Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades
- Autores
- Kulk, Gemma; Platt, Trevor; Dingle, James; Jackson, Thomas; Jönsson, Bror F.; Bouman, Heather A.; Babin, Marcel; Brewin, Robert J. W.; Doblin, Martina; Estrada, Marta; Figueiras, Francisco G.; Furuya, Ken; González-Benítez, Natalia; Gudfinnsson, Hafsteinn G.; Gudmundsson, Kristinn; Huang, Bangqin; Isada, Tomonori; Kovač, Žarko; Lutz, Vivian Alicia; Marañón, Emilio; Raman, Mini; Richardson, Katherine; Rozema, Patrick D.; van de Poll, Willem H.; Segura, Valeria; Tilstone, Gavin H.; Uitz, Julia; van Dongen-Vogels, Virginie; Yoshikawa, Takashi; Sathyendranath, Shubha
- Año de publicación
- 2020
- Idioma
- inglés
- Tipo de recurso
- artículo
- Estado
- versión publicada
- Descripción
- Primary production by marine phytoplankton is one of the largest fluxes of carbon on our planet. In the past few decades, considerable progress has been made in estimating global primary production at high spatial and temporal scales by combining in situ measurements of primary production with remote-sensing observations of phytoplankton biomass. One of the major challenges in this approach lies in the assignment of the appropriate model parameters that define the photosynthetic response of phytoplankton to the light field. In the present study, a global database of in situ measurements of photosynthesis versus irradiance (P-I) parameters and a 20-year record of climate quality satellite observations were used to assess global primary production and its variability with seasons and locations as well as between years. In addition, the sensitivity of the computed primary production to potential changes in the photosynthetic response of phytoplankton cells under changing environmental conditions was investigated. Global annual primary production varied from 38.8 to 42.1 Gt C yr-1 over the period of 1998-2018. Inter-annual changes in global primary production did not follow a linear trend, and regional differences in the magnitude and direction of change in primary production were observed. Trends in primary production followed directly from changes in chlorophyll-a and were related to changes in the physico-chemical conditions of the water column due to inter-annual and multidecadal climate oscillations. Moreover, the sensitivity analysis in which P-I parameters were adjusted by ±1 standard deviation showed the importance of accurately assigning photosynthetic parameters in global and regional calculations of primary production. The assimilation number of the P-I curve showed strong relationships with environmental variables such as temperature and had a practically one-to-one relationship with the magnitude of change in primary production. In the future, such empirical relationships could potentially be used for a more dynamic assignment of photosynthetic rates in the estimation of global primary production. Relationships between the initial slope of the P-I curve and environmental variables were more elusive.
Fil: Kulk, Gemma. Plymouth Marine Laboratory; Reino Unido
Fil: Platt, Trevor. Plymouth Marine Laboratory; Reino Unido
Fil: Dingle, James. Plymouth Marine Laboratory; Reino Unido
Fil: Jackson, Thomas. Plymouth Marine Laboratory; Reino Unido
Fil: Jönsson, Bror F.. Plymouth Marine Laboratory; Reino Unido
Fil: Bouman, Heather A.. University of Oxford; Reino Unido
Fil: Babin, Marcel. Observatoire Océanologique de Villefranche Sur Mer; Francia
Fil: Brewin, Robert J. W.. University of Exeter; Reino Unido
Fil: Doblin, Martina. University of Technology Sydney; Australia
Fil: Estrada, Marta. Consejo Superior de Investigaciones Científicas. Instituto de Ciencias del Mar; España
Fil: Figueiras, Francisco G.. Consejo Superior de Investigaciones Cientificas. Instituto de Investigaciones Marinas.; España
Fil: Furuya, Ken. University of Tokyo; Japón
Fil: González-Benítez, Natalia. Universidad Rey Juan Carlos; España
Fil: Gudfinnsson, Hafsteinn G.. Marine And Freshwater Research Institute; Islandia
