Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases

Long-range winter predictions over the Euro-Atlantic sector have demonstrated significant skill but suffer from systematic signal-to-noise errors. In this study we examine early winter seasonal predictability in 16 state-of-the-art seasonal forecasting systems. Models demonstrate skill in the hindca...

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Main Author: O'Reilly, Christopher
Format: Other/Unknown Material
Language:unknown
Published: California Digital Library (CDL) 2024
Subjects:
Online Access:http://dx.doi.org/10.31223/x5j70s
id crescholarship:10.31223/x5j70s
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spelling crescholarship:10.31223/x5j70s 2024-09-15T18:10:00+00:00 Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases O'Reilly, Christopher 2024 http://dx.doi.org/10.31223/x5j70s unknown California Digital Library (CDL) posted-content 2024 crescholarship https://doi.org/10.31223/x5j70s 2024-09-05T05:10:54Z Long-range winter predictions over the Euro-Atlantic sector have demonstrated significant skill but suffer from systematic signal-to-noise errors. In this study we examine early winter seasonal predictability in 16 state-of-the-art seasonal forecasting systems. Models demonstrate skill in the hindcasts of the large-scale atmospheric circulation in early winter, which mostly projects onto the East Atlantic pattern. The predictability is strongly tied to the ENSO teleconnection to the North Atlantic, though the models' response to ENSO is systematically too weak. The model hindcasts of the East Atlantic index exhibit a substantial signal-to-noise errors, with the models predicted signal generally being smaller than would be expected for the observed level of skill. The signal-to-noise errors are found to be strongly dependent on the strength of the ENSO teleconnection in the models, with models with a weaker teleconnection displaying a larger signal-to-noise problem. It is demonstrated that the dependency on model ENSO teleconnection strength can be explained using a simple scaling relationship derived from a toy model. Further analysis reveals that the strength of the ENSO teleconnection in the model is linked to climatological biases in the behaviour of the North Atlantic jet. Models that better represent the dynamics of the jet over the northern part of the basin - with more frequent poleward jet excursions and less frequent Greenland blocking - are better at representing the ENSO teleconnection to the North Atlantic in early winter, with lower associated signal-to-noise errors. Other/Unknown Material Greenland North Atlantic eScholarship Repository (University of California)
institution Open Polar
collection eScholarship Repository (University of California)
op_collection_id crescholarship
language unknown
description Long-range winter predictions over the Euro-Atlantic sector have demonstrated significant skill but suffer from systematic signal-to-noise errors. In this study we examine early winter seasonal predictability in 16 state-of-the-art seasonal forecasting systems. Models demonstrate skill in the hindcasts of the large-scale atmospheric circulation in early winter, which mostly projects onto the East Atlantic pattern. The predictability is strongly tied to the ENSO teleconnection to the North Atlantic, though the models' response to ENSO is systematically too weak. The model hindcasts of the East Atlantic index exhibit a substantial signal-to-noise errors, with the models predicted signal generally being smaller than would be expected for the observed level of skill. The signal-to-noise errors are found to be strongly dependent on the strength of the ENSO teleconnection in the models, with models with a weaker teleconnection displaying a larger signal-to-noise problem. It is demonstrated that the dependency on model ENSO teleconnection strength can be explained using a simple scaling relationship derived from a toy model. Further analysis reveals that the strength of the ENSO teleconnection in the model is linked to climatological biases in the behaviour of the North Atlantic jet. Models that better represent the dynamics of the jet over the northern part of the basin - with more frequent poleward jet excursions and less frequent Greenland blocking - are better at representing the ENSO teleconnection to the North Atlantic in early winter, with lower associated signal-to-noise errors.
format Other/Unknown Material
author O'Reilly, Christopher
spellingShingle O'Reilly, Christopher
Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
author_facet O'Reilly, Christopher
author_sort O'Reilly, Christopher
title Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
title_short Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
title_full Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
title_fullStr Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
title_full_unstemmed Signal-to-noise errors in early winter Euro-Atlantic predictions caused by weak ENSO teleconnections and pervasive North Atlantic jet biases
title_sort signal-to-noise errors in early winter euro-atlantic predictions caused by weak enso teleconnections and pervasive north atlantic jet biases
publisher California Digital Library (CDL)
publishDate 2024
url http://dx.doi.org/10.31223/x5j70s
genre Greenland
North Atlantic
genre_facet Greenland
North Atlantic
op_doi https://doi.org/10.31223/x5j70s
_version_ 1810447609233408000