Mie Scattering Summary
Transcript of Mie Scattering Summary
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Week 8: October 15-19
Lorenz-Mie Scattering
Topics:
1. Lorenz-Mie theory2. Scattering amplitudes/phase matrix
3. Mie scattering results: extinction, absorption, phase function vs. x
4. Anomalous Diffraction Theory
5. Index of refraction for water/ice/aerosols
6. Mie scattering results for size distributions
Reading: Liou 3.3.2& ; Thomas 9.3
Lorenz-Mie Theory
Mie scattering is a solution method for light scattering from spheres.Applicable for any size parameter, but Mie regime 0.1< x
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Fundamental extinction formula (optical theorem):
ext=Cext=4
k2Re[S1,2(0
)]
Extinction cross section is related to scattering in forward direction.
Phase Matrix
The phase matrix is the phase function with polarization.
For randomly oriented particles it is
IscaQscaUsca
Vsca
= sca4R2
P11 P12 0 0P12 P22 0 0
0 0 P33 P34
0 0 P34 P44
I0Q0U0
V0
Each element depends on scattering angle (1/R2 is from solid angle).For spheresP22=P11and P44=P33.The off diagonal terms are usually small for Mie scattering, so polarization does
not affect intensity (then need onlyP11 forI).Intensity component of phase matrix
P11() = 4
k2sca
|S1|2 + |S2|
2
2
Mie Scattering Amplitudes
Mie theory scattering amplitudes
S1() =n=1
2n + 1
n(n + 1)[ann(cos ) +bnn(cos )]
S2() =
n=1
2n + 1
n(n + 1)
[bnn(cos ) + ann(cos )]
The complex Mie coefficientsanandbnare obtained from matching the boundary
conditions at the surface of the sphere. They are expressed in terms of spherical
Bessel functions evaluated atx andmx.
The Mie angular functions are
n(cos) = 1
sinP1n(cos ) n(cos ) =
d
dP1n(cos)
2
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P1n are associate Legendre functions.The number of terms needed and amount of angular structure is proportional to
size parameterx.
Spherical Bessel functiuons of the first (a) and second (b) kind. [Bohren and Huffman, 1993; Fig.
4.2]
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Polar plots of the first five Mie angular functionsnand n. Both functions are plotted to the same
scale. [Bohren and Huffman, 1993; Fig. 4.3]
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Mie Efficiency Factors
The Mie efficiency factors are derived from the scattering amplitudes.
Extinction efficiency:
Qext= 2x2
n=1
(2n + 1)Re(an+ bn)
Scattering efficiency:
Qsca= 2
x2
n=1
(2n + 1)(|an|2 + |bn|
2)
Asymmetry parameter:
Qscag=
4
x2
n
n(n + 2)
n+ 1 Re(ana
n+1+ bnb
n+1) +
2n + 1
n(n + 1)Re(anb
n)
Mie Code Algorithm
How a Mie code works:
1. Compute an and bn for n = 1 . . . N from size parameter x and index ofrefraction m (uses recursion relations for the spherical Bessel functions).
N x + 4x1/3 + 2.
2. ComputeQext,Qsca, andg fromanandbn.
3. (optional) Compute S1() and S2() at desired scattering angles from anand bn and n() and n() (n and n from recursion). Compute phasematrix elementsP11, P12, P33, P34fromS1,S2.
4. Integrate numerically over a size distribution n(r) to get volume extinction, single scattering albedo, and phase functionP().
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Mie Scattering Results
Lorenz-Mie theory applies to spheres of all size parametersx.
Extinction efficiency vs size parameter (no absorption):
1) Small in Rayleigh limitQext x
4
2) LargestQextwhen particle and wavelength have similar size.
3)Qext 2in geometric limit (x ).4) Oscillations from interference of transmitted and diffracted waves.
5) Ripple structure from surface waves - resonance effects
Period inx of interference oscillation depends onm.
Absorption reduces interference oscillations and kills resonance ripples.
Scattering and absorption efficiency vs size parameter with absorbingm:as x , Qsca 1, Qabs 1; entering rays are absorbed inside particle.Smaller imaginary part ofm requires larger particle to fully absorb internal rays.
Phase functions: Forward peak height increases dramatically with x.
For single particles - number of oscillations in P()increases withx.
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0 5 10 15 20 25 30 35 40Size parameter x
0.00.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
4.5
Qext
Mie results: Extinction Efficiency
m=1.55
m=1.33
0 10 20 30 40 50 60 70 80Size parameter x
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
Qext
m=1.33-0.10i
m=1.33-0.03i
m=1.33-0.01i
m=1.33-0.00i
Extinction efficiency vs. size parameter. Top panel shows effect of real part of index of refraction,
while bottom panel shows effect of imaginary part.
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0 10 20 30 40 50 60 70 80Size parameter x
0.00.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
Qsca
Mie results: Scattering Efficiency
m=1.33-0.1i
m=1.33-0.03im=1.33-0.01i
m=1.33-0.003i
0 10 20 30 40 50 60 70 80Size parameter x
0.0
0.5
1.0
1.5
2.0
2.53.0
3.5
4.0
Qabs
Mie results: Absorption Efficiency
m=1.33-0.1i
m=1.33-0.03i
m=1.33-0.01i
m=1.33-0.003i
Scattering and absorption efficiencies vs. size parameter for varying amounts of absorption.
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0 20 40 60 80 100 120 140 160 180Scattering angle
0
2
4
6
8
10
Phase
function
Mie results: Phase function (m=1.33)
x=3x=1
x=0.1
0 20 40 60 80 100 120 140 160 180Scattering angle
10-2
10-1
100
101
102
103
Phase
function
Single particle results
x=30
x=10
x=3
x=0.1
Phase functions for single nonabsorbing spheres of increasing size parameter x: linear scale (top),
log scale (bottom).
