoni,	 NREL
15
SWiFT Field	test	results	– Stable	ABL
Wake	behind	SWiFT wind	turbine
Stable	Atmospheric	Boundary	Layer
Video	courtesy	of	Tommy	Herges,	Sandia	National	Laboratory
16
SWiFT Field	test	results	– Unstable	ABL
Wake	behind	SWiFT wind	turbine
Unstable	Atmospheric	Boundary	Layer
Video	courtesy	of	Tommy	Herges,	Sandia	National	Laboratory
17
• CFD	simulations	helped	immensely	in	guiding	the	
design	of	field	experiments
• Intentional	wake	steering	is	feasible	from	field	
experiments
• Atmospheric	stability	plays	a	large	role	in	wake	
meandering	and	needs	to	be	taken	into	account	for	
coordinated	wind	farm	control
• Need	to	quantify	“steered”	wake	from	field	tests	and	
compare	to	simulation	models	for	validation
• Need	to	quantify	turbine	to	turbine	interactions
Conclusions
Thank	you	for	your	time!
Photo	by:	Dennis	Schroeder,	NREL

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Andrew Scholbrock - Wake Steering for Improved Wind Plant Performance