Assessing causal dependencies in climatic indices

We evaluate causal dependencies between thirteen indices that represent large-scale climate patterns (El Nino/Southern Oscillation, the North Atlantic Oscillation, the Pacifc Decadal Oscillation, etc.) using a recently proposed approach based on a linear approximation of the transfer entropy. We dem...

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Published in:Climate Dynamics
Main Authors: Silini, Riccardo, Tirabassi, Giulio, Barreiro Parrillo, Marcelo, Masoller Alonso, Cristina, Ferranti, Laura
Other Authors: Universitat Politècnica de Catalunya. Departament de Física, Universitat Politècnica de Catalunya. DONLL - Dinàmica no Lineal, Òptica no Lineal i Làsers
Format: Article in Journal/Newspaper
Language:English
Published: 2023
Subjects:
Online Access:http://hdl.handle.net/2117/379385
https://doi.org/10.1007/s00382-022-06562-0
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spelling ftupcatalunyair:oai:upcommons.upc.edu:2117/379385 2023-07-30T04:05:17+02:00 Assessing causal dependencies in climatic indices Silini, Riccardo Tirabassi, Giulio Barreiro Parrillo, Marcelo Masoller Alonso, Cristina Ferranti, Laura Universitat Politècnica de Catalunya. Departament de Física Universitat Politècnica de Catalunya. DONLL - Dinàmica no Lineal, Òptica no Lineal i Làsers 2023-07 11 p. application/pdf http://hdl.handle.net/2117/379385 https://doi.org/10.1007/s00382-022-06562-0 eng eng https://link.springer.com/article/10.1007/s00382-022-06562-0 info:eu-repo/grantAgreement/EC/H2020/813844/EU/Climate Advanced Forecasting of sub-seasonal Extremes/CAFE info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2021-123994NB-C21/ES/EXPERIMENTOS Y ANALISIS DE DATOS PARA CARACTERIZAR Y PRONOSTICAR EL COMPORTAMIENTO DE SISTEMAS COMPLEJOS/ Silini, R. [et al.]. Assessing causal dependencies in climatic indices. "Climate dynamics", Juliol 2023, vol. 61, núm. 1-2, p. 79-89. 0930-7575 http://hdl.handle.net/2117/379385 doi:10.1007/s00382-022-06562-0 Attribution 4.0 International http://creativecommons.org/licenses/by/4.0/ Open Access Àrees temàtiques de la UPC::Física Climatology Time--Systems and standards Entropy Dynamic climatology ENSO North Atlantic Oscillation Pacifc Decadal Oscillation Causality Transfer entropy Climatologia Temps--Sistemes i mesures Entropia Climatologia dinàmica Article 2023 ftupcatalunyair https://doi.org/10.1007/s00382-022-06562-0 2023-07-18T23:07:15Z We evaluate causal dependencies between thirteen indices that represent large-scale climate patterns (El Nino/Southern Oscillation, the North Atlantic Oscillation, the Pacifc Decadal Oscillation, etc.) using a recently proposed approach based on a linear approximation of the transfer entropy. We demonstrate that this methodology identifes causal relations that are well-known, as well as it uncovers some relations which, to the best of our knowledge, have not yet been reported in the literature. We also identify signifcant changes in causal dependencies that have occurred in the last three decades. Open Access funding provided thanks to the CRUECSIC agreement with Springer Nature. This work received funding from the European Union’s Horizon 2020 research and innovation program under Grant Agreement No 813844. C.M. also acknowledges funding by the ICREA ACADEMIA program of Generalitat de Catalunya and Ministerio de Ciencia e Innovacion, Spain, project PID2021-123994NB-C21. Peer Reviewed Postprint (published version) Article in Journal/Newspaper North Atlantic North Atlantic oscillation Universitat Politècnica de Catalunya, BarcelonaTech: UPCommons - Global access to UPC knowledge Climate Dynamics
institution Open Polar
collection Universitat Politècnica de Catalunya, BarcelonaTech: UPCommons - Global access to UPC knowledge
op_collection_id ftupcatalunyair
language English
