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, G., Kretschmer, M., Donner, R., Hurk, B., Vellore, R., Krishnan, R., Coumou, D.
Format: Article in Journal/Newspaper
Language:unknown
Published: 2020
Subjects:
Online Access:https://publications.pik-potsdam.de/pubman/item/item_23447
https://publications.pik-potsdam.de/pubman/item/item_23447_1/component/file_23448/8672oa.pdf
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spelling ftpotsdamik:oai:publications.pik-potsdam.de:item_23447 2023-10-29T02:38:33+01:00 Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach Di Capua, G. Kretschmer, M. Donner, R. Hurk, B. Vellore, R. Krishnan, R. Coumou, D. 2020 application/pdf https://publications.pik-potsdam.de/pubman/item/item_23447 https://publications.pik-potsdam.de/pubman/item/item_23447_1/component/file_23448/8672oa.pdf unknown info:eu-repo/semantics/altIdentifier/doi/10.5194/esd-11-17-2020 https://publications.pik-potsdam.de/pubman/item/item_23447 https://publications.pik-potsdam.de/pubman/item/item_23447_1/component/file_23448/8672oa.pdf info:eu-repo/semantics/openAccess Earth System Dynamics info:eu-repo/semantics/article 2020 ftpotsdamik https://doi.org/10.5194/esd-11-17-2020 2023-09-30T17:59:48Z 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 Publication Database PIK (Potsdam Institute for Climate Impact Research) Earth System Dynamics 11 1 17 34
institution Open Polar
collection Publication Database PIK (Potsdam Institute for Climate Impact Research)
op_collection_id ftpotsdamik
language unknown
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, G.
Kretschmer, M.
Donner, R.
Hurk, B.
Vellore, R.
Krishnan, R.
Coumou, D.
spellingShingle Di Capua, G.
Kretschmer, M.
Donner, R.
Hurk, B.
Vellore, R.
Krishnan, R.
Coumou, D.
Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach
author_facet Di Capua, G.
Kretschmer, M.
Donner, R.
Hurk, B.
Vellore, R.
Krishnan, R.
Coumou, D.
author_sort Di Capua, G.
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
publishDate 2020
url https://publications.pik-potsdam.de/pubman/item/item_23447
https://publications.pik-potsdam.de/pubman/item/item_23447_1/component/file_23448/8672oa.pdf
genre North Atlantic
genre_facet North Atlantic
op_source Earth System Dynamics
op_relation info:eu-repo/semantics/altIdentifier/doi/10.5194/esd-11-17-2020
https://publications.pik-potsdam.de/pubman/item/item_23447
https://publications.pik-potsdam.de/pubman/item/item_23447_1/component/file_23448/8672oa.pdf
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.5194/esd-11-17-2020
container_title Earth System Dynamics
container_volume 11
container_issue 1
container_start_page 17
op_container_end_page 34
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