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Modeling Mechanical System Interactions in Flowmaster
           Automotive Fuel Injection and Aircraft Hydraulics
                    Actuation System Examples
                                                      Sudhi Uppuluri
   Shayne Ziegler             Arlie Nuetzel
                                                   Computational Sciences
  Flowmaster USA            Flowmaster USA
                                                       Expert Group




                  USA Call-in Number: 1-631-267-4890
             Click “Global Call-in numbers for other regions
                       Access Code: 958 533 404
Agenda

• Overview of Flowmaster

• Introduction to Electro-Mechanical Components

• Case Study: Aircraft Hydraulic Actuation System

• Case Study: Gasoline Fuel Injection System

• Question & Answer Session




                                                     2011© Flowmaster Group
                                                         ©
                                                         ©
Flowmaster Overview - Analysis Capabilities


• Incompressible and compressible analysis
   •   Water, Oil, Fuel, compressible air, natural gas, etc…
   •   Mach Number / choking considerations for compressible


• Steady state scenarios
   •   Snapshot results for given system conditions


• Transient scenarios
   •   Time changing results in response to varying conditions.
   •   Examples:
         • Aircraft flight profile (long transient)
         • Valve/ pump shutdown - Fluid Inertia Considerations (fast transient)
         • Bleed air pneumatics and boundary condition varying transients.
         • Thermal Transient




                                                                                  2011© Flowmaster Group
                                                                                      ©
                                                                                      ©
Flowmaster Overview - Analysis Capabilities


• Heat transfer
   •   Pipe Heat Transfer
   •   Heat Exchanger
   •   Solids Components: Complex or Conjugate Heat Transfer (Convection,
       radiation, conduction)
   •   Thermal analysis throughout the system.



• Design Options
   •   Sizing  Flow Balancing

   •   Parametric Analysis
        • Built – in Features
        • COM Automation with Excel




                                                                            2011© Flowmaster Group
                                                                                ©
                                                                                ©
Flowmaster Overview - Analysis Capabilities


• Aerospace
   •   Gas / Liquid Interface Tanks for Propulsion
   •   Body Forces Analysis for Fuel Systems
   •   ECS Pack Components and Humidity

• Automotive
   •   Under hood Airflows / Segmented Analysis
   •   Lubrication Bearing Models
   •   AC Systems / Cabin Comfort Model

• Gas Turbine
   •   Secondary Flows: Swirl Solver, Cavity Analysis, Radial, Axial, and Tangential
       flow vectors
   •   Combustion: Conjugate Heat Transfer and Equilibrium Heat Release (custom)

• Oil and Gas
   •   GIS Data Import
   •   Pipeline Profile (Excel Data / Pods) Import.
   •   Pipeline Results Analyzer
   •   Buried and Partially Buried Pipe Heat Transfer Options
                                                                                2011© Flowmaster Group
                                                                                    ©
                                                                                    ©
Flowmaster In Aerospace


Where Can Flowmaster Be Used In Aerospace?

•   ECS Systems
•   Bleed Air Systems
•   Ice Protection Systems
•   Fuel Systems
•   Hydraulic Systems
•   Potable Water Systems




                                               2011© Flowmaster Group
                                                   ©
                                                   ©
Aerospace Fuel System Example




                      2011© Flowmaster Group
                          ©
                          ©
Flowmaster In Automotive




                 2011© Flowmaster Group
                     ©
                     ©
Automotive Cooling Example

                         Cooling System
                                                        Cabin airside

    Under hood Airflow




Drive Cycles


                                          Lubrication
                                          System




                                                              2011© Flowmaster Group
                                                                  ©
Introduction to Electro-Mechanical Components
Introduction to Electromechanical
                                Components




 Damper       Spring      End Stop          Port




Force        Solenoid       Mass           Earth




Lever         Lever        Spacer        Friction




Piston:      Piston:    Compressible
Double       Single       Cylinder
Acting       Acting                    2011© Flowmaster Group
                                           ©
Introduction to Electromechanical
                                  Components




 DCV:           DCV:        DCV:           DCV:
 2 port         3 Port      4 Port         4 Port




                Hydraulic    Hybrid     Elastic Pipe
PD Pump
                 Motor       Pump         (MOC)




Cylinder:       Cylinder:   Cylinder:      Volume
 1R1A            1R2A        2R2A


                                        2011© Flowmaster Group
                                            ©
Introduction to Electromechanical
                                                                   Components


