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MODIS Aerosol Algorithm Validation, Updates and First Look at Aqua
Lorraine RemerYoram KaufmanDidier Tanré
Robert LevyRong-Rong LiCharles IchokuJ. Vanderlei MartinsAllen ChuShana MattooOleg DubovikZia AhmadRichard Kleidman
ValidationUpdates Implemented:
- extension over landUpdates to be Delivered :
- sediment mask- adjustments to cloud mask- dust replacement (over glint!)- new land models
On the horizon:- non-spherical dust models
First looks at Aqua
GRL special section
Ichoku et al. (2002)Martins et al. (2002)Chu et al. (2002)Remer et al. (2002)
0
0.2
0.4
0.6
0.8
1
0 0.2 0.4 0.6 0.8 1
Effective Radius Validation
MODIS r_eff (
μ)m
_ (AERONET r eff μ )m
0
0.2
0.4
0.6
0.8
1
0 0.2 0.4 0.6 0.8 1
Fine Mode Fraction Comparison
= 0.51 + 0.50 = 0.66 y x R
MODIS fine mode
τ
fraction
AERONET fine mode volume fraction
Fre
quen
cy (
%)
Absolute Variance
clouds
aerosols
0.1
1
0.1 1
WestMed
EastMed
CoastAtl
Carrib
IslandAtl
IslandInd
y = 0.004 + 1.02x R= 0.94
MODIS
τ660
AERONETτ670
660 nm
0.1
1
0.1 1
= 0.031 + 0.94 = 0.95y x R
MODIS
τ870
AERONETτ870
870 nm
0
0.1
0.2
0.3
0.4
0.5
0 0.1 0.2 0.3 0.4 0.5
WallopsCOVE
AERONET optical thickness (660 nm)
US_East Ocean
0
0.1
0.2
0.3
0.4
0.5
0 0.1 0.2 0.3 0.4 0.5
Brazil
Abracos HillAlta FlorestaBalbina
AERONET optical thickness (660 nm)
-4
-2
0
2
4
6
Aug Oct Dec Feb Apr Jun Aug Oct Nov
US_East Ocean
WallopsCOVE
2000 2001
-4
-2
0
2
4
6
Aug Oct Dec Feb Apr Jun Aug Oct Nov
Brazil
Abracos HillAlta FlorestaBalbina
(MODIS - AERONET) / Error_Bars
2000 2001
N = 102
82% within error bars
N=86
77%within error bars
-2
0
2
4
6
8
10
Aug Oct Dec Feb Apr Jun Aug Oct Nov
All land validation
US centralUS eastN.Am_westMed_landFrance_landBrazilSAFARIAsiaEastEurope
(MODIS - AERONET) / Error_Bars
2000 2001
N withinerror
___________________________France_land 332 77%US east 282 56%NA_west 168 85%Med_land 139 60%Brazil 102 82%US central 100 72%SAFARI 89 72%East_Europe 58 84%Asia 45 64%
AERONET data from stations operated by the following PI’s:
B. Holben, C. McLain (SIMBIOS), D. Tanré
Analysis by R. Levy and L. Remer
-8
-6
-4
-2
0
2
4
6
Aug Oct Dec Feb Apr Jun Aug Oct Nov
All ocean validation
US_AtlanticMediteraneanSaharan Atlantic
(MODIS - AERONET) / Error_Bars
2000 2001
N withinerror
___________________________Med_ocean 222 59%US_Atlantic 86 77%Saharan 63 37%
AERONET data from stations operated by the following PI’s:B. Holben, C. McLain (SIMBIOS), D. Tanré
Analysis by R. Levy and L. Remer
0
0.2
0.4
0.6
0.8
1
0 0.2 0.4 0.6 0.8 1
Over land areas
AERONET AOT (660 nm)
0
0.2
0.4
0.6
0.8
1
1.2
0 0.2 0.4 0.6 0.8 1 1.2
Over ocean areas
AERONET AOT (660 nm)
Land: N=119276% of retrievals within expected error
Ocean: N=37168% of retrievals within expected error
Validation of Aerosol Optical Thickness
Land algorithm: “dark targets”
But how dark is “dark” ?
Year 2000 Day 233 Time 0835Location: southern Africa, east coast
OLD
NEW
Following a suggestion by E. Vermote,we increase the 2.1 threshold from 0.25to 0.40 at nadir (and even higher at largerview angle). From the extended threshold,we derive in the blue and extrapolate to the red.
In this example the new version increases the number of retrievals over land from 7060 to 17,849. For the 285 granules collected over southern Africa during the SAFARI campaign, V3.1.0 increases the number of land retrievals by 130%.
