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Page 1 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
All rights reserved © 2006, ACRI-ST
Full product set validation over coastal Case II waters
Dominique Durand,Are Folkestad, Jo Høkedal,
Kai SørensenNIVA
Samantha LavenderUniv. Plymouth
,
Page 2 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Scope
• The FPS dataset• DDS for coastal case II waters• Validation against in-situ data
– ”global” assessment– Regional and water type approach– Specific results at diagnostic sites
• Relative validation against pre-merged data• 10-year time series• Conclusions
Page 3 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
All rights reserved © 2006, ACRI-ST
FPS dataset
• 10-year of global observations– SeaWiFS: 1997 - 2006
– MODIS: 2002 - 2006
– MERIS: 2002 - 2006
• Use of an extended in-situ dataset to try to ensure a robust and statistically sounded validation– OBPG, NOMAD, Boussole
– Several coastal DDS
Page 4 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
All rights reserved © 2006, ACRI-ST
The GlobCOLOURproducts
Page 5 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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GlobColour products
Page 6 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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The flags
Page 7 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Level-2 Characterisation Chl-a Results
SeaWIFS MODIS/A MERIS
Mean Med Mean Med Mean In-situ Satellite
Product Slope Intcpt r2 Ratio Ratio %Diff %Diff bias RMS Range Range
MER-All Chl 0.90 -0.13 0.90 1.05 0.98 26.50 17.58 -0.01 (*) 0.34 (*) 0.07 3.14 0.07 2.84
MOD-All Chl 0.81 0.05 0.74 1.21 1.14 43.46 46.68 0.09 (*) 0.47 (*) 0.06 3.14 0.07 2.64
SWF-All Chl 0.93 0.07 0.88 1.22 1.08 46.76 37.01 0.07 (*) 0.51 (*) 0.04 13.87 0.03 11.04
Achievement: Statistical uncertainties have been derived and are used for merging
Page 8 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Types of In Situ Data
• Chlorophyll (HPLC and in-vitro fluorometric)• Fully normalised water-leaving radiance primarily
at 412, 443, 490, 510, 531, 555, 620, 670 nm– Computed when Lw, Ed, Es, Chl, and solar and
viewing geometry available.• Diffuse attenuation coefficient at ~490nm • Dissolved Coloured Organic Material
Page 9 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
All rights reserved © 2006, ACRI-ST
Identification of Case 2 Validation Sites
• Selection of sites for Case 2 validation based on general knowledge
Page 10 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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A priori DDS for coastal Case 2 waters
• Venice Tower (Adriatic Sea)• Sopot (Poland)• Helgoland (Germany)• Skagerrak (NIVA-Ferrybox)• Helsinki Light House (Gulf of
Finland)• Gustav Dahlén Tower (Baltic
Sea)
• CALCOFI (California)• Gulf of Maine (USA Canada)• MVCO (Rhode Island,
Chesapeake Bay)• COVE
• Benguela (South Africa)
DDS used for validation of coastal case 2 waters
Page 11 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Identification of Case 2, subclassification
• Selection of sites for Case 2 validation based on general knowledge
• Identification of Case 2-S using the EL555 product
• Case 2-Y flag is not active yet in MERIS RR products
Page 12 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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“Excess radiance” at 555 nm(turbid Case 2 waters)
Page 13 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Number of match-ups per validation site
VeniceTower
Gustav DalenTower
HelsinkiLightHouse
Chesap.Bay
RhodeIsland
NIVA FerryBSkagerrak Global
Chl hplc 8 - - - - 90 98
Chl fluor 2736 239 282 262 1237 - 4756
GSM Kd490 3 - - 19 3 - 25
CDM - - - 15 2 - 17
Chl hplc 8 - - - - 157 165
Chl fluor 2952 301 307 332 1305 - 5197
L412 3023 285 250 302 1315 9 5184
AVW L443 3024 314 347 334 1319 9 5347
L490 42 136 347 334 453 9 1321
L510 9 - - 4 2 9 24
L555 2781 239 281 279 1234 4 4818
L670 584 313 347 317 1317 9 2887
Page 14 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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r2 0.35RMS 0.36
BIAS 0.13SLOPE 0.62
OFFSET 0.10
r2 0.57RMS 0.31
BIAS 0.01SLOPE 0.69
OFFSET 0.23
r2 0.72RMS 0.27
BIAS -0.01SLOPE 0.72
OFFSET 0.20
r2 0.40RMS 0.46
BIAS -0.01SLOPE 0.60
OFFSET 0.41
r2 0.55RMS 0.09
BIAS 0.02SLOPE 0.73
OFFSET 0.03
Validation of nLw over coastal case II waters
Page 15 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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r2 0.29RMS 0.92BIAS 0.02
SLOPE 0.38OFFSET 0.94
r2 0.22RMS 1.33BIAS 0.88
SLOPE 0.35OFFSET 2.37
r2 0.29RMS 1.12
BIAS -0.59SLOPE 0.48
OFFSET 0.69
r2 0.63RMS 0.81BIAS 0.48
SLOPE 0.72OFFSET 1.83
Validation of Chl products over coastal case II waters
Page 16 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Validation of CHL in turbid/ non-turbid coastal waters
r2 0.42RMS 0.55
BIAS -0.05SLOPE 0.62
OFFSET 1.06
r2 0.27RMS 1.09BIAS 0.11
SLOPE 0.37OFFSET 0.83
r2 0.21RMS 1.89BIAS 1.35
SLOPE 0.56OFFSET 0.32
r2 0.24RMS 0.55BIAS 0.39
SLOPE 0.37OFFSET 0.83
Page 17 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Chlorophyll : regional analysis
Page 18 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Regional validation of CHL
N 520r2 0.01
RMS 1.54BIAS 1.09
SLOPE 0.05OFFSET 1.74
N 1497r2 0.07
RMS 1.30BIAS 1.07
SLOPE 0.46OFFSET 0.66
Helsinki LighthouseG. Dalen Tower
Chesapeake BayRhode Island
Page 19 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Relative validation against pre-merged data (Global)
Page 20 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Performance of the GlobCOLOUR products in case 2 waters: CHL – July 2002
All pixels
Turbid flagTurbid flag<200m
Depth < 200m
Page 21 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Performance of the GlobCOLOUR products in case 2 waters: CDM – July 2002
All pixels
Turbid flagTurbid flag<200m
Depth < 200m
Page 22 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
All rights reserved © 2006, ACRI-ST
Performance of the GlobCOLOUR products in case 2 waters: bbp – July 2002
All pixels
Turbid flagTurbid flag<200m
Depth < 200m
Page 23 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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10-years time series
Page 24 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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NIVA-FerryBox CHL monthly mean
Page 25 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Conclusions• Validation of merged case I products in coastal case II waters presents the
same limitations than with non-merged products• Validation of daily-averaged products over variable coastal waters is a
challenging task– Spatial discrepancy (4.6 km vs. point)– Temporal discrepancy (daily average vs. instantaneous)
• Discriminate between algorithm weakness and quality of the in-situ dataset has shown to be difficult
• A better in-situ dataset for coastal case 2 waters is needed – best results so far from Ferrybox data collection
• GlobColour GSM01 merging algorithm shows to be quite robust over coastal waters (tested so far)
• GlobColour merged products show a potential for investigating seasonal to inter-annual variability in coastal zone: One of the GlobColour follow-up?
• In coastal waters with inherent high optical variability, the use the various OC data sources independently remains an asset for resolving temporal and spatial variability
Page 26 GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo
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Thank youfor yourattention