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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ftdoajarticles:oai:doaj.org/article:f5596ebaa2d142a98c1a8c6efa3f6ba2 2023-05-15T17:35:23+02:00 Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach G. Di Capua M. Kretschmer R. V. Donner B. van den Hurk R. Vellore R. Krishnan D. Coumou 2020-01-01T00:00:00Z https://doi.org/10.5194/esd-11-17-2020 https://doaj.org/article/f5596ebaa2d142a98c1a8c6efa3f6ba2 EN eng Copernicus Publications https://www.earth-syst-dynam.net/11/17/2020/esd-11-17-2020.pdf https://doaj.org/toc/2190-4979 https://doaj.org/toc/2190-4987 doi:10.5194/esd-11-17-2020 2190-4979 2190-4987 https://doaj.org/article/f5596ebaa2d142a98c1a8c6efa3f6ba2 Earth System Dynamics, Vol 11, Pp 17-34 (2020) Science Q Geology QE1-996.5 Dynamic and structural geology QE500-639.5 article 2020 ftdoajarticles https://doi.org/10.5194/esd-11-17-2020 2022-12-31T14:55:10Z 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 Directory of Open Access Journals: DOAJ Articles Indian Earth System Dynamics 11 1 17 34 |
institution |
Open Polar |
collection |
Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Science Q Geology QE1-996.5 Dynamic and structural geology QE500-639.5 |
spellingShingle |
Science Q Geology QE1-996.5 Dynamic and structural geology QE500-639.5 G. Di Capua M. Kretschmer R. V. Donner B. van den Hurk R. Vellore R. Krishnan D. Coumou Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: a theory-guided causal effect network approach |
topic_facet |
Science Q Geology QE1-996.5 Dynamic and structural geology QE500-639.5 |
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 |
G. Di Capua M. Kretschmer R. V. Donner B. van den Hurk R. Vellore R. Krishnan D. Coumou |
author_facet |
G. Di Capua M. Kretschmer R. V. Donner B. van den Hurk R. Vellore R. Krishnan D. Coumou |
author_sort |
G. Di Capua |
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://doaj.org/article/f5596ebaa2d142a98c1a8c6efa3f6ba2 |
geographic |
Indian |
geographic_facet |
Indian |
genre |
North Atlantic |
genre_facet |
North Atlantic |
op_source |
Earth System Dynamics, Vol 11, Pp 17-34 (2020) |
op_relation |
https://www.earth-syst-dynam.net/11/17/2020/esd-11-17-2020.pdf https://doaj.org/toc/2190-4979 https://doaj.org/toc/2190-4987 doi:10.5194/esd-11-17-2020 2190-4979 2190-4987 https://doaj.org/article/f5596ebaa2d142a98c1a8c6efa3f6ba2 |
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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1766134532923195392 |