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

Abstract 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 exhi...

Full description

Bibliographic Details
Published in:Environmetrics
Main Authors: Samarasinghe, S. M., McGraw, M. C., Barnes, E. A., Ebert‐Uphoff, I.
Other Authors: National Science Foundation
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2018
Subjects:
Online Access:http://dx.doi.org/10.1002/env.2540
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fenv.2540
https://onlinelibrary.wiley.com/doi/pdf/10.1002/env.2540
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/env.2540
https://onlinelibrary.wiley.com/doi/am-pdf/10.1002/env.2540
id crwiley:10.1002/env.2540
record_format openpolar
spelling crwiley:10.1002/env.2540 2024-06-02T08:00:30+00:00 A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality Samarasinghe, S. M. McGraw, M. C. Barnes, E. A. Ebert‐Uphoff, I. National Science Foundation 2018 http://dx.doi.org/10.1002/env.2540 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fenv.2540 https://onlinelibrary.wiley.com/doi/pdf/10.1002/env.2540 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/env.2540 https://onlinelibrary.wiley.com/doi/am-pdf/10.1002/env.2540 en eng Wiley http://onlinelibrary.wiley.com/termsAndConditions#am http://onlinelibrary.wiley.com/termsAndConditions#vor Environmetrics volume 30, issue 4 ISSN 1180-4009 1099-095X journal-article 2018 crwiley https://doi.org/10.1002/env.2540 2024-05-03T10:43:11Z Abstract 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. Article in Journal/Newspaper Arctic Wiley Online Library Arctic Environmetrics 30 4
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract 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.
author2 National Science Foundation
format Article in Journal/Newspaper
author Samarasinghe, S. M.
McGraw, M. C.
Barnes, E. A.
Ebert‐Uphoff, I.
spellingShingle Samarasinghe, S. M.
McGraw, M. C.
Barnes, E. A.
Ebert‐Uphoff, I.
A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
author_facet Samarasinghe, S. M.
McGraw, M. C.
Barnes, E. A.
Ebert‐Uphoff, I.
author_sort Samarasinghe, S. M.
title A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
title_short A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
title_full A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
title_fullStr A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
title_full_unstemmed A study of links between the Arctic and the midlatitude jet stream using Granger and Pearl causality
title_sort study of links between the arctic and the midlatitude jet stream using granger and pearl causality
publisher Wiley
publishDate 2018
url http://dx.doi.org/10.1002/env.2540
https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fenv.2540
https://onlinelibrary.wiley.com/doi/pdf/10.1002/env.2540
https://onlinelibrary.wiley.com/doi/full-xml/10.1002/env.2540
https://onlinelibrary.wiley.com/doi/am-pdf/10.1002/env.2540
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Environmetrics
volume 30, issue 4
ISSN 1180-4009 1099-095X
op_rights http://onlinelibrary.wiley.com/termsAndConditions#am
http://onlinelibrary.wiley.com/termsAndConditions#vor
op_doi https://doi.org/10.1002/env.2540
container_title Environmetrics
container_volume 30
container_issue 4
_version_ 1800744536706646016