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Fluids Dynamics Fluids Dynamics SimulationsSimulationsFluids Dynamics Fluids Dynamics SimulationsSimulations
Stephen McCormickStephen McCormick
Technical ServicesTechnical Services
ANSYS UKANSYS UK
Stephen McCormickStephen McCormick
Technical ServicesTechnical Services
ANSYS UKANSYS UK
© 2011 ANSYS, Inc. All rights reserved. 1 ANSYS, Inc. Proprietary© 2011 ANSYS, Inc. All rights reserved. 1 ANSYS, Inc. Proprietary
Content
• A simple question
• Guest presenter: Karl Else, Hurley Palmer
Flatt
• Guest presenter: Dan Jestico & Ben Abel,
Hilson Moran Partnership
© 2011 ANSYS, Inc. All rights reserved. 2 ANSYS, Inc. Proprietary
Hilson Moran Partnership
• Some examples
• Solar loads – simple or not
• External flows – the next step in turbulence
• Conclusions
A Simple Question
ANSYS CFD offers cutting edge tools...
© 2011 ANSYS, Inc. All rights reserved. 3 ANSYS, Inc. Proprietary
But do you need it?
Airflow is predictable?
• Complex and non-intuitive
• Depends on the interaction of multiple
features
Which situation will see the
© 2011 ANSYS, Inc. All rights reserved. 4 ANSYS, Inc. Proprietary1m/s 1m/s
Which situation will see the
highest velocity?
A B
And the answer is….
Which situation will see the
highest velocity?
A B
© 2011 ANSYS, Inc. All rights reserved. 5 ANSYS, Inc. Proprietary
1m/s 1m/s
A B
• Karl Else
© 2011 ANSYS, Inc. All rights reserved. 6 ANSYS, Inc. Proprietary
• Dan Jestico & Ben Abel
Some Examples...Some Examples...Some Examples...Some Examples...
© 2011 ANSYS, Inc. All rights reserved. 7 ANSYS, Inc. Proprietary© 2011 ANSYS, Inc. All rights reserved. 7 ANSYS, Inc. Proprietary
Internal Ventilation
• Occupant comfort
– Natural, forced,
mixed mode
• Air freshness
© 2011 ANSYS, Inc. All rights reserved. 8 ANSYS, Inc. Proprietary
• Humidity control
• Odour control
• Equipment
performance
External Flow
• Pedestrian comfort
• Pressure mapping
– Structural loading
– Natural ventilation
© 2011 ANSYS, Inc. All rights reserved. 9 ANSYS, Inc. Proprietary
– Natural ventilation
• Intake/ outlet siting
• Exhaust dispersion
Courtesy: Peter Brett Associates
Data Centres
The Cooling Approach
But,
too often
cabinet
cabinet
cabinet
21oC
45% RH
+10-20oC
Hot
aisle
Cold
aisle
Cold
aisle
fan
CRAC
© 2011 ANSYS, Inc. All rights reserved. 10 ANSYS, Inc. Proprietary
• CRAC units supply cold air to a floor plenum
• Cold air distributed to cold aisle inlets to computer
racks/ cabinets
• Racks exhaust heated air to hot aisles
14oC Floor Plenum
Two rack layouts:
different performance
© 2011 ANSYS, Inc. All rights reserved. 11 ANSYS, Inc. Proprietary
Maximum Intake Temperature per Rack
What is happening in the plenum?
© 2011 ANSYS, Inc. All rights reserved. 12 ANSYS, Inc. Proprietary
Plenum Airflow Patterns
Tile Airflow
Distribution
Static Pressure Distribution
Ducting Ducting OptimisationOptimisationDucting Ducting OptimisationOptimisation
Courtesy of ArupCourtesy of ArupCourtesy of ArupCourtesy of Arup
© 2011 ANSYS, Inc. All rights reserved. 13 ANSYS, Inc. Proprietary© 2011 ANSYS, Inc. All rights reserved. 13 ANSYS, Inc. Proprietary
Nature of the problem
Stadium bowl cooling
© 2011 ANSYS, Inc. All rights reserved. 14 ANSYS, Inc. Proprietary
65000 seat semi-outdoor stadium
Air delivery system design
Middle-East location
• Equalisation of the flow rates
at the seat supply nozzles
– 36 types of plenums => 36
individual solutions
– each serving 300-1000 slots
• High cost for each evaluation
The challenge
© 2011 ANSYS, Inc. All rights reserved. 15 ANSYS, Inc. Proprietary
• High cost for each evaluation
– Mesh size ~ 3 - 6 million cells
– Run time ~ 2 - 6 hrs on 8
CPUs
Solution approach
• Pressure equalisation using diffusing
plates
• Geometry and the position of the plates
have big influence on performance
– Computational optimisation study is
required
– Definition of plate geometry, size,
location creates 2-6 parameter
© 2011 ANSYS, Inc. All rights reserved. 16 ANSYS, Inc. Proprietary
location creates 2-6 parameter
optimisation problem
Optimisation strategy
• Goal of optimisation is to minimise
standard deviation of nozzle flow rates
• Use of statistical models to approximate
response surface
– Search using standard methods
(genetic algorithms)
© 2011 ANSYS, Inc. All rights reserved. 17 ANSYS, Inc. Proprietary
(genetic algorithms)
– Statistical model guides selection of
new evaluation points (consolidate or
explore)
– Vastly reduces number of evaluations
• Benefit to Arup’s Client: Significant cost reduction
as pressure balancing grilles at the slots (65,000)
are not required anymore
• No other feasible way than optimization
algorithms to find the optimum plate
configurations
Summary
© 2011 ANSYS, Inc. All rights reserved. 19 ANSYS, Inc. Proprietary
configurations
• Run time: 36 different plenum types each
requiring 30-50 CFD models
– Each CFD model requires
• 1-2 hours meshing time
• 2-6 hours CFD simulation time
Solar Loads:
The Challenge
• Potentially dominant heat source
• Strong spatial influence
© 2011 ANSYS, Inc. All rights reserved. 22 ANSYS, Inc. Proprietary
• Strong spatial influence
• Radiation models are expensive
Solar Loads:
The Solution
• Solar Load Model
– ‘Simple’ ray-trace
approach
– Local heat flux
© 2011 ANSYS, Inc. All rights reserved. 23 ANSYS, Inc. Proprietary
– Calculates in seconds
Glazed Facades
Glass Properties - IGDB
Window v Glazing System Thermal and Optical Properties
ID : 45
.
