MODIS/Aqua Ocean Reprocessing Bryan Franz Ocean Biology Processing Group MODIS Science Team Meeting...
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Transcript of MODIS/Aqua Ocean Reprocessing Bryan Franz Ocean Biology Processing Group MODIS Science Team Meeting...
MODIS/Aqua Ocean Reprocessing
Bryan Franz
Ocean Biology Processing Group
MODIS Science Team Meeting
22-24 March 2005
Introduction
• MODIS/Aqua Ocean Reprocessing 1 completed March 2005.– L1A-GEO-L1B-L2 completed less than 1 week (~150X)
– Also completed SeaWiFS Reprocessing 5
• This presentation will cover– Remaining issues from initial OBPG processing
– Changes implemented for this reprocessing
– Analysis of results
– Remaining issues & work in progress
– New products available for evaluation
Issues Following Initial OBPG Processing of MODIS/Aqua
Completed May 2004
Issues from Initial ProcessingCompleted May 2004
1 Inconsistency in the annual cycle of global water-leaving radiances
MODIS/AquaSeaWiFS R4.1
Deep-Water - mean of all common bins deeper than 1000 meters
Issues from Initial Processing
2 Long-term (3% per year) and seasonal (+/- 10%) deviations relative to SeaWiFS R4.1 global trends
Global Deep-Water nLw Ratio
+50%
-50%
~ 3% change/year
+10%
-10%
Issues from Initial Processing
3 Differences relative to SeaWiFS R4.1 which increase with latitude or solar zenith angle
35 North
25 North
15 North
nLw Ratios, Zonal Pacific, 150W-170W
+20%
-20%
Issues from Initial Processing
4 Very large differences relative to SeaWiFS R4.1 in global mean aerosol optical thickness retrievals
MODIS and SeaWiFS Deep-Water AOT Comparison
MODIS/Aqua
SeaWiFS
0.15
0.10
Issues from Initial Processing
5 Larger deviations in recent months due to out-dated MODIS instrument calibration look-up table (LUT)
Last SD Measurementfor Operational LUT
MODIS/SeaWiFS Deep-Water nLw Ratio
Reprocessing Changes
Changes for 1st Aqua Reprocessing
1 Updated instrument calibration• MCST V5.0.1 equivalent, OBC measurements to Nov 2004.
• Refit by OBPG as single exponential after removal of detector-dependent screen vignetting residuals.
Before LUT Change After LUT and Other Changes
Changes for 1st Aqua Reprocessing
2 Straylight Masking• Modeled point-spread function (PSF) indicates significant
sensitivity to straylight from adjacent sources.
• 7 x 5 masking around cloud and saturation pixels removes the most significant contamination, fixes AOT discrepancy.
Before SL Masking After SL Masking
MODIS Band 16 PSF MODIS & SeaWiFS Deep-Water AOT Comparison
0.15
0.10
Changes for 1st Aqua Reprocessing3 Changes to atmospheric correction
• Updated relative spectral response (RSR) functions: new Rayleigh tables and band-averaged coefficients.
• Revised Rayleigh pressure correction (M. Wang), to include solar zenith dependence (effect can be significant at high latitudes, for large deviations from standard pressure).
