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  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. V., Hurk, B. v. d., 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, 11(1), 17-34. doi:10.5194/esd-11-17-2020.

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資料種別: 学術論文

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 作成者:
Di Capua, Giorgia1, 著者              
Kretschmer, Marlene1, 著者              
Donner, Reik V.1, 著者              
Hurk, B. van den2, 著者
Vellore, R.2, 著者
Krishnan, R.2, 著者
Coumou, Dim1, 著者              
所属:
1Potsdam Institute for Climate Impact Research, ou_persistent13              
2External Organizations, ou_persistent22              

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 要旨: 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.

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 日付: 2020
 出版の状態: Finally published
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 査読: 査読あり
 識別子(DOI, ISBNなど): DOI: 10.5194/esd-11-17-2020
PIKDOMAIN: RD1 - Earth System Analysis
PIKDOMAIN: RD4 - Complexity Science
eDoc: 8672
Working Group: Earth System Modes of Operation
Working Group: Development of advanced time series analysis techniques
Working Group: Network- and machine-learning-based prediction of extreme events
 学位: -

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出版物 1

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出版物名: Earth System Dynamics
種別: 学術雑誌, SCI, Scopus, p3, oa
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出版社, 出版地: -
ページ: - 巻号: 11 (1) 通巻号: - 開始・終了ページ: 17 - 34 識別子(ISBN, ISSN, DOIなど): CoNE: https://publications.pik-potsdam.de/cone/journals/resource/1402282
Publisher: Copernicus