Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans

While forecasts of atmospheric variables, and to a lesser degree ocean circulation, are relatively common, the forecast of biogeochemical conditions is still in its infancy. Using a dynamical ocean biogeochemical forecast forced by seasonal forecasts of atmospheric and physical ocean variables, we p...

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Published in:Remote Sensing
Main Authors: Cecile S. Rousseaux, Watson W. Gregg, Lesley Ott
Format: Text
Language:English
Published: Multidisciplinary Digital Publishing Institute 2021
Subjects:
Online Access:https://doi.org/10.3390/rs13061051
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spelling ftmdpi:oai:mdpi.com:/2072-4292/13/6/1051/ 2023-08-20T04:08:22+02:00 Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans Cecile S. Rousseaux Watson W. Gregg Lesley Ott agris 2021-03-10 application/pdf https://doi.org/10.3390/rs13061051 EN eng Multidisciplinary Digital Publishing Institute Ocean Remote Sensing https://dx.doi.org/10.3390/rs13061051 https://creativecommons.org/licenses/by/4.0/ Remote Sensing; Volume 13; Issue 6; Pages: 1051 ocean biogeochemistry seasonal forecast ocean color chlorophyll Text 2021 ftmdpi https://doi.org/10.3390/rs13061051 2023-08-01T01:15:07Z While forecasts of atmospheric variables, and to a lesser degree ocean circulation, are relatively common, the forecast of biogeochemical conditions is still in its infancy. Using a dynamical ocean biogeochemical forecast forced by seasonal forecasts of atmospheric and physical ocean variables, we produce seasonal predictions of chlorophyll concentration at the global scale. Results show significant Anomaly Correlation Coefficients (ACCs) for the majority of regions (11 out of the 12 regions for the 1-month lead forecast). Root mean square errors are smaller (<0.05 µg chlorophyll (chl) L−1) in the Equatorial regions compared to the higher latitudes (range from 0.05 up to 0.13 µg chl L−1). The forecast for all regions except three (North Atlantic, South Pacific and North Indian) are within the Semi-Interquartile Range of the satellite chlorophyll concentration (Suomi-National Polar-orbiting Partnership (NPP), 27.9%). This suggests the potential for skillful global biogeochemical forecasts on seasonal timescales of chlorophyll, primary production and harmful algal blooms that could support fisheries management and other applications. Text North Atlantic MDPI Open Access Publishing Pacific Indian Remote Sensing 13 6 1051
institution Open Polar
collection MDPI Open Access Publishing
op_collection_id ftmdpi
language English
topic ocean biogeochemistry
seasonal forecast
ocean color
chlorophyll
spellingShingle ocean biogeochemistry
seasonal forecast
ocean color
chlorophyll
Cecile S. Rousseaux
Watson W. Gregg
Lesley Ott
Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
topic_facet ocean biogeochemistry
seasonal forecast
ocean color
chlorophyll
description While forecasts of atmospheric variables, and to a lesser degree ocean circulation, are relatively common, the forecast of biogeochemical conditions is still in its infancy. Using a dynamical ocean biogeochemical forecast forced by seasonal forecasts of atmospheric and physical ocean variables, we produce seasonal predictions of chlorophyll concentration at the global scale. Results show significant Anomaly Correlation Coefficients (ACCs) for the majority of regions (11 out of the 12 regions for the 1-month lead forecast). Root mean square errors are smaller (<0.05 µg chlorophyll (chl) L−1) in the Equatorial regions compared to the higher latitudes (range from 0.05 up to 0.13 µg chl L−1). The forecast for all regions except three (North Atlantic, South Pacific and North Indian) are within the Semi-Interquartile Range of the satellite chlorophyll concentration (Suomi-National Polar-orbiting Partnership (NPP), 27.9%). This suggests the potential for skillful global biogeochemical forecasts on seasonal timescales of chlorophyll, primary production and harmful algal blooms that could support fisheries management and other applications.
format Text
author Cecile S. Rousseaux
Watson W. Gregg
Lesley Ott
author_facet Cecile S. Rousseaux
Watson W. Gregg
Lesley Ott
author_sort Cecile S. Rousseaux
title Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
title_short Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
title_full Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
title_fullStr Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
title_full_unstemmed Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
title_sort assessing the skills of a seasonal forecast of chlorophyll in the global pelagic oceans
publisher Multidisciplinary Digital Publishing Institute
publishDate 2021
url https://doi.org/10.3390/rs13061051
op_coverage agris
geographic Pacific
Indian
geographic_facet Pacific
Indian
genre North Atlantic
genre_facet North Atlantic
op_source Remote Sensing; Volume 13; Issue 6; Pages: 1051
op_relation Ocean Remote Sensing
https://dx.doi.org/10.3390/rs13061051
op_rights https://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.3390/rs13061051
container_title Remote Sensing
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