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Bracher, Astrid; Soppa, Mariana A; Banks, Andrew C; Xi, Hongyan; Chaikalis, Spyros; Röttgers, Rüdiger (2025): Absorption coefficients by phytoplankton at the first eight Ocean Land Colour Instrument (OLCI) bands from a global in-situ collection of open ocean, coastal and inland surface waters matched to OLCI [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.983241

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Published: 2025-06-24DOI registered: 2025-07-08

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Abstract:
This in situ data set of absorption coefficients by phytoplankton at the first eight Ocean Land Colour Imager (OLCI) bands (centred at 400 nm 412.5 nm, 442.5 nm, 490 nm, 510 nm, 560 nm, 620 nm, 665 nm, abbreviated as aph(400), aph(412), aph(443), aph(490), aph(510), aph(560), aph(620), and aph(665)) consists of different data sets gathered together from in situ measurements collected in open, coastal, and inland surface waters spread around the globe and covering the time from first data delivery by OLCI on S3A in May 2016 until November 2022 which were matched to Ocean Land Colour Imager on Sentinel-3A and -3B and used in the paper by Bracher et al. (2025). We only used the absorption coefficient data derived from measurements on discrete water samples to ensure a similar method procedure followed and a similar uncertainty. It includes publicly available data and newly collected, measured and analysed data sets from the Phytooptics group at the Alfred Wegener Institute Helmholtz Centre for Polar and Marine Research (AWI, PI: Astrid Bracher) and Hellenic Centre for Marine Research (HCMR, PI: Andrew C. Banks). This collection was matched that in situ data points had to fall within the 3x3 OLCI FR pixel box and a time window of + 12 hours which followed established community protocols (IOCCG 2018) and particularly EUMETSAT's OLCI matchup protocol (EUMETSAT 2022). Firstly, a pre-processing for quality control and a conversion of the considered in situ data to a common format following Valente et al. (2022) was performed. We flagged and disregarded the following data from the final quality-controlled data set which had (1) unrealistic or missing date or geographic coordinate fields, (2) poor quality (e.g., original flags) or method of observation that did not meet the criteria for the dataset (e.g., not defined in the community protocols (IOCCG 2018, 2019a, 2019b), and (3) spuriously high or low data. For the last item, the following limits were imposed: [0.0001–10] m−1 for aph(443). OLCI pixels were discarded when flagged with the recommended flags in (EUMETSAT 2022), and the remaining matchups were only considered valid if more than 50% of satellite pixels were available at remote sensing reflectance centred at band 560 nm (Rrs(560), e.g., 5 out of 9 for the 3x3 criterion) per an in situ data point, and a coefficient of variation <0.2. Dedicated matchup software developed by EUMETSAT was used to ensure that the validation process followed the established guidelines, ThoMaS (the Tool to generate Matchups of OC products with S3 OLCI https://gitlab.eumetsat.int/eumetlab/oceans/ocean-science-studies/ThoMaS). In situ data from Valente22 (see details on data sets below) were already provided at the nominal OLCI band 443 nm. All other aph(λ) data were provided in hyperspectral resolution (1nm, 2nm or around 3.3 nm resolution). Following Zibordi et al. (2023), these hyperspectral absorption coefficients were transformed to the nominal OLCI bands by averaging over the specific bandwidth. The OLCI matchup data, based on their associated RRS data at the first eight OLCI bands, were assigned to the specific optical water classes (OWCs) according to the Mélin & Vantrepotte (2015) classification. This contains 17 OWCs which range from very turbid to (OWC 1) oligotrophic to very clear waters (OWC 17). The OWC is also delivered for each matchup point (if the assignment fails the field contains "NaN". We provide also for OLCI the standard deviation of the OLCI matchup data to a in situ data point within the 3x3 pixels. For the in situ data we provide the estimate of the uncertainty for each matchup point further described in Bracher et al. (2025).
