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SINTEF ICT 1
Adil RASHEED
Research Scientist
Applied Mathematics
Strindveien 4, Trondheim, NORWAY
www.adilrasheed.com
Adil.rasheed@sintef.no
Application of a Multiscale Turbulence
Prediction System for Aviation Safety and
Wind Turbine Siting
SINTEF ICT
• Background
• Aviation
• Wind Energy
• Flow in complex terrain
• Forecast
• Computational efficiency and robustness
• Validation strategy
• Application to Wind Energy
• Conclusion
2
OVERVIEW
SINTEF ICT
AMSTERDAM GENEVA
PARIS FRANKFURT
NON-NORWEGIAN AIRPORTS (Terrain)
SINTEF ICT
NORWEGIAN AIRPORTS (Terrain)
SINTEF ICT 5
Background: Aviation
Wideroe DH8A on May 1st 2005
The Aviation Herald
Hammerfest Airport
Just before landing the wind speed veered and
increased, creating a tail wind.
The increase in the descent rate was
compensated, but was insufficient, and the
plane had a touch-down on the right main
landing gear, with the leg failing and the
aircraft sliding on its belly.
The aircraft was written off and Widerøe was
criticized for permitting landings under too
high winds and gusts
Norwegian Civil Aviation Authority imposed
stricter wind regulations upon the airport.
SINTEF ICT 6
Motivation: Wind Energy in complex terrain
Wind potential might change significantly
vary from one site to another
Experimental and measurement techniques
Are not good enough
Farm Operators need wind forecast
SINTEF ICT
Wind shear in mountainous terrain
SINTEF ICT
HORIZONTAL SHEAR
SINTEF ICT
Mountain waves: Qualilative Characteristics
SINTEF ICT
Mountain waves: Characteristics
• Maximum amplitude on the leeward-side of the hill
• Successive hills might enhance or diminish the strength of the waves
• The waves are more pronounced when the buoyant and
inertial forces are comparable. The ratio is defined by Froude no.
SINTEF ICT
Can the flow characteristics be modelled ?
11
SINTEF ICT
Governing Equations
12
SINTEF ICT
Mountain Waves
Fr=1, stable stratification
Fr=U/(NL)
N2=(g/T)(dT/dz)
Maximum amplitude on the leeward side of the hill
SINTEF ICT
Stokka
SANDNESSJØEN AIRPORT: STOKKA
Tail wind on both directions of the runway
SINTEF ICT
Fr=0.2, Lateral movement of air more pronounced
SINTEF ICT
Fr=1, Ideal condition for the propagation of waves
Waves are diminished by destructive interference
SINTEF ICT
SINTEF ICT 18
Confirm the Pilots experidence "Tail Wind from both sides of the runway"
SINTEF ICT
Can we forecast flight conditions ?
19
The simulations seem to confirm pilot's reports BUT…..
SINTEF ICT
Global scales: seasonal changes,
Sea currents etc. Meso scales: effects of large
mountains, sea, forest, precipitation
Micro scales:
terrain effects,
mountain waves
Each model is capable of resolving only a particular
range of spatio-temporal scales
The problem can be handled through nesting of
different models
SINTEF ICT
N
E
S
T
I
N
G
UM4
UM1
UM1
UM1
SINTEF ICT
SANDNESSJØEN AIRPORT
SINTEF ICT
SINTEF ICT
Hammerfest
24
SINTEF ICT
Is the model Computationally efficient and robust?
25
SINTEF ICT
NJORD: Hardware Configurations
26
• Technically
192 nodes partitioned into 186 nodes, 4 input/ output nodes.
186 nodes are shared memory nodes with 8 dual core power 5+ 1.9GHz processors each
180 of the computational noes have 32 GB memory each
The code is parallelized using MPI
• Mythologically
NJORD is the God of the wind and fertility as well as the sea and merchants
at sea and therefore was invoked before setting out to sea on hunting and
fishing expeditions. He is also known to have the ability to calm the waters
as well as fire.
SINTEF ICT 27
SINTEF ICT
Robustness ?
28
SINTEF ICT
www.ippc.no
SINTEF ICT
Validation strategy ?
30
SINTEF ICT
ALTA Normal Flight path
PILOTS REPORT:
SINTEF ICT
Realistic Boundary condition to run offline simulations
32
SINTEF ICT
Free stream speed = 20m/s
SINTEF ICT
VÆRNES AIRPORT
SINTEF ICT 35
Photo : Pieter Morlion, The Nordic Page
15 March 2012: Five people died when a
Hercules aircraft crashed in the peak of
Kebnekaise in northern Sweden
REASON: INCONCLUSIVE
SINTEF ICTKebnekaise case
SINTEF ICT 37
SINTEF ICT 38
SINTEF ICT 39
Airport Siting: Farøe Island
SINTEF ICT
Application to Wind Energy: Bessaker Wind Farm
40
SINTEF ICT
SINTEF ICT
SINTEF ICT
SINTEF ICT
Wind rose
SINTEF ICT
SINTEF ICT
SINTEF ICT
SINTEF ICTPower production in MW-h
SINTEF ICT
SINTEF ICT
Forecasting domain
HARMONIE
SINTEF ICT
SINTEF ICT
SINTEF ICT
Conclusion
53
• A fully functional Multiscale Model for terrain induced turbulence prediction is in place
• The prediction system confirms the experiences recorded in the pilots reports and gives
possible explanations
• The code has been validated extensively against wind tunnel data for cubes, hills, cylinders
• There is a scarcity of data for the validation of numerical codes but flight data, wind farm
data, weather station data can be used together to get better insight into the flow at
microscales.
• The data from the different sources can be used for fine tuning the models
SINTEF ICT 54
NORWAY IS BEAUTIFUL
Adil.rasheed@sintef.no

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