                                                  Mechanical - Fluid Interaction Modeling
                                                  • Spool Valve
                                                  • Fuel Injector Valve




                                                    Reference: virtual.cvut.cz/dynlab/courseModeling/node43.html




Reference: www.answers.com/topic/fuel-injection



                                                                                                             2011© Flowmaster Group
                                                                                                                 ©
Introduction to Electromechanical
      Components: Fluid Transients




                           2011© Flowmaster Group
                               ©
                               ©
Introduction to Electromechanical
                                                                                     Components: Fluid Transients

Pressure waves travel through the pipe at the speed of sound. The passage of these
waves is calculated using the Method of Characteristics, assuming a constant wave
speed. Pressure in the system is directly related to velocity (flow rate).

In transient events flow rate changes cause pressure fluctuations (and vice versa). For
rapid transient events the pressure rise is:

∆P = a * ρ* ∆v


Where:
   ∆P = Pressure change in fluid
   ρ = Liquid density
   ∆v = Velocity change
                                                   1
       a = Wave speed 
                                             1        d 
                                                       
                                             k        tE 


‘Fluid Transients in Systems', Wylie & Streeter, Published by Prentice Hall 1993, ISBN 0-13- 322173 -3.


                                                                                                          2011© Flowmaster Group
                                                                                                              ©
                                                                                                              ©
Investigation: Pressure Surge Transient Analysis




                                        2011© Flowmaster Group
                                            ©
                                            ©
Investigation: Pressure Surge Transient Analysis




                                        2011© Flowmaster Group
                                            ©
                                            ©
Introduction to Electromechanical
                                                 Components




                   Force

        End Stop

Earth
                               Port
         Spring




        Damper
                   Mass


                                                     2011© Flowmaster Group
                                                         ©
Introduction to Electromechanical
                      Components




                          2011© Flowmaster Group
                              ©
Aerospace Applications of Mechanical Components
                 Arlie Nuetzel
                 Applications Engineer
                 Flowmaster USA, Inc
Mechanical System Challenges


• System Sizing
   •   Pump Capacity
   •   Pressure Requirements
   •   System Volume
   •   Hydraulic Power vs. Speed
   •   Packaging
• Survivability
   • Failure Modes
   • Redundancy
• System Interactions
   • Resonance
   • Cavitation
   • Controller Oscillation


                                                        2011© Flowmaster Group
                                                            ©
                                                            ©
Standard PD Pump Component


• Hydraulic PD pump
• Pseudo-transient, time averaged output




              Pressure Gauge




                  Speed Controller

                                                    2011© Flowmaster Group
                                                        ©
                                                        ©
PD Pump Output Results




Pressure Gauge




    Speed Controller

                                      2011© Flowmaster Group
                                          ©
                                          ©
Developing a Mechanical PD Pump Model


• Piston Based
• Equation of Motion:

• Controller Script:




• Inlet/Outlet Valves
   • Simple Check Behavior




                                                            2011© Flowmaster Group
                                                                ©
                                                                ©
PD Pump Model Performance




                   2011© Flowmaster Group
                       ©
                       ©
Three Piston PD Pump




             2011© Flowmaster Group
                 ©
                 ©
Transient Results


• fd




                2011© Flowmaster Group
                    ©
                    ©
RPM sweep to find resonance




                    2011© Flowmaster Group
                        ©
                        ©
2011© Flowmaster Group
    ©
    ©
FFT




2011© Flowmaster Group
    ©
    ©
Hydraulic System Modeling

•   Pump
•   Flap Actuator
•   Slats Actuator
•   Landing Gear
    • Door Actuator
    • Gear Actuator




                      2011© Flowmaster Group
                          ©
                          ©
Flap/Slat Actuator


•   Directional Control Valve
•   Flow Restrictor
•   Hydraulic Motor
•   Jack Screw (controller)




                                           2011© Flowmaster Group
                                               ©
                                               ©
Landing Gear Actuator


•   Directional Control Valve
•   Flow Restrictor
•   Hydraulic Piston
•   Mechanicals
    • Mass
    • End Stop
    • Earth




                                              2011© Flowmaster Group
                                                  ©
                                                  ©
Control Surface positions


• Master Controller




                      2011© Flowmaster Group
                          ©
                          ©
2011© Flowmaster Group
    ©
    ©
Custom Display




       2011© Flowmaster Group
           ©
           ©
2011© Flowmaster Group
    ©
    ©
Fuel Injector Dynamics Modeling
          Sudhi Uppuluri
            Principal Investigator
     Computational Sciences Experts Group
               (781) 640-2329
Fuel Injector Dynamics Modeling