Fil: Gudmundsson, Kristinn. Marine And Freshwater Research Institute; Islandia
Fil: Huang, Bangqin. Xiamen University; China
Fil: Isada, Tomonori. Hokkaido University; Japón
Fil: Kovač, Žarko. University of Split; Croacia
Fil: Lutz, Vivian Alicia. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; Argentina
Fil: Marañón, Emilio. Universidad de Vigo; España
Fil: Raman, Mini. Indian Space Research Organization; India
Fil: Richardson, Katherine. Universidad de Copenhagen; Dinamarca
Fil: Rozema, Patrick D.. University of Groningen; Dinamarca
Fil: van de Poll, Willem H.. University of Groningen; Dinamarca
Fil: Segura, Valeria. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; Argentina
Fil: Tilstone, Gavin H.. Plymouth Marine Laboratory; Reino Unido
Fil: Uitz, Julia. Observatoire Océanologique de Villefranche Sur Mer; Francia
Fil: van Dongen-Vogels, Virginie. Australian Institute Of Marine Science; Australia
Fil: Yoshikawa, Takashi. The University Of Tokyo; Japón
Fil: Sathyendranath, Shubha. Plymouth Marine Laboratory; Reino Unido - Materia
-
CLIMATE CHANGE
OCEAN-COLOUR REMOTE-SENSING
PHOTOSYNTHESIS
PHYTOPLANKTON
PRIMARY PRODUCTION - Nivel de accesibilidad
- acceso abierto
- Condiciones de uso
- https://creativecommons.org/licenses/by-nc-sa/2.5/ar/
- Repositorio
- Institución
- Consejo Nacional de Investigaciones Científicas y Técnicas
- OAI Identificador
- oai:ri.conicet.gov.ar:11336/128979
Ver los metadatos del registro completo
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Primary production, an index of climate change in the ocean: Satellite-based estimates over two decadesKulk, GemmaPlatt, TrevorDingle, JamesJackson, ThomasJönsson, Bror F.Bouman, Heather A.Babin, MarcelBrewin, Robert J. W.Doblin, MartinaEstrada, MartaFigueiras, Francisco G.Furuya, KenGonzález-Benítez, NataliaGudfinnsson, Hafsteinn G.Gudmundsson, KristinnHuang, BangqinIsada, TomonoriKovač, ŽarkoLutz, Vivian AliciaMarañón, EmilioRaman, MiniRichardson, KatherineRozema, Patrick D.van de Poll, Willem H.Segura, ValeriaTilstone, Gavin H.Uitz, Juliavan Dongen-Vogels, VirginieYoshikawa, TakashiSathyendranath, ShubhaCLIMATE CHANGEOCEAN-COLOUR REMOTE-SENSINGPHOTOSYNTHESISPHYTOPLANKTONPRIMARY PRODUCTIONhttps://purl.org/becyt/ford/1.5https://purl.org/becyt/ford/1Primary production by marine phytoplankton is one of the largest fluxes of carbon on our planet. In the past few decades, considerable progress has been made in estimating global primary production at high spatial and temporal scales by combining in situ measurements of primary production with remote-sensing observations of phytoplankton biomass. One of the major challenges in this approach lies in the assignment of the appropriate model parameters that define the photosynthetic response of phytoplankton to the light field. In the present study, a global database of in situ measurements of photosynthesis versus irradiance (P-I) parameters and a 20-year record of climate quality satellite observations were used to assess global primary production and its variability with seasons and locations as well as between years. In addition, the sensitivity of the computed primary production to potential changes in the photosynthetic response of phytoplankton cells under changing environmental conditions was investigated. Global annual primary production varied from 38.8 to 42.1 Gt C yr-1 over the period of 1998-2018. Inter-annual changes in global primary production did not follow a linear trend, and regional differences in the magnitude and direction of change in primary production were observed. Trends in primary production followed directly from changes in chlorophyll-a and were related to changes in the physico-chemical conditions of the water column due to inter-annual and multidecadal climate oscillations. Moreover, the sensitivity analysis in which P-I parameters were adjusted by ±1 standard deviation showed the importance of accurately assigning