Keyword(s):
absorption coefficient; In situ; Ocean Land Colour Instrument; optical water classification; Phytoplankton
Supplement to:
Bracher, Astrid; Banks, Andrew C; Xi, Hongyan; Dessailly, David; Gossn, Juan Ignacio; Lebreton, Carole; Röttgers, Rüdiger; Kwiatkowska, Ewa; Chaikalis, Spyros; Mehdipour, Ehsan; Pitta, Elli; Soppa, Mariana A; Wevers, Jan; Zeri, Christina (accepted): Assessment of OLCI absorption coefficients for non-water components across all optical water classes. doi:10.3389/frsen.2025.1545664, Frontiers in Remote Sensing, 6, https://www.frontiersin.org/journals/remote-sensing/articles/10.3389/frsen.2025.1545664/abstract
Related to:
Bracher, Astrid; Liu, Yangyang (2021): Spectrophotometric measurements of absorption coefficients by phytoplankton in the Atlantic Southern Ocean during RV POLARSTERN cruise PS103 in Dec 2016 to Jan 2017 [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.938193
Bracher, Astrid; Liu, Yangyang; Wiegmann, Sonja (2021): Spectrophotometric measurements of absorption coefficients by phytoplankton during RV POLARSTERN cruise PS121 from 11 Aug to 10 Sep 2019 [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.938260
Bracher, Astrid; Liu, Yangyang; Xi, Hongyan; Wiegmann, Sonja (2021): Spectrophotometric measurements of absorption coefficients by phytoplankton during POLARSTERN cruise PS113 along an Atlantic Transect [dataset]. PANGAEA, https://doi.org/10.1594/PANGAEA.938178
Liu, Yangyang; Wiegmann, Sonja; Bracher, Astrid (2019): Spectrophotometric measurements of absorption coefficients and optical density by total particles, phytoplankton and non-algal particles during POLARSTERN cruise PS107 [dataset publication series]. PANGAEA, https://doi.org/10.1594/PANGAEA.907419
Röttgers, Rüdiger; Bi, Shun; Burmester, Henning; Heymann, Kerstin; Hieronymi, Martin; Krasemann, Hajo; Schönfeld, Wolfgang (2023): Water inherent optical properties and concentrations of water constituents from the German Bight and adjacent regions [dataset bundled publication]. PANGAEA, https://doi.org/10.1594/PANGAEA.950774
References:
Álvarez, Eva; Losa, Svetlana N; Bracher, Astrid; Thoms, Silke; Völker, Christoph (2022): Phytoplankton Light Absorption Impacted by Photoprotective Carotenoids in a Global Ocean Spectrally‐resolved Biogeochemistry Model. Journal of Advances in Modeling Earth Systems, https://doi.org/10.1029/2022MS003126
IOCCG (2019): Ocean Optics and Biogeochemistry Protocols for Satellite Ocean Colour Sensor Validation, Volume 2.0. Beam Transmission and Attenuation Coefficients: Instruments, Characterization, Field Measurements and Data Analysis Protocols. UNESCO/IOC, https://doi.org/10.25607/OBP-458
IOCCG (2019): Protocols for Satellite Ocean Colour Data Validation: In Situ Optical Radiometry. Zibordi, G., Voss, K. J., Johnson, B. C. and Mueller, J. L. IOCCG Ocean Optics and Biogeochemistry Protocols for Satellite Ocean Colour Sensor Validation, Volume 3.0, IOCCG, Dartmouth, NS, Canada
Liu, Huizeng; He, Xianqiang; Li, Q; Hu, X; Ishizaka, Joji; Kratzer, Susanne; Yang, Chao; Shi, T; Hu, Shuibo; Zhou, Qiming; Wu, Guofeng (2022): Evaluation of Ocean Color Atmospheric Correction Methods for Sentinel-3 OLCI Using Global Automatic In Situ Observations. IEEE Transactions on Geoscience and Remote Sensing, 60, 1-19, https://doi.org/10.1109/TGRS.2021.3136243
Liu, Yangyang; Röttgers, Rüdiger; Ramírez-Pérez, Marta; Dinter, Tilman; Steinmetz, Francois; Nöthig, Eva-Maria; Hellmann, Sebastian; Wiegmann, Sonja; Bracher, Astrid (2018): Underway spectrophotometry in the Fram Strait (European Arctic Ocean): a highly resolved chlorophyll a data source for complementing satellite ocean color. Optics Express, 26(14), A678-A696, https://doi.org/10.1364/OE.26.00A678
Melin, Frederic; Vantrepotte, Vincent (2015): How optically diverse is the coastal ocean? Remote Sensing of Environment, 160, 235-251, https://doi.org/10.1016/j.rse.2015.01.023
Neeley, Aimee; Mannino, Antonio; Boss, Emmanuel; D'Sa, Eurico J; Freeman, Scott; Fry, Ed; Mueller, James L; Pegau, Scott; Reynolds, Rick A; Roesler, Collin S; Röttgers, Rüdiger; Stramski, Dariusz; Twardowski, Michael S (2018): Ocean Optics and Biogeochemistry Protocols for Satellite Ocean Colour Sensor Validation; Volume 1.0. Inherent Optical Property Measurements and Protocols: Absorption Coefficient. International Ocean Colour Coordinating Group (IOCCG), https://doi.org/10.25607/OBP-119
