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Unrestricted © Siemens AG 2018
Page 1 Siemens PLM Software
Simcenter Amesim/
STAR-CCM+ co-simulation
Aircraft ECS with its cabin and passengers
Unrestricted © Siemens AG 2018
Unrestricted © Siemens AG 2018
Page 2 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim/
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 3 Siemens PLM Software
Simcenter™ Portfolio for Predictive Engineering Analytics
Simcenter System Simulation Solutions
Simcenter Amesim
Simcenter
System
Synthesis
Simcenter
Sysdm
Unrestricted © Siemens AG 2018
Page 4 Siemens PLM Software
STAR-CCM+
Simcenter™ Portfolio for Predictive Engineering Analytics
STAR-CCM+
Unrestricted © Siemens AG 2018
Page 5 Siemens PLM Software
Cloud
Licensing
flexibility
Simcenter™ Portfolio for Predictive Engineering Analytics
Cornerstones for a future-proof engineering approach
Covering full range of
methods
Analytics, reporting &
exploration
Deployment flexibility
Openness &
Scalability
User experience
Industry &
engineering expertise
Systems approach
Collaboration &
workflow
Multidiscipline
& multiphysics
R
F
L
P
Controls
1D
3D
TEST
CFD
Unrestricted © Siemens AG 2018
Page 6 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim /
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 7 Siemens PLM Software
Context and motivation
Purpose: Development of an efficient
Environmental Control System (ECS)
Main ECS functions
• Air conditioning
• Cabin pressurization
• Ice protection
• Cross engine starting
Air conditioning for passenger comfort:
• Controls temperature and humidity
• Extracts air from the bleed ports of engine
• Contains filtering systems
• Ensures equipment safety
One of the biggest consumers onboard - interconnected
to several systems (ATA chapters 28, 29, 30, 47, 7X) and
impacting specific fuel consumption (SFC)
Unrestricted © Siemens AG 2018
Page 8 Siemens PLM Software
1D system simulation and 3D CFD approaches
Simcenter Amesim and STAR-CCM+
AMEsim
Simcenter Amesim
STAR-CCM+
• Multi-domain and multi-level components
assembled together to model physical behavior
of complex systems
• Predict operating points and scenarios to
manage transient boundary conditions (pressure,
temperature, flow rates…)
Simcenter Amesim - System level (1D)
• Detailed geometrical representation of a component
• Resolve flow and thermal situations where 3D effects
are predominant and access local variables
STAR-CCM+ - Geometric level (3D)
Unrestricted © Siemens AG 2018
Page 9 Siemens PLM Software
Context and motivations
Virtual prototyping & Digital Twin to improve, secure
and accelerate product development
• 3D CFD and 1D system simulation are complementary
• Reduce conservatism by improving boundary
conditions
Take the best from both world
• Co-simulation with strong coupling
• 3D CFD zooming to improve system level modeling or
to anticipate hot spots
Unrestricted © Siemens AG 2018
Page 10 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim /
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 11 Siemens PLM Software
Scalable multiphysics behavioral modeling and analysis
Simcenter Amesim
48 libraries
6,500 multi-physics models
Fluids EnergyThermodynamics Control Liquid
propulsion
Mechanical Electrical
High-fidelity plant models (SIL, HIL)
Support of real-time platforms
Standards
Interfaces to simulation
Multiple 3D CAE
Applications
Open, mechatronics simulation platform
Scalable
system
to
component
Flight controls Flight
dynamics
Environmental
control system
Fuel systems Electrical
systems
Landing
systems
Propulsion
systems
Engine
equipment
Integrated
systems
Hydraulic
systems
Unrestricted © Siemens AG 2018
Page 12 Siemens PLM Software
Case description
• Regional twin engine aircraft with 100
passengers and 3 crew members
• Engine bleed air systems
• Consumers: WAI, FTIS, WTPS, APU, etc.
