improving the sses inputs to aatsr l2p products
DESCRIPTION
Improving the SSES inputs to AATSR L2P Products. Gary Corlett AATSR Validation Scientist. Contents. Reminder of current SSES scheme SSTs from AATSR What affects the quality of AATSR SSTs? An alternate scheme using view differences. Current SSES scheme for AATSR L2P. - PowerPoint PPT PresentationTRANSCRIPT
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Improving the SSES inputs to AATSR L2P Products
Gary Corlett
AATSR Validation Scientist
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Contents
Reminder of current SSES scheme
SSTs from AATSR
What affects the quality of AATSR SSTs?
An alternate scheme using view differences
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Current SSES scheme for AATSR L2P
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What is AATSR? Imaging infrared and visible
radiometer on ENVISAT• Similar channels to AVHRR &
MODIS.
Dual view (nadir and 55° to nadir)• Along-track scanning, two views of
same scene at different angles, for better atmospheric correction
On-board calibration • 2 on-board black bodies for IR
calibration• VISCAL unit for visible channel
calibration
500 km swath 1 km IFOV at nadir
Stirling Cycle Coolers, cooling low noise detectors to 80K, for optimum signal-to-noise ratios
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Nominal Channel Centre Primary Application
0.55 m Chlorophyll
0.66 m Vegetation Index
0.87 m Vegetation
1.6 m Cloud Clearing
3.7 m SST Retrieval
11 m SST/LST Retrieval
12 m SST/LST Retrieval
AATSR SST Retrievals Retrievals by radiative transfer
modelling Usually of the form:
where n is the number of channels
For AATSR we have 2 channels during day and 3 during night
• 3.7 µm not used during day owing to solar contamination
We have two views, so we have four SST retrievals in total
We also have two product formats
• 1-km gridded (swath)• Spatially –averaged (gridded)
Four Possible Retrievals:
Nadir 2-channel N2Nadir 3-channel N3Dual 2-channel D2Dual 3-channel D3
n
nnBTaa1
0
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Retrieval Coefficients: 1-km
Coefficient N2 N3 D2 D3
Constant -0.34 0.04 2.83 0.70
Nadir 3.7 µm - 1.08 - 2.51
Nadir 11 µm 3.42 0.65 5.42 0.63
Nadir 12 µm -2.42 -0.73 -3.08 -0.73
Forward 3.7 µm - - - -1.47
Forward 11 µm - - -3.20 -0.34
Forward 12 µm - - 1.84 0.40
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What Affects the Quality of AATSR SSTs?
For December 2005 coefficients• D2-D3 bias (the latitude dependent correction) owing to limited
number of channels• Small residual bias (~ 0.15 K at T < 280 K) most likely due to
temperature dependent emissivity• These issues are being addressed in (A)RC project
• Clouds and aerosols (claerosols)• AATSR cloud screening is over-zealous
– AATSR is designed for climate SSTs!– Much better during day owing to 1.6 µm channel– Notable edge effects at night
• Dual-view corrects for tropospheric aerosol– But not quite!– Being addressed in (A)RC project
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Distribution of M-AERI Matchups
Matchups
• Day; Overpass ± 60 min; 1x1 Block
LEGEND
All +ve D-N-ve D-N
• Bi-modal distribution of differences
• 1 distribution due to -ve dual-nadir SST differences
• 1 distribution due to +ve dual-nadir SST differences
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Nov 2003
July 2003
Remedios et al., 2007
The Affect of Saharan Dust on AATSR SSTs (30’)
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Caribbean SST differences for ‘clean months’ – November to March
Data is derived from 30’ product
Threshold =
+0.26 K
Threshold =
-0.03 K
Day
D2-N2
Night
D3-N3
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Day
D2-N2
Night
D3-N3 Threshold =
+0.26 K
Threshold =
+0.25 K
Caribbean SST differences for ‘clean months’ – November to March
Data is derived from 1-km product
Noyes et al., RSE, 2006
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Pacific Ocean – ‘clean’ months
Good et al., RSE, 2007
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BT
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Schematic of BT Effects
Good et al., RSE, 2007
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Spatial Pattern of AR Differences to Buoys
Data from Anne O’Carroll (Met Office)
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Summary Current PCF scheme used in L2P applied to AATSR data is appropriate for
nadir-only IR with poor cloud screening• Does not account for over-zealous operational AATSR cloud screening• Does not account for impact of claerosols on forward view
Can develop improved confidence flag for AATSR• Use D-N difference to identify retrievals affected by claerosols
• Threshold = mode + 3 * sigma• Link to DT_min needs further work (not suitable for AATSR?)
• SST coefficients changed in December 2005• Data not yet reprocessed so need to wait for clean months!
Need to have NADIR SST in data file• For PCF scheme• N3 is a very good product anyway!
Future scheme should take into account spatial and temporal variation in SST retrievals
• OI based bias correction field