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

被引:21
|
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
相关论文
共 50 条
  • [1] The impact of Arctic warming on the midlatitude jet-stream: Can it? Has it? Will it?
    Barnes, Elizabeth A.
    Screen, James A.
    WILEY INTERDISCIPLINARY REVIEWS-CLIMATE CHANGE, 2015, 6 (03) : 277 - 286
  • [2] The links between international parity conditions and Granger causality: a study of exchange rates and prices
    Cheng, Jen-Chi
    Taylor, Larry W.
    Weng, Wenlong
    APPLIED ECONOMICS, 2010, 42 (27) : 3491 - 3501
  • [3] Ability of Granger Causality Analysis to Detect Indirect Links: A Simulation Study
    Falasca, N. W.
    Franciotti, R.
    NONLINEAR PHENOMENA IN COMPLEX SYSTEMS, 2020, 23 (02): : 121 - 124
  • [4] Causality Analysis Between Climatic Factors And Dengue Fever Using The Granger Causality
    Pham Nguyen Hoang
    Zucker, Jean Daniel
    Choisy, Marc
    Ho Tuong Vinh
    2016 IEEE RIVF INTERNATIONAL CONFERENCE ON COMPUTING & COMMUNICATION TECHNOLOGIES, RESEARCH, INNOVATION, AND VISION FOR THE FUTURE (RIVF), 2016, : 49 - 54
  • [5] Inferring Wireless Communications Links and Network Topology from Externals using Granger Causality
    Tilghman, Paul
    Rosenbluth, David
    2013 IEEE MILITARY COMMUNICATIONS CONFERENCE (MILCOM 2013), 2013, : 1284 - 1289
  • [6] Recovering the Architecture of Links in a Chain of Three Unidirectionally Coupled Systems Using the Granger-Causality Test
    Kornilov, M. V.
    Sysoev, I. V.
    TECHNICAL PHYSICS LETTERS, 2018, 44 (05) : 445 - 449
  • [7] Recovering the Architecture of Links in a Chain of Three Unidirectionally Coupled Systems Using the Granger-Causality Test
    M. V. Kornilov
    I. V. Sysoev
    Technical Physics Letters, 2018, 44 : 445 - 449
  • [8] Examining the Causality Loop between Online Reviews and Consumer Acquisition a Granger Causality Study from YouTube
    Ren, Jie
    AMCIS 2015 PROCEEDINGS, 2015,
  • [9] Granger-causality in quantiles between financial markets: Using copula approach
    Lee, Tae-Hwy
    Yang, Weiping
    INTERNATIONAL REVIEW OF FINANCIAL ANALYSIS, 2014, 33 : 70 - 78
  • [10] Study on Relationship Between House Prices and Urbanization Based on Granger Causality in China
    Zhang, Shuguo
    An, Honghao
    INTERNATIONAL CONFERENCE ON SOCIAL SCIENCE, MANAGEMENT AND ECONOMICS (SSME 2015), 2015, : 721 - 725