photosynthetic parameters in global and regional calculations of primary production. The assimilation number of the P-I curve showed strong relationships with environmental variables such as temperature and had a practically one-to-one relationship with the magnitude of change in primary production. In the future, such empirical relationships could potentially be used for a more dynamic assignment of photosynthetic rates in the estimation of global primary production. Relationships between the initial slope of the P-I curve and environmental variables were more elusive.Fil: Kulk, Gemma. Plymouth Marine Laboratory; Reino UnidoFil: Platt, Trevor. Plymouth Marine Laboratory; Reino UnidoFil: Dingle, James. Plymouth Marine Laboratory; Reino UnidoFil: Jackson, Thomas. Plymouth Marine Laboratory; Reino UnidoFil: Jönsson, Bror F.. Plymouth Marine Laboratory; Reino UnidoFil: Bouman, Heather A.. University of Oxford; Reino UnidoFil: Babin, Marcel. Observatoire Océanologique de Villefranche Sur Mer; FranciaFil: Brewin, Robert J. W.. University of Exeter; Reino UnidoFil: Doblin, Martina. University of Technology Sydney; AustraliaFil: Estrada, Marta. Consejo Superior de Investigaciones Científicas. Instituto de Ciencias del Mar; EspañaFil: Figueiras, Francisco G.. Consejo Superior de Investigaciones Cientificas. Instituto de Investigaciones Marinas.; EspañaFil: Furuya, Ken. University of Tokyo; JapónFil: González-Benítez, Natalia. Universidad Rey Juan Carlos; EspañaFil: Gudfinnsson, Hafsteinn G.. Marine And Freshwater Research Institute; IslandiaFil: Gudmundsson, Kristinn. Marine And Freshwater Research Institute; IslandiaFil: Huang, Bangqin. Xiamen University; ChinaFil: Isada, Tomonori. Hokkaido University; JapónFil: Kovač, Žarko. University of Split; CroaciaFil: Lutz, Vivian Alicia. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; ArgentinaFil: Marañón, Emilio. Universidad de Vigo; EspañaFil: Raman, Mini. Indian Space Research Organization; IndiaFil: Richardson, Katherine. Universidad de Copenhagen; DinamarcaFil: Rozema, Patrick D.. University of Groningen; DinamarcaFil: van de Poll, Willem H.. University of Groningen; DinamarcaFil: Segura, Valeria. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; ArgentinaFil: Tilstone, Gavin H.. Plymouth Marine Laboratory; Reino UnidoFil: Uitz, Julia. Observatoire Océanologique de Villefranche Sur Mer; FranciaFil: van Dongen-Vogels, Virginie. Australian Institute Of Marine Science; AustraliaFil: Yoshikawa, Takashi. The University Of Tokyo; JapónFil: Sathyendranath, Shubha. Plymouth Marine Laboratory; Reino UnidoMultidisciplinary Digital Publishing Institute2020-03info:eu-repo/semantics/articleinfo:eu-repo/semantics/publishedVersionhttp://purl.org/coar/resource_type/c_6501info:ar-repo/semantics/articuloapplication/pdfapplication/pdfhttp://hdl.handle.net/11336/128979Kulk, Gemma; Platt, Trevor; Dingle, James; Jackson, Thomas; Jönsson, Bror F.; et al.; Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades; Multidisciplinary Digital Publishing Institute; Remote Sensing; 12; 5; 3-20202072-4292CONICET DigitalCONICETenginfo:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2072-4292/12/5/826info:eu-repo/semantics/altIdentifier/doi/10.3390/rs12050826info:eu-repo/semantics/openAccesshttps://creativecommons.org/licenses/by-nc-sa/2.5/ar/reponame:CONICET Digital (CONICET)instname:Consejo Nacional de Investigaciones Científicas y Técnicas2025-09-10T13:23:59Zoai:ri.conicet.gov.ar:11336/128979instacron:CONICETInstitucionalhttp://ri.conicet.gov.ar/Organismo científico-tecnológicoNo correspondehttp://ri.conicet.gov.ar/oai/requestdasensio@conicet.gov.ar; lcarlino@conicet.gov.arArgentinaNo correspondeNo correspondeNo correspondeopendoar:34982025-09-10 13:23:59.755CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicasfalse |
dc.title.none.fl_str_mv |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
title |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
