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: S. Molnos, T. Mamdouh, S. Petri, T. Nocke, T. Weinkauf, D. Coumou
Format: Article
Language:English
Published: Copernicus Publications 2017-02-01
Series:Earth System Dynamics
Online Access:http://www.earth-syst-dynam.net/8/75/2017/esd-8-75-2017.pdf
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spelling doaj-92e3f747011640e6b5b6e4496fd05e8e2020-11-24T22:51:22ZengCopernicus PublicationsEarth System Dynamics2190-49792190-49872017-02-0181758910.5194/esd-8-75-2017A network-based detection scheme for the jet stream coreS. Molnos0T. Mamdouh1S. Petri2T. Nocke3T. Weinkauf4D. Coumou5Potsdam Institute for Climate Impact Research, Potsdam, GermanyDepartment of Computer Graphics, Max Planck Institute for Informatics, Saarbrücken, GermanyPotsdam Institute for Climate Impact Research, Potsdam, GermanyPotsdam Institute for Climate Impact Research, Potsdam, GermanyDepartment of Computer Graphics, Max Planck Institute for Informatics, Saarbrücken, GermanyPotsdam Institute for Climate Impact Research, Potsdam, GermanyThe 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. <br><br> 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. <br><br> 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. <br><br> 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&ndash;2015 and calculate seasonal-mean probabilistic maps and trends in wind strength and position of jet streams. <br><br> 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. 20° W to 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. <br><br> 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 in observations and models, enabling more advanced model-validation.http://www.earth-syst-dynam.net/8/75/2017/esd-8-75-2017.pdf
collection DOAJ
language English
format Article
sources DOAJ
author S. Molnos
T. Mamdouh
S. Petri
T. Nocke
T. Weinkauf
D. Coumou
spellingShingle S. Molnos
T. Mamdouh
S. Petri
T. Nocke
T. Weinkauf
D. Coumou
A network-based detection scheme for the jet stream core
Earth System Dynamics
author_facet S. Molnos
T. Mamdouh
S. Petri
T. Nocke
T. Weinkauf
D. Coumou
author_sort S. Molnos
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 Copernicus Publications
series Earth System Dynamics
issn 2190-4979
2190-4987
publishDate 2017-02-01
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. <br><br> 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. <br><br> 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. <br><br> 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&ndash;2015 and calculate seasonal-mean probabilistic maps and trends in wind strength and position of jet streams. <br><br> 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. 20° W to 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. <br><br> 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 in observations and models, enabling more advanced model-validation.
url http://www.earth-syst-dynam.net/8/75/2017/esd-8-75-2017.pdf
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