Deep-Water nLw Ratio 40-50N Pacific nLw Ratio
Impact of Change on MODIS nLw
+1%
-10%
Changes for 1st Aqua Reprocessing
4 Enhanced Fresnel correction for Lw normalization • include reflection/refraction to downwelling irradiance.
Fresnel Correction, Atmosphere to Ocean
SeaWiFS
Deep-Water nLw Ratios
+1%
40-50N Pacific nLw Ratios
SeaWiFS
+7%
Wind = 0 m/s
Wind = 20 m/sM. Wang Model
Changes for 1st Aqua Reprocessing5 Morel f/Q correction for Lw normalization
• accounting for non-isotropic sub-surface light field
Deep Water nLw RatioMODIS/SeaWiFS
After f/Q
Southern PacificMODIS/SeaWiFS
Before f/Q+20%
0%
-20%
+50%
0%
-50%
Changes for 1st Aqua Reprocessing5 Morel f/Q correction for Lw normalization
• accounting for non-isotropic sub-surface light field
After f/QBefore f/Q
Residual Scan Dependence in MODIS nLw(443)
+2%
-4%
+10%
0%
-10%
Changes for 1st Aqua Reprocessing
6 MOBY data reprocessing, final vicarious calibration• largest effect in 412 and 551-nm bands
Deep-Water Coastal
Impact of MOBY Change on MODIS nLw
+2%+4%
Reprocessing Results
• New LUT• Straylight rejection• RSR and pressure corrections• Fresnel• f/Q• New MOBY vicarious cal
Reprocessing Results
• New LUT• Straylight rejection• RSR and pressure corrections• Fresnel• f/Q• New MOBY vicarious cal
Also applied in SeaWiFS Reprocessing 5
Initial Processing Reprocessing 1
Results from Reprocessing 1nLw Comparison with In situ
SeaWiFS R5 MODIS/Aqua R1
Results from Reprocessing 1nLw Comparison with In situ
SeaWiFS R5 MODIS/Aqua R1
Results from Reprocessing 1Chlorophyll Comparison with In situ
Results for Reprocessing 1
Consistency in annual cycle is approaching SeaWiFS
MODIS/Aqua R1SeaWiFS R5
Results from Reprocessing 1nLw Comparison to SeaWiFS R5
• Sensor agreement to within 7% for global mean deep-water nLw retrieval. Better for clear water.
• Some bias & trend is still evident between instruments.
Initial Processing Reprocessing 1
+10%
0%
-10%
Results from Reprocessing 1
35 North
25 North
15 North
nLw Ratio to SeaWiFS R5, Zonal Pacific, 150W-170W
Initial Processing Reprocessing
+/- 20%
+/- 10%
+/- 5%
Laitu
de (S
olar Z
enith
)
Results from Reprocessing 1Deep-water AOT and Chlorophyll Comparison to SeaWiFS
AOT (865) Chlorophyll
Solid Line: MODIS/Aqua R1Dashed Line: SeaWiFS R5
<Cmodis> = 0.174 mg m-3
<Cseawifs> = 0.171 mg m-3
Seasonal Chlorophyll Images
0.01-64 mg m-3
Summer 2004
Winter 2004
SeaWiFS R5MODIS/Aqua R1
Winter 2004
Summer 2004
Remaining Issues & Work in Progress
• Bias & trends in relative agreement with SeaWiFS – instrument calibration (SD fit, lunar vs solar, RVS change)
– effect of aerosols on polarization (analysis in progress)
– straylight correction (reduce masking losses)
– apparent earth shine in dark counts
• Residual cross-scan trends• Residual striping
Residual Cross-scan Trends
• Global mean residual RVS at +/- 3% in nLw• Already Level-3 masking at 60° sensor zenith
nLw(412) nLw(551)+20%
-20%
+10%
-10%
60° Sensor Zenith60° Sensor Zenith
Residual RVS & Striping in Red Bands
nLw(667) nLw(678)+20%
-20%
+10%
-10%
0%
• Fractionally large cross-scan artifacts in red, no explanation yet.
Residual Striping
• Global mean residual striping at +/- 2% in nLw• Consistent over life of mission (problem with SD cal?)
nLw(412) nLw(551)+10%
-10%
+5%
-5%
Progress on Striping Corrections
MCST Lunar Analysis ()
• derived by averaging all Lunar calibrations on a per-detector basis
OBPG TOA Analysis (,)
• derived by collecting 20-pixel along-track runs (10 detectors x 2 mirror sides) in clear atmosphere/low polarization/low chlorophyll conditions, correcting for relative change due to atmosphere, and averaging per detector, per mirror-side.
Red & NIR bands saturate on Moon
Effect of OBPG Striping CorrectionnLw 412 nm
Before Correction
After Correction
New Productsfor evaluation
New or Revised Productsimplemented for evaluation
Carder IPAR & ARP• ipar - instantaneous photosynthetically available radiation• arp - instantaneous absorbed radiation by phytoplankton
Chlorophyll Fluorescence and Supporting Products• flh - fluorescence line height• cfe - chlorophyll fluorescence efficiency
Clark Empirical Algorithms• chl_clark - chlorophyll concentration• poc_clark - particulate organic carbon• tsm_clark - total suspended matter
Gordon & Balch Calcite• calcite_2b - calcite concentration, 2-band algorithm• calcite_3b - calcite concentration, 3-band algorithm
New or Revised Productsimplemented for evaluation
IOP Models• gsm01 - Garver-Siegel-Maritorena Semi-Analytical• carder - Carder Semi-Analytical• qaa - Quasi-Analytical Algorithm *
IOP-based Products• Kd_lee - Z.P.Lee diffuse attenuation *
* Coming Soon, Thanks to P. Martinolich at NRL Stennis
In The Works
Daily-Average PAR (R. Frouin)• PAR - SeaWiFS PAR updated for MODIS
Seasonal Chlorophyll Images
0.01-64 mg m-3
Summer 2004
Winter 2004
SeaWiFS R5MODIS/Aqua R1
Winter 2004
Summer 2004
Extra Slides
Residual RVS & Striping in Red Bands
nLw(667) nLw(678)
+10%
-10%
+5%
-5%
+20%
-20%
+10%
-10%
New or Revised Productsimplemented for evaluation
Garver-Siegel-Maritorena Semi-Analytical Bio-Optical Model• chl_gsm01 - chlorophyll concentration• a_nnn_gsm01 - total absorption• bb_nnn_gsm01 - total backscatter• bbp_nnn_gsm01 - particulate backscatter • aph_nnn_gsm01 - absorption due to phytoplankton• adg_nnn_gsm01 - absorption due to gelbstof and detrital material
Carder Semi-Analytical Bio-Optical Model• chl_carder - chlorophyll concentration• a_nnn_carder - total absorption• bb_nnn_carder - total backscatter • bbp_nnn_carder - particulate backscatter• aph_nnn_carder - absorption due to phytoplankton• adg_nnn_carder - absorption due to gelbstof and detrital material• flags_carder - product-specific flags
nnn - sensor wavelength
Coming Soon
Quasi-Analytic Algorithm (Z.P. Lee)• a_nnn_qaa - total absorption• bb_nnn_qaa - total backscatter• bbp_nnn_qaa - particulate backscatter • aph_nnn_qaa - absorption due to phytoplankton• adg_nnn_qaa - absorption due to gelbstof and detrital material
IOP-based Diffuse Attenuation (Z.P. Lee)• Kd_nnn_lee - diffuse attenuation at sensor wavelength nnn
nnn - sensor wavelength
Thanks to P. Martinolich at NRL Stennis
On the Subject of Flags
• Each derived product should include tests for:1 poor or questionable quality, sets the Level-2 CHLWARN flag bit
2 algorithm failure, sets the Level-2 CHLFAIL flag bit
• The failure and warning flags can be masked at Level-3. The binner masking is product independent, all products binned at the same time are masked the same.
• Additional flags or supporting products can be associated with a derived product, for QC and evaluation purposes at Level-2. No impact to binning.
Flag Name Bit Position DescriptionCFLAG_FAIL 0x0001 failure (bad inputs)CFLAG_DEFAULT 0x0002 using default (empirical)CFLAG_BLEND 0x0004 blending with default algorithmCFLAG_UNPKG 0x0010 unpackaged caseCFLAG_PKG 0x0020 packaged caseCFLAG_HIPKG 0x0040 highly packaged caseCFLAG_GLOBAL 0x0080 global caseCFLAG_LO412 0x0100 low input 412 reflectanceCFLAG_LO555 0x0200 low input 55x reflectanceCFLAG_CHLINC 0x0400 large inconsistency with default
Carder Model Product-Specific Flag Definition
flags_carder
In situ Match-ups for MODIS/Aqua
55% of Radiance Match-ups
nLw: MODIS/Aqua vs SeaWiFS Deep-Water
Chlor-a
551 vs 555
488 vs 490
Simulated Center-Wavelength Differences(after band-pass correction)
Deep-Water Mean
Relative to SeaWiFS, the 488 and 551 bands should be elevated at chlorophylls typical of deep water (~0.2 mg/m3).
MODIS/AquaVariation of Geometry Along-Track
Eastern Scan Edge
Scattering Angle
Variation of Rayleigh Radiance Along-Track
NadirEastern Edge Western Edge
ScatteringAngle
RayleighRadiance412 nm
0.05 mW/cm2 um sr or ~2% of nLw
Cross-Scan Variation of Sensor View ZenithMODIS/Aqua
Coastal
Deep
Clear