Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST
International audience We demonstrate in this paper that conventional time-averaged decadal hindcast skill estimates can overestimate or underestimate the credibility of an individual decadal climate forecast. We show that hindcast skill in a long period can be higher or lower than skill in its subp...
Published in: | Geophysical Research Letters |
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Main Authors: | , , , , |
Other Authors: | , , , , , , , , , , |
Format: | Article in Journal/Newspaper |
Language: | English |
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CCSD
2019
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Subjects: | |
Online Access: | https://hal.sorbonne-universite.fr/hal-02363813 https://hal.sorbonne-universite.fr/hal-02363813v1/document https://hal.sorbonne-universite.fr/hal-02363813v1/file/Borchert_et_al-2019-Geophysical_Research_Letters%281%29.pdf https://doi.org/10.1029/2019GL084758 |
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author | Borchert, Leonard F. Düsterhus, André Brune, Sebastian Müller, Wolfgang Baehr, Johanna |
author2 | Max Planck Institute for Meteorology (MPI-M) Max-Planck-Gesellschaft Universität Hamburg = University of Hamburg (UHH) Océan et variabilité du climat (LOCEAN-VARCLIM) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS-PSL) Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-École polytechnique (X) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-École normale supérieure - Paris (ENS-PSL) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité) |
author_facet | Borchert, Leonard F. Düsterhus, André Brune, Sebastian Müller, Wolfgang Baehr, Johanna |
author_sort | Borchert, Leonard F. |
collection | École Polytechnique, Université Paris-Saclay: HAL |
container_issue | 20 |
container_start_page | 11444 |
container_title | Geophysical Research Letters |
container_volume | 46 |
description | International audience We demonstrate in this paper that conventional time-averaged decadal hindcast skill estimates can overestimate or underestimate the credibility of an individual decadal climate forecast. We show that hindcast skill in a long period can be higher or lower than skill in its subperiods. Instead of using time-averaged hindcast skill measures, we propose to use the physical state of the climate system at the beginning of the forecast to judge its credibility. We analyze hindcasts of North Atlantic sea surface temperature (SST) in an initialized prediction system based on the MPI-ESM-LR for the period 1901-2010. Subpolar North Atlantic Ocean heat transport (OHT) strength at hindcast initialization largely determines the skill of these hindcasts: We find high skill after anomalously strong or weak OHT, but low skill after average OHT. This knowledge can be used to constrain conventional hindcast skill estimates to improve the assessment of credibility for a decadal forecast. Plain Language Summary Credible predictions of climate up to 10 years into the future, so-called decadal climate predictions, can be a potent tool for decision makers. However, previous work indicated that such predictions are sometimes credible and sometimes not. This study illustrates that knowing the physical state of the climate system at the start of a decadal climate prediction helps assessing the credibility of that prediction. Analyzing sea surface temperature in the North Atlantic as a case study, we show that northward heat transport in the ocean provides a good indicator of the credibility of decadal predictions in the North Atlantic. Unlike previous studies, we do not only analyze time-averaged prediction credibility, but look at individual predictions in the past. This makes our findings particularly relevant for individual forecasts and decision makers. |
format | Article in Journal/Newspaper |
genre | North Atlantic |
genre_facet | North Atlantic |
id | ftepunivpsaclay:oai:HAL:hal-02363813v1 |
institution | Open Polar |
language | English |
op_collection_id | ftepunivpsaclay |
op_container_end_page | 11454 |
op_doi | https://doi.org/10.1029/2019GL084758 |
op_relation | info:eu-repo/semantics/altIdentifier/doi/10.1029/2019GL084758 doi:10.1029/2019GL084758 WOS: 000497365500055 |
op_rights | info:eu-repo/semantics/OpenAccess |
op_source | ISSN: 0094-8276 EISSN: 1944-8007 Geophysical Research Letters https://hal.sorbonne-universite.fr/hal-02363813 Geophysical Research Letters, 2019, 46 (20), pp.11444-11454. ⟨10.1029/2019GL084758⟩ |
publishDate | 2019 |
publisher | CCSD |
record_format | openpolar |
