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Nikolaos Stergiannis nstergiannis.com [email protected] Wind resource assessment over a complex terrain covered by forest using CFD simulations of neutral atmospheric boundary layer with OpenFOAM

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Page 1: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Nikolaos Stergiannis

[email protected]

Wind resource assessment over a complex terrain covered by forest

using CFD simulations of neutral atmospheric boundary layer

with OpenFOAM

Page 2: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

27/04/2017 - slide 1

Ø Oneofthefastestgrowingindustries

Ø EUStrategyonClimateChangefor2020andbeyond

Ø 2015anewrecordyear:annual installationscrossedthe62GW

Globalcumulativeinstalledwindcapacity1997-2015(GWECReport2016)

WindEnergy

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

Page 3: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

IndustrialChallenges

WindTurbineDesign

ü rotoraerodynamics

ü mechanical loads

ü incomingflowfield

WindFarmDesign

ü windresourceassessment

ü wakeinteractionsandlosses

ü CAPEX&OPEX

WindFarmOptimization

ü terraineffects

ü wakeeffects

ü poweroutput

• deficitofwindspeed

• increasing turbulence

WakeEffects

27/04/2017 - slide 2

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

Page 4: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Totalduration:4years

Aimoftheproject:Developanon-deterministicCFDsoftwareforwindenergy

Keypoints:

• Improvedmathematicalmodelforthewindturbines

• AtmosphericBoundaryLayerovercomplexandflatterrain

• Uncertaintyquantificationonthewindconditions

• Open-sourcesoftware(OpenFOAM)

Finalgoal:

• Accurateandfastsimulationsofonshoreandoffshorewindfarms

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 3

Page 5: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 4

Motivation

growth of wind sector

scarcity of available land

wind energy installation on complex terrain is expected to increase

low-cost industrial models fail in very complex sites

inaccurate energy estimation

a crucial process for the successful development of a wind farm project

Wind resource assessment

Page 6: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 5

• 70% covered by thick forest

• trees of 15 to 20 m height

• mainly neutral stratification

• unidirectional wind from ESE

Site under investigation

Page 7: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 6

Site under investigation

Page 8: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind Mast 2

Wind Mast 1

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 6

Site under investigation

Page 9: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind Mast 2

Wind Mast 1

Wind direction

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 6

NW

Site under investigation

Page 10: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 7

Computational domain

generated with

blockMesh

snappyHexMesh

final mesh characteristics

18 blocks

7.7Mi cells

6km x 6km x 3km

3 layers

1st cell height = 0.9m

Page 11: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 7

Computational domain

generated with

blockMesh

snappyHexMesh

final mesh characteristics

18 blocks

7.7Mi cells

6km x 6km x 3km

3 layers

1st cell height = 0.9m

Page 12: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 7

Computational domain

generated with

blockMesh

snappyHexMesh

final mesh characteristics

18 blocks

7.7Mi cells

6km x 6km x 3km

3 layers

1st cell height = 0.9m

Page 13: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 8

Governing equations & boundary conditions

neutral ABL stratification

homogeneous flow

local equilibrium of k and ε

assumptions*

* Richards, P. J., Hoxey R. P. Appropriate boundary conditions for computational wind engineering models using the k-ε turbulence model. 1993

Page 14: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 9

Initial conditions

* Troen, I., Lundtang Petersen, E.: European Wind Atlas. 1989

terrain surface characteristic*

forest canopy: z0 = 0.8 m

Page 15: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 10

Numerical modelling

Incompressible steady state solver

simpleFoam

Turbulence modelling

RANS

modified k-ε turbulence model

* Prospathopoulos J. M., Politis E. S. and Chaviaropoulos P. K.: Modelling wind turbine wake in complex terrain.

2nd order numerical schemes

5000 iterations in total

solution converged in 1500 iterations

10 hours on 16 CPUs of 3.3GHz

Model coefficients *

Page 16: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

WM-1

2.698WM-1

CFD

3.759

WM-2

2.545

WM-2

CFD

3.603

0

40

80

120

0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6

Height[m

]

Axialvelocity[m/s]

WM-1at78mheight WM-1CFDsimulations

WM-2at78mheight WM-2CFDsimulations

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 11

Preliminary results and discussion

CFD: 0.156 m/s

Observations: 0.153 m/s

Velocity difference

Page 17: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

WM-1

2.698WM-1

CFD

3.759

WM-2

2.545

WM-2

CFD

3.603

0

40

80

120

0 0.5 1 1.5 2 2.5 3 3.5 4 4.5 5 5.5 6

Height[m

]

Axialvelocity[m/s]

WM-1at78mheight WM-1CFDsimulations

WM-2at78mheight WM-2CFDsimulations

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 11

Preliminary results and discussion

CFD: 0.156 m/s

Observations: 0.153 m/s

Velocity difference

agreement in the absolute values is much less…

Page 18: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 12

Conclusions

Test case over a very complex site

Terrain covered with dense forest canopy

Neutral stratification and constant roughness have been assumed

CFD simulations were capable to predict the velocity difference between wind masts

Absolute values were not correct since the profile of WM1 used at the inlet

Challenge

Impose the correct inlet conditions to derived the desired profile at the WM1 location

use a flat terrain before?

use mesoscale models?

Page 19: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 13

Future work

Simulate over different wind sectors and compare with observations

Include the local roughness map with non-uniform roughness length z0

Use mesoscale model to predict the inlet conditions

Compare with MeteoDyn

Page 20: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

“Apersonwhonevermadea

mistakenevertriedanythingnew”

AlbertEinstein

[email protected]

[email protected]

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 14

¿ QUESTIONS ?

Page 21: Wind resource assessment over a complex terrain covered by ... · Wind Farm Design üwind resource assessment üwake interactions and losses üCAPEX & OPEX Wind Farm Optimization

“Apersonwhonevermadea

mistakenevertriedanythingnew”

AlbertEinstein

[email protected]

[email protected]

Wind resource assessment over a complex terrain covered by forest using

CFD simulations of neutral atmospheric boundary layer with OpenFOAM

27/04/2017 - slide 14

¿ QUESTIONS ?