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Removal processes in SILAM (and in CTMs) Rostislav Kouznetsov Outline: I Removal mechanisms I Species properties I Dry deposition I Wet deposition

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Page 1: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Removal processes in SILAM

(and in CTMs)

Rostislav Kouznetsov

Outline:

I Removal mechanisms

I Species properties

I Dry deposition

I Wet deposition

Page 2: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Removal mechanisms

Stuff can get out of dispersion map:

I by decay and/or transformations

I through boundaries

I dry deposition

I wet deposition

Page 3: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Species properties

Gases:

I Diffusivity

I Solubility (care needed)

I Reactivity (much care needed)

Particles:

I Size (very approximate measure)

I Density

I Hygroscopicity, stickiness, etc.

These properties are not exactly those controlling removal.

Statements like “Gas has solubility X” or “particel of size Y” can bemisleading. . .

Page 4: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Particle properties

“Particle of size X” in papers means (usually): “the particle has the sameproperty Y as would spherical particle of diameter X and density Z”.

Currently in SILAM particles are considered spherical with specifiedmaterial/density and material-dependent humidity growth.

Basic properties controlling removal:

I Inertial relaxation time τp or settling velocity vs = τpg

I Physical size dp

I Diffusivity D or Schmidt number Sc = D/ν

Removal schemes are expressed in these terms. . .

Page 5: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Example: particle size

Page 6: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Dry deposition

Problem:Given concentration at some height above ground find the

steady-state flux.

Deposition velocity:vd (z1) = J/C (z1)

Approaches:

I Fixed or size-dependent deposition velocity (particles)

I Landuse-dependent deposition velocity (gases)

I Resistance analogy(aerodynamic + quasi-laminar sub-layers etc. . . )

I Something more fancy. . .

Page 7: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Deposition pathway

I Turbulent (aerodynamic) layer

I Laminar layer

I Surface

For gases resistance analogy applies to layers:

J(z) = −K (z)∂C

∂z

results in:

Jij =C (zi )− C (zj )

r, r =

∫ zj

zi

dz

K (z)

r is the resistance of the layer.

Page 8: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

“Exponential” scheme

For particles Resistance analogy does not apply.

Steady-state particle flux equation below z1:

J(z) = −K (z)∂C

∂z+ v(z)C = const (1)

if v(z) = vs = const and C (0) = 0:

J(z1) =C (z1)

1− exp(−vsr)vs , r =

∫ z1

0

dz

K (z)

r is the resistance of the layer below z1.

Eq. (1) can be also solved if v(z) 6= const and for C (0) 6= 0.

Page 9: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Dry deposition scheme in SILAMI Uniform for particles and gases (surface resistances needed)I Separate treatment of smooth and rough surfacesI Smooth surfaces: no tuning parametersI Rough surfaces – z0 and “collection scale”

J1

C2

ZobsZobs

Z2

Z1

0

C1Smooth

V1V1

Rough

Vint Vdif Vs VimpVa

Za

Page 10: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Smooth&water

Explicit solution of the steady-flux equation with turbophoresis term

10−5

10−4

10−3

10−2

10−1

100

10−8

10−7

10−6

10−5

10−4

vd+

Particle diameter, m

u*=0.14 m/s

10−5

10−4

10−3

10−2

10−1

100

10−8

10−7

10−6

10−5

10−4

Particle diameter, m

u*=0.4 m/s

10−5

10−4

10−3

10−2

10−1

100

10−8

10−7

10−6

10−5

10−4

Particle diameter, m

u*=1 m/s

This study, z = 30 cm

Z01, inland water

S80

Sippola & Nazaroff (2004),

smooth floor

Sehmel & Sutter (1974),

water surface

Möller & Schumann (1970),

water surface

Caffrey et al (1998),

natural lake

vd = 5⋅10−4

m/s

I Deposition gap

I Small particles – diffusion (Sc)

I Large particles – settling (vs = τpg)

I Turbophoresis vtf ∼ τpu3∗/ν

I Limit by diffusion in aerodynamic layer

Page 11: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Aerodynamic resistance

Page 12: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Rough surfaces

Simple thoughts:

I Air moves in a canopy consisting of collectors

I Same collectors absorb momentum and matter

I Momentum flux is (more or less) well studied

I Ratio of corresponding cross-sections gives ratio of depositionvelocities

Flow-collector interaction:

I Rec = Udc/ν

I Relevant velocity scale isUtop ' 3u∗

Particle-collector interaction:

I Diffusion Sc = ν/D

I Interception dp/dc

I Impaction St =2τpUtop

dc

Page 13: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Illustration: grass and gravel

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

vd+

Particle diameter, m

u*=0.35 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=0.7 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=1.4 m/s

This study, smooth

Z01, grass

S80

This study, a=2mm

Same, no impaction

Grass

Sticky grass

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

vd+

Particle diameter, m

u*=0.22 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=1.33 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=1.88 m/s