spellingShingle |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades Kulk, Gemma CLIMATE CHANGE OCEAN-COLOUR REMOTE-SENSING PHOTOSYNTHESIS PHYTOPLANKTON PRIMARY PRODUCTION |
title_short |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
title_full |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
title_fullStr |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
title_full_unstemmed |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
title_sort |
Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades |
dc.creator.none.fl_str_mv |
Kulk, Gemma Platt, Trevor Dingle, James Jackson, Thomas Jönsson, Bror F. Bouman, Heather A. Babin, Marcel Brewin, Robert J. W. Doblin, Martina Estrada, Marta Figueiras, Francisco G. Furuya, Ken González-Benítez, Natalia Gudfinnsson, Hafsteinn G. Gudmundsson, Kristinn Huang, Bangqin Isada, Tomonori Kovač, Žarko Lutz, Vivian Alicia Marañón, Emilio Raman, Mini Richardson, Katherine Rozema, Patrick D. van de Poll, Willem H. Segura, Valeria Tilstone, Gavin H. Uitz, Julia van Dongen-Vogels, Virginie Yoshikawa, Takashi Sathyendranath, Shubha |
author |
Kulk, Gemma |
author_facet |
Kulk, Gemma Platt, Trevor Dingle, James Jackson, Thomas Jönsson, Bror F. Bouman, Heather A. Babin, Marcel Brewin, Robert J. W. Doblin, Martina Estrada, Marta Figueiras, Francisco G. Furuya, Ken González-Benítez, Natalia Gudfinnsson, Hafsteinn G. Gudmundsson, Kristinn Huang, Bangqin Isada, Tomonori Kovač, Žarko Lutz, Vivian Alicia Marañón, Emilio Raman, Mini Richardson, Katherine Rozema, Patrick D. van de Poll, Willem H. Segura, Valeria Tilstone, Gavin H. Uitz, Julia van Dongen-Vogels, Virginie Yoshikawa, Takashi Sathyendranath, Shubha |
author_role |
author |
author2 |
Platt, Trevor Dingle, James Jackson, Thomas Jönsson, Bror F. Bouman, Heather A. Babin, Marcel Brewin, Robert J. W. Doblin, Martina Estrada, Marta Figueiras, Francisco G. Furuya, Ken González-Benítez, Natalia Gudfinnsson, Hafsteinn G. Gudmundsson, Kristinn Huang, Bangqin Isada, Tomonori Kovač, Žarko Lutz, Vivian Alicia Marañón, Emilio Raman, Mini Richardson, Katherine Rozema, Patrick D. van de Poll, Willem H. Segura, Valeria Tilstone, Gavin H. Uitz, Julia van Dongen-Vogels, Virginie Yoshikawa, Takashi Sathyendranath, Shubha |
author2_role |
author author author author author author author author author author author author author author author author author author author author author author author author author author author author author |
dc.subject.none.fl_str_mv |
CLIMATE CHANGE OCEAN-COLOUR REMOTE-SENSING PHOTOSYNTHESIS PHYTOPLANKTON PRIMARY PRODUCTION |
topic |
CLIMATE CHANGE OCEAN-COLOUR REMOTE-SENSING PHOTOSYNTHESIS PHYTOPLANKTON PRIMARY PRODUCTION |
purl_subject.fl_str_mv |
https://purl.org/becyt/ford/1.5 https://purl.org/becyt/ford/1 |
dc.description.none.fl_txt_mv |
Primary production by marine phytoplankton is one of the largest fluxes of carbon on our planet. In the past few decades, considerable progress has been made in estimating global primary production at high spatial and temporal scales by combining in situ measurements of primary production with remote-sensing observations of phytoplankton biomass. One of the major challenges in this approach lies in the assignment of the appropriate model parameters that define the photosynthetic response of phytoplankton to the light field. In the present study, a global database of in situ measurements of photosynthesis versus irradiance (P-I) parameters and a 20-year record of climate quality satellite observations were used to assess global primary production and its variability with seasons and locations as well as between years. In addition, the sensitivity of the computed primary production to potential changes in the photosynthetic response of phytoplankton cells under changing environmental conditions was investigated. Global annual primary production varied from 38.8 to 42.1 Gt C yr-1 over the period of 1998-2018. Inter-annual changes in global primary