Valente, André; Sathyendranath, Shubha; Brotas, Vanda; Groom, Steve; Grant, Michael; Jackson, Thomas; Chuprin, Andrei; Taberner, Malcolm; Airs, Ruth; Antoine, David; Arnone, Robert; Balch, William M; Barker, Kathryn; Barlow, Ray; Bélanger, Simon; Berthon, Jean-François; Besiktepe, Sukru; Borsheim, Yngve; Bracher, Astrid; Brando, Vittorio E; Brewin, Robert J W; Canuti, Elisabetta; Chavez, Francisco P; Cianca, Andres; Claustre, Hervé; Clementson, Lesley; Crout, Richard; Ferreira, Afonso; Freeman, Scott; Frouin, Robert; García-Soto, Carlos; Gibb, Stuart W; Goericke, Ralf; Gould, Richard; Guillocheau, Nathalie; Hooker, Stanford B; Hu, Chuamin; Kahru, Mati; Kampel, Milton; Klein, Holger; Kratzer, Susanne; Kudela, Raphael; Ledesma, Jesus; Lohrenz, Steven; Loisel, Hubert; Mannino, Antonio; Martinez-Vicente, Victor; Matrai, Patricia A; McKee, David; Mitchell, Brian G; Moisan, Tiffany; Montes, Enrique; Muller-Karger, Frank; Neeley, Aimee; Novak, Michael G; O'Dowd, Leonie; Ondrusek, Michael; Platt, Trevor; Poulton, Alex J; Repecaud, Michel; Röttgers, Rüdiger; Schroeder, Thomas; Smyth, Timothy J; Smythe-Wright, Denise; Sosik, Heidi; Thomas, Crystal S; Thomas, Rob; Tilstone, Gavin; Tracana, Andreia; Twardowski, Michael S; Vellucci, Vincenzo; Voss, Kenneth; Werdell, Jeremy; Wernand, Marcel Robert; Wojtasiewicz, Bozena; Wright, Simon; Zibordi, Giuseppe (2022): A compilation of global bio-optical in situ data for ocean colour satellite applications – version three. Earth System Science Data, 14(12), 5737-5770, https://doi.org/10.5194/essd-14-5737-2022
Zibordi, Giuseppe; Berthon, Jean-François; Talone, Marco; Gossn, Juan Ignacio; Dessailly, David; Kwiatkowska, Ewa (2023): Assessment of OLCI-A Derived Aquatic Optical Properties Across European Seas. IEEE Geoscience and Remote Sensing Letters, 20, 1-5, https://doi.org/10.1109/LGRS.2023.3298686
Funding:
European Organisation for the Exploitation of Meteorological Satellites (EUMETSAT), grant/award no. EUM/CO/23/4600002753/DD: Provision of S3 OLCI Ocean Colour product improvements (OCIMP)
Federal Ministry of Education and Research (BMBF), grant/award no. FKZ 50EE1915: Monitoring the Phytoplankton Functional Types by Synergistic Exploitation of Multi- and Hyperspectral Satellite Observations (TypSynSat)
Federal Ministry of Education and Research (BMBF), grant/award no. FKZ 50EE1923: Environmental Mapping and Analysis Program (EnMAP CalVal)
German Research Foundation (DFG), grant/award no. 268020496: TRR 172: ArctiC Amplification: Climate Relevant Atmospheric and SurfaCe Processes, and Feedback Mechanisms
Coverage:
Median Latitude: 30.735778 * Median Longitude: -34.364516 * South-bound Latitude: -71.152700 * West-bound Longitude: -162.483000 * North-bound Latitude: 79.166860 * East-bound Longitude: 154.059300
Date/Time Start: 2016-05-10T05:55:00 * Date/Time End: 2023-04-14T20:52:00
Minimum DEPTH, water: 0.0 m * Maximum DEPTH, water: 11.0 m
Event(s):
HE488-track * Latitude Start: 53.567500 * Longitude Start: 8.554800 * Latitude End: 53.567500 * Longitude End: 8.554800 * Date/Time Start: 2017-05-24T00:00:00 * Date/Time End: 2017-06-05T00:00:00 * Location: North Sea * Campaign: HE488 * Basis: Heincke * Method/Device: Underway cruise track measurements (CT)
HE517-track * Latitude Start: 53.567500 * Longitude Start: 8.554800 * Latitude End: 60.398400 * Longitude End: 5.318600 * Date/Time Start: 2018-08-19T00:00:00 * Date/Time End: 2018-09-04T00:00:00 * Location: North Sea * Campaign: HE517 * Basis: Heincke * Method/Device: Underway cruise track measurements (CT)
IN2016_V05-track * Latitude Start: -27.390000 * Longitude Start: 153.158000 * Latitude End: -27.390000 * Longitude End: 153.158000 * Date/Time Start: 2016-09-27T00:00:00 * Date/Time End: 2016-10-24T00:00:00 * Campaign: IN2016_V05 (IN2016_R2R, Reef to Rainforest) * Basis: Investigator (2014) * Method/Device: Underway cruise track measurements (CT) * Comment: Bisbane - Brisbane
Comment:
The different data compilations are described as follows:
- Bracher22: This collection contains hyperspectral aph(λ) data published in Pangaea from AWI (Liu et al. 2019, Bracher and Liu 2021, Bracher et al. 2021a, 2021b) matching the S3A and S3B mission time and considered for coupled model evaluation in Alvarez et al. (2022). This data set encompasses data from four Atlantic expeditions (2016-2019: PS103, PS107, PS113, PS121) covering polar, temperate, tropical and shelf seas.
