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

机译:使用Granger和珍珠因果关系研究北极与中际喷射流与中际喷射流的联系

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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喷射流之间的因果关系。我们根据(1)格兰杰因果关系的概念和(2)珍珠因果关系,为此应用程序应用两个不同的框架。这两种方法都表明,北极温度和喷射速度和位置都表现出强大的自相关,但它们还表明这些变量通过两个稳健的正反馈环连接在一起,它们在5-25天的时间尺度上运行。讨论了这些反馈的动态影响。本研究只是努力应用和比较不同的因果关系方法的更大努力的开始,以便更深入地了解北纬和濒危天气之间的因果关系。

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