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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 Sørensen NIVA Samantha Lavender Univ. Plymouth ,

Page 1GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo All rights reserved © 2006, ACRI-ST Full product set validation over coastal

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Page 1: Page 1GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo All rights reserved © 2006, ACRI-ST Full product set validation over coastal

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: Page 1GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo All rights reserved © 2006, ACRI-ST Full product set validation over coastal

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

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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: Page 1GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo All rights reserved © 2006, ACRI-ST Full product set validation over coastal

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The GlobCOLOURproducts

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GlobColour products

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The flags

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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

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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: Page 1GlobColour/Medspiration User consultation – November 20-22, 2007, Oslo All rights reserved © 2006, ACRI-ST Full product set validation over coastal

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Identification of Case 2 Validation Sites

• Selection of sites for Case 2 validation based on general knowledge

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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

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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

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“Excess radiance” at 555 nm(turbid Case 2 waters)

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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

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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

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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

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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

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Chlorophyll : regional analysis

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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

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Relative validation against pre-merged data (Global)

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Performance of the GlobCOLOUR products in case 2 waters: CHL – July 2002

All pixels

Turbid flagTurbid flag<200m

Depth < 200m

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Performance of the GlobCOLOUR products in case 2 waters: CDM – July 2002

All pixels

Turbid flagTurbid flag<200m

Depth < 200m

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Performance of the GlobCOLOUR products in case 2 waters: bbp – July 2002

All pixels

Turbid flagTurbid flag<200m

Depth < 200m

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10-years time series

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NIVA-FerryBox CHL monthly mean

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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

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Thank youfor yourattention