Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation

In recent years, numerical weather prediction models have begun to show notable levels of skill at predicting the average winter North Atlantic Oscillation (NAO) when initialised one month ahead. At the same time, these model predictions exhibit unusually low signal-to-noise ratios, in what has been...

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Main Author: Strommen, Kristian
Format: Article in Journal/Newspaper
Language:unknown
Published: arXiv 2019
Subjects:
Online Access:https://dx.doi.org/10.48550/arxiv.1910.00864
https://arxiv.org/abs/1910.00864
id ftdatacite:10.48550/arxiv.1910.00864
record_format openpolar
spelling ftdatacite:10.48550/arxiv.1910.00864 2023-05-15T17:30:11+02:00 Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation Strommen, Kristian 2019 https://dx.doi.org/10.48550/arxiv.1910.00864 https://arxiv.org/abs/1910.00864 unknown arXiv https://dx.doi.org/10.1002/qj.3796 arXiv.org perpetual, non-exclusive license http://arxiv.org/licenses/nonexclusive-distrib/1.0/ Atmospheric and Oceanic Physics physics.ao-ph Chaotic Dynamics nlin.CD FOS Physical sciences article-journal Article ScholarlyArticle Text 2019 ftdatacite https://doi.org/10.48550/arxiv.1910.00864 https://doi.org/10.1002/qj.3796 2022-03-10T16:15:01Z In recent years, numerical weather prediction models have begun to show notable levels of skill at predicting the average winter North Atlantic Oscillation (NAO) when initialised one month ahead. At the same time, these model predictions exhibit unusually low signal-to-noise ratios, in what has been dubbed a `signal-to-noise paradox'. We analyse both the skill and signal-to-noise ratio of the Integrated Forecast System (IFS), the European Center for Medium-range Weather Forecasts (ECMWF) model, in an ensemble hindcast experiment. Specifically, we examine the contribution to both from the regime dynamics of the North Atlantic eddy-driven jet. This is done by constructing a statistical model which captures the predictability inherent to to the trimodal jet latitude system, and fitting its parameters to reanalysis and IFS data. Predictability in this regime system is driven by interannual variations in the persistence of the jet latitude regimes, which determine the preferred state of the jet. We show that the IFS has skill at predicting such variations in persistence: because the position of the jet strongly influences the NAO, this automatically generates skill at predicting the NAO. We show that all of the skill the IFS has at predicting the winter NAO over the period 1980-2010 can be attributed to its skill at predicting regime persistence in this way. Similarly, the tendency of the IFS to underestimate regime persistence can account for the low signal-to-noise ratio, giving a possible explanation for the signal-to-noise paradox. Finally, we examine how external forcing drives variability in jet persistence, as well as highlight the role played by transient baroclinic eddy feedbacks to modulate regime persistence. : Submitted to the Quarterly Journal of the Royal Meteorological Society (October 2019) Article in Journal/Newspaper North Atlantic North Atlantic oscillation DataCite Metadata Store (German National Library of Science and Technology)
institution Open Polar
collection DataCite Metadata Store (German National Library of Science and Technology)
op_collection_id ftdatacite
language unknown
topic Atmospheric and Oceanic Physics physics.ao-ph
Chaotic Dynamics nlin.CD
FOS Physical sciences
spellingShingle Atmospheric and Oceanic Physics physics.ao-ph
Chaotic Dynamics nlin.CD
FOS Physical sciences
Strommen, Kristian
Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
topic_facet Atmospheric and Oceanic Physics physics.ao-ph
Chaotic Dynamics nlin.CD
FOS Physical sciences
description In recent years, numerical weather prediction models have begun to show notable levels of skill at predicting the average winter North Atlantic Oscillation (NAO) when initialised one month ahead. At the same time, these model predictions exhibit unusually low signal-to-noise ratios, in what has been dubbed a `signal-to-noise paradox'. We analyse both the skill and signal-to-noise ratio of the Integrated Forecast System (IFS), the European Center for Medium-range Weather Forecasts (ECMWF) model, in an ensemble hindcast experiment. Specifically, we examine the contribution to both from the regime dynamics of the North Atlantic eddy-driven jet. This is done by constructing a statistical model which captures the predictability inherent to to the trimodal jet latitude system, and fitting its parameters to reanalysis and IFS data. Predictability in this regime system is driven by interannual variations in the persistence of the jet latitude regimes, which determine the preferred state of the jet. We show that the IFS has skill at predicting such variations in persistence: because the position of the jet strongly influences the NAO, this automatically generates skill at predicting the NAO. We show that all of the skill the IFS has at predicting the winter NAO over the period 1980-2010 can be attributed to its skill at predicting regime persistence in this way. Similarly, the tendency of the IFS to underestimate regime persistence can account for the low signal-to-noise ratio, giving a possible explanation for the signal-to-noise paradox. Finally, we examine how external forcing drives variability in jet persistence, as well as highlight the role played by transient baroclinic eddy feedbacks to modulate regime persistence. : Submitted to the Quarterly Journal of the Royal Meteorological Society (October 2019)
format Article in Journal/Newspaper
author Strommen, Kristian
author_facet Strommen, Kristian
author_sort Strommen, Kristian
title Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
title_short Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
title_full Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
title_fullStr Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
title_full_unstemmed Jet Latitude Regimes and the Predictability of the North Atlantic Oscillation
title_sort jet latitude regimes and the predictability of the north atlantic oscillation
publisher arXiv
publishDate 2019
url https://dx.doi.org/10.48550/arxiv.1910.00864
https://arxiv.org/abs/1910.00864
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation https://dx.doi.org/10.1002/qj.3796
op_rights arXiv.org perpetual, non-exclusive license
http://arxiv.org/licenses/nonexclusive-distrib/1.0/
op_doi https://doi.org/10.48550/arxiv.1910.00864
https://doi.org/10.1002/qj.3796
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