  Sudhi Uppuluri, Principal Investigator
Computational Sciences Experts Group, LLC
             (www.cseg.us)
WE ARE CSEG

We don’t sell software. We bring our modeling expertise
           and make your CAE software do
                 advanced stuff.
   The stuff you bought the
 software to do to begin with.
Where CSEG fits in


                                       Augment your team with
                                          expert simulation
                                              capability
       Your
       Design                          • Deep expertise on
       Team               CSEG           system modeling

                                       • Brings best-in-class
                                         tools to the table

                                       • Added resource to your
                                         design team



Don’t just buy software. Add simulation capability to your team.
A smart approach to simulation


    Traditional approach                          CSEG approach
•    Evaluate which      software to buy     •   CSEG does the analysis and provides
     with a trial license                        you with a simulation answers
•    Purchase    software tool                   quickly(CSEG bring the right tools
                                                 and manpower to the table)
•    Schedule and pay for training
•    Go through the  learning curve    of    •   Choose the right software once the
     the tool while building the model           analysis is done (CSEG provides the
•    Spend ~2-3 yrs   gaining                    models)
     competence     and confidence on
     modeling with the new tool
                                                Very cost-effective
    Expensive approach                         Have simulation answers quickly (with
    Lost opportunity costs                      confidence in them)
    Simulation tool not effective during       Meet your analysis deadlines
     the initial period                         Significantly shorten the learning
    Software training does not cover your       curve
     application.                               Get calibrated model of your system
                                                 built by experts immediately.
Our Approach


•   We focus on the problem,   combining the right
    tools   to provide accurate answers for your simulation
    challenge – not the tool any one company is selling. CSEG
    maintains licenses for best in class COTS tools providing instant
    technical capability expansion to your projects.



System Tools                             CFD Tools
• Flowmaster*                            • Ansys Fluent
• Amesim                                 • STAR-CD
• Gamma Technologies
                                         Other
Optimization Tools                       • Matlab/Simulink
• iSight*                                • Can integrate your
• ModeFrontier                             in-house software
                                           with COTS
Gasoline Direct Injection


•   Simplified
    Example of
    electronically
    controlled gasoline
    direct injection
    system




* Example layout from Wikipedia, retrieved Oct 2011
The system model

                   Engine Control Unit
                         (Simulink)



Cylinder firing                          Fuel
Timing, Voltages                         consumption



                                               Integrate with
                                                engine control to
                                                evaluate and
                                                optimize fuel
                                                consumption

                                               Precise engine-
                                                management
                                                software to
                                                accurately tailor
                                                fuel-injection
                                                timing and
                                                duration
1D translation of the injector




                                 * Reference from
                                 Advanced Engine
                                 Technology, Heinz
                                 Heisler
Modeling Considerations
     (Mechanical)




                          Coefficient of
                          restitution to
                          model needle
                          bouncing
Modeling Considerations
        (Fluid)



                          Pressure
                          waves inside
                          the passages




Combustion
chamber
pressure                     Cd
                             Discharge
                             Coefficient
Injector Dynamics



      1
             2

                      3



                  Flow rate fluctuations from
                 1
                   supply pressure variations

                 2 Needle bouncing
                 

                  Pressure waves from needle
                 3
                   closure
Overall Network
Which variables should I really spend a lot of
            time getting right ?

                 What about:
        supply pressure fluctuations?
          Coefficient of Discharge?
                Needle mass?
Parameter study


• Sensitivity study of select
  input parameters
  performed using Isight by
  Simulia.

• Isight linked with
  Flowmaster through MS
  Excel

• Automated input
  generation, runs and
  results extraction
Parameter Study
  (an example)




          Shows effect of select variables on
           amount of fuel injected

          Extremely Important that we get the
           needle port area, Cd and fluctuations in
           the supply pressure accurately
           characterized.

          Variables such as Coefficient of
           Restitution, and fuel filter loss were not
           that important in this case.




          * Analysis using Isight by Simulia
Parameter Study
                                 (an example)
Fluctuations in mass of fuel
          injected




                                 Fluctuations in input
                                      parameters
                                               * Analysis using Isight by Simulia
Calculating Cd


• Discharge coefficient directly affects the fuel flow rate
  through the injector.


• Cd is typically a function of injector port area.

• Few ways of determining Cd
   – Literature indicates Cd range from 0.690.73 (references
     avbl) with some examples much higher.