This study, smooth

Z01, desert

S80

This study, a=0.5mm

Same, no impaction

Sehmel et al (1973),

gravel

Page 14: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Smooth to rough: Snow

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

vd+

Particle diameter, m

u*=0.16 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=0.37 m/s

10-4

10-3

10-2

10-1

10-8

10-7

10-6

10-5

10-4

Particle diameter, m

u*=0.63 m/s

This study, smooth

Z01, snow

S80

This study, a=0.5mm

Same, no impaction

Sippola & Nazaroff (2003),

insulated floor

Smooth or rough is decided from roughness Reynolds number. Transitionoccurs:

2 < u∗z0/ν < 4

Page 15: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Deposition of gases

As it is seen to gurus:

Weseley (1970)

As it is now:

I Above surface – as particles

I Surface resistances for eachspecies for water and ground

I Water resistance for wetsurfaces

Page 16: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Dry deposition Summary

I General features:I Deposition gapI Small particles – diffusion (vdiff ∼ Sc−2/3 ∼ d−1

p )I Large particles – settling (vs = τpg ∼ d2

p )I Limit by diffusion in aerodynamic layerI Turbophoresis vtf ∼ τpu

3∗/ν (for smooth)

I Interception vint ∼ u∗(dp/dc)2 (for rough)I Impaction vimp ∼ u∗f (St) (for rough)

I Open issues in SILAM:I Land uses (sea/land currently)I Surface resistances (wet/dry) currentlyI Collection scales for high vegetation

Page 17: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Wet deposition

Seinfeld

&Pandis

(2006)

Page 18: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Wet deposition

I In-cloudI Get into a droplet (ice crystal)I Fall out

I Sub-cloudI SnowI Rain

I Simple chemistry (dissociation)

Page 19: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Wet deposition in SILAM

Operational SILAM:

I Precipitation rate from meteo

I Prescribed cloud height

I Prescribed scavengingcoefficients (in- below- cloud,rain or snow)

I Species-dependent scaling

I Saturation of SO2

In development:I Meteo input:

I Precipitation ratesI Cloud water contentI Cloud fraction

I Equilibrium in clouds

I Fraction of cloud precipitating

I Solubilities

I Simple dissociation chemistry(SO2)

Page 20: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Sub-cloud scavenging efficiency

I Diffusion D

I Interception dp

I Impaction τp

Accumulation around 1 µm

Seinfeld

&Pandis

(2006)

Page 21: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Sub-cloud scavenging rate

Seinfeld

&Pandis

(2006)

Page 22: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Sub-cloud scavenging for gases

Relaxation between in-drop and in-air concentration, but

I high solubility – scavenging works

I low solubility – do not scavenge much

Page 23: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Effect of resolution

Example:

I heavy rain in half of grid cell

I rain scavenges 99% per time step

I little wind

Question:

I How much stuff will be left in air after two time steps?

Answer:

I Do not know. . .

The rain/snow structure is accounted in scavenging coefficients. . .

Page 24: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Effect of scavenging rate

Does not affect much:

I long-term wet deposition much

I Does affect short-term deposition patterns

Does affect:

I Short-term deposition patterns

I In-water concentrations

Page 25: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Gas solubility

I Henry factor – mole/(l Pa) says how much of dissolved SO2 is inequilibrium with 1 Pa of partial pressure

I Temperature-dependent

I Henry factor does not say “how much stuff can get into droplet atgiven in-air concentration”

I Reason: dissociation

I Effective Henry helps helps sometimes

For SO2 situation even worse. . .

Page 26: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Gas solubility (cont.)

The effective Henry factor for SO2 depends on pH, in particular on theamount of dissolved SO2

[S(IV)] = [SO2]

(1 +

KS1

[H+]

)Result: Solubility concept does not apply.

Operational SILAM: Saturation of SO2 in rain water.

New scheme – approximate electro-neutrality:

[H+] ' [Strong Acids] + [HSO−3 ]− [NH+

4 ], [HSO−3 ] ' [S(IV)].

Luckily, many species can be treated with “effective Henry constant”.

Page 27: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

SO2: how NOT to

1 1.2 1.4 1.6 1.8 20

0.2

0.4

0.6

0.8

1

1 mm500 mm

1000 mm2000 mm5000 mm

c(G)/cc,0(G)

Altit

ude,H

(km

)Precipitation

Sulfur-dioxide (SO2)

(c) Respected authors in respected journal (IF=3.7), 2011

Page 28: Removal processes in SILAM (and in CTMs)silam.fmi.fi/open_source/SILAM_school/Roux-Removal.pdfCurrently in SILAM particles are considered spherical with speci ed material/density and

Summary

Dry deposition

I Not simply size

I Deposition gap (∼1µm)

I Surface resistance needed forgases: landuse andspecies-dependence

Wet depositoin

I Incloud and subcloud

I Deposition gap for subcloud

I Dissociation is important

I Subgrid effects have to betreated