• Air conditioning units - ECS packs
• Fuselage structure – global conductance
model or nodal thermal model
• Aircraft zoning – based on lumped approach
- pressure & temperature in different zones
(cockpit, forward cabin, etc)
Simcenter Amesim model of the ECS with its subsystems
Unrestricted © Siemens AG 2018
Page 13 Siemens PLM Software
Zooming into the thermal behavior of the cabin
• To refine the passenger comfort evaluation, the
forward cabin 1D model is removed by a 3D CFD
model of the cabin – zooming into the thermal
behavior of the cabin
• Passenger and equipment comfort can be
assessed in different operating conditions
• Pull-up and pull-down transients can be refined
assessing perceived comfort in detail (seat
temperatures, etc)
• Failure cases can be performed to assess overall
system performance in case of malfunctions
Assessing passenger comfort requires access
to local variables inside the 3D CFD cabin
(temperature gradients & local air speed).
Unrestricted © Siemens AG 2018
Page 14 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim /
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 15 Siemens PLM Software
Co-simulation - Strong coupling
Inlet mass flow
Inlet temperature
Heat loads
Cabin temperature
• Dynamics of interfaced models have same order of magnitude
• One of the most important dynamics lies in the coupling itself
Simcenter Amesim STAR-CCM+
Strong coupling
Two-way coupling
Unrestricted © Siemens AG 2018
Page 16 Siemens PLM Software
3D STAR-CCM+ model – CFD cabin model description
Boundary conditions
• 1 row cabin model-4 passengers with periodic boundaries
• Lower/upper blowers (mass flow inlets)
• Recirculation grid (pressure outlets)
• Cabin wall, with specific heatflux (environment)
Mesh
• 2 million polyhedral elements
• Prismatic layers
Physics
• Accounts for natural and forced convection (ideal gas and
gravity models enabled)
• Other material properties are temperature-dependent
(viscosity, specific heat, thermal conductivity)
• Thermal comfort (physiological activity of passengers) STAR-CCM+
Cabin model
Unrestricted © Siemens AG 2018
Page 17 Siemens PLM Software
3D STAR-CCM+ model – Passenger comfort
STAR-CCM+Air flow streamlines
Passengers Gillian and Jack
Temperature set-point
Passenger comfort requirements are imposed by the aeronautical rules:
• Minimum fresh flow per passenger
• Velocities inside the cabin
• Cabin stabilized pressure and temperature
• Differential temperature between body parts (head/feet, shoulders…)
Unrestricted © Siemens AG 2018
Page 18 Siemens PLM Software
Evaluation of cabin thermal environment
Passenger comfort needs to be estimated for different flight scenarios:
• Different occupancy configurations
• During hot and cold day
• During day and night…
• Ground, cruise and in-flight missions
• In the event of a component failure (e.g. loss of an ECS pack for instance)
Unrestricted © Siemens AG 2018
Page 19 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim /
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 20 Siemens PLM Software
Scenarios description
3 conditions investigated:
• Pull-up
• Cool-down on ground
• Loss of one ECS pack in cruise conditions
Initial temperatures for pull-up and cool-down
conditions:
• ISA –55°C
• ISA +25°C
• Half an hour simulated time based on
regulations for these ground cases
Failure case analysis: 1 pack fails after 100 (sec.)
• OAT = -30 °C
• Altitude = 35 000 ft
• Mach = 0.85
• Less than 10 min are simulated
Simcenter Amesim
ECS pack failure
after 100 sec.
Unrestricted © Siemens AG 2018
Page 21 Siemens PLM Software
1D co-simulation results in Simcenter Amesim
• Pack loss after 100 s (cruise
condition)
• Flow control and X-bleed valves
closed
• Temperature increase in cabin
zones due to cooling power loss
• Temperature regulation still in
operation Simcenter Amesim
ECS variables of interest are exposed in the Dashboard
Unrestricted © Siemens AG 2018
Page 22 Siemens PLM Software
1D co-simulation results in Simcenter Amesim
• Monitor air flows delivered by air
conditioning units to the cabin
• Air flows bled off impacting
engines’ performance
• ECS pack failure
• Pack loss counterbalanced by
left pack in high flow-rate mode
Simcenter Amesim
Evolution of the ECS variables – Failure case
Unrestricted © Siemens AG 2018
Page 23 Siemens PLM Software
3D CFD co-simulation results in STAR-CCM+
STAR-CCM+
STAR-CCM+ Relative velocity over passenger bodies
for Gillian and Jack
Unrestricted © Siemens AG 2018
Page 24 Siemens PLM Software
3D CFD co-simulation results in STAR-CCM+
STAR-CCM+
STAR-CCM+
Temperature evolution around
Gillian and Jack
Left/right temperature ratio
Unrestricted © Siemens AG 2018
Page 25 Siemens PLM Software
Agenda
• Introduction to the product portfolio
• Motivation for this co-simulation study
• Setup of the Simcenter Amesim model
• Setup of the STAR-CCM+ model
• Results of the Simcenter Amesim /
STAR-CCM+ co-simulation
• Going further
Unrestricted © Siemens AG 2018
Page 26 Siemens PLM Software
STAR-CCM+/Simcenter Amesim co-simulation user guide in the
Simcenter Amesim online documentation
Unrestricted © Siemens AG 2018
Page 27 Siemens PLM Software
System Driven Product Development
Enabling Verification and Validation in the Age of System Engineering
SYSTEMS DRIVEN PRODUCT DEVELOPMENT
PREDICTIVE ENGINEERING ANALYTICSSYSTEM MOCK-UP
MULTI-DOMAIN TRACEABILITY, CHANGE AND CONFIGURATION
3D TEST
ANALYTICS - REPORTING
Digital
twin
VERIFICATION & VALIDATION
1D VIACFD
Unrestricted © Siemens AG 2018
Page 28 Siemens PLM Software
3D SIMULATION
CFD SIMULATION
1D SIMULATION
From disconnected models and data …
Customer Usage data
Simulation data
Test data TEST MODELING
Historical data
CONTROLS
Unrestricted © Siemens AG 2018
Page 29 Siemens PLM Software
…to a performance Digital Twin
3D SIMULATION
CFD SIMULATION
1D SIMULATION
Customer Usage data
Simulation data
Test data
CONTROLS
TEST MODELING
Historical data
Realize innovation.
Matthieu STASIA
STAR-CCM+
Olivier BROCA
Simcenter Amesim Aerospace and Defense
Stéphane NEYRAT
Karim NASSAR
Simcenter Amesim Platform
Siemens PLM / Simulation & Test Solutions Department

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Simcenter Amesim/STAR-CCM+ co-simulation – Aircraft ECS with its cabin and passengers

  • 1. Unrestricted © Siemens AG 2018 Page 1 Siemens PLM Software Simcenter Amesim/ STAR-CCM+ co-simulation Aircraft ECS with its cabin and passengers Unrestricted © Siemens AG 2018
  • 2. Unrestricted © Siemens AG 2018 Page 2 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim/ STAR-CCM+ co-simulation • Going further
  • 3. Unrestricted © Siemens AG 2018 Page 3 Siemens PLM Software Simcenter™ Portfolio for Predictive Engineering Analytics Simcenter System Simulation Solutions Simcenter Amesim Simcenter System Synthesis Simcenter Sysdm
  • 4. Unrestricted © Siemens AG 2018 Page 4 Siemens PLM Software STAR-CCM+ Simcenter™ Portfolio for Predictive Engineering Analytics STAR-CCM+
  • 5. Unrestricted © Siemens AG 2018 Page 5 Siemens PLM Software Cloud Licensing flexibility Simcenter™ Portfolio for Predictive Engineering Analytics Cornerstones for a future-proof engineering approach Covering full range of methods Analytics, reporting & exploration Deployment flexibility Openness & Scalability User experience Industry & engineering expertise Systems approach Collaboration & workflow Multidiscipline & multiphysics R F L P Controls 1D 3D TEST CFD
  • 6. Unrestricted © Siemens AG 2018 Page 6 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim / STAR-CCM+ co-simulation • Going further
  • 7. Unrestricted © Siemens AG 2018 Page 7 Siemens PLM Software Context and motivation Purpose: Development of an efficient Environmental Control System (ECS) Main ECS functions • Air conditioning • Cabin pressurization • Ice protection • Cross engine starting Air conditioning for passenger comfort: • Controls temperature and humidity • Extracts air from the bleed ports of engine • Contains filtering systems • Ensures equipment safety One of the biggest consumers onboard - interconnected to several systems (ATA chapters 28, 29, 30, 47, 7X) and impacting specific fuel consumption (SFC)
  • 8. Unrestricted © Siemens AG 2018 Page 8 Siemens PLM Software 1D system simulation and 3D CFD approaches Simcenter Amesim and STAR-CCM+ AMEsim Simcenter Amesim STAR-CCM+ • Multi-domain and multi-level components assembled together to model physical behavior of complex systems • Predict operating points and scenarios to manage transient boundary conditions (pressure, temperature, flow rates…) Simcenter Amesim - System level (1D) • Detailed geometrical representation of a component • Resolve flow and thermal situations where 3D effects are predominant and access local variables STAR-CCM+ - Geometric level (3D)
  • 9. Unrestricted © Siemens AG 2018 Page 9 Siemens PLM Software Context and motivations Virtual prototyping & Digital Twin to improve, secure and accelerate product development • 3D CFD and 1D system simulation are complementary • Reduce conservatism by improving boundary conditions Take the best from both world • Co-simulation with strong coupling • 3D CFD zooming to improve system level modeling or to anticipate hot spots
  • 10. Unrestricted © Siemens AG 2018 Page 10 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim / STAR-CCM+ co-simulation • Going further
  • 11. Unrestricted © Siemens AG 2018 Page 11 Siemens PLM Software Scalable multiphysics behavioral modeling and analysis Simcenter Amesim 48 libraries 6,500 multi-physics models Fluids EnergyThermodynamics Control Liquid propulsion Mechanical Electrical High-fidelity plant models (SIL, HIL) Support of real-time platforms Standards Interfaces to simulation Multiple 3D CAE Applications Open, mechatronics simulation platform Scalable system to component Flight controls Flight dynamics Environmental control system Fuel systems Electrical systems Landing systems Propulsion systems Engine equipment Integrated systems Hydraulic systems
  • 12. Unrestricted © Siemens AG 2018 Page 12 Siemens PLM Software Case description • Regional twin engine aircraft with 100 passengers and 3 crew members • Engine bleed air systems • Consumers: WAI, FTIS, WTPS, APU, etc. • Air conditioning units - ECS packs • Fuselage structure – global conductance model or nodal thermal model • Aircraft zoning – based on lumped approach - pressure & temperature in different zones (cockpit, forward cabin, etc) Simcenter Amesim model of the ECS with its subsystems
  • 13. Unrestricted © Siemens AG 2018 Page 13 Siemens PLM Software Zooming into the thermal behavior of the cabin • To refine the passenger comfort evaluation, the forward cabin 1D model is removed by a 3D CFD model of the cabin – zooming into the thermal behavior of the cabin • Passenger and equipment comfort can be assessed in different operating conditions • Pull-up and pull-down transients can be refined assessing perceived comfort in detail (seat temperatures, etc) • Failure cases can be performed to assess overall system performance in case of malfunctions Assessing passenger comfort requires access to local variables inside the 3D CFD cabin (temperature gradients & local air speed).
  • 14. Unrestricted © Siemens AG 2018 Page 14 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim / STAR-CCM+ co-simulation • Going further
  • 15. Unrestricted © Siemens AG 2018 Page 15 Siemens PLM Software Co-simulation - Strong coupling Inlet mass flow Inlet temperature Heat loads Cabin temperature • Dynamics of interfaced models have same order of magnitude • One of the most important dynamics lies in the coupling itself Simcenter Amesim STAR-CCM+ Strong coupling Two-way coupling
  • 16. Unrestricted © Siemens AG 2018 Page 16 Siemens PLM Software 3D STAR-CCM+ model – CFD cabin model description Boundary conditions • 1 row cabin model-4 passengers with periodic boundaries • Lower/upper blowers (mass flow inlets) • Recirculation grid (pressure outlets) • Cabin wall, with specific heatflux (environment) Mesh • 2 million polyhedral elements • Prismatic layers Physics • Accounts for natural and forced convection (ideal gas and gravity models enabled) • Other material properties are temperature-dependent (viscosity, specific heat, thermal conductivity) • Thermal comfort (physiological activity of passengers) STAR-CCM+ Cabin model
  • 17. Unrestricted © Siemens AG 2018 Page 17 Siemens PLM Software 3D STAR-CCM+ model – Passenger comfort STAR-CCM+Air flow streamlines Passengers Gillian and Jack Temperature set-point Passenger comfort requirements are imposed by the aeronautical rules: • Minimum fresh flow per passenger • Velocities inside the cabin • Cabin stabilized pressure and temperature • Differential temperature between body parts (head/feet, shoulders…)
  • 18. Unrestricted © Siemens AG 2018 Page 18 Siemens PLM Software Evaluation of cabin thermal environment Passenger comfort needs to be estimated for different flight scenarios: • Different occupancy configurations • During hot and cold day • During day and night… • Ground, cruise and in-flight missions • In the event of a component failure (e.g. loss of an ECS pack for instance)
  • 19. Unrestricted © Siemens AG 2018 Page 19 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim / STAR-CCM+ co-simulation • Going further
  • 20. Unrestricted © Siemens AG 2018 Page 20 Siemens PLM Software Scenarios description 3 conditions investigated: • Pull-up • Cool-down on ground • Loss of one ECS pack in cruise conditions Initial temperatures for pull-up and cool-down conditions: • ISA –55°C • ISA +25°C • Half an hour simulated time based on regulations for these ground cases Failure case analysis: 1 pack fails after 100 (sec.) • OAT = -30 °C • Altitude = 35 000 ft • Mach = 0.85 • Less than 10 min are simulated Simcenter Amesim ECS pack failure after 100 sec.
  • 21. Unrestricted © Siemens AG 2018 Page 21 Siemens PLM Software 1D co-simulation results in Simcenter Amesim • Pack loss after 100 s (cruise condition) • Flow control and X-bleed valves closed • Temperature increase in cabin zones due to cooling power loss • Temperature regulation still in operation Simcenter Amesim ECS variables of interest are exposed in the Dashboard
  • 22. Unrestricted © Siemens AG 2018 Page 22 Siemens PLM Software 1D co-simulation results in Simcenter Amesim • Monitor air flows delivered by air conditioning units to the cabin • Air flows bled off impacting engines’ performance • ECS pack failure • Pack loss counterbalanced by left pack in high flow-rate mode Simcenter Amesim Evolution of the ECS variables – Failure case
  • 23. Unrestricted © Siemens AG 2018 Page 23 Siemens PLM Software 3D CFD co-simulation results in STAR-CCM+ STAR-CCM+ STAR-CCM+ Relative velocity over passenger bodies for Gillian and Jack
  • 24. Unrestricted © Siemens AG 2018 Page 24 Siemens PLM Software 3D CFD co-simulation results in STAR-CCM+ STAR-CCM+ STAR-CCM+ Temperature evolution around Gillian and Jack Left/right temperature ratio
  • 25. Unrestricted © Siemens AG 2018 Page 25 Siemens PLM Software Agenda • Introduction to the product portfolio • Motivation for this co-simulation study • Setup of the Simcenter Amesim model • Setup of the STAR-CCM+ model • Results of the Simcenter Amesim / STAR-CCM+ co-simulation • Going further
  • 26. Unrestricted © Siemens AG 2018 Page 26 Siemens PLM Software STAR-CCM+/Simcenter Amesim co-simulation user guide in the Simcenter Amesim online documentation
  • 27. Unrestricted © Siemens AG 2018 Page 27 Siemens PLM Software System Driven Product Development Enabling Verification and Validation in the Age of System Engineering SYSTEMS DRIVEN PRODUCT DEVELOPMENT PREDICTIVE ENGINEERING ANALYTICSSYSTEM MOCK-UP MULTI-DOMAIN TRACEABILITY, CHANGE AND CONFIGURATION 3D TEST ANALYTICS - REPORTING Digital twin VERIFICATION & VALIDATION 1D VIACFD
  • 28. Unrestricted © Siemens AG 2018 Page 28 Siemens PLM Software 3D SIMULATION CFD SIMULATION 1D SIMULATION From disconnected models and data … Customer Usage data Simulation data Test data TEST MODELING Historical data CONTROLS
  • 29. Unrestricted © Siemens AG 2018 Page 29 Siemens PLM Software …to a performance Digital Twin 3D SIMULATION CFD SIMULATION 1D SIMULATION Customer Usage data Simulation data Test data CONTROLS TEST MODELING Historical data
  • 30. Realize innovation. Matthieu STASIA STAR-CCM+ Olivier BROCA Simcenter Amesim Aerospace and Defense Stéphane NEYRAT Karim NASSAR Simcenter Amesim Platform Siemens PLM / Simulation & Test Solutions Department