Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach

The alternation of active and break phases in Indian summer monsoon (ISM) rainfall at intraseasonal timescales characterizes each ISM season. Both tropical and mid-latitude drivers influence this intraseasonal ISM variability. The circumglobal teleconnection observed in boreal summer drives intrasea...

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Published in:Earth System Dynamics
Main Authors: Di Capua, Giorgia, Kretschmer, Marlene, Donner, Reik V., van den Hurk, Bart, Vellore, Ramesh, Krishnan, Raghavan, Coumou, Dim
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2020
Subjects:
Online Access:https://doi.org/10.5194/esd-11-17-2020
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spelling ftnonlinearchiv:oai:noa.gwlb.de:cop_mods_00050074 2023-05-15T17:34:55+02:00 Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach Di Capua, Giorgia Kretschmer, Marlene Donner, Reik V. van den Hurk, Bart Vellore, Ramesh Krishnan, Raghavan Coumou, Dim 2020-01 electronic https://doi.org/10.5194/esd-11-17-2020 https://noa.gwlb.de/receive/cop_mods_00050074 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00049690/esd-11-17-2020.pdf https://esd.copernicus.org/articles/11/17/2020/esd-11-17-2020.pdf eng eng Copernicus Publications Earth System Dynamics -- http://www.earth-syst-dynam.net/ -- http://www.bibliothek.uni-regensburg.de/ezeit/?2578793 -- 2190-4987 https://doi.org/10.5194/esd-11-17-2020 https://noa.gwlb.de/receive/cop_mods_00050074 https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00049690/esd-11-17-2020.pdf https://esd.copernicus.org/articles/11/17/2020/esd-11-17-2020.pdf https://creativecommons.org/licenses/by/4.0/ uneingeschränkt info:eu-repo/semantics/openAccess CC-BY article Verlagsveröffentlichung article Text doc-type:article 2020 ftnonlinearchiv https://doi.org/10.5194/esd-11-17-2020 2022-02-08T22:37:02Z The alternation of active and break phases in Indian summer monsoon (ISM) rainfall at intraseasonal timescales characterizes each ISM season. Both tropical and mid-latitude drivers influence this intraseasonal ISM variability. The circumglobal teleconnection observed in boreal summer drives intraseasonal variability across the mid-latitudes, and a two-way interaction between the ISM and the circumglobal teleconnection pattern has been hypothesized. We use causal discovery algorithms to test the ISM circumglobal teleconnection hypothesis in a causal framework. A robust causal link from the circumglobal teleconnection pattern and the North Atlantic region to ISM rainfall is identified, and we estimate the normalized causal effect (CE) of this link to be about 0.2 (a 1 standard deviation shift in the circumglobal teleconnection causes a 0.2 standard deviation shift in the ISM rainfall 1 week later). The ISM rainfall feeds back on the circumglobal teleconnection pattern, however weakly. Moreover, we identify a negative feedback between strong updraft located over India and the Bay of Bengal and the ISM rainfall acting at a biweekly timescale, with enhanced ISM rainfall following strong updraft by 1 week. This mechanism is possibly related to the boreal summer intraseasonal oscillation. The updraft has the strongest CE of 0.5, while the Madden–Julian oscillation variability has a CE of 0.2–0.3. Our results show that most of the ISM variability on weekly timescales comes from these tropical drivers, though the mid-latitude teleconnection also exerts a substantial influence. Identifying these local and remote drivers paves the way for improved subseasonal forecasts. Article in Journal/Newspaper North Atlantic Niedersächsisches Online-Archiv NOA Indian Earth System Dynamics 11 1 17 34
institution Open Polar
collection Niedersächsisches Online-Archiv NOA
op_collection_id ftnonlinearchiv
language English
topic article
Verlagsveröffentlichung
spellingShingle article
Verlagsveröffentlichung
Di Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
van den Hurk, Bart
Vellore, Ramesh
Krishnan, Raghavan
Coumou, Dim
Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
topic_facet article
Verlagsveröffentlichung
description The alternation of active and break phases in Indian summer monsoon (ISM) rainfall at intraseasonal timescales characterizes each ISM season. Both tropical and mid-latitude drivers influence this intraseasonal ISM variability. The circumglobal teleconnection observed in boreal summer drives intraseasonal variability across the mid-latitudes, and a two-way interaction between the ISM and the circumglobal teleconnection pattern has been hypothesized. We use causal discovery algorithms to test the ISM circumglobal teleconnection hypothesis in a causal framework. A robust causal link from the circumglobal teleconnection pattern and the North Atlantic region to ISM rainfall is identified, and we estimate the normalized causal effect (CE) of this link to be about 0.2 (a 1 standard deviation shift in the circumglobal teleconnection causes a 0.2 standard deviation shift in the ISM rainfall 1 week later). The ISM rainfall feeds back on the circumglobal teleconnection pattern, however weakly. Moreover, we identify a negative feedback between strong updraft located over India and the Bay of Bengal and the ISM rainfall acting at a biweekly timescale, with enhanced ISM rainfall following strong updraft by 1 week. This mechanism is possibly related to the boreal summer intraseasonal oscillation. The updraft has the strongest CE of 0.5, while the Madden–Julian oscillation variability has a CE of 0.2–0.3. Our results show that most of the ISM variability on weekly timescales comes from these tropical drivers, though the mid-latitude teleconnection also exerts a substantial influence. Identifying these local and remote drivers paves the way for improved subseasonal forecasts.
format Article in Journal/Newspaper
author Di Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
van den Hurk, Bart
Vellore, Ramesh
Krishnan, Raghavan
Coumou, Dim
author_facet Di Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
van den Hurk, Bart
Vellore, Ramesh
Krishnan, Raghavan
Coumou, Dim
author_sort Di Capua, Giorgia
title Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
title_short Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
title_full Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
title_fullStr Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
title_full_unstemmed Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
title_sort tropical and mid-latitude teleconnections interacting with the indian summer monsoon rainfall: a theory-guided causal effect network approach
publisher Copernicus Publications
publishDate 2020
url https://doi.org/10.5194/esd-11-17-2020
https://noa.gwlb.de/receive/cop_mods_00050074
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00049690/esd-11-17-2020.pdf
https://esd.copernicus.org/articles/11/17/2020/esd-11-17-2020.pdf
geographic Indian
geographic_facet Indian
genre North Atlantic
genre_facet North Atlantic
op_relation Earth System Dynamics -- http://www.earth-syst-dynam.net/ -- http://www.bibliothek.uni-regensburg.de/ezeit/?2578793 -- 2190-4987
https://doi.org/10.5194/esd-11-17-2020
https://noa.gwlb.de/receive/cop_mods_00050074
https://noa.gwlb.de/servlets/MCRFileNodeServlet/cop_derivate_00049690/esd-11-17-2020.pdf
https://esd.copernicus.org/articles/11/17/2020/esd-11-17-2020.pdf
op_rights https://creativecommons.org/licenses/by/4.0/
uneingeschränkt
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op_rightsnorm CC-BY
op_doi https://doi.org/10.5194/esd-11-17-2020
container_title Earth System Dynamics
container_volume 11
container_issue 1
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op_container_end_page 34
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