   – CFD is a good way to determine the Cd for your particular
     injector (at varying port openings) (predictive)

   – Can back-calculate from available test data (non-predictive)
FURTHER     Sudhi Uppuluri has over 14 years of
             experience in the simulation industry. He


DISCUSSION
             worked as a consulting engineer and sales
             manager at Flowmaster USA for 8 years
             .He has various technical publications on
             related subjects in SAE and AIAA journals.
             He holds a Masters in Aerospace
             Engineering from the University of Illinois
             at Urbana-Champaign and a Certificate
             in Strategy and Innovation from the MIT
             Sloan School of business.


             Contact:
             Sudhi Uppuluri
             Principal Investigator

             Sudhi.uppuluri@cseg.us
             (781) 640 2329
             www.cseg.us
Question & Answer Session



      Thank you for attending!
 Please use the “Raise hand” icon to ask technical questions...

            For additional information, please contact…


Flowmaster Sales inquires:              Flowmaster Support inquires:
Us-sales@flowmaster.com                 Us-support@flowmaster.com
      847-901-4224                             847-901-4242



                      Sudhi Uppuluri
                   Principal Investigator
            Computational Sciences Experts Group
                      (781) 640-2329


                                                                  2011© Flowmaster Group
                                                                      ©
                                                                      ©

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Modeling mechanical systems in Flowmaster

