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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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: Göttingen : Copernicus Publ. 2020
Subjects:
550
Online Access:https://dx.doi.org/10.34657/5301
https://oa.tib.eu/renate/handle/123456789/6254
id ftdatacite:10.34657/5301
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spelling ftdatacite:10.34657/5301 2023-05-15T17:35:22+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 https://dx.doi.org/10.34657/5301 https://oa.tib.eu/renate/handle/123456789/6254 en eng Göttingen : Copernicus Publ. Creative Commons Attribution 4.0 International CC BY 4.0 Unported https://creativecommons.org/licenses/by/4.0/legalcode cc-by-4.0 CC-BY Indian summer monsoon ISM circumglobal teleconnection causal discovery algorithm 550 CreativeWork article 2020 ftdatacite https://doi.org/10.34657/5301 2022-03-10T12:44:35Z 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 DataCite Metadata Store (German National Library of Science and Technology) Indian
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language English
topic Indian summer monsoon ISM
circumglobal teleconnection
causal discovery algorithm
550
spellingShingle Indian summer monsoon ISM
circumglobal teleconnection
causal discovery algorithm
550
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 Indian summer monsoon ISM
circumglobal teleconnection
causal discovery algorithm
550
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 Göttingen : Copernicus Publ.
publishDate 2020
url https://dx.doi.org/10.34657/5301
https://oa.tib.eu/renate/handle/123456789/6254
geographic Indian
geographic_facet Indian
genre North Atlantic
genre_facet North Atlantic
op_rights Creative Commons Attribution 4.0 International
CC BY 4.0 Unported
https://creativecommons.org/licenses/by/4.0/legalcode
cc-by-4.0
op_rightsnorm CC-BY
op_doi https://doi.org/10.34657/5301
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