- Castagna22: This collection from Castagna et al. (2022) contains spectral absorption data (matching all absorption products validated in this exercise) published in Pangaea which have been measured from water samples of many campaigns in 2017-2019 in Belgian waters.
- Valente22: This collection contains a global marine in situ data compilation for ocean colour validation extracted from many data repositories (e.g., SEABASS, PANGAEA, BODC) and published in Valente et al. 2022. All hyperspectral aph(λ) data for the life time of OLCI data, excluding data also contained in Bracher22 (n=304), were compiled.
- Röttgers23: From the Röttgers et al. (2023) large IOP data compilation measured during campaigns in the German Bight and adjacent regions from 2008-2021, we selected the data from S3 mission lifetime. This data set encompasses hyperspectral aph(λ) from two RV Heincke North Sea campaigns (HE488 and HE517 in late spring 2017 and late summer 2018, respectively) and aCDOM(λ) additionally from the LP2021 German Bight campaign in summer 2021.
- SEABASS: From the hyperspectral aph(λ) data submissions to SeaBASS (https://seabass.gsfc.nasa.gov/, download 28 September 2023) we used all data overlapping S3A and S3B missions not contained in Valente22. This published data comprises mainly US waters (campaigns: CARBON_ESTUARIES, PLUMES_AND_BLOOMS, SFMBON) and the US ArcticCC expedition in the Northern Bering Sea in 2022.
- AODN: Here we included new IOP data submissions to the Australian Open Access to Ocean Data portal (AODN, https://portal.aodn.org.au/, download 19 July 2023), not provided in Valente et al. (2022) or Lehmann et al. (2023) and matching the S3A and S3B OLCI lifetime. AODN-1 contains hyperspectral aph(λ) data from the CSIRO (Commonwealth Scientific and Industrial Research) Hydrochemistry Facility Integrated Marine Observing System (IMOS, https://research.csiro.au/hydrochemistry/projects/integrated-marine-observing-system-imos/). The data are from several expeditions in Australian waters (at Torres Strait in 2016, at the mouth of the Fitzroy River in 2017, and at the Coral Sea and Queensland Shelf in 2016 (IN2016) and 2020 (IN2020) and from the Lucinda Jetty Coastal Observatory (https://researchdata.edu.au/imos-srs-satellite-observatory-ljco/476837).
- Banks-new: These are hyperspectral aph(λ) data from the under-sampled oligotrophic Eastern Mediterranean. These were collected by HCMR (PI: A. Banks) and the Joint Research Centre (JRC) on a joint optics cruise (HCMR-JRC OPTICS) in April to May 2022. This data set is not included in Zibordi et al. (2023), but follows the same measurement procedure.
- Bracher-new: AWI (PI: A. Bracher) has conducted recently (January 2020 until November 2022) four more large expeditions spread over the temperate and polar Atlantic Ocean (MSM93, PS126, PS131 and PS133-1) and three weekly campaigns at Germany's largest inland water, Lake Constance (BS-1, BS-3, BS-4) where about 800 valid measurements for hyperspectral aph(λ) have been collected. The measurement protocol is the same as described in Liu et al. (2018).
