Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation

Studies conducted by the UK Met Office reported significant skill in predicting the winter North Atlantic Oscillation (NAO) index with their seasonal prediction system. At the same time, a very low signal‐to‐noise ratio was observed, as measured using the “ratio of predictable components” (RPC) metr...

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Published in:Quarterly Journal of the Royal Meteorological Society
Main Authors: Strommen, K, Palmer, T
Format: Article in Journal/Newