13
1 G. Ahmadi ME 437/537-Particle G. Ahmadi ME 437/537-Particle ! ! Introduction to Aerosols Introduction to Aerosols ! ! Drag Forces Drag Forces ! ! Cunningham Corrections Cunningham Corrections ! ! Lift Forces Lift Forces ! ! Brownian Motion Brownian Motion ! ! Particle Deposition Mechanisms Particle Deposition Mechanisms ! ! Gravitational Sedimentation Gravitational Sedimentation ! ! Aerosol Coagulation Aerosol Coagulation G. Ahmadi ME 437/537-Particle Aerosols are suspension of Aerosols are suspension of solid or solid or liquid particles in a gas. liquid particles in a gas. Dust, smoke, mists, fog, haze, and Dust, smoke, mists, fog, haze, and smog are common aerosols smog are common aerosols . . Aerosol particles are found Aerosol particles are found in different shapes in different shapes . . G. Ahmadi ME 437/537-Particle Equivalent area diameters Equivalent area diameters Feret Feret s s diameter diameter (maximum distance (maximum distance edge to edge) edge to edge) Stokes Stokes diameter diameter (diameter of a (diameter of a sphere with the same density and the sphere with the same density and the same velocity as the particle) same velocity as the particle) Aerodynamic diameter Aerodynamic diameter (diameter of (diameter of a sphere with the density of water a sphere with the density of water and the same velocity as the particle) and the same velocity as the particle)

Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

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Page 1: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

1

G. AhmadiME 437/537-Particle G. AhmadiME 437/537-Particle

!! Introduction to Aerosols Introduction to Aerosols !! Drag ForcesDrag Forces!! Cunningham CorrectionsCunningham Corrections!! Lift ForcesLift Forces!! Brownian MotionBrownian Motion!! Particle Deposition MechanismsParticle Deposition Mechanisms!! Gravitational SedimentationGravitational Sedimentation!! Aerosol CoagulationAerosol Coagulation

G. AhmadiME 437/537-Particle

Aerosols are suspension of Aerosols are suspension of solid or solid or liquid particles in a gas.liquid particles in a gas.Dust, smoke, mists, fog, haze, andDust, smoke, mists, fog, haze, andsmog are common aerosolssmog are common aerosols..Aerosol particles are foundAerosol particles are foundin different shapesin different shapes..

G. AhmadiME 437/537-Particle

Equivalent area diametersEquivalent area diametersFeretFeret’’ss diameter diameter (maximum distance (maximum distance edge to edge) edge to edge) StokesStokes’’ diameter diameter (diameter of a (diameter of a sphere with the same density and the sphere with the same density and the same velocity as the particle)same velocity as the particle)Aerodynamic diameter Aerodynamic diameter (diameter of(diameter ofa sphere with the density of water a sphere with the density of water and the same velocity as the particle)and the same velocity as the particle)

Page 2: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

2

G. AhmadiME 437/537-Particle

Aerosols Air

Number Density (Number/cm)

100-105 1019

Mean Temperature(K)

240 – 310 240 – 310

Mean Free Path Greater than 1 m 0.06 µm

Particle Radius 0.01 – 10 µm 2 10-4 µm

Particle Mass (g) 10-18 - 10 -9 4.6 10-23

Particle Charge (Elementary Charge Units)

0 – 100 Weakly Ionized Single Charge

G. AhmadiME 437/537-Particle

d2Kn λ

=

fc||M

fp vv −=

4dn

DSc

2fλ=

ν=

|'v||'v|)

vv(Br

f

p2/1

2,f

2,p

==

nKM4d||Re =

ν−

=fp vv

Knudsen NumberKnudsen Number

Mach NumberMach Number

Schmidt NumberSchmidt Number

Brown NumberBrown Number

Reynolds NumberReynolds Number

G. AhmadiME 437/537-Particle

p

f

f

λλ = Mean Free Path= Mean Free Path νν = = KinematicKinematic ViscosityViscosity

d = Particle Diameterd = Particle Diameter D = DiffusivityD = Diffusivity

v = Particle Velocityv = Particle Velocity vv’’ = Thermal Velocity= Thermal Velocity

v = Fluid (Air) Velocityv = Fluid (Air) Velocity n = Number Densityn = Number Density

c = Speed of Soundc = Speed of Sound

G. AhmadiME 437/537-Particle

p

f

f

Pd2kT

nd21

2m

2m π=

π=λ

PT1.23)m( =µλ

K/J101.38k -23×= Molecular Molecular DiameterDiameter

AirAir

Page 3: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

3

G. AhmadiME 437/537-Particle

410310210110010110−210−310−Particle Diameter,

410−

Electro.Wave X-Ray

µm

UV Vis Infrared Microwaves

FumeDefinition DustMist Spray

Solid

Liquid

Soil

Atmospheric

Typical Particles

Size Analysis methods

Clay Silt Sand Gravel

Smog Cloud/Fog Mist Rain

Viruses Bacteria HairSmoke Coal Dust Beach Sand

Microscopy

Electron Microscopy Sieving

Ultra Centrifuge Sedimentation

G. AhmadiME 437/537-Particle

410310210110010110−210−310−

Particle Diameter, 410−

Gas CleaningMethod

µm

Ultrasonic Settling Chamber

Centrifuge

Air Filter

Diffusion Coeff. cm2/s

Impact Separator

Electrostatic Separator

HE Air Filter

Thermal Separator

Terminal Velocity cm/sS=2

AirWater

AirWater

2105 −× 510− 9102 −× 11102 −×12105 −×10105 −×8105 −×6105 −×

610− 4102 −×7106 −× 3106 −×1010−

6.0 600

12

G. AhmadiME 437/537-Particle

µUd3 = F πStokesStokes

Re24

AU21

FC2

DD =

ρ=Drag Drag

CoefficientCoefficient

µρ

=UdRe

Reynolds Reynolds NumberNumber

G. AhmadiME 437/537-Particle

DC

Re

Page 4: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

4

G. AhmadiME 437/537-Particle

OseenOseen Re]16Re/31[24CD

+=

Re]Re15.01[24

C687.0

D

+=

4.0CD =

1000 Re 1 <<

53 105.2Re10 ×<<

NewtonNewton

G. AhmadiME 437/537-Particle

Turbulent Turbulent Boundary LayerBoundary Layer

Laminar Laminar Boundary LayerBoundary Layer

G. AhmadiME 437/537-Particle

0

1

10

100

1000

CD

0 1 10 100 1000 10000 Re

Stokes Eq. (5)

Oseen

Newton

Experiment

Predictions of various models for drag coefficient for a sphericPredictions of various models for drag coefficient for a spherical particle.al particle.

G. AhmadiME 437/537-Particle

U

d

h

Normal to the WallNormal to the Wall

((BernnerBernner, 1961), 1961)

)h2

d1(Re24CD +=

Page 5: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

5

G. AhmadiME 437/537-Particle

Ud

h

1543D ])

h2d(

161)

h2d(

25645)

h2d(

81)

h2d(

1691[

Re24C −−−+−=

Normal to the WallNormal to the Wall

((FaxonFaxon, 1923) , 1923)

G. AhmadiME 437/537-Particle

For 1000 > For 1000 > KnKn > 0> 0

cD C

Ud3F πµ=

]e4.0257.1[d

21C 2/d1.1c

λ−+λ

+=

StokesStokes--Cunningham Cunningham DragDrag

Cunningham Cunningham CorrectionCorrection

G. AhmadiME 437/537-Particle

1

10

100

1000

Cc

0.001 0.01 0.1 1 10 100 Kn

Variation of Cunningham correction with Knudsen number.Variation of Cunningham correction with Knudsen number.G. AhmadiME 437/537-Particle

c

cDiameter, µm C

10 µm 1.018

1 µm 1.176

0.1 µm 3.015

0.01 µm 23.775

0.001 µm 232.54

Variations of CVariations of Ccc with d for with d for λλ = 0.07 = 0.07 µµmm

Page 6: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

6

G. AhmadiME 437/537-Particle

( )

S6.0ReMexp1

M2.0M1.0Re48.0Re03.01

Re48.0Re03.038.05.4ReM5.0exp

SRe247.0exp567.133.4SRe24C

82

1

D

⎥⎦

⎤⎢⎣

⎡⎟⎠⎞

⎜⎝⎛−−+

+⎥⎦

⎤⎢⎣

⎡++

++++

⎟⎠⎞

⎜⎝⎛−+

⎥⎦

⎤⎢⎣

⎭⎬⎫

⎩⎨⎧

⎟⎠⎞

⎜⎝⎛−×++=

Henderson (1976)Henderson (1976) M < 1M < 1

G. AhmadiME 437/537-Particle

Henderson (1976)Henderson (1976) M > 1M > 1

21

42

21

2

D

ReM

86.11

S1

S058.1

S22

ReM86.1

M34.09.0

C

⎟⎟⎠

⎞⎜⎜⎝

⎛+

⎥⎥⎦

⎢⎢⎣

⎡−++⎟

⎠⎞

⎜⎝⎛++

=

G. AhmadiME 437/537-Particle

Carlson and Carlson and HoglundHoglund (1964)(1964)

)MRe25.1exp(28.182.3

ReM1

Re

3M

427.0exp(1

Re24C

88.063.4

D

−++

−−+=

G. AhmadiME 437/537-Particle

pf

pff

D /13/21Ud3Fµµ+µµ+

πµ=

Ud2F fD πµ=For BubblesFor Bubbles

Page 7: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

7

G. AhmadiME 437/537-Particle

K=Correction FactorK=Correction Factor

KUd3F eD πµ=

3/1e )Volume6(d

π=

G. AhmadiME 437/537-Particle

Cluster Shape

Correction Cluster Shape

Correction Cluster Shape

Correction

oo K = 1.12 oooo K = 1.32 oooo

K = 1.17

ooo K = 1.27 ooooo K = 1.45 o oo

o o

K = 1.19

oo o

K = 1.16 oooooo K = 1.57 oooooo

K = 1.17

oooooooo

K = 1.64 ooooooo K = 1.73

G. AhmadiME 437/537-Particle

µUaK'6 = FD π

b

a

b

a

β−−β+β−β−β

−β=

])1(ln[)1(

)12(

)1(34

K'2/12

2/12

2

2

β+−β+β−β−β

−β=

])1(ln[)1(

)32(

)1(38

K'2/12

2/12

2

2

ab

G. AhmadiME 437/537-Particle

ab

ab

β+−β−β−ββ

−β=

− ])1(tan)1(

)2(

)1(34

K'2/121

2/12

2

2

β−−β−β−ββ

−β=

− ])1(tan)1(

)23(

)1(38

K'2/121

2/12

2

2

ba

Page 8: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

8

G. AhmadiME 437/537-Particle

a

aaU16FD µ=

3/aU32FD µ=

G. AhmadiME 437/537-Particle

b

b

βπµ

=2lnUb4FD

βπµ

=2lnUb8FD

G. AhmadiME 437/537-Particle

)Rln002.2(U4F

eD −

πµ=

ν=

aU2R e

G. AhmadiME 437/537-Particle

Drag

Gravity

guuu pfp

m)(C

d3dt

dmc

+−πµ

=

Equation of Motion Equation of Motion

Page 9: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

9

G. AhmadiME 437/537-Particle

guuu pfp

τ+−=τ )(dt

d

ν=

µρ

=πµ

=τ18

CSd18

Cdd3

mC c2

cp2

c

Relaxation Time Relaxation Time

f

p

Sρρ

=

)m(d103)s( 26 µ×≈τ −

G. AhmadiME 437/537-Particle

)e1)(( /tfp τ−−τ+= guu

µρ

=τ=18

gCdgu c2p

t

Terminal Velocity = Equilibrium Velocity after Large TimeTerminal Velocity = Equilibrium Velocity after Large Time

)m(d30)s/m(u 2t µ≈µ

G. AhmadiME 437/537-Particle

Stopping Distance = Penetration distance for Stopping Distance = Penetration distance for an initial velocity of an initial velocity of uuoo

)e1( /t τ−−τ= po

p uxτ−= /teop uu

τ= po

p ux)m(d3)m(x 2p µ≈µ

G. AhmadiME 437/537-Particle

76.2 mm7.62 mm7.6×10-37.47 cm/s503.09 mm309 µm3.1×10-43.03 mm/s10

0.786 mm78.6 µm7.9×10-50.77 mm/s50.0357 mm3.6 µm3.6×10-635 µm/s10.0103 mm1.03 µm1×10-610.1 µm/s0.50.0009 mm0.092 µm9.1×10-80.93 µm/s0.10.0004 mm0.04 µm4×10-80.39 µm/s0.05

Stopping Distance u= 10 m/s

Stopping Distance u= 1 m/s

τ sec Terminal Velocity

Diameter, µm

Page 10: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

10

G. AhmadiME 437/537-Particle

)]e1(t)[(

)e1(/tf

/t

τ−

τ−

−τ−τ++

−τ+=

gu

uxx po

po

p

)]e1(/t[u/x /tfp τ−−−τ=τ

)]e1(/t[u/y /tfp τ−−−τα−=ττ

τ=α fu

g

Components Components

G. AhmadiME 437/537-Particle

-12

-10

-8

-6

-4

-2

0

y/ut

au

0 1 2 3 4 5 6 t/tau

α =0.1

α =1

α =2

Variations of the particle vertical position with time.Variations of the particle vertical position with time.

G. AhmadiME 437/537-Particle

-12

-10

-8

-6

-4

-2

0

y/ut

au

0 1 2 3 4 5 6 x/utau

α =0.1

α =1

α =2

Sample particle trajectories.Sample particle trajectories.

G. AhmadiME 437/537-Particle

guuu pfp

)mm()(C

d3dt

d)mm( f

c

a −+−πµ

=+

6dm

f3f ρπ=

.m21m fa =

Fluid MassFluid Mass

Apparent MassApparent Mass

Page 11: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

11

G. AhmadiME 437/537-Particle

)S11()(

dtd)

S211( −τ+−=τ+ guuu pf

p

)1(18

gCd)S11(gu p

fc

2pt

ρρ

−µ

ρ=−τ=

Terminal VelocityTerminal Velocity

G. AhmadiME 437/537-Particle

Lift

ufup

)dydusgn(|

dydu|)uu(d615.1F

f2/1

fpf22/1

)Saff(L −ρν=

SaffmanSaffman (1965, 1968)(1965, 1968)

G. AhmadiME 437/537-Particle

1d|uu|Rpf

es <<ν−

=

1dR2

eG <<νγ

=&

1dR2

e <<ν

Ω=Ω

1RRε

es

2/1eG >>=

McLaughlin (1991)McLaughlin (1991)

G. AhmadiME 437/537-Particle

⎩⎨⎧

>α≤α+−α−

=40 Rfor )R(0524.0

40 Rfor 3314.0)10/Rexp()3314.01(F

F

es2/1

es

es2/1

es2/1

)Saff(L

L

es

eG2

espf R2

R2

R|uu|2

d=

ε=

−γ

=α&

)]32.0(6tan[667.0)]191.0(log5.2tanh[13.0F

F10

)Saff(L

L −ε++ε+=

20 0.1 ≤ε≤

Mai (1992)Mai (1992)

Page 12: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

12

G. AhmadiME 437/537-Particle

⎩⎨⎧

<<εεε−>>εε−

=−

1 for )ln(1401 for 287.01

FF

25

2

)Saff(L

L

McLaughlin (1991)McLaughlin (1991)

G. AhmadiME 437/537-Particle

CherukatCherukat and McLaughlin (1994)and McLaughlin (1994)

4/IdVF L22

)LC(Lρ=

luuuV pfp γ−=−= &

V2d

=∧&

l2dK =

)K,(II GLL Λ=

Lift

d l

G. AhmadiME 437/537-Particle

Lift

24)AL(L d576.0F γρ=− &

2/332/1)Saff(L d807.0F γρν= &

Leighton and Leighton and AcrivosAcrivos (1985) (1985)

SaffmanSaffman

G. AhmadiME 437/537-Particle

Velocity Field in the Inertial Velocity Field in the Inertial SublayerSublayer

Byln1u +κ

= ++

ν=+ yuy

*

5B ≈ 300y30 ≤< +

Wall UnitsWall Units *uuu =+

Page 13: Introduction to Aerosols Drag Forces Cunningham ... · Introduction to Aerosols ! Drag Forces! Cunningham Corrections! Lift Forces! Brownian Motion! Particle Deposition Mechanisms!

13

G. AhmadiME 437/537-Particle

dydU

0 µ=τ

dydUu 2* ν=

1dydU

=+

+ ++ = yu 5y0 ≤< +

Turbulent stress is negligibleTurbulent stress is negligible

G. AhmadiME 437/537-Particle

+y

+u

5.5yln5.2u += ++

++ = yu

3012 300

10

20

30

G. AhmadiME 437/537-Particle

ν=γ

2*u

4)AL(L d576.0F ++

− = 3)Saff(L d807.0F ++ =

2L

LFFρν

=+

ν=+

*dud

31.2)Hall(L d21.4F ++ = 87.1

)MN(L d57.15F ++ =

Hall (1988)Hall (1988) MollingerMollinger and and NieuwstadtNieuwstadt (1996) (1996)

G. AhmadiME 437/537-Particle

1.00E-05 1.00E-04 1.00E-03 1.00E-02 1.00E-01 1.00E+00 1.00E+01 1.00E+02 1.00E+03

Fl+

0.1 1 10 d+

Mollinger

Hall

Saffman

Leighton

Experiment