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Investigation of the effect of inflow turbulence on vertical axis wind turbine wakes
1
P Chatelain1, M Duponcheel1, S Zeoli2, S Buffin1, D-G Caprace1, G Winckelmans1 and L Bricteux2
1: Institute of Mechanics, Materials and Civil Engineering (iMMC) Université catholique de Louvain (UCL)
1348 Louvain-la-Neuve, Belgium
2: Mechanical Engineering Department Université de Mons (UMons)
7000 Mons, Belgium
Wake Conference 2017, May 30th - June 1st, 2017
Motivation and outline
• Methodology – The Vortex-Particle Mesh (VPM) method – Turbulent inlet for the VPM method
• Wake physics of a straight-bladed VAWT with turbulent inlet – Wake description – Sensitivity of wake statistics to turbulence properties
• Conclusions2
• VAWT wake physics: inherently unsteady aerodynamics • VAWT aerodynamic challenges
➡Use of an efficient Vortex Particle-Mesh (VPM) method to capture the large scale development of VAWT wakes
➡ From blade aerodynamics to far wake ➡ Influence of inflow turbulence on wake development and decay
Motivation
Outline
Airfoil Blade Rotor FarmWake
Vortex …
… Particle - Mesh method
➡ Efficiency, low dispersion, low dissipation + Immersed lifting lines with Dynamic stall model
Long time - large scale simulations of wake flows
3
�p =�
Vp
⇥ dV � ⇥p Vpxp
� = ⇥� u
�ijuij
��ij
Advection Differential operators Elliptic problems Remeshing of particles
Winckelmans, Encycl. Comp. Mech. 2004
Koumoutsakos, ARFM 2005
Chatelain et al., Flow Turb. Comb. 2013
interpolation
D!
Dt= r · (u!) + ⌫r2! +r ·
�⌫sgs
�r!s + (r!s)T
��
• 3-D synthetic turbulent velocity fields pre-computed using the Mann algorithm (WindSimu)
• Translated into vorticity field
• … then vortex particles fed into domain ( Lagrangian treatment = no time-step constraint )
• Inflow resolution < computational domain resolution allows long turbulent wind boxes (requires interpolation)
Turbulent inflow from pre-simulation
4
uz = U1
k!k
uturb box
! !turb box
Turbulent inflow from time-correlated planes
• Generate MANN 2D velocity planes • Perform the time correlation
• Compute vorticity planes • Map vorticity on particles
5
Hybrid Particle-Mesh Vortex Method
• Hybrid
• Efficient– Compact support of vorticity
– “Eulerian” CFL condition waived -> Lagrangian CFL
• Accurate– Low dispersion, high-order interpolation, finite-differences– Lagrangian distortion handled by particle reinitialization
3
dxp
dt= u(xp)
d↵p
dt=
�(! ·r)u(xp) + ⌫r2!(xp)
�vp
r2 = �!u = r⇥
Particles: Advection Mesh: RHS evaluations
uij
!ij
Particle-Mesh
Mesh-Particle interpolation
+
Hybrid Particle-Mesh Vortex Method
• Hybrid
• Efficient– Compact support of vorticity
– “Eulerian” CFL condition waived -> Lagrangian CFL
• Accurate– Low dispersion, high-order interpolation, finite-differences– Lagrangian distortion handled by particle reinitialization
3
dxp
dt= u(xp)
d↵p
dt=
�(! · r)u(xp) + ⌫r2!(xp)
�vp
r2 = �!u = r ⇥
Particles: Advection Mesh: RHS evaluations
uij
!ij
Particle-Mesh
Mesh-Particle interpolation
+
VPM DOMAIN
! = r⇥ (u+ u0)
(U 0)m = a (U 0)m�1 +p
1� a2 (u0)m
a = exp
✓��t
⌧t
◆
H-type VAWT configuration
• 3 straight-bladed VAWT
6
D = 3 m
h = 4.5 mc = 0.1725 m
U = 11 m/s
D/Δx Ldomain/D Ngrid
96 20 > 237M
Airfoil NACA 0015 + Dynamic stall
� =nc
D= 0.1725
AR =h
D= 1.5
� =!R
U= 3.21
Re =�Uc
⌫= 4.0⇥ 105
NCPUS Time to Sol.