production did not follow a linear trend, and regional differences in the magnitude and direction of change in primary production were observed. Trends in primary production followed directly from changes in chlorophyll-a and were related to changes in the physico-chemical conditions of the water column due to inter-annual and multidecadal climate oscillations. Moreover, the sensitivity analysis in which P-I parameters were adjusted by ±1 standard deviation showed the importance of accurately assigning photosynthetic parameters in global and regional calculations of primary production. The assimilation number of the P-I curve showed strong relationships with environmental variables such as temperature and had a practically one-to-one relationship with the magnitude of change in primary production. In the future, such empirical relationships could potentially be used for a more dynamic assignment of photosynthetic rates in the estimation of global primary production. Relationships between the initial slope of the P-I curve and environmental variables were more elusive. Fil: Kulk, Gemma. Plymouth Marine Laboratory; Reino Unido Fil: Platt, Trevor. Plymouth Marine Laboratory; Reino Unido Fil: Dingle, James. Plymouth Marine Laboratory; Reino Unido Fil: Jackson, Thomas. Plymouth Marine Laboratory; Reino Unido Fil: Jönsson, Bror F.. Plymouth Marine Laboratory; Reino Unido Fil: Bouman, Heather A.. University of Oxford; Reino Unido Fil: Babin, Marcel. Observatoire Océanologique de Villefranche Sur Mer; Francia Fil: Brewin, Robert J. W.. University of Exeter; Reino Unido Fil: Doblin, Martina. University of Technology Sydney; Australia Fil: Estrada, Marta. Consejo Superior de Investigaciones Científicas. Instituto de Ciencias del Mar; España Fil: Figueiras, Francisco G.. Consejo Superior de Investigaciones Cientificas. Instituto de Investigaciones Marinas.; España Fil: Furuya, Ken. University of Tokyo; Japón Fil: González-Benítez, Natalia. Universidad Rey Juan Carlos; España Fil: Gudfinnsson, Hafsteinn G.. Marine And Freshwater Research Institute; Islandia Fil: Gudmundsson, Kristinn. Marine And Freshwater Research Institute; Islandia Fil: Huang, Bangqin. Xiamen University; China Fil: Isada, Tomonori. Hokkaido University; Japón Fil: Kovač, Žarko. University of Split; Croacia Fil: Lutz, Vivian Alicia. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; Argentina Fil: Marañón, Emilio. Universidad de Vigo; España Fil: Raman, Mini. Indian Space Research Organization; India Fil: Richardson, Katherine. Universidad de Copenhagen; Dinamarca Fil: Rozema, Patrick D.. University of Groningen; Dinamarca Fil: van de Poll, Willem H.. University of Groningen; Dinamarca Fil: Segura, Valeria. Instituto Nacional de Investigaciones y Desarrollo Pesquero; Argentina. Consejo Nacional de Investigaciones Científicas y Técnicas. Centro Científico Tecnológico Conicet - Mar del Plata. Instituto de Investigaciones Marinas y Costeras. Universidad Nacional de Mar del Plata. Facultad de Ciencias Exactas y Naturales. Instituto de Investigaciones Marinas y Costeras; Argentina Fil: Tilstone, Gavin H.. Plymouth Marine Laboratory; Reino Unido Fil: Uitz, Julia. Observatoire Océanologique de Villefranche Sur Mer; Francia Fil: van Dongen-Vogels, Virginie. Australian Institute Of Marine Science; Australia Fil: Yoshikawa, Takashi. The University Of Tokyo; Japón Fil: Sathyendranath, Shubha. Plymouth Marine Laboratory; Reino Unido |
description |