Parameter(s):
#NameShort NameUnitPrincipal InvestigatorMethod/DeviceComment
1Data sourceData sourceBracher, Astrid
2Principal investigatorPIBracher, Astrid
3Sample code/labelSample labelBracher, Astrid
4Uniform resource locator/link to source data fileURL sourceBracher, Astridaph-input
5Publication of dataPubl dataBracher, Astridif not given in URL source column
6LATITUDELatitudeBracher, AstridGeocode
7LONGITUDELongitudeBracher, AstridGeocode
8DEPTH, waterDepth watermBracher, AstridGeocode
9DATE/TIMEDate/TimeBracher, AstridGeocode – in-situ acquisition
10DATE/TIMEDate/TimeBracher, AstridGeocode – satellite acquisition
11Absorption coefficient, phytoplankton, at 400 nmaph4001/mBracher, Astridin-situ
12Absorption coefficient, phytoplankton, at 412.5 nmaph412.51/mBracher, Astridin-situ
13Absorption coefficient, phytoplankton, at 442.5 nmaph442.51/mBracher, Astridin-situ
14Absorption coefficient, phytoplankton, at 490 nmaph4901/mBracher, Astridin-situ
15Absorption coefficient, phytoplankton, at 510 nmaph5101/mBracher, Astridin-situ
16Absorption coefficient, phytoplankton, at 560 nmaph5601/mBracher, Astridin-situ
17Absorption coefficient, phytoplankton, at 620 nmaph6201/mBracher, Astridin-situ
18Absorption coefficient, phytoplankton, at 665 nmaph6651/mBracher, Astridin-situ
19Absorption coefficient, phytoplankton, at 400 nm, uncertaintyaph400 unc±Bracher, Astridin-situ
20Absorption coefficient, phytoplankton, at 412.5 nm, uncertaintyaph412.5 unc±Bracher, Astridin-situ
21Absorption coefficient, phytoplankton, at 442.5 nm, uncertaintyaph442.5 unc±Bracher, Astridin-situ
22Absorption coefficient, phytoplankton, at 490 nm, uncertaintyaph490 unc±Bracher, Astridin-situ
23Absorption coefficient, phytoplankton, at 510 nm, uncertaintyaph510 unc±Bracher, Astridin-situ
24Absorption coefficient, phytoplankton, at 560 nm, uncertaintyaph560 unc±Bracher, Astridin-situ
25Absorption coefficient, phytoplankton, at 620 nm, uncertaintyaph620 unc±Bracher, Astridin-situ
26Absorption coefficient, phytoplankton, at 665 nm, uncertaintyaph665 unc±Bracher, Astridin-situ
27Absorption coefficient, phytoplankton, at 400 nmaph4001/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
28Absorption coefficient, phytoplankton, at 412.5 nmaph412.51/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
29Absorption coefficient, phytoplankton, at 442.5 nmaph442.51/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
30Absorption coefficient, phytoplankton, at 490 nmaph4901/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
31Absorption coefficient, phytoplankton, at 510 nmaph5101/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
32Absorption coefficient, phytoplankton, at 560 nmaph5601/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
33Absorption coefficient, phytoplankton, at 620 nmaph6201/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
34Absorption coefficient, phytoplankton, at 665 nmaph6651/mBracher, AstridOcean Land Colour Imager (OLCI)satellite, median
35Absorption coefficient, phytoplankton, at 400 nm, standard deviationaph400 std dev±Bracher, Astridsatellite
36Absorption coefficient, phytoplankton, at 412.5 nm, standard deviationaph412.5 std dev±Bracher, Astridsatellite
37Absorption coefficient, phytoplankton, at 442.5 nm, standard deviationaph442.5 std dev±Bracher, Astridsatellite
38Absorption coefficient, phytoplankton, at 490 nm, standard deviationaph490 std dev±Bracher, Astridsatellite
39Absorption coefficient, phytoplankton, at 510 nm, standard deviationaph510 std dev±Bracher, Astridsatellite
40Absorption coefficient, phytoplankton, at 560 nm, standard deviationaph560 std dev±Bracher, Astridsatellite
41Absorption coefficient, phytoplankton, at 620 nm, standard deviationaph620 std dev±Bracher, Astridsatellite
42Absorption coefficient, phytoplankton, at 665 nm, standard deviationaph665 std dev±Bracher, Astridsatellite
43Coefficient of variationCVBracher, Astridsatellite aph400.0
44Coefficient of variationCVBracher, Astridsatellite aph412.5
45Coefficient of variationCVBracher, Astridsatellite aph442.5
46Coefficient of variationCVBracher, Astridsatellite aph490.0
47Coefficient of variationCVBracher, Astridsatellite aph510.0
48Coefficient of variationCVBracher, Astridsatellite aph560.0
49Coefficient of variationCVBracher, Astridsatellite aph620.0
50Coefficient of variationCVBracher, Astridsatellite aph665.0
51Number of observationsNOBS#Bracher, Astridsatellite OWC median
Status:
Curation Level: Enhanced curation (CurationLevelC)
Size:
24930 data points

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