2560 ~24h to 40h(depending on TI)
Inlet turbulence
• 4 cases : no turbulence and 3 different inflow turbulences
7
x/D
y/D
x/D
x/D
y/D
y/D
ux
/U1
ux
/U1
ux
/U1
TI = 2%, L = D/3, isotropic
TI = 7.5%, L = D/3, isotropic
TI = 7.5%, L = D, anisotropic, Γ = 3.9
Power curve and investigated operating point
8
CP =P
12⇢AU3
� =!R
U
Low resolution runs for whole curve (512 CPUS, 2h)
High resolution runs for present study
TI = 2%, iso, Cp = 0.346
TI = 7.5%, iso, Cp = 0.342
TI = 7.5%, aniso, Cp = 0.357
TI = 0% Cp = 0.339
Coalescing tip vortices
sheetsd�
dt
Recirculation
Volume rendering of k!k
TI = 0%
Volume rendering of k!k
TI = 2% iso
Volume rendering of k!k
TI = 7.5% iso
Volume rendering of k!k
TI = 7.5% aniso
Vorticity magnitude (side view)
TI = 0
TI = 7.5% aniso
TI = 7.5% iso
TI = 2% iso
Vorticity magnitude (top view)
TI = 0
TI = 7.5% aniso
TI = 2% iso
TI = 7.5% iso
Forces and Angle of attack
15
Uwind✓
Angle of attackTypical asymmetry between upstream and downstream parts of a revolution. Oscillations in the downstream part due to the wakes shed upstream
Tangential forceNormal force
TI = 0%
Forces and Angle of attack
16
Uwind✓
With low turbulent, almost no effect on the mean quantities and only small variations around the mean
TI = 2% iso
Angle of attack
Tangential forceNormal force
TI = 0%
Forces and Angle of attack
17
Uwind✓
As the turbulence increases, the envelopes increases but the mean profiles are only slightly affected
TI = 2% iso
TI = 7.5% iso
Angle of attack
Tangential forceNormal force
TI = 0%
Forces and Angle of attack
18
Uwind✓
The envelopes are significantly larger and, in the downstream part of a revolution, the wake signature is no longer present
TI = 2% iso
TI = 7.5% iso
TI = 7.5% aniso
Angle of attack
Tangential forceNormal force
TI = 0%
-1
0
1
y/D
0
0.5
1
u/U
-1
0
1
y/D
-2 0 2 4 6 8 10 12 14 16x/D
0
0.02
0.04
TKE/U
2
Mean wake : horizontal planes
19x/D
Recirculation region where the wake transitions to turbulence
x
y
-2
0
2
y/D
0
0.5
1
u/U
-2
0
2
y/D
-2 0 2 4 6 8 10 12 14 16x/D0
0.01
0.02
0.03
0.04
TKE/U
2
TI = 2% iso
TI = 0%
Faster transition and higher TKE
Recirculation topology modified
-2
0
2
y/D
0
0.5
1
u/U
-2
0
2
y/D
-2 0 2 4 6 8 10 12 14 16x/D0
0.01
0.02
0.03
0.04
TKE/U
2
20x/D
x
y
-2
0
2
y/D
0
0.5
1
u/U
-2
0
2
y/D
-2 0 2 4 6 8 10 12 14 16x/D0
0.01
0.02
0.03
0.04
TKE/U
2
TI = 7.5% iso
TI = 7.5% aniso
No recirculation region, very high TKE and large wake spreading
Faster transition and higer TKE
Mean wake : horizontal planes
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
Mean wake : vertical planes
21
x/D = 1
x/D = 7x/D = 10
x/D = 15
z
y
Uwind
0
0.5
1
u/U
∞
-1 0 1y/D
-1.5
-1
-0.5
0
0.5
1
1.5
z/D
0
0.01
0.02
0.03
0.04
TKE/U
2 ∞
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
TI = 2% iso
TI = 7.5% iso
TI = 7.5% aniso
TI = 0%
Asymmetric wake, most TKE is due to tip vortices
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
Mean wake : vertical planes
22
x/D = 5
x/D = 15
z
y
Uwind
0
0.5
1
u/U
∞
-1 0 1y/D
-1.5
-1
-0.5
0
0.5
1
1.5
z/D
0
0.01
0.02
0.03
0.04
TKE/U
2 ∞
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
TI = 2% iso
TI = 7.5% iso
TI = 7.5% aniso
TI = 0%
Faster decay of the wake due to the turbulence. In the last case, the wake has already much decayed
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
Mean wake : vertical planes
23
x/D = 10
x/D = 15
z
y
Uwind
0
0.5
1
u/U
∞
-1 0 1y/D
-1.5
-1
-0.5
0
0.5
1
1.5
z/D
0
0.01
0.02
0.03
0.04
TKE/U
2 ∞
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
u/U
∞
0
0.5
1
y/D-2 -1 0 1 2
z/D
-2
-1.5
-1
-0.5
0
0.5
1
1.5
2
TKE/U
2 ∞
0
0.01
0.02
0.03
0.04
TI = 2% iso
TI = 7.5% iso
TI = 7.5% aniso
TI = 0%
The asymmetry persists for long distances but is reduced with increased turbulence levels
0 50 100 150 200 250 300 350x
-20
-15
-10
-5
0
5
10
15
20
y
Comparison of the two turbulent inflow methods
24
3-D Mann Precursor
Time-correlated 2-D planesThe methods give similar results even though the 3-D precursor gives higher TKE in the wake but a smaller variation of AoA
✓
↵
-2
0
2
x2
0 5 10 15y2
0.02
0.04
z2
-2
0
2
x2
0 5 10 15y2
0.02
0.04
z2
3-D Mann Precursor
Time-correlated 2-D planes✓
x/D
y/D
TKE/U21
y/D
Conclusions
• Application of Vortex Particle-Mesh method to the investigation of VAWT wakes with various inflow turbulence (different intensities and structures)
• Complex wake topology and dynamics due to unsteady loading of the blades - Asymmetric wake, presence of streamwise corner vortices
and a recirculation region
• Inflow turbulence accelerates the development of the instabilities of tip vortex interactions, leading to an accelerated wake decay
• The strong anisotropic case shows large scale wake meandering and the recirculation region is no longer present
• Comparison with HAWT wakes25
Wakes: upcoming projects
• Learning and collective intelligence for optimized operations in wake flows
• Reproduction of bird flying gaits and self-organization into formations
26
ERC Consolidator GrantWake Op Collhttps://sites.uclouvain.be/wakeopcoll2017-2022
Concerted Research Action RevealFlighthttps://sites.uclouvain.be/revealflight2017-2022
27
Acknowledgments
The PPM (Parallel Particle Mesh) library
Simulations performed on the Cenaero - CECI Tier-1 Infrastructure funded by the Walloon Region, Grant No. 1117545
UCL CISM - Institut de Calcul Intensif et de Stockage de Masse CECI - Consortium des Equipements de Calcul Intensif
Lifting lines, immersed in VPM
28
Lift
Circulation
↵
Bound vorticity
Aerodynamic performance
Dynamic Stall
Shed vorticity Added to bulk vorticity
↵
Flow relative to lifting line
Line configuration (chord)
↵ urel