Causal associations and predictability of the summer East Atlantic teleconnection

We apply Causal Effect Networks to evaluate the influence of spring North Atlantic extratropical surface temperatures (SST) on the summer East Atlantic Pattern (EA) seasonal predictability during the 20th century. We find in the ERA-20C reanalysis that a meridional SST gradient in spring (SST index)...

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Main Authors: Carvalho-Oliveira, Julianna, di Capua, Giorgia, Borchert, Leonard, Donner, Reik, Baehr, Johanna
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2023
Subjects:
Online Access:https://doi.org/10.5194/egusphere-2023-1412
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00067997 2023-08-27T04:11:03+02:00 Causal associations and predictability of the summer East Atlantic teleconnection Carvalho-Oliveira, Julianna di Capua, Giorgia Borchert, Leonard Donner, Reik Baehr, Johanna 2023-08 electronic https://doi.org/10.5194/egusphere-2023-1412 https://noa.gwlb.de/receive/cop_mods_00067997 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066434/egusphere-2023-1412.pdf https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412.pdf eng eng Copernicus Publications https://doi.org/10.5194/egusphere-2023-1412 https://noa.gwlb.de/receive/cop_mods_00067997 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066434/egusphere-2023-1412.pdf https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess article Verlagsveröffentlichung article Text doc-type:article 2023 ftnonlinearchiv https://doi.org/10.5194/egusphere-2023-1412 2023-08-06T23:19:55Z We apply Causal Effect Networks to evaluate the influence of spring North Atlantic extratropical surface temperatures (SST) on the summer East Atlantic Pattern (EA) seasonal predictability during the 20th century. We find in the ERA-20C reanalysis that a meridional SST gradient in spring (SST index) causally influences the summer EA, with an estimated causal effect expressed by a β-coefficient of about 0.2 (a 1 standard deviation change in spring SST index causes a 0.2 standard deviation change in the EA 3–4 months later). We only find this link to be causal, however, during the period 1958–2008. When performing the analysis on 45-year-long timeseries randomly sampled in this late period, we find the strength of the causal link to be affected by interannual variability, suggesting a potential modulation by an external physical mechanism. In addition to the summer EA, we find that spring SST has an estimated causal effect of about -0.2 on summer 2-metre air temperatures over northwestern Europe, possibly mediated by summer EA. We then use a pre-industrial and a historical simulation, as well as a 30-member initialised seasonal prediction ensemble with MPI-ESM-MR to test the model performance in reproducing the detected causal links in ERA-20C and to evaluate whether this performance might leave an imprint in the model predictive skill of European summer climate. We find that while MPI-ESM-MR is mostly unable to reproduce the causal link between spring SST and the summer EA among the different datasets, the 30-member initialised ensemble can moderately reproduce a causal link between spring SST and summer 2-metre air temperatures over a region west of the British Isles. We perform a predictive skill assessment conditioned on the spring SST causal links for July–August sea level pressure, 500 hPa geopotential height and 2-metre air temperatures for predictions initialised in May. Our results suggest that MPI-ESM-MR's performance in reproducing the spring SST causal links constrains the seasonal prediction skill of ... Article in Journal/Newspaper North Atlantic Niedersächsisches Online-Archiv NOA
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Carvalho-Oliveira, Julianna
di Capua, Giorgia
Borchert, Leonard
Donner, Reik
Baehr, Johanna
Causal associations and predictability of the summer East Atlantic teleconnection
topic_facet article
Verlagsveröffentlichung
description We apply Causal Effect Networks to evaluate the influence of spring North Atlantic extratropical surface temperatures (SST) on the summer East Atlantic Pattern (EA) seasonal predictability during the 20th century. We find in the ERA-20C reanalysis that a meridional SST gradient in spring (SST index) causally influences the summer EA, with an estimated causal effect expressed by a β-coefficient of about 0.2 (a 1 standard deviation change in spring SST index causes a 0.2 standard deviation change in the EA 3–4 months later). We only find this link to be causal, however, during the period 1958–2008. When performing the analysis on 45-year-long timeseries randomly sampled in this late period, we find the strength of the causal link to be affected by interannual variability, suggesting a potential modulation by an external physical mechanism. In addition to the summer EA, we find that spring SST has an estimated causal effect of about -0.2 on summer 2-metre air temperatures over northwestern Europe, possibly mediated by summer EA. We then use a pre-industrial and a historical simulation, as well as a 30-member initialised seasonal prediction ensemble with MPI-ESM-MR to test the model performance in reproducing the detected causal links in ERA-20C and to evaluate whether this performance might leave an imprint in the model predictive skill of European summer climate. We find that while MPI-ESM-MR is mostly unable to reproduce the causal link between spring SST and the summer EA among the different datasets, the 30-member initialised ensemble can moderately reproduce a causal link between spring SST and summer 2-metre air temperatures over a region west of the British Isles. We perform a predictive skill assessment conditioned on the spring SST causal links for July–August sea level pressure, 500 hPa geopotential height and 2-metre air temperatures for predictions initialised in May. Our results suggest that MPI-ESM-MR's performance in reproducing the spring SST causal links constrains the seasonal prediction skill of ...
format Article in Journal/Newspaper
author Carvalho-Oliveira, Julianna
di Capua, Giorgia
Borchert, Leonard
Donner, Reik
Baehr, Johanna
author_facet Carvalho-Oliveira, Julianna
di Capua, Giorgia
Borchert, Leonard
Donner, Reik
Baehr, Johanna
author_sort Carvalho-Oliveira, Julianna
title Causal associations and predictability of the summer East Atlantic teleconnection
title_short Causal associations and predictability of the summer East Atlantic teleconnection
title_full Causal associations and predictability of the summer East Atlantic teleconnection
title_fullStr Causal associations and predictability of the summer East Atlantic teleconnection
title_full_unstemmed Causal associations and predictability of the summer East Atlantic teleconnection
title_sort causal associations and predictability of the summer east atlantic teleconnection
publisher Copernicus Publications
publishDate 2023
url https://doi.org/10.5194/egusphere-2023-1412
https://noa.gwlb.de/receive/cop_mods_00067997
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066434/egusphere-2023-1412.pdf
https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412.pdf
genre North Atlantic
genre_facet North Atlantic
op_relation https://doi.org/10.5194/egusphere-2023-1412
https://noa.gwlb.de/receive/cop_mods_00067997
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00066434/egusphere-2023-1412.pdf
https://egusphere.copernicus.org/preprints/2023/egusphere-2023-1412/egusphere-2023-1412.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/egusphere-2023-1412
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