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 Portfolio 2021
Subjects:
Online Access:http://hdl.handle.net/10852/89333
http://urn.nb.no/URN:NBN:no-91943
https://doi.org/10.1038/s43247-021-00207-6
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author Koul, Vimal
Sguotti, Camilla
Årthun, Marius
Brune, Sebastian
Dusterhus, Andre
Bogstad, Bjarte
Ottersen, Geir
Baehr, Johanna
Schrum, Corinna
author_facet Koul, Vimal
Sguotti, Camilla
Årthun, Marius
Brune, Sebastian
Dusterhus, Andre
Bogstad, Bjarte
Ottersen, Geir
Baehr, Johanna
Schrum, Corinna
author_sort Koul, Vimal
collection Universitet i Oslo: Digitale utgivelser ved UiO (DUO)
container_issue 1
container_title Communications Earth & Environment
container_volume 2
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. North Sea cod stock may not recover in the decade 2020-2030 while Northeast Arctic cod biomass is also predicted to decline but will be better able to recover, according to an integration of statistical fisheries models and climate predictions
format Article in Journal/Newspaper
genre Arctic cod
Arctic
Barents Sea
Northeast Arctic cod
genre_facet Arctic cod
Arctic
Barents Sea
Northeast Arctic cod
geographic Arctic
Barents Sea
geographic_facet Arctic
Barents Sea
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institution Open Polar
language English
op_collection_id ftoslouniv
op_doi https://doi.org/10.1038/s43247-021-00207-6
op_relation EC/H2020/727890
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http://urn.nb.no/URN:NBN:no-91943
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. Communications Earth & Environment. 2021, 2(1)
http://hdl.handle.net/10852/89333
1951651
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Communications Earth & Environment
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https://doi.org/10.1038/s43247-021-00207-6
URN:NBN:no-91943
Fulltext https://www.duo.uio.no/bitstream/handle/10852/89333/2/s43247-021-00207-6.pdf
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spelling ftoslouniv:oai:www.duo.uio.no:10852/89333 2025-01-16T19:59:55+00:00 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 2021-11-05T09:41:49Z http://hdl.handle.net/10852/89333 http://urn.nb.no/URN:NBN:no-91943 https://doi.org/10.1038/s43247-021-00207-6 EN eng Nature Portfolio EC/H2020/727890 NFR/288192 http://urn.nb.no/URN:NBN:no-91943 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. Communications Earth & Environment. 2021, 2(1) http://hdl.handle.net/10852/89333 1951651 info:ofi/fmt:kev:mtx:ctx&ctx_ver=Z39.88-2004&rft_val_fmt=info:ofi/fmt:kev:mtx:journal&rft.jtitle=Communications Earth & Environment&rft.volume=2&rft.spage=&rft.date=2021 Communications Earth & Environment 2 1 10 https://doi.org/10.1038/s43247-021-00207-6 URN:NBN:no-91943 Fulltext https://www.duo.uio.no/bitstream/handle/10852/89333/2/s43247-021-00207-6.pdf Attribution 4.0 International https://creativecommons.org/licenses/by/4.0/ CC-BY 2662-4435 Journal article Tidsskriftartikkel Peer reviewed PublishedVersion 2021 ftoslouniv https://doi.org/10.1038/s43247-021-00207-6 2021-12-01T23:32:32Z 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. North Sea cod stock may not recover in the decade 2020-2030 while Northeast Arctic cod biomass is also predicted to decline but will be better able to recover, according to an integration of statistical fisheries models and climate predictions Article in Journal/Newspaper Arctic cod Arctic Barents Sea Northeast Arctic cod Universitet i Oslo: Digitale utgivelser ved UiO (DUO) Arctic Barents Sea Communications Earth & Environment 2 1
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
title 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_short 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
url http://hdl.handle.net/10852/89333
http://urn.nb.no/URN:NBN:no-91943
https://doi.org/10.1038/s43247-021-00207-6