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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Main Authors: Cecile S. Rousseaux, Watson W. Gregg, Lesley Ott
Format: Article
Language:English
Published: MDPI AG 2021-03-01
Series:Remote Sensing
Subjects:
Online Access:https://www.mdpi.com/2072-4292/13/6/1051
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spelling doaj-626e64cf969f42c697bc566e3c7e146c2021-03-11T00:05:18ZengMDPI AGRemote Sensing2072-42922021-03-01131051105110.3390/rs13061051Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic OceansCecile S. Rousseaux0Watson W. Gregg1Lesley Ott2Universities Space Research Association, Columbia, MD 21046, USAGlobal Modeling and Assimilation Office, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USAGlobal Modeling and Assimilation Office, NASA Goddard Space Flight Center, Greenbelt, MD 20771, USAWhile 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<sup>−1</sup>) in the Equatorial regions compared to the higher latitudes (range from 0.05 up to 0.13 µg chl L<sup>−1</sup>). 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.https://www.mdpi.com/2072-4292/13/6/1051ocean biogeochemistryseasonal forecastocean colorchlorophyll
collection DOAJ
language English
format Article
sources DOAJ
author Cecile S. Rousseaux
Watson W. Gregg
Lesley Ott
spellingShingle Cecile S. Rousseaux
Watson W. Gregg
Lesley Ott
Assessing the Skills of a Seasonal Forecast of Chlorophyll in the Global Pelagic Oceans
Remote Sensing
ocean biogeochemistry
seasonal forecast
ocean color
chlorophyll
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 MDPI AG
series Remote Sensing
issn 2072-4292
publishDate 2021-03-01
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<sup>−1</sup>) in the Equatorial regions compared to the higher latitudes (range from 0.05 up to 0.13 µg chl L<sup>−1</sup>). 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.
topic ocean biogeochemistry
seasonal forecast
ocean color
chlorophyll
url https://www.mdpi.com/2072-4292/13/6/1051
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