Primary production by marine phytoplankton is one of the largest fluxes of carbon on our planet. In the past few decades, considerable progress has been made in estimating global primary production at high spatial and temporal scales by combining in situ measurements of primary production with remote-sensing observations of phytoplankton biomass. One of the major challenges in this approach lies in the assignment of the appropriate model parameters that define the photosynthetic response of phytoplankton to the light field. In the present study, a global database of in situ measurements of photosynthesis versus irradiance (P-I) parameters and a 20-year record of climate quality satellite observations were used to assess global primary production and its variability with seasons and locations as well as between years. In addition, the sensitivity of the computed primary production to potential changes in the photosynthetic response of phytoplankton cells under changing environmental conditions was investigated. Global annual primary production varied from 38.8 to 42.1 Gt C yr-1 over the period of 1998-2018. Inter-annual changes in global primary production did not follow a linear trend, and regional differences in the magnitude and direction of change in primary production were observed. Trends in primary production followed directly from changes in chlorophyll-a and were related to changes in the physico-chemical conditions of the water column due to inter-annual and multidecadal climate oscillations. Moreover, the sensitivity analysis in which P-I parameters were adjusted by ±1 standard deviation showed the importance of accurately assigning photosynthetic parameters in global and regional calculations of primary production. The assimilation number of the P-I curve showed strong relationships with environmental variables such as temperature and had a practically one-to-one relationship with the magnitude of change in primary production. In the future, such empirical relationships could potentially be used for a more dynamic assignment of photosynthetic rates in the estimation of global primary production. Relationships between the initial slope of the P-I curve and environmental variables were more elusive. |
publishDate |
2020 |
dc.date.none.fl_str_mv |
2020-03 |
dc.type.none.fl_str_mv |
info:eu-repo/semantics/article info:eu-repo/semantics/publishedVersion http://purl.org/coar/resource_type/c_6501 info:ar-repo/semantics/articulo |
format |
article |
status_str |
publishedVersion |
dc.identifier.none.fl_str_mv |
http://hdl.handle.net/11336/128979 Kulk, Gemma; Platt, Trevor; Dingle, James; Jackson, Thomas; Jönsson, Bror F.; et al.; Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades; Multidisciplinary Digital Publishing Institute; Remote Sensing; 12; 5; 3-2020 2072-4292 CONICET Digital CONICET |
url |
http://hdl.handle.net/11336/128979 |
identifier_str_mv |
Kulk, Gemma; Platt, Trevor; Dingle, James; Jackson, Thomas; Jönsson, Bror F.; et al.; Primary production, an index of climate change in the ocean: Satellite-based estimates over two decades; Multidisciplinary Digital Publishing Institute; Remote Sensing; 12; 5; 3-2020 2072-4292 CONICET Digital CONICET |
dc.language.none.fl_str_mv |
eng |
language |
eng |
dc.relation.none.fl_str_mv |
info:eu-repo/semantics/altIdentifier/url/https://www.mdpi.com/2072-4292/12/5/826 info:eu-repo/semantics/altIdentifier/doi/10.3390/rs12050826 |
dc.rights.none.fl_str_mv |
info:eu-repo/semantics/openAccess https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
eu_rights_str_mv |
openAccess |
rights_invalid_str_mv |
https://creativecommons.org/licenses/by-nc-sa/2.5/ar/ |
dc.format.none.fl_str_mv |
application/pdf application/pdf |
dc.publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute |
publisher.none.fl_str_mv |
Multidisciplinary Digital Publishing Institute |
dc.source.none.fl_str_mv |
reponame:CONICET Digital (CONICET) instname:Consejo Nacional de Investigaciones Científicas y Técnicas |
reponame_str |
CONICET Digital (CONICET) |
collection |
CONICET Digital (CONICET) |
instname_str |
Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.name.fl_str_mv |
CONICET Digital (CONICET) - Consejo Nacional de Investigaciones Científicas y Técnicas |
repository.mail.fl_str_mv |
dasensio@conicet.gov.ar; lcarlino@conicet.gov.ar |
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1842981327758950400 |
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12.48226 |