GSTDTAP  > 气候变化
DOI10.1029/2021GL094707
Detecting climate teleconnections with Granger causality
Filipi N. Silva; Didier A. Vega-Oliveros; Xiaoran Yan; Alessandro Flammini; Filippo Menczer; Filippo Radicchi; Ben Kravitz; Santo Fortunato
2021-08-31
发表期刊Geophysical Research Letters
出版年2021
英文摘要

Climate system teleconnections are crucial for improving climate predictability, but difficult to quantify. Standard approaches to identify teleconnections are often based on correlations between time series. Here we present a novel method leveraging Granger causality, which can infer/detect relationships between any two fields. We compare teleconnections identified by correlation and Granger causality at different timescales. We find that both Granger causality and correlation consistently recover known seasonal precipitation responses to the sea surface temperature pattern associated with the El Niño Southern Oscillation. Such findings are robust across multiple time resolutions. In addition, we identify candidates for unexplored teleconnection responses.

领域气候变化
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文献类型期刊论文
条目标识符http://119.78.100.173/C666/handle/2XK7JSWQ/337538
专题气候变化
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GB/T 7714
Filipi N. Silva,Didier A. Vega-Oliveros,Xiaoran Yan,et al. Detecting climate teleconnections with Granger causality[J]. Geophysical Research Letters,2021.
APA Filipi N. Silva.,Didier A. Vega-Oliveros.,Xiaoran Yan.,Alessandro Flammini.,Filippo Menczer.,...&Santo Fortunato.(2021).Detecting climate teleconnections with Granger causality.Geophysical Research Letters.
MLA Filipi N. Silva,et al."Detecting climate teleconnections with Granger causality".Geophysical Research Letters (2021).
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