spelling | ftepunivpsaclay:oai:HAL:hal-02363813v1 2025-05-18T14:04:41+00:00 Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST Borchert, Leonard F. Düsterhus, André Brune, Sebastian Müller, Wolfgang Baehr, Johanna Max Planck Institute for Meteorology (MPI-M) Max-Planck-Gesellschaft Universität Hamburg = University of Hamburg (UHH) Océan et variabilité du climat (LOCEAN-VARCLIM) Laboratoire d'Océanographie et du Climat : Expérimentations et Approches Numériques (LOCEAN) Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) École normale supérieure - Paris (ENS-PSL) Université Paris Sciences et Lettres (PSL)-Université Paris Sciences et Lettres (PSL)-Université de Versailles Saint-Quentin-en-Yvelines (UVSQ)-Commissariat à l'énergie atomique et aux énergies alternatives (CEA)-Institut national des sciences de l'Univers (INSU - CNRS)-École polytechnique (X) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-École normale supérieure - Paris (ENS-PSL) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité)-Muséum national d'Histoire naturelle (MNHN)-Institut de Recherche pour le Développement (IRD)-Institut national des sciences de l'Univers (INSU - CNRS)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Institut Pierre-Simon-Laplace (IPSL (FR_636)) Institut Polytechnique de Paris (IP Paris)-Institut Polytechnique de Paris (IP Paris)-Centre National d'Études Spatiales Toulouse (CNES)-Sorbonne Université (SU)-Centre National de la Recherche Scientifique (CNRS)-Université Paris Cité (UPCité) 2019-10-28 https://hal.sorbonne-universite.fr/hal-02363813 https://hal.sorbonne-universite.fr/hal-02363813v1/document https://hal.sorbonne-universite.fr/hal-02363813v1/file/Borchert_et_al-2019-Geophysical_Research_Letters%281%29.pdf https://doi.org/10.1029/2019GL084758 en eng CCSD American Geophysical Union info:eu-repo/semantics/altIdentifier/doi/10.1029/2019GL084758 doi:10.1029/2019GL084758 WOS: 000497365500055 info:eu-repo/semantics/OpenAccess ISSN: 0094-8276 EISSN: 1944-8007 Geophysical Research Letters https://hal.sorbonne-universite.fr/hal-02363813 Geophysical Research Letters, 2019, 46 (20), pp.11444-11454. ⟨10.1029/2019GL084758⟩ [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.STU.CL]Sciences of the Universe [physics]/Earth Sciences/Climatology info:eu-repo/semantics/article Journal articles 2019 ftepunivpsaclay https://doi.org/10.1029/2019GL084758 2025-04-23T04:20:10Z International audience We demonstrate in this paper that conventional time-averaged decadal hindcast skill estimates can overestimate or underestimate the credibility of an individual decadal climate forecast. We show that hindcast skill in a long period can be higher or lower than skill in its subperiods. Instead of using time-averaged hindcast skill measures, we propose to use the physical state of the climate system at the beginning of the forecast to judge its credibility. We analyze hindcasts of North Atlantic sea surface temperature (SST) in an initialized prediction system based on the MPI-ESM-LR for the period 1901-2010. Subpolar North Atlantic Ocean heat transport (OHT) strength at hindcast initialization largely determines the skill of these hindcasts: We find high skill after anomalously strong or weak OHT, but low skill after average OHT. This knowledge can be used to constrain conventional hindcast skill estimates to improve the assessment of credibility for a decadal forecast. Plain Language Summary Credible predictions of climate up to 10 years into the future, so-called decadal climate predictions, can be a potent tool for decision makers. However, previous work indicated that such predictions are sometimes credible and sometimes not. This study illustrates that knowing the physical state of the climate system at the start of a decadal climate prediction helps assessing the credibility of that prediction. Analyzing sea surface temperature in the North Atlantic as a case study, we show that northward heat transport in the ocean provides a good indicator of the credibility of decadal predictions in the North Atlantic. Unlike previous studies, we do not only analyze time-averaged prediction credibility, but look at individual predictions in the past. This makes our findings particularly relevant for individual forecasts and decision makers. Article in Journal/Newspaper North Atlantic École Polytechnique, Université Paris-Saclay: HAL Geophysical Research Letters 46 20 11444 11454 |
spellingShingle | [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.STU.CL]Sciences of the Universe [physics]/Earth Sciences/Climatology Borchert, Leonard F. Düsterhus, André Brune, Sebastian Müller, Wolfgang Baehr, Johanna Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title | Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title_full | Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title_fullStr | Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title_full_unstemmed | Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title_short | Forecast-Oriented Assessment of Decadal Hindcast Skill for North Atlantic SST |
title_sort | forecast-oriented assessment of decadal hindcast skill for north atlantic sst |
topic | [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.STU.CL]Sciences of the Universe [physics]/Earth Sciences/Climatology |
topic_facet | [SDU.OCEAN]Sciences of the Universe [physics]/Ocean Atmosphere [SDU.STU.CL]Sciences of the Universe [physics]/Earth Sciences/Climatology |
url | https://hal.sorbonne-universite.fr/hal-02363813 https://hal.sorbonne-universite.fr/hal-02363813v1/document https://hal.sorbonne-universite.fr/hal-02363813v1/file/Borchert_et_al-2019-Geophysical_Research_Letters%281%29.pdf https://doi.org/10.1029/2019GL084758 |