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Computational fluid dynamics approach and its
application in food processing
BY
Lavanya M N
Ph.D. (FPE)
• CFD is a simulation tool, which uses a power computer
and applied mathematics to model fluid flow situations.
• In 1928, the application of CFD started in fluid flow
• Daimler Chrysler was the first company to use CFD in
Automotive sector.
• Speedo was the first swimwear company to use CFD
• The adoption of CFD technology by food engineers
began in the 1990s.
Computational fluid dynamics approach
It provides qualitative and sometimes quantitative prediction
of fluid flow by
• Mathematical modelling (partial differential equations),
• Numerical methods (discretization and solution techniques),
• Software tools (solvers, pre- and post-processing utilities).
Computational fluid dynamics approach
Fundamentals
The fundamental basis of almost all CFD problems uses the set of
Navier–Stokes equations
• Governing the equation: conservation equations (Conservation of
mass, conservation of momentum and conservation of energy)
• Numerical analysis: The most important techniques are finite
difference, finite elements and finite volumes.
• Solving the flow problems
• Interpreting the solutions
Fundamentals of CFD
The analyst should have a knowledge to state
the problem and to use scientific knowledge to express
it mathematically
Stages in CFD
Pre-
processing
Processing
Post-
processing
Evaluation
The simulation and analysis within a CFD Stages
Pre-processing: meshing
 Create shape of the problem
domain
 CAD/CAE integration
 Engineering drawings
 Coordinates include Cartesian
system (x,y,z), cylindrical system
(r, θ, z), and spherical system(r, θ,
Φ)
Stages in CFD
 Initial condition involves knowing the state of
pressure (p) and initial velocity (u) at all points
in the flow.
 Boundary conditions such as walls, inlets and
outlets largely specify what the solution will be.
 Geometry of problem is defined .
 Volume occupied by fluid is divided into discrete
cells.
Stages in CFD
Pre-processing: Initial boundary conditions
9
Problem domain: Example
• It involves computer to solve the
mathematical equations of fluid
flow
• Solves thousands of equations
• Equation discretization
Sample grid established by
Gambit of FLUENT
Processing
• Calculation of derived variables
• Calculation of integral parameters: forces,
moments
• Visualization (usually with commercial
software)
• Simple X-Y plots
• Simple 2D contours
• 3D contour carpet plots
• Animations (dozens of sample pictures in
a series of time were shown continuously)
Post-Processing: Evaluation of
generated data
• Gives much better and deeper understanding of what is happening in a
particular process or system.
• Less time and cost than would be involved in laboratory testing.
• It can answer many ‘what if’ questions in a short time.
• Reduce scale-up problems
• It is particularly useful in simulating conditions where it is not possible to
take detailed measurements such as high temperature or dangerous
environment in an oven.
• Since it is a pro-active analysis and design tool, it can highlight the root cause
not just the effect when evaluating plant problems.
Advantages of CFD
Commercial codes for CFD
1. CFX
2. FLUENT
3. PHOENICS
4. STAR-CD
5. FLOW3D
6. CFD-ACE
7. ICM CFD
8. AMI-VSAERO
9. STORESIM/TETMESH
10. IGGTM
11. TECPLOT
12. PAM-FLOW
13. FLOVENT
14. AVS/EXPRESS
15. FLO++
16. CFD++
14
Where is CFD used? (Aerospace)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
F18 Store Separation
Wing-Body Interaction Hypersonic Launch
Vehicle
15
Where is CFD used? (Appliances)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Surface-heat-flux plots of the No-Frost
refrigerator and freezer compartments helped
BOSCH-SIEMENS engineers to optimize the
location of air inlets.
16
Where is CFD used? (Automotive)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
External Aerodynamics Undercarriage
Aerodynamics
Interior Ventilation
Engine Cooling
Where is CFD used? (Biomedical)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Temperature and natural
convection currents in the eye
following laser heating.
Spinal Catheter
Medtronic Blood Pump
18
Where is CFD used? (Chemical Processing)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Polymerization reactor vessel - prediction
of flow separation and residence time
effects.
Shear rate distribution in twin-
screw extruder simulation
Twin-screw extruder
modeling
19
Where is CFD used? (HVAC&R)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Particle traces of copier VOC emissions
colored by concentration level fall
behind the copier and then circulate
through the room before exiting the
exhaust.
Mean age of air contours indicate
location of fresh supply air
Streamlines for workstation
ventilation
Flow pathlines colored by
pressure quantify head loss
in ductwork
20
Where is CFD used? (Hydraulics)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
21
Where is CFD used? (Marine)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
22
Where is CFD used? (Oil & Gas)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Flow vectors and pressure
distribution on an offshore oil rig
Flow of lubricating
mud over drill bit
Volume fraction of water
Volume fraction of oil
Volume fraction of gas
Analysis of multiphase
separator
23
Where is CFD used? (Power Generation)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Flow pattern through a water
turbine.
Flow in a
burner
Flow around cooling
towers
Pathlines from the inlet
colored by temperature
during standard
operating conditions
24
Where is CFD used? (Sports)
• Where is CFD used?
– Aerospace
– Appliances
– Automotive
– Biomedical
– Chemical Processing
– HVAC&R
– Hydraulics
– Marine
– Oil & Gas
– Power Generation
– Sports
Application of CFD in food industry: Drying
CFD to analyse the flow and performance of process equipment, such as
• Baking ovens
• Refrigerated display cabinets
• Stirred tanks
• spray dryers
• Heat exchangers
• some other equipment. In design and development,
CFD programs predict
• Fluid flow behaviour,
• Transfer of heat, mass (such as in perspiration or dissolution),
• Phase change (such as in freezing, melting or boiling),
• Chemical reaction (such as combustion or rusting),
• Mechanical movement (such as an impeller turning, pistons, fans or
rudders)
• Stress or deformation of related solid structures (such as a mast
bending in the wind).
Application of CFD in food industry
Application of CFD in food industry: Drying
Problem
Descriptions
Model geometry Software Findings Author
Evaluation of
droplet
drying models in
a spray dryer
fitted
with rotary
atomizer
using CFD
simulation
3D Fluent The concept of
particle rigidity
prediction in a CFD
simulation was
explored and the
effect of initial feed
moisture content on
the drying models
was also studied.
Woo et al.
(2008a)
Simulation of
industrial scale
spray
dryer attached
with
a Fluidized bed,
using Reaction
Engineering
Approach (REA).
2D Fluent Smaller spray cone
angle facilitates easy
movement of particles to
the fluidized bed. The
accuracy of REA
model in predicting
the single droplet
drying kinetics was
also explained.
Jin and Chen
(2009)
Application of CFD in food industry: Cold
storage.
Contours of iso-temperatures in the most sensitive plane of a refrigerated truck (a)
without air ducts (b) with air ducts
Application of CFD in food industry:
Pasteurization
a)
Temperature (C) profiles of pasteurisation (85C) process of milk in stationary
position of can at (a) 60 s (b) 120 s (c) 240 s and (d) 360 s.
b)
c) d)
Thank you

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Computational fluid dynamics approach, conservation equations and

  • 1. Computational fluid dynamics approach and its application in food processing BY Lavanya M N Ph.D. (FPE)
  • 2. • CFD is a simulation tool, which uses a power computer and applied mathematics to model fluid flow situations. • In 1928, the application of CFD started in fluid flow • Daimler Chrysler was the first company to use CFD in Automotive sector. • Speedo was the first swimwear company to use CFD • The adoption of CFD technology by food engineers began in the 1990s. Computational fluid dynamics approach
  • 3. It provides qualitative and sometimes quantitative prediction of fluid flow by • Mathematical modelling (partial differential equations), • Numerical methods (discretization and solution techniques), • Software tools (solvers, pre- and post-processing utilities). Computational fluid dynamics approach
  • 4. Fundamentals The fundamental basis of almost all CFD problems uses the set of Navier–Stokes equations • Governing the equation: conservation equations (Conservation of mass, conservation of momentum and conservation of energy) • Numerical analysis: The most important techniques are finite difference, finite elements and finite volumes. • Solving the flow problems • Interpreting the solutions Fundamentals of CFD
  • 5. The analyst should have a knowledge to state the problem and to use scientific knowledge to express it mathematically Stages in CFD Pre- processing Processing Post- processing Evaluation
  • 6. The simulation and analysis within a CFD Stages
  • 7. Pre-processing: meshing  Create shape of the problem domain  CAD/CAE integration  Engineering drawings  Coordinates include Cartesian system (x,y,z), cylindrical system (r, θ, z), and spherical system(r, θ, Φ) Stages in CFD
  • 8.  Initial condition involves knowing the state of pressure (p) and initial velocity (u) at all points in the flow.  Boundary conditions such as walls, inlets and outlets largely specify what the solution will be.  Geometry of problem is defined .  Volume occupied by fluid is divided into discrete cells. Stages in CFD Pre-processing: Initial boundary conditions
  • 10. • It involves computer to solve the mathematical equations of fluid flow • Solves thousands of equations • Equation discretization Sample grid established by Gambit of FLUENT Processing
  • 11. • Calculation of derived variables • Calculation of integral parameters: forces, moments • Visualization (usually with commercial software) • Simple X-Y plots • Simple 2D contours • 3D contour carpet plots • Animations (dozens of sample pictures in a series of time were shown continuously) Post-Processing: Evaluation of generated data
  • 12. • Gives much better and deeper understanding of what is happening in a particular process or system. • Less time and cost than would be involved in laboratory testing. • It can answer many ‘what if’ questions in a short time. • Reduce scale-up problems • It is particularly useful in simulating conditions where it is not possible to take detailed measurements such as high temperature or dangerous environment in an oven. • Since it is a pro-active analysis and design tool, it can highlight the root cause not just the effect when evaluating plant problems. Advantages of CFD
  • 13. Commercial codes for CFD 1. CFX 2. FLUENT 3. PHOENICS 4. STAR-CD 5. FLOW3D 6. CFD-ACE 7. ICM CFD 8. AMI-VSAERO 9. STORESIM/TETMESH 10. IGGTM 11. TECPLOT 12. PAM-FLOW 13. FLOVENT 14. AVS/EXPRESS 15. FLO++ 16. CFD++
  • 14. 14 Where is CFD used? (Aerospace) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports F18 Store Separation Wing-Body Interaction Hypersonic Launch Vehicle
  • 15. 15 Where is CFD used? (Appliances) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Surface-heat-flux plots of the No-Frost refrigerator and freezer compartments helped BOSCH-SIEMENS engineers to optimize the location of air inlets.
  • 16. 16 Where is CFD used? (Automotive) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports External Aerodynamics Undercarriage Aerodynamics Interior Ventilation Engine Cooling
  • 17. Where is CFD used? (Biomedical) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Temperature and natural convection currents in the eye following laser heating. Spinal Catheter Medtronic Blood Pump
  • 18. 18 Where is CFD used? (Chemical Processing) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Polymerization reactor vessel - prediction of flow separation and residence time effects. Shear rate distribution in twin- screw extruder simulation Twin-screw extruder modeling
  • 19. 19 Where is CFD used? (HVAC&R) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Particle traces of copier VOC emissions colored by concentration level fall behind the copier and then circulate through the room before exiting the exhaust. Mean age of air contours indicate location of fresh supply air Streamlines for workstation ventilation Flow pathlines colored by pressure quantify head loss in ductwork
  • 20. 20 Where is CFD used? (Hydraulics) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports
  • 21. 21 Where is CFD used? (Marine) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports
  • 22. 22 Where is CFD used? (Oil & Gas) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Flow vectors and pressure distribution on an offshore oil rig Flow of lubricating mud over drill bit Volume fraction of water Volume fraction of oil Volume fraction of gas Analysis of multiphase separator
  • 23. 23 Where is CFD used? (Power Generation) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports Flow pattern through a water turbine. Flow in a burner Flow around cooling towers Pathlines from the inlet colored by temperature during standard operating conditions
  • 24. 24 Where is CFD used? (Sports) • Where is CFD used? – Aerospace – Appliances – Automotive – Biomedical – Chemical Processing – HVAC&R – Hydraulics – Marine – Oil & Gas – Power Generation – Sports
  • 25. Application of CFD in food industry: Drying
  • 26. CFD to analyse the flow and performance of process equipment, such as • Baking ovens • Refrigerated display cabinets • Stirred tanks • spray dryers • Heat exchangers • some other equipment. In design and development, CFD programs predict • Fluid flow behaviour, • Transfer of heat, mass (such as in perspiration or dissolution), • Phase change (such as in freezing, melting or boiling), • Chemical reaction (such as combustion or rusting), • Mechanical movement (such as an impeller turning, pistons, fans or rudders) • Stress or deformation of related solid structures (such as a mast bending in the wind). Application of CFD in food industry
  • 27. Application of CFD in food industry: Drying Problem Descriptions Model geometry Software Findings Author Evaluation of droplet drying models in a spray dryer fitted with rotary atomizer using CFD simulation 3D Fluent The concept of particle rigidity prediction in a CFD simulation was explored and the effect of initial feed moisture content on the drying models was also studied. Woo et al. (2008a) Simulation of industrial scale spray dryer attached with a Fluidized bed, using Reaction Engineering Approach (REA). 2D Fluent Smaller spray cone angle facilitates easy movement of particles to the fluidized bed. The accuracy of REA model in predicting the single droplet drying kinetics was also explained. Jin and Chen (2009)
  • 28. Application of CFD in food industry: Cold storage. Contours of iso-temperatures in the most sensitive plane of a refrigerated truck (a) without air ducts (b) with air ducts
  • 29. Application of CFD in food industry: Pasteurization a) Temperature (C) profiles of pasteurisation (85C) process of milk in stationary position of can at (a) 60 s (b) 120 s (c) 240 s and (d) 360 s. b) c) d)