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Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012
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Page 1: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Alfred Jongsma,

Tetra Pak CPS

March 2012

Page 2: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

CHALLENGES IN SPRAY DRYER MODELING

Content

Spray Drying

► Technology

Modeling

► Motivation

► Characteristics

Droplet Drying

► Modeling

► Parametric Study

Validation

Conclusions

Page 3: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Spray Drying

Page 4: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

SPRAY DRYING

Technology Hot Air

Inlet

Powder

“Fines”

Return

Cyclone

Spray Spray

”Fines”

Fluid Bed

Chamber

Page 5: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

SPRAY DRYING

Technology

Page 6: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

SPRAY DRYING

Typical numbers

5 Ton/hr Whole Milk Dryer

► Volume 700m3

► Energy consumption 5 MW

► Efficiency 40-65%

8.5 m

20 m

Page 7: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

SPRAY DRYING

A ‘Small’ Dryer (1000 kg/hr)

Page 8: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Characteristics of Spray Drying

Page 9: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

MODELING

Characteristic Spray Drying Process

Continuous Phase (Air)

► Confined Jet = Transient!

► Jet Reynolds Number 106

Dispersed Phase (Droplets / Particles)

► Dilute : no collisions (αp < 10-3)

► p / air >> 1 : only drag and gravity

Lagrangian approach favoured over 2 Fluid model:

► Easier closures

► Easier incorporation of additional Particle Models, e.g. drying

Page 10: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Incorporation of Droplet Drying

Page 11: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

DROPLET DRYING

Inter-Phase Transfer

MILK

DROPLET

FILM FILM

0 R R

GAS GAS

HEAT MASS

TE

MP

ER

AT

UR

E

CO

NC

EN

TR

AT

ION

Page 12: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

DROPLET DRYING

Heat Transfer

MILK

DROPLET

FILM

0 R

GAS

HEAT

TE

MP

ER

AT

UR

E

Assumptions

► No internal gradient

Biot << 1

► Schiller Nauman

► Spherical Particles

► Ideal Shrinkage

► At Particle Surface

Tparticle = Tgas

Page 13: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

DROPLET DRYING

Mass Transfer

MILK

DROPLET

FILM

0 R

GAS

MASS

CO

NC

EN

TR

AT

ION

Assumptions

► Internal gradient

Biot > 1

► Transfer limited by internal gradient “CDRC”

► Spherical Particles

► Ideal Shrinkage

► At Particle Surface, Sorption Equilibrium:

Xparticle = f(Xgas)

Page 14: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

DROPLET DRYING

CDRC: Critical Drying Rate Curve

1.0

0.8

0.6

0.4

0.2

0 0 0.2 0.4 0.6 0.8 1.0

Xe

*

,

1

1log

w

bw

a

wp

Y

Y

M

MDShdf

dt

dm

n

XX

XXf

ec

e

Xc

f

Best fit n = 2

Yw,b Xw Yw *

X

Page 15: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

DROPLET DRYING

Implementation

Field functions

► Correction Mass Transfer Coefficient (Xc & n are constants)

► Sorption Isotherm

n

XX

XXf

ec

e

)1)(1(

0

www

we

Ckakaka

aCkmX

)(,2

2

Tp

pa

SatOH

OHw

Page 16: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

CFD Model Spray Drying

Parametric Study

Page 17: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Simplified Geometry Air Inlet

► T = 200°C

► m = 2.9 kg/s

► Yw = 0.01

Skim milk

► T = 70°C

► m = 0.34 kg/s

► Xw = 0.5

► 1 Nozzle:

► v = 194 m/s

Air Outlet

► T = 75°C

► Yw = 0.064

15°

35°

Hollow

Cone

Base

Page 18: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

Parameter Base Case Variations

Air

► Velocity (Diameter) d=base small & large

► Velocity profile Normal Swirl

► Turbulence intensity Medium High & low

Droplets

► Inlet Velocity v = 194m/s 100 & 250

► Size PSD 44, 102 & 160 mm

Atomisation

► Cone angle 35° 25º & 45º

► Spray pattern Hollow cone Full cone

► Nozzle Position Medium High & low

PARAMETRIC STUDY

Parameter Variations

Page 19: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Results Base Case

Page 20: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Results Base Case

Page 21: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Results Base Case

Particle Tracks dp < 60mm & dp > 100mm

Observations:

► Small particles concentrate in Jet centre

► Large particles concentrate on Jet edges

Page 22: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Results Base Case

Particle Tracks: Temperature

Observations

► Initial stage: wet bulb temperature

► Highest temperatures near Jet centre

► Final stage: uniform temperature

Page 23: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

PARAMETRIC STUDY

Results Base Case

Particle Tracks dp < 60mm & dp > 100mm

Page 24: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Validation

Page 25: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

VALIDATION

Drying in reality

Mechanism Depends on:

► Chemical composition

► Initial concentration

► Air temperature

► Mixing of droplets and air

► Trajectory

► Agglomeration

Page 26: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

VALIDATION

Drying, even more Real

Cone (Product) Cyclone (Fines)

Powder Morphology: External Structure

SEM Images “Regular” Whole Milk Powder

Page 27: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

VALIDATION

Drying, even more Real

Powder Morphology: Internal Structure

FIB SEM Images “Regular” Whole Milk Powder

Cone (Product) Cyclone (Fines)

Page 28: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

Challenges in Spray Dryer Modeling

Conclusions

Page 29: Challenges in Spray Dryer Modeling - Siemens · Challenges in Spray Dryer Modeling Alfred Jongsma, Tetra Pak CPS March 2012

March 2012

CHALLENGES IN SPRAY DRYER MODELING

Conclusions

Spray Dryer Modeling

► Prohibitively Expensive to build Pilot Plants

► CFD Model Development

► Validation & Refinement Needed

Droplet Drying

► Simple approach already reveals important phenomena

► Real drying much more complicated

Planned refinements

► Account for Morphology

► Influence on Drag / Drying Rate etc.

► Collisions & Agglomeration


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