Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: A Theory-Guided Causal Effect Network approach

The Indian Summer Monsoon (ISM) is characterized by alternating active (wet) and break (dry) phases operating at sub-seasonal timescales, and various studies advocate tropical and mid-latitude teleconnection drivers influence the sub-seasonal ISM rainfall variability. One such driver is the circumgl...

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Main Authors: Capua, Giorgia, Kretschmer, Marlene, Donner, Reik V., Hurk, Bart, Vellore, Ramesh, Krishnan, Raghavan, Coumou, Dim
Format: Text
Language:English
Published: 2019
Subjects:
Online Access:https://doi.org/10.5194/esd-2019-11
https://esd.copernicus.org/preprints/esd-2019-11/
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spelling ftcopernicus:oai:publications.copernicus.org:esdd75221 2023-05-15T17:34:56+02:00 Tropical and mid-latitude teleconnections interacting with the Indian summer monsoon rainfall: A Theory-Guided Causal Effect Network approach Capua, Giorgia Kretschmer, Marlene Donner, Reik V. Hurk, Bart Vellore, Ramesh Krishnan, Raghavan Coumou, Dim 2019-04-03 application/pdf https://doi.org/10.5194/esd-2019-11 https://esd.copernicus.org/preprints/esd-2019-11/ eng eng doi:10.5194/esd-2019-11 https://esd.copernicus.org/preprints/esd-2019-11/ eISSN: 2190-4987 Text 2019 ftcopernicus https://doi.org/10.5194/esd-2019-11 2020-07-20T16:22:53Z The Indian Summer Monsoon (ISM) is characterized by alternating active (wet) and break (dry) phases operating at sub-seasonal timescales, and various studies advocate tropical and mid-latitude teleconnection drivers influence the sub-seasonal ISM rainfall variability. One such driver is the circumglobal teleconnection pattern, which is commonly observed during boreal summer regulating the variability across the mid-latitudes at sub-seasonal time scales. In this study, a two-way interaction between ISM and circumglobal teleconnection is hypothesized and causal discovery algorithms are employed to examine and quantify the interaction linkage. Our analysis shows that there is a robust causal link from the circumglobal teleconnection pattern and the North Atlantic Oscillation (NAO) to ISM rainfall, and also a reverse causal link from the ISM rainfall to the circumglobal teleconnection pattern. Further, by including regional drivers in the framework, we identify the causal links that represent the internal dynamics associated with the ISM convective activity operating on weekly timescales, e.g., on weekly time scales, there is precedence of enhanced ascent to increased rainfall over the monsoon trough region which is followed by strong stabilization and convective inhibition. In our analyses, this internal ISM dynamics has the strongest effect, which is about twice as large as those of the mid-latitudes and of tropical MJO variability on the ISM dynamics. With our theory-guided causal effect network approach, we can (1) test physical hypotheses, (2) exploratively search for causal links and (3) quantify their relative causal contributions. This paves the way for improved (sub)seasonal forecasts. Text North Atlantic North Atlantic oscillation Copernicus Publications: E-Journals Indian
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description The Indian Summer Monsoon (ISM) is characterized by alternating active (wet) and break (dry) phases operating at sub-seasonal timescales, and various studies advocate tropical and mid-latitude teleconnection drivers influence the sub-seasonal ISM rainfall variability. One such driver is the circumglobal teleconnection pattern, which is commonly observed during boreal summer regulating the variability across the mid-latitudes at sub-seasonal time scales. In this study, a two-way interaction between ISM and circumglobal teleconnection is hypothesized and causal discovery algorithms are employed to examine and quantify the interaction linkage. Our analysis shows that there is a robust causal link from the circumglobal teleconnection pattern and the North Atlantic Oscillation (NAO) to ISM rainfall, and also a reverse causal link from the ISM rainfall to the circumglobal teleconnection pattern. Further, by including regional drivers in the framework, we identify the causal links that represent the internal dynamics associated with the ISM convective activity operating on weekly timescales, e.g., on weekly time scales, there is precedence of enhanced ascent to increased rainfall over the monsoon trough region which is followed by strong stabilization and convective inhibition. In our analyses, this internal ISM dynamics has the strongest effect, which is about twice as large as those of the mid-latitudes and of tropical MJO variability on the ISM dynamics. With our theory-guided causal effect network approach, we can (1) test physical hypotheses, (2) exploratively search for causal links and (3) quantify their relative causal contributions. This paves the way for improved (sub)seasonal forecasts.
format Text
author Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
Hurk, Bart
Vellore, Ramesh
Krishnan, Raghavan
Coumou, Dim
spellingShingle Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
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
author_facet Capua, Giorgia
Kretschmer, Marlene
Donner, Reik V.
Hurk, Bart
Vellore, Ramesh
Krishnan, Raghavan
Coumou, Dim
author_sort 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 2019
url https://doi.org/10.5194/esd-2019-11
https://esd.copernicus.org/preprints/esd-2019-11/
geographic Indian
geographic_facet Indian
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_source eISSN: 2190-4987
op_relation doi:10.5194/esd-2019-11
https://esd.copernicus.org/preprints/esd-2019-11/
op_doi https://doi.org/10.5194/esd-2019-11
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