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Extinction Paradox and Geometric Optics Limit
Geometric optics limit isx .
Asx extinction efficiency isQext= 2.
Extinction cross section istwiceparticle area!Oner2 from blockage by particle, secondr2 from diffraction.Light diffracted by particle edge is scattered by small angles.
Solution to paradox: need to be in far field (xr 1) to see diffraction.
If optical path in particle4r/ 1, all light entering is absorbed:Cabs=r
2 Csca=r2 = 0.5
If4r/ 1, all light entering particle is transmitted:Cabs= 0 Csca= 2r
2 = 1
Optical depth is proportional to second moment of size distribution:
=
02r2n(r)dr dz =
3
2
LWP
lreforx
where LWP is liquid water path and reis effective radius.
Anomalous Diffraction Theory (ADT)
Simple scattering theory - explains main MieQext(x)oscillations.
ADT applies to limits:x 1so treat waves as rays,m 1 1so no refraction or reflection.
But phase lag in particle is significant = 2x(m 1).
ADT integrates sum of incident and transmitted Efield (in = 0direction) forall rays through particle. Then uses optical theorem (Cext = (4/k2)Re[S(0)])to obtain extinction cross section, and bulk absorption coefficient (4Im[m]/) toobtain absorption cross section.
Oscillations inQext due to constructive and destructive interference of diffractedand transmitted waves.
For non-absorbing spheres ADT gives
Qext= 2 4
sin +
4
2(1 cos )
First maximum at 4.1. Asymptotically, maxes at = 2(n + 3/4).
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ADT provides extinction and absorption, but not phase function.
ADT can be used on any convex shaped particle. But not that accurate for realistic
index of refraction.
Extinction curves computed from Lorenz-Mie theory for m=1.5,1.33,0.93,0.8. The abscissa is
= 2x(m 1) and is common to the upper two Lorenz-Mie curves as well as to the bottom
anomalous diffraction theory (ADT) curves [van del Hulst, 1957; Stephens, 1994]
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Single Particle Mie Scattering Summary
x 0 0.2< x 0) 0 reaches maximum 1/2g 0 increases constant (.71)
0 10 20 30 40 50 60 70 80 90 100Size parameter x
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
Resu
lts
Mie results: =3.9 m m=1.357-.0038i (water)
g
Qext
0 1 2 3 4 5 6 7 8 9 10Size parameter x
0.0
0.5
1.0
1.5
2.0
2.5
3.0
3.5
4.0
g
Qext
Extinction efficiency (Qext), single scattering albedo (), and asymmetry parameter (g) as a func-
tion of size parameter for a slightly absorbing index of refraction.
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Index of Refraction of Water and Ice
See graphs for complex index of refractionm= n iDebye and Lorentz models used to understand index (see Stephens).
Microwave: water - very highn and , ice -n= 1.78, low
Index is temperature dependent for water but not much for ice.
Thermal IR: high (highest at 3m); wiggle inn with each peak in.
Visible/near IR: mostly constantn,= 0in visible and increases with wavelength in near IR.
0 20 40 60 80 100 120 140 160 180 200Frequency (GHz)
10-4
10
-3
10-2
10-1
100
101
ImaginaryPart
1
2
3
4
5
6
7
8
910
RealPart
Index of Refraction for Water and Ice
Ice T=-20 C
Water T=0 C
Water T=20 C
Real and imaginary part of the index of refraction of water and ice in the microwave.
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0 500 1000 1500 2000 2500 3000 3500 4000
Wavenumber (cm-1
)
10-3
10-2
10-1
100
Imagin
aryPart
1.0
1.2
1.4
1.6
1.8
2.0
RealPart
Index of Refraction for Water and Ice
IceWater
Real and imaginary part of the index of refraction of water and ice in the infrared.
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0.5 1.0 1.5 2.0 2.5 3.0 3.5 4.0Wavelength ( m)
10-8
10-7
10-6
10-5
10-4
10-3
10-2
10-1
100
ImaginaryPart
1.0
1.1
1.2
1.3
1.4
1.51.6
1.7
RealPart
Index of Refraction for Water and Ice
Ice
Water
Real and imaginary part of the index of refraction of water and ice in the visible and near infrared.
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Index of refraction of aerosol materials: mostly nonabsorbing in shortwave,
except for soot (carbon) and dust (e.g. hematite) aerosols. Sulfates and quartz
absorb in 8-12m region.
Imaginary part of index of refraction as a function of wavelength for some common aerosol mate-
rials. [Bohren and Huffman; Fig. 5.16]
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Mie Scattering Results for Distributions
Real distributions of particles smooth out oscillations in extinction efficiency Qext(x)and phase functionP().
The extinction efficiency as a function of the effective size parameter xe= 2re/for gamma size
distributions of various effective variances b. Mie theory with indexm = 1.33 was used. [after
Hansen and Travis, 1974; Stephens, Fig. 5.16]
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For cloud droplets at solar wavelengths: still have forward diffraction peak (width
1/x), rainbow near = 140, and glory at = 180.
0 20 40 60 80 100 120 140 160 180Scattering angle
10-2
10-1
100
101
102
103
104
Phase
function
Mie Phase Function for Distributions
reff=20 m
reff=10 m
reff=5 m
Water droplets =1.65 m
The phase function for gamma distributions (= 7) of water droplets for three different effective
radii.
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Mie scattering results vs. wavelength for cloud droplets:
Extinction: constant in visible and near IR; decreases in far IR.
Single scattering albedo: 1 for