topic Àrees temàtiques de la UPC::Física
Climatology
Time--Systems and standards
Entropy
Dynamic climatology
ENSO
North Atlantic Oscillation
Pacifc Decadal Oscillation
Causality
Transfer entropy
Climatologia
Temps--Sistemes i mesures
Entropia
Climatologia dinàmica
spellingShingle Àrees temàtiques de la UPC::Física
Climatology
Time--Systems and standards
Entropy
Dynamic climatology
ENSO
North Atlantic Oscillation
Pacifc Decadal Oscillation
Causality
Transfer entropy
Climatologia
Temps--Sistemes i mesures
Entropia
Climatologia dinàmica
Silini, Riccardo
Tirabassi, Giulio
Barreiro Parrillo, Marcelo
Masoller Alonso, Cristina
Ferranti, Laura
Assessing causal dependencies in climatic indices
topic_facet Àrees temàtiques de la UPC::Física
Climatology
Time--Systems and standards
Entropy
Dynamic climatology
ENSO
North Atlantic Oscillation
Pacifc Decadal Oscillation
Causality
Transfer entropy
Climatologia
Temps--Sistemes i mesures
Entropia
Climatologia dinàmica
description We evaluate causal dependencies between thirteen indices that represent large-scale climate patterns (El Nino/Southern Oscillation, the North Atlantic Oscillation, the Pacifc Decadal Oscillation, etc.) using a recently proposed approach based on a linear approximation of the transfer entropy. We demonstrate that this methodology identifes causal relations that are well-known, as well as it uncovers some relations which, to the best of our knowledge, have not yet been reported in the literature. We also identify signifcant changes in causal dependencies that have occurred in the last three decades. Open Access funding provided thanks to the CRUECSIC agreement with Springer Nature. This work received funding from the European Union’s Horizon 2020 research and innovation program under Grant Agreement No 813844. C.M. also acknowledges funding by the ICREA ACADEMIA program of Generalitat de Catalunya and Ministerio de Ciencia e Innovacion, Spain, project PID2021-123994NB-C21. Peer Reviewed Postprint (published version)
author2 Universitat Politècnica de Catalunya. Departament de Física
Universitat Politècnica de Catalunya. DONLL - Dinàmica no Lineal, Òptica no Lineal i Làsers
format Article in Journal/Newspaper
author Silini, Riccardo
Tirabassi, Giulio
Barreiro Parrillo, Marcelo
Masoller Alonso, Cristina
Ferranti, Laura
author_facet Silini, Riccardo
Tirabassi, Giulio
Barreiro Parrillo, Marcelo
Masoller Alonso, Cristina
Ferranti, Laura
author_sort Silini, Riccardo
title Assessing causal dependencies in climatic indices
title_short Assessing causal dependencies in climatic indices
title_full Assessing causal dependencies in climatic indices
title_fullStr Assessing causal dependencies in climatic indices
title_full_unstemmed Assessing causal dependencies in climatic indices
title_sort assessing causal dependencies in climatic indices
publishDate 2023
url http://hdl.handle.net/2117/379385
https://doi.org/10.1007/s00382-022-06562-0
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation https://link.springer.com/article/10.1007/s00382-022-06562-0
info:eu-repo/grantAgreement/EC/H2020/813844/EU/Climate Advanced Forecasting of sub-seasonal Extremes/CAFE
info:eu-repo/grantAgreement/AEI/Plan Estatal de Investigación Científica y Técnica y de Innovación 2017-2020/PID2021-123994NB-C21/ES/EXPERIMENTOS Y ANALISIS DE DATOS PARA CARACTERIZAR Y PRONOSTICAR EL COMPORTAMIENTO DE SISTEMAS COMPLEJOS/
Silini, R. [et al.]. Assessing causal dependencies in climatic indices. "Climate dynamics", Juliol 2023, vol. 61, núm. 1-2, p. 79-89.
0930-7575
http://hdl.handle.net/2117/379385
doi:10.1007/s00382-022-06562-0
op_rights Attribution 4.0 International
http://creativecommons.org/licenses/by/4.0/
Open Access
op_doi https://doi.org/10.1007/s00382-022-06562-0
container_title Climate Dynamics
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