A network-based detection scheme for the jet stream core

The polar and subtropical jet streams are strong upper-level winds with a crucial influence on weather throughout the Northern Hemisphere midlatitudes. In particular, the polar jet is located between cold arctic air to the north and warmer subtropical air to the south. Strongly meandering states the...

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Main Authors: Molnos, Sonja, Mamdouh, Tarek, Petri, Stefan, Nocke, Thomas, Weinkauf, Tino, Coumou, Dim
Format: Article in Journal/Newspaper
Language:English
Published: München : European Geopyhsical Union 2017
Subjects:
500
Online Access:https://doi.org/10.34657/143
https://oa.tib.eu/renate/handle/123456789/3826
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spelling ftleibnizopen:oai:oai.leibnizopen.de:0u021IYBdbrxVwz6WSPl 2023-05-15T15:15:54+02:00 A network-based detection scheme for the jet stream core Molnos, Sonja Mamdouh, Tarek Petri, Stefan Nocke, Thomas Weinkauf, Tino Coumou, Dim 2017 application/pdf https://doi.org/10.34657/143 https://oa.tib.eu/renate/handle/123456789/3826 eng eng München : European Geopyhsical Union CC BY 3.0 Unported https://creativecommons.org/licenses/by/3.0/ Earth System Dynamics, Volume 8, Issue 1, Page 75-89 500 article Text 2017 ftleibnizopen https://doi.org/10.34657/143 2023-03-13T00:12:54Z The polar and subtropical jet streams are strong upper-level winds with a crucial influence on weather throughout the Northern Hemisphere midlatitudes. In particular, the polar jet is located between cold arctic air to the north and warmer subtropical air to the south. Strongly meandering states therefore often lead to extreme surface weather. Some algorithms exist which can detect the 2-D (latitude and longitude) jets’ core around the hemisphere, but all of them use a minimal threshold to determine the subtropical and polar jet stream. This is particularly problematic for the polar jet stream, whose wind velocities can change rapidly from very weak to very high values and vice versa. We develop a network-based scheme using Dijkstra’s shortest-path algorithm to detect the polar and subtropical jet stream core. This algorithm not only considers the commonly used wind strength for core detection but also takes wind direction and climatological latitudinal position into account. Furthermore, it distinguishes between polar and subtropical jet, and between separate and merged jet states. The parameter values of the detection scheme are optimized using simulated annealing and a skill function that accounts for the zonal-mean jet stream position (Rikus, 2015). After the successful optimization process, we apply our scheme to reanalysis data covering 1979–2015 and calculate seasonal-mean probabilistic maps and trends in wind strength and position of jet streams. We present longitudinally defined probability distributions of the positions for both jets for all on the Northern Hemisphere seasons. This shows that winter is characterized by two well-separated jets over Europe and Asia (ca. 20Wto 140 E). In contrast, summer normally has a single merged jet over the western hemisphere but can have both merged and separated jet states in the eastern hemisphere. With this algorithm it is possible to investigate the position of the jets’ cores around the hemisphere and it is therefore very suitable to analyze jet stream patterns ... Article in Journal/Newspaper Arctic LeibnizOpen (The Leibniz Association) Arctic
institution Open Polar
collection LeibnizOpen (The Leibniz Association)
op_collection_id ftleibnizopen
language English
topic 500
spellingShingle 500
Molnos, Sonja
Mamdouh, Tarek
Petri, Stefan
Nocke, Thomas
Weinkauf, Tino
Coumou, Dim
A network-based detection scheme for the jet stream core
topic_facet 500
description The polar and subtropical jet streams are strong upper-level winds with a crucial influence on weather throughout the Northern Hemisphere midlatitudes. In particular, the polar jet is located between cold arctic air to the north and warmer subtropical air to the south. Strongly meandering states therefore often lead to extreme surface weather. Some algorithms exist which can detect the 2-D (latitude and longitude) jets’ core around the hemisphere, but all of them use a minimal threshold to determine the subtropical and polar jet stream. This is particularly problematic for the polar jet stream, whose wind velocities can change rapidly from very weak to very high values and vice versa. We develop a network-based scheme using Dijkstra’s shortest-path algorithm to detect the polar and subtropical jet stream core. This algorithm not only considers the commonly used wind strength for core detection but also takes wind direction and climatological latitudinal position into account. Furthermore, it distinguishes between polar and subtropical jet, and between separate and merged jet states. The parameter values of the detection scheme are optimized using simulated annealing and a skill function that accounts for the zonal-mean jet stream position (Rikus, 2015). After the successful optimization process, we apply our scheme to reanalysis data covering 1979–2015 and calculate seasonal-mean probabilistic maps and trends in wind strength and position of jet streams. We present longitudinally defined probability distributions of the positions for both jets for all on the Northern Hemisphere seasons. This shows that winter is characterized by two well-separated jets over Europe and Asia (ca. 20Wto 140 E). In contrast, summer normally has a single merged jet over the western hemisphere but can have both merged and separated jet states in the eastern hemisphere. With this algorithm it is possible to investigate the position of the jets’ cores around the hemisphere and it is therefore very suitable to analyze jet stream patterns ...
format Article in Journal/Newspaper
author Molnos, Sonja
Mamdouh, Tarek
Petri, Stefan
Nocke, Thomas
Weinkauf, Tino
Coumou, Dim
author_facet Molnos, Sonja
Mamdouh, Tarek
Petri, Stefan
Nocke, Thomas
Weinkauf, Tino
Coumou, Dim
author_sort Molnos, Sonja
title A network-based detection scheme for the jet stream core
title_short A network-based detection scheme for the jet stream core
title_full A network-based detection scheme for the jet stream core
title_fullStr A network-based detection scheme for the jet stream core
title_full_unstemmed A network-based detection scheme for the jet stream core
title_sort network-based detection scheme for the jet stream core
publisher München : European Geopyhsical Union
publishDate 2017
url https://doi.org/10.34657/143
https://oa.tib.eu/renate/handle/123456789/3826
geographic Arctic
geographic_facet Arctic
genre Arctic
genre_facet Arctic
op_source Earth System Dynamics, Volume 8, Issue 1, Page 75-89
op_rights CC BY 3.0 Unported
https://creativecommons.org/licenses/by/3.0/
op_doi https://doi.org/10.34657/143
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