Skilful prediction of cod stocks in the North and Barents Sea a decade in advance

Reliable information about the future state of the ocean and fish stocks is necessary for informed decision-making by fisheries scientists, managers and the industry. However, decadal regional ocean climate and fish stock predictions have until now had low forecast skill. Here, we provide skilful fo...

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Published in:Communications Earth & Environment
Main Authors: Koul, Vimal, Sguotti, Camilla, Årthun, Marius, Brune, Sebastian, Dusterhus, Andre, Bogstad, Bjarte, Ottersen, Geir, Baehr, Johanna, Schrum, Corinna
Format: Article in Journal/Newspaper
Language:English
Published: Nature Research 2021
Subjects:
Online Access:https://hdl.handle.net/11250/2829799
https://doi.org/10.1038/s43247-021-00207-6
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spelling ftunivbergen:oai:bora.uib.no:11250/2829799 2023-05-15T14:30:27+02:00 Skilful prediction of cod stocks in the North and Barents Sea a decade in advance Koul, Vimal Sguotti, Camilla Årthun, Marius Brune, Sebastian Dusterhus, Andre Bogstad, Bjarte Ottersen, Geir Baehr, Johanna Schrum, Corinna 2021 application/pdf https://hdl.handle.net/11250/2829799 https://doi.org/10.1038/s43247-021-00207-6 eng eng Nature Research EC/H2020/727890 Norges forskningsråd: 288192 urn:issn:2662-4435 https://hdl.handle.net/11250/2829799 https://doi.org/10.1038/s43247-021-00207-6 cristin:1951651 Communications Earth & Environment. 2021, 2, 140. Navngivelse 4.0 Internasjonal http://creativecommons.org/licenses/by/4.0/deed.no Copyright The Author(s) 2021 140 Communications Earth & Environment 2 Journal article Peer reviewed 2021 ftunivbergen https://doi.org/10.1038/s43247-021-00207-6 2023-03-14T17:39:34Z Reliable information about the future state of the ocean and fish stocks is necessary for informed decision-making by fisheries scientists, managers and the industry. However, decadal regional ocean climate and fish stock predictions have until now had low forecast skill. Here, we provide skilful forecasts of the biomass of cod stocks in the North and Barents Seas a decade in advance. We develop a unified dynamical-statistical prediction system wherein statistical models link future stock biomass to dynamical predictions of sea surface temperature, while also considering different fishing mortalities. Our retrospective forecasts provide estimates of past performance of our models and they suggest differences in the source of prediction skill between the two cod stocks. We forecast the continuation of unfavorable oceanic conditions for the North Sea cod in the coming decade, which would inhibit its recovery at present fishing levels, and a decrease in Northeast Arctic cod stock compared to the recent high levels. publishedVersion Article in Journal/Newspaper Arctic cod Arctic Barents Sea Northeast Arctic cod University of Bergen: Bergen Open Research Archive (BORA-UiB) Arctic Barents Sea Communications Earth & Environment 2 1
institution Open Polar
collection University of Bergen: Bergen Open Research Archive (BORA-UiB)
op_collection_id ftunivbergen
language English
description Reliable information about the future state of the ocean and fish stocks is necessary for informed decision-making by fisheries scientists, managers and the industry. However, decadal regional ocean climate and fish stock predictions have until now had low forecast skill. Here, we provide skilful forecasts of the biomass of cod stocks in the North and Barents Seas a decade in advance. We develop a unified dynamical-statistical prediction system wherein statistical models link future stock biomass to dynamical predictions of sea surface temperature, while also considering different fishing mortalities. Our retrospective forecasts provide estimates of past performance of our models and they suggest differences in the source of prediction skill between the two cod stocks. We forecast the continuation of unfavorable oceanic conditions for the North Sea cod in the coming decade, which would inhibit its recovery at present fishing levels, and a decrease in Northeast Arctic cod stock compared to the recent high levels. publishedVersion
format Article in Journal/Newspaper
author Koul, Vimal
Sguotti, Camilla
Årthun, Marius
Brune, Sebastian
Dusterhus, Andre
Bogstad, Bjarte
Ottersen, Geir
Baehr, Johanna
Schrum, Corinna
spellingShingle Koul, Vimal
Sguotti, Camilla
Årthun, Marius
Brune, Sebastian
Dusterhus, Andre
Bogstad, Bjarte
Ottersen, Geir
Baehr, Johanna
Schrum, Corinna
Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
author_facet Koul, Vimal
Sguotti, Camilla
Årthun, Marius
Brune, Sebastian
Dusterhus, Andre
Bogstad, Bjarte
Ottersen, Geir
Baehr, Johanna
Schrum, Corinna
author_sort Koul, Vimal
title Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
title_short Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
title_full Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
title_fullStr Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
title_full_unstemmed Skilful prediction of cod stocks in the North and Barents Sea a decade in advance
title_sort skilful prediction of cod stocks in the north and barents sea a decade in advance
publisher Nature Research
publishDate 2021
url https://hdl.handle.net/11250/2829799
https://doi.org/10.1038/s43247-021-00207-6
geographic Arctic
Barents Sea
geographic_facet Arctic
Barents Sea
genre Arctic cod
Arctic
Barents Sea
Northeast Arctic cod
genre_facet Arctic cod
Arctic
Barents Sea
Northeast Arctic cod
op_source 140
Communications Earth & Environment
2
op_relation EC/H2020/727890
Norges forskningsråd: 288192
urn:issn:2662-4435
https://hdl.handle.net/11250/2829799
https://doi.org/10.1038/s43247-021-00207-6
cristin:1951651
Communications Earth & Environment. 2021, 2, 140.
op_rights Navngivelse 4.0 Internasjonal
http://creativecommons.org/licenses/by/4.0/deed.no
Copyright The Author(s) 2021
op_doi https://doi.org/10.1038/s43247-021-00207-6
container_title Communications Earth & Environment
container_volume 2
container_issue 1
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