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

被引:22
作者
Samarasinghe, S. M. [1 ]
McGraw, M. C. [2 ]
Barnes, E. A. [2 ]
Ebert-Uphoff, I. [1 ]
机构
[1] Colorado State Univ, Dept Elect & Comp Engn, Ft Collins, CO 80523 USA
[2] Colorado State Univ, Dept Atmospher Sci, Ft Collins, CO 80523 USA
基金
美国国家科学基金会;
关键词
Arctic; causality; feedback; jet stream; regression; structure learning; CLIMATE DATA CHALLENGES; SEA-ICE; ATMOSPHERIC CIRCULATION; VARIABILITY; SELECTION; MODELS; IMPACT;
D O I
10.1002/env.2540
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
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.
引用
收藏
页数:14
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