Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data

Diatoms are the major marine primary producers on the global scale and, recently, several methods have been developed to retrieve their abundance or dominance from satellite remote sensing data. In this work, we highlight the importance of the Southern Ocean (SO) in developing a global algorithm for...

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Published in:Remote Sensing
Main Authors: Soppa, Mariana A., Hirata, Takafumi, Silva, Brenner, Dinter, Tilman, Peeken, Ilka, Wiegmann, Sonja, Bracher, Astrid
Format: Article in Journal/Newspaper
Language:English
Published: Mdpi Ag 2014
Subjects:
Online Access:https://archimer.ifremer.fr/doc/00290/40075/39289.pdf
https://archimer.ifremer.fr/doc/00290/40075/39290.pdf
https://doi.org/10.3390/rs61010089
https://archimer.ifremer.fr/doc/00290/40075/
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spelling ftarchimer:oai:archimer.ifremer.fr:40075 2023-05-15T18:25:36+02:00 Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data Soppa, Mariana A. Hirata, Takafumi Silva, Brenner Dinter, Tilman Peeken, Ilka Wiegmann, Sonja Bracher, Astrid 2014-10 application/pdf https://archimer.ifremer.fr/doc/00290/40075/39289.pdf https://archimer.ifremer.fr/doc/00290/40075/39290.pdf https://doi.org/10.3390/rs61010089 https://archimer.ifremer.fr/doc/00290/40075/ eng eng Mdpi Ag https://archimer.ifremer.fr/doc/00290/40075/39289.pdf https://archimer.ifremer.fr/doc/00290/40075/39290.pdf doi:10.3390/rs61010089 https://archimer.ifremer.fr/doc/00290/40075/ 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/). info:eu-repo/semantics/openAccess restricted use CC-BY Remote Sensing (2072-4292) (Mdpi Ag), 2014-10 , Vol. 6 , N. 10 , P. 10089-10106 ocean colour phytoplankton functional types diatom remote sensing chlorophyll-a text Publication info:eu-repo/semantics/article 2014 ftarchimer https://doi.org/10.3390/rs61010089 2021-09-23T20:26:50Z Diatoms are the major marine primary producers on the global scale and, recently, several methods have been developed to retrieve their abundance or dominance from satellite remote sensing data. In this work, we highlight the importance of the Southern Ocean (SO) in developing a global algorithm for diatom using an Abundance Based Approach (ABA). A large global in situ data set of phytoplankton pigments was compiled, particularly with more samples collected in the SO. We revised the ABA to take account of the information on the penetration depth (Z(pd)) and to improve the relationship between diatoms and total chlorophyll-a (TChla). The results showed that there is a distinct relationship between diatoms and TChla in the SO, and a new global model (ABA(Zpd)) improved the estimation of diatoms abundance by 28% in the SO compared with the original ABA model. In addition, we developed a regional model for the SO which further improved the retrieval of diatoms by 17% compared with the global ABA(Zpd) model. As a result, we found that diatom may be more abundant in the SO than previously thought. Linear trend analysis of diatom abundance using the regional model for the SO showed that there are statistically significant trends, both increasing and decreasing, in diatom abundance over the past eleven years in the region. Article in Journal/Newspaper Southern Ocean Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer) Southern Ocean Remote Sensing 6 10 10089 10106
institution Open Polar
collection Archimer (Archive Institutionnelle de l'Ifremer - Institut français de recherche pour l'exploitation de la mer)
op_collection_id ftarchimer
language English
topic ocean colour
phytoplankton functional types
diatom
remote sensing
chlorophyll-a
spellingShingle ocean colour
phytoplankton functional types
diatom
remote sensing
chlorophyll-a
Soppa, Mariana A.
Hirata, Takafumi
Silva, Brenner
Dinter, Tilman
Peeken, Ilka
Wiegmann, Sonja
Bracher, Astrid
Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
topic_facet ocean colour
phytoplankton functional types
diatom
remote sensing
chlorophyll-a
description Diatoms are the major marine primary producers on the global scale and, recently, several methods have been developed to retrieve their abundance or dominance from satellite remote sensing data. In this work, we highlight the importance of the Southern Ocean (SO) in developing a global algorithm for diatom using an Abundance Based Approach (ABA). A large global in situ data set of phytoplankton pigments was compiled, particularly with more samples collected in the SO. We revised the ABA to take account of the information on the penetration depth (Z(pd)) and to improve the relationship between diatoms and total chlorophyll-a (TChla). The results showed that there is a distinct relationship between diatoms and TChla in the SO, and a new global model (ABA(Zpd)) improved the estimation of diatoms abundance by 28% in the SO compared with the original ABA model. In addition, we developed a regional model for the SO which further improved the retrieval of diatoms by 17% compared with the global ABA(Zpd) model. As a result, we found that diatom may be more abundant in the SO than previously thought. Linear trend analysis of diatom abundance using the regional model for the SO showed that there are statistically significant trends, both increasing and decreasing, in diatom abundance over the past eleven years in the region.
format Article in Journal/Newspaper
author Soppa, Mariana A.
Hirata, Takafumi
Silva, Brenner
Dinter, Tilman
Peeken, Ilka
Wiegmann, Sonja
Bracher, Astrid
author_facet Soppa, Mariana A.
Hirata, Takafumi
Silva, Brenner
Dinter, Tilman
Peeken, Ilka
Wiegmann, Sonja
Bracher, Astrid
author_sort Soppa, Mariana A.
title Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
title_short Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
title_full Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
title_fullStr Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
title_full_unstemmed Global Retrieval of Diatom Abundance Based on Phytoplankton Pigments and Satellite Data
title_sort global retrieval of diatom abundance based on phytoplankton pigments and satellite data
publisher Mdpi Ag
publishDate 2014
url https://archimer.ifremer.fr/doc/00290/40075/39289.pdf
https://archimer.ifremer.fr/doc/00290/40075/39290.pdf
https://doi.org/10.3390/rs61010089
https://archimer.ifremer.fr/doc/00290/40075/
geographic Southern Ocean
geographic_facet Southern Ocean
genre Southern Ocean
genre_facet Southern Ocean
op_source Remote Sensing (2072-4292) (Mdpi Ag), 2014-10 , Vol. 6 , N. 10 , P. 10089-10106
op_relation https://archimer.ifremer.fr/doc/00290/40075/39289.pdf
https://archimer.ifremer.fr/doc/00290/40075/39290.pdf
doi:10.3390/rs61010089
https://archimer.ifremer.fr/doc/00290/40075/
op_rights 2014 by the authors; licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution license (http://creativecommons.org/licenses/by/4.0/).
info:eu-repo/semantics/openAccess
restricted use
op_rightsnorm CC-BY
op_doi https://doi.org/10.3390/rs61010089
container_title Remote Sensing
container_volume 6
container_issue 10
container_start_page 10089
op_container_end_page 10106
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