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: 2020
Subjects:
Online Access:https://research.vu.nl/en/publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8
https://doi.org/10.5194/esd-11-17-2020
https://hdl.handle.net/1871.1/9f87952c-a1d1-45f0-b72c-6ed7aa511af8
http://www.scopus.com/inward/record.url?scp=85078252983&partnerID=8YFLogxK
http://www.scopus.com/inward/citedby.url?scp=85078252983&partnerID=8YFLogxK
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spelling ftvuamstcris:oai:research.vu.nl:publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8 2024-10-06T13:51:14+00:00 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 2020-01-17 https://research.vu.nl/en/publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8 https://doi.org/10.5194/esd-11-17-2020 https://hdl.handle.net/1871.1/9f87952c-a1d1-45f0-b72c-6ed7aa511af8 http://www.scopus.com/inward/record.url?scp=85078252983&partnerID=8YFLogxK http://www.scopus.com/inward/citedby.url?scp=85078252983&partnerID=8YFLogxK eng eng https://research.vu.nl/en/publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8 info:eu-repo/semantics/openAccess Di Capua , G , Kretschmer , M , Donner , R V , Van Den Hurk , B , Vellore , R , Krishnan , R & Coumou , D 2020 , ' Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall : A theory-guided causal effect network approach ' , Earth System Dynamics , vol. 11 , no. 1 , pp. 17-34 . https://doi.org/10.5194/esd-11-17-2020 /dk/atira/pure/sustainabledevelopmentgoals/life_below_water name=SDG 14 - Life Below Water article 2020 ftvuamstcris https://doi.org/10.5194/esd-11-17-2020 2024-09-12T00:17:36Z 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 Vrije Universiteit Amsterdam (VU): Research Portal Indian Earth System Dynamics 11 1 17 34
institution Open Polar
collection Vrije Universiteit Amsterdam (VU): Research Portal
op_collection_id ftvuamstcris
language English
topic /dk/atira/pure/sustainabledevelopmentgoals/life_below_water
name=SDG 14 - Life Below Water
spellingShingle /dk/atira/pure/sustainabledevelopmentgoals/life_below_water
name=SDG 14 - Life Below Water
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 /dk/atira/pure/sustainabledevelopmentgoals/life_below_water
name=SDG 14 - Life Below Water
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
publishDate 2020
url https://research.vu.nl/en/publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8
https://doi.org/10.5194/esd-11-17-2020
https://hdl.handle.net/1871.1/9f87952c-a1d1-45f0-b72c-6ed7aa511af8
http://www.scopus.com/inward/record.url?scp=85078252983&partnerID=8YFLogxK
http://www.scopus.com/inward/citedby.url?scp=85078252983&partnerID=8YFLogxK
geographic Indian
geographic_facet Indian
genre North Atlantic
genre_facet North Atlantic
op_source Di Capua , G , Kretschmer , M , Donner , R V , Van Den Hurk , B , Vellore , R , Krishnan , R & Coumou , D 2020 , ' Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall : A theory-guided causal effect network approach ' , Earth System Dynamics , vol. 11 , no. 1 , pp. 17-34 . https://doi.org/10.5194/esd-11-17-2020
op_relation https://research.vu.nl/en/publications/9f87952c-a1d1-45f0-b72c-6ed7aa511af8
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op_doi https://doi.org/10.5194/esd-11-17-2020
container_title Earth System Dynamics
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