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A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality

机译:利用格兰杰和珀尔因果关系研究北极与中纬度急流之间的联系

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This paper investigates causal links between Arctic temperatures and the jet streams. We apply two different frameworks for this application based on the concepts of (1) Granger causality and (2) Pearl causality. Both methods show that Arctic temperature and jet speed and position all exhibit strong autocorrelation, but they also show that these variables are linked together by two robust positive feedback loops that operate on time scales of 5-25 days. The dynamical implications of these feedbacks are discussed. This study is only the beginning of a larger effort to apply and compare different causality methods in order to gain a deeper understanding of the causal connections between the Arctic and weather at lower latitudes.
机译:本文研究了北极温度与射流之间的因果关系。我们基于(1)Granger因果关系和(2)Pearl因果关系的概念为该应用程序应用两个不同的框架。两种方法都显示出北极温度,射流速度和位置都表现出很强的自相关性,但是它们还表明,这些变量是通过两个稳健的正反馈回路(运行时间为5-25天)链接在一起的。讨论了这些反馈的动态含义。这项研究只是更大的努力的开始,即应用和比较不同的因果关系方法,以便对北极和低纬度天气之间的因果关系有更深入的了解。

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