Global S&T Development Trend Analysis Platform of Resources and Environment
DOI | 10.1029/2021GL094707 |
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
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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 |
URL | 查看原文 |
引用统计 | |
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 |
推荐引用方式 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). |
条目包含的文件 | 条目无相关文件。 |
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