.
Layer Data for Glazing System '45 CFD SHGC Single Clear'
ID Name D( ") Tsol 1 Rsol 2 Tvis 1 Rvis 2 Tir 1 Emis 2 Keff
------ --------------- ----- ---- ---- ---- ---- ---- ---- ---- ---- ---- ----
Outside
103 CLEAR_6.DAT #0.225 .771 .070 .070 .884 .080 .080 .000 .840 .840 .578
Inside
© 2011 ANSYS, Inc. All rights reserved. 24 ANSYS, Inc. Proprietary
Inside
.
.
Angle 0 10 20 30 40 50 60 70 80 90 Hemis
Vtc : 0.884 0.883 0.882 0.879 0.872 0.852 0.804 0.688 0.427 0.000 0.805
Rf : 0.080 0.080 0.081 0.083 0.089 0.106 0.152 0.267 0.528 1.000 0.144
Rb : 0.080 0.080 0.081 0.083 0.089 0.106 0.152 0.267 0.528 1.000 0.144
Tsol : 0.771 0.770 0.767 0.761 0.750 0.727 0.680 0.575 0.346 0.000 0.689
Rf : 0.070 0.070 0.070 0.072 0.077 0.093 0.134 0.239 0.484 1.000 0.128
Rb : 0.070 0.070 0.070 0.072 0.077 0.093 0.134 0.239 0.484 1.000 0.128
Abs1 : 0.159 0.160 0.163 0.167 0.173 0.180 0.185 0.186 0.170 0.000 0.173
SHGCc : 0.818 0.817 0.815 0.811 0.801 0.781 0.735 0.630 0.396 0.000 0.740
.
.
Dealing with Solar Gains
• ANSYS CFD Solar Load Model: practical solution
– Uses standard manufacturer’s data
– Spatial heat gains calculated in seconds
• Can be coupled with full radiation models
© 2011 ANSYS, Inc. All rights reserved. 28 ANSYS, Inc. Proprietary
• Can be coupled with full radiation models
– E.g. detailed glazed unit analysis
– Full physics response
– Need to be confident in supplied properties
External Atmospheric Flows
© 2011 ANSYS, Inc. All rights reserved. 29 ANSYS, Inc. Proprietary
Courtesy: Peter Brett Associates
Atmospheric Flows are Turbulent
© 2011 ANSYS, Inc. All rights reserved. 30 ANSYS, Inc. Proprietary
Smallstructures
Largestructures
Turbulence Models
Zero Equation
RANS (inc Unsteady)In
cre
asin
g A
ccura
cy, In
cre
asin
g C
ost
© 2011 ANSYS, Inc. All rights reserved. 31 ANSYS, Inc. Proprietary
RSM
LES
DNS
Incre
asin
g A
ccura
cy, In
cre
asin
g C
ost
Embedded LES:
Making LES Practical
ELES Region Box
© 2011 ANSYS, Inc. All rights reserved. 32 ANSYS, Inc. Proprietary
Full Model Size: 1000m x 1000m x 200m
ELES Box Size: 104m x 140m x 64m
Outer Domain:
Non-Conformal Interface
LES region
requires finer
mesh resolution
than the outer
RANS region
© 2011 ANSYS, Inc. All rights reserved. 33 ANSYS, Inc. Proprietary
RANS region
Flow Domain decomposed into
two regions with either
conformal or non-conformal
mesh interface in between
Inner Embedded LES Box Region
Boundaries are located sufficiently far away from the building of
interest so that:
- the synthetic turbulence can be developed
- wake from the upstream building is resolved using LES
© 2011 ANSYS, Inc. All rights reserved. 34 ANSYS, Inc. Proprietary
Upstream Building
Main Building
Resolved Flow Velocity
© 2011 ANSYS, Inc. All rights reserved. 35 ANSYS, Inc. Proprietary
Contours of Velocity Magnitude (m/s)
Key Facts:
• Embedded LES (ELES) can be used for urban built
environment
• Typical time to purge flow through LES region – 30s
• ~1 week to compute (4s per day)
© 2011 ANSYS, Inc. All rights reserved. 37 ANSYS, Inc. Proprietary
Conclusions
• CFD is a proven technology
– Influences
– Verifies
– Explains
© 2011 ANSYS, Inc. All rights reserved. 39 ANSYS, Inc. Proprietary
– Explains
• New challenges keep coming
– Capabilities keep evolving
• ANSYS CFD offers cutting edge tools
And the answer is….
Adverse
pressure
gradient
© 2011 ANSYS, Inc. All rights reserved. 40 ANSYS, Inc. Proprietary
Velocity Pressure