2001
2002
Eight day means.Same dates,Different years
Images cropped fromMODIS Atmospheres web siteCreated by P. Hubanks
Sediment Mask
Li et al., submitted to IEEE TGARS
Sediment Mask
Li et al. submitted to IEEE TGARS
Sediment Mask
operational new sediment mask
Updates: Cloud mask for aerosol retrievals
spatial variabilitybefore: 3x3 window advances as a blocknow: 3x3 window advances every pixel
high AOT cutoffbefore: fill value for AOT > 5.0now: threshold on 0.47, not AOT
regaining retrievals in dustbefore: lost high dust valuesnow: r0.47/r0.66 separates dust from clouds
dust over glintbefore: no retrievals over glintnow: r0.47/r0.66 < 0.95 we retrieve heavy dust over glint
J.V. Martins et al. in preparation
Retrieving heavy dust over glint
J.V. Martins et al., in preparation
In 1493 C.E., Pope Alexander VI divided the world with an arbitrary line.
PortugalSpain
In 1995, Yoram Kaufmandivided the world again,with many arbitrary lines.
100
1000
10000
0.1 1 10radius
biomass burning100
1000
10000
0.1 1 10
.05
.10
.15
.20
.25
.30
.35
.40
.50
.60
dV/dlnr (10
-9
cm3
/cm2)
radius (μ )m
/Urban Industrial
Operationalaerosolmodels(1995 knowledge)
o = 0.90
o = 0.96
0
0.5
1
1.5
2
0 0.5 1 1.5 2
SAFARI2000 (470 nm)
MODIS aerosol optical thickness (470 nm)
AERONET aerosol optical thickness (440 nm)
0
0.5
1
1.5
2
0 0.5 1 1.5 2
SAFARI2000 (470 nm)
MODIS aerosol optical thickness (470 nm)
AERONET aerosol optical thickness (440 nm)
0
0.5
1
1.5
2
0 0.5 1 1.5 2
o = 0.90
o = 0.85
(470 )MODIS aerosol optical thickness nm
(440 )AERONET aerosol optical thickness nm
Ichoku et al. (in revision): SAFARI 2000 special issue
o=0.90
0.90
0.90
0.85/0.96
0.96
0.85/0.90
New Aerosol Models based on 2002 informationAERONET and Dubovik et al. (2002)
Analysis by L.Remer and D.A. Chu
Retrieving non-spherical dust aerosol
QuickTime™ and aGIF decompressor
are needed to see this picture.
M. Meier and J. Reid
N withinerror
___________________________US_Atlantic 86 77%Med_ocean 222 59%Saharan 63 37%
0.1
1
10
100
0 40 80 120 160
660 nm
observedM2 r=0.15M8 r=1.5coarse 660 M8spheroids
Phase function
scattering angle
Terra: 16:10 UTC Aqua: 17:45 UTC
Prepared by R. Levy MODIS: June 25, 2002
0
0.5
1
1.5
2
2.5
3
3.5
4
4.5
5
21-Jun-0223-Jun-0225-Jun-0227-Jun-0229-Jun-0201-Jul-0203-Jul-0205-Jul-0207-Jul-0209-Jul-0211-Jul-02
Date
MODIS Aerosol Optical Thickness
Aqua_mean_AOT0470
Aqua_mean_AOT0550
Aqua_mean_AOT0660
Terra_mean_AOT0470
Terra_mean_AOT0550
Terra_mean_AOT0660
GSFC
0
0.5
1
1.5
2
2.5
21-Jun-0223-Jun-0225-Jun-0227-Jun-0229-Jun-0201-Jul-0203-Jul-0205-Jul-0207-Jul-0209-Jul-0211-Jul-02
Date
MODIS Aerosol Optical Thickness
Aqua_mean_AOT0470
Aqua_mean_AOT0550
Aqua_mean_AOT0660
Terra_mean_AOT0470
Terra_mean_AOT0550
Terra_mean_AOT0660
Arabian Sea
MODISTerra & AquaAOT over land
MODISTerra & Aqua
AOT over ocean
By C. Ichoku (July 2002)
Summary (page 1)
The primary aerosol products are valid within pre-launch errorestimations.
First operational retrieval of aerosol over land. First ever.Improvement of aerosol over ocean retrieval from AVHRR.
(AVHRR=0.04 MODIS =0.02)
No. Not every retrieval is perfect.Yes. We are making updates.
Some of these changes are to ‘fix’ small issues: sedimentsSome of these changes are to ‘re-call’ retrievals: dust in glint,
extension over land.
Fine mode/Coarse mode is a significant step forward.
Non-spherical phase functions will be a major innovation, but not ready for collection 4.
Qualitatively, Aqua looks good.
Summary (page 2)