  • 1. Modeling Mechanical System Interactions in Flowmaster Automotive Fuel Injection and Aircraft Hydraulics Actuation System Examples Sudhi Uppuluri Shayne Ziegler Arlie Nuetzel Computational Sciences Flowmaster USA Flowmaster USA Expert Group USA Call-in Number: 1-631-267-4890 Click “Global Call-in numbers for other regions Access Code: 958 533 404
  • 2. Agenda • Overview of Flowmaster • Introduction to Electro-Mechanical Components • Case Study: Aircraft Hydraulic Actuation System • Case Study: Gasoline Fuel Injection System • Question & Answer Session 2011© Flowmaster Group © ©
  • 3. Flowmaster Overview - Analysis Capabilities • Incompressible and compressible analysis • Water, Oil, Fuel, compressible air, natural gas, etc… • Mach Number / choking considerations for compressible • Steady state scenarios • Snapshot results for given system conditions • Transient scenarios • Time changing results in response to varying conditions. • Examples: • Aircraft flight profile (long transient) • Valve/ pump shutdown - Fluid Inertia Considerations (fast transient) • Bleed air pneumatics and boundary condition varying transients. • Thermal Transient 2011© Flowmaster Group © ©
  • 4. Flowmaster Overview - Analysis Capabilities • Heat transfer • Pipe Heat Transfer • Heat Exchanger • Solids Components: Complex or Conjugate Heat Transfer (Convection, radiation, conduction) • Thermal analysis throughout the system. • Design Options • Sizing Flow Balancing • Parametric Analysis • Built – in Features • COM Automation with Excel 2011© Flowmaster Group © ©
  • 5. Flowmaster Overview - Analysis Capabilities • Aerospace • Gas / Liquid Interface Tanks for Propulsion • Body Forces Analysis for Fuel Systems • ECS Pack Components and Humidity • Automotive • Under hood Airflows / Segmented Analysis • Lubrication Bearing Models • AC Systems / Cabin Comfort Model • Gas Turbine • Secondary Flows: Swirl Solver, Cavity Analysis, Radial, Axial, and Tangential flow vectors • Combustion: Conjugate Heat Transfer and Equilibrium Heat Release (custom) • Oil and Gas • GIS Data Import • Pipeline Profile (Excel Data / Pods) Import. • Pipeline Results Analyzer • Buried and Partially Buried Pipe Heat Transfer Options 2011© Flowmaster Group © ©
  • 6. Flowmaster In Aerospace Where Can Flowmaster Be Used In Aerospace? • ECS Systems • Bleed Air Systems • Ice Protection Systems • Fuel Systems • Hydraulic Systems • Potable Water Systems 2011© Flowmaster Group © ©
  • 7. Aerospace Fuel System Example 2011© Flowmaster Group © ©
  • 8. Flowmaster In Automotive 2011© Flowmaster Group © ©
  • 9. Automotive Cooling Example Cooling System Cabin airside Under hood Airflow Drive Cycles Lubrication System 2011© Flowmaster Group ©
  • 11. Introduction to Electromechanical Components Damper Spring End Stop Port Force Solenoid Mass Earth Lever Lever Spacer Friction Piston: Piston: Compressible Double Single Cylinder Acting Acting 2011© Flowmaster Group ©
  • 12. Introduction to Electromechanical Components DCV: DCV: DCV: DCV: 2 port 3 Port 4 Port 4 Port Hydraulic Hybrid Elastic Pipe PD Pump Motor Pump (MOC) Cylinder: Cylinder: Cylinder: Volume 1R1A 1R2A 2R2A 2011© Flowmaster Group ©
  • 13. Introduction to Electromechanical Components Mechanical - Fluid Interaction Modeling • Spool Valve • Fuel Injector Valve Reference: virtual.cvut.cz/dynlab/courseModeling/node43.html Reference: www.answers.com/topic/fuel-injection 2011© Flowmaster Group ©
  • 14. Introduction to Electromechanical Components: Fluid Transients 2011© Flowmaster Group © ©
  • 15. Introduction to Electromechanical Components: Fluid Transients Pressure waves travel through the pipe at the speed of sound. The passage of these waves is calculated using the Method of Characteristics, assuming a constant wave speed. Pressure in the system is directly related to velocity (flow rate). In transient events flow rate changes cause pressure fluctuations (and vice versa). For rapid transient events the pressure rise is: ∆P = a * ρ* ∆v Where: ∆P = Pressure change in fluid ρ = Liquid density ∆v = Velocity change 1 a = Wave speed  1 d     k tE  ‘Fluid Transients in Systems', Wylie & Streeter, Published by Prentice Hall 1993, ISBN 0-13- 322173 -3. 2011© Flowmaster Group © ©
  • 16. Investigation: Pressure Surge Transient Analysis 2011© Flowmaster Group © ©
  • 17. Investigation: Pressure Surge Transient Analysis 2011© Flowmaster Group © ©
  • 18. Introduction to Electromechanical Components Force End Stop Earth Port Spring Damper Mass 2011© Flowmaster Group ©
  • 19. Introduction to Electromechanical Components 2011© Flowmaster Group ©
  • 20. Aerospace Applications of Mechanical Components Arlie Nuetzel Applications Engineer Flowmaster USA, Inc
  • 21. Mechanical System Challenges • System Sizing • Pump Capacity • Pressure Requirements • System Volume • Hydraulic Power vs. Speed • Packaging • Survivability • Failure Modes • Redundancy • System Interactions • Resonance • Cavitation • Controller Oscillation 2011© Flowmaster Group © ©
  • 22. Standard PD Pump Component • Hydraulic PD pump • Pseudo-transient, time averaged output Pressure Gauge Speed Controller 2011© Flowmaster Group © ©
  • 23. PD Pump Output Results Pressure Gauge Speed Controller 2011© Flowmaster Group © ©
  • 24. Developing a Mechanical PD Pump Model • Piston Based • Equation of Motion: • Controller Script: • Inlet/Outlet Valves • Simple Check Behavior 2011© Flowmaster Group © ©
  • 25. PD Pump Model Performance 2011© Flowmaster Group © ©
  • 26. Three Piston PD Pump 2011© Flowmaster Group © ©
  • 27. Transient Results • fd 2011© Flowmaster Group © ©
  • 28. RPM sweep to find resonance 2011© Flowmaster Group © ©
  • 31. Hydraulic System Modeling • Pump • Flap Actuator • Slats Actuator • Landing Gear • Door Actuator • Gear Actuator 2011© Flowmaster Group © ©
  • 32. Flap/Slat Actuator • Directional Control Valve • Flow Restrictor • Hydraulic Motor • Jack Screw (controller) 2011© Flowmaster Group © ©
  • 33. Landing Gear Actuator • Directional Control Valve • Flow Restrictor • Hydraulic Piston • Mechanicals • Mass • End Stop • Earth 2011© Flowmaster Group © ©
  • 34. Control Surface positions • Master Controller 2011© Flowmaster Group © ©
  • 36. Custom Display 2011© Flowmaster Group © ©
  • 38. Fuel Injector Dynamics Modeling Sudhi Uppuluri Principal Investigator Computational Sciences Experts Group (781) 640-2329
  • 39. Fuel Injector Dynamics Modeling Sudhi Uppuluri, Principal Investigator Computational Sciences Experts Group, LLC (www.cseg.us)
  • 40. WE ARE CSEG We don’t sell software. We bring our modeling expertise and make your CAE software do advanced stuff. The stuff you bought the software to do to begin with.
  • 41. Where CSEG fits in Augment your team with expert simulation capability Your Design • Deep expertise on Team CSEG system modeling • Brings best-in-class tools to the table • Added resource to your design team Don’t just buy software. Add simulation capability to your team.
  • 42. A smart approach to simulation Traditional approach CSEG approach • Evaluate which software to buy • CSEG does the analysis and provides with a trial license you with a simulation answers • Purchase software tool quickly(CSEG bring the right tools and manpower to the table) • Schedule and pay for training • Go through the learning curve of • Choose the right software once the the tool while building the model analysis is done (CSEG provides the • Spend ~2-3 yrs gaining models) competence and confidence on modeling with the new tool  Very cost-effective  Expensive approach  Have simulation answers quickly (with  Lost opportunity costs confidence in them)  Simulation tool not effective during  Meet your analysis deadlines the initial period  Significantly shorten the learning  Software training does not cover your curve application.  Get calibrated model of your system built by experts immediately.
  • 43. Our Approach • We focus on the problem, combining the right tools to provide accurate answers for your simulation challenge – not the tool any one company is selling. CSEG maintains licenses for best in class COTS tools providing instant technical capability expansion to your projects. System Tools CFD Tools • Flowmaster* • Ansys Fluent • Amesim • STAR-CD • Gamma Technologies Other Optimization Tools • Matlab/Simulink • iSight* • Can integrate your • ModeFrontier in-house software with COTS
  • 44. Gasoline Direct Injection • Simplified Example of electronically controlled gasoline direct injection system * Example layout from Wikipedia, retrieved Oct 2011
  • 45. The system model Engine Control Unit (Simulink) Cylinder firing Fuel Timing, Voltages consumption  Integrate with engine control to evaluate and optimize fuel consumption  Precise engine- management software to accurately tailor fuel-injection timing and duration
  • 46. 1D translation of the injector * Reference from Advanced Engine Technology, Heinz Heisler
  • 47. Modeling Considerations (Mechanical) Coefficient of restitution to model needle bouncing
  • 48. Modeling Considerations (Fluid) Pressure waves inside the passages Combustion chamber pressure Cd Discharge Coefficient
  • 49. Injector Dynamics 1 2 3  Flow rate fluctuations from 1 supply pressure variations 2 Needle bouncing   Pressure waves from needle 3 closure
  • 51. Which variables should I really spend a lot of time getting right ? What about: supply pressure fluctuations? Coefficient of Discharge? Needle mass?
  • 52. Parameter study • Sensitivity study of select input parameters performed using Isight by Simulia. • Isight linked with Flowmaster through MS Excel • Automated input generation, runs and results extraction
  • 53. Parameter Study (an example)  Shows effect of select variables on amount of fuel injected  Extremely Important that we get the needle port area, Cd and fluctuations in the supply pressure accurately characterized.  Variables such as Coefficient of Restitution, and fuel filter loss were not that important in this case. * Analysis using Isight by Simulia
  • 54. Parameter Study (an example) Fluctuations in mass of fuel injected Fluctuations in input parameters * Analysis using Isight by Simulia
  • 55. Calculating Cd • Discharge coefficient directly affects the fuel flow rate through the injector. • Cd is typically a function of injector port area. • Few ways of determining Cd – Literature indicates Cd range from 0.690.73 (references avbl) with some examples much higher. – CFD is a good way to determine the Cd for your particular injector (at varying port openings) (predictive) – Can back-calculate from available test data (non-predictive)
  • 56. FURTHER Sudhi Uppuluri has over 14 years of experience in the simulation industry. He DISCUSSION worked as a consulting engineer and sales manager at Flowmaster USA for 8 years .He has various technical publications on related subjects in SAE and AIAA journals. He holds a Masters in Aerospace Engineering from the University of Illinois at Urbana-Champaign and a Certificate in Strategy and Innovation from the MIT Sloan School of business. Contact: Sudhi Uppuluri Principal Investigator Sudhi.uppuluri@cseg.us (781) 640 2329 www.cseg.us
  • 57. Question & Answer Session Thank you for attending! Please use the “Raise hand” icon to ask technical questions... For additional information, please contact… Flowmaster Sales inquires: Flowmaster Support inquires: Us-sales@flowmaster.com Us-support@flowmaster.com 847-901-4224 847-901-4242 Sudhi Uppuluri Principal Investigator Computational Sciences Experts Group (781) 640-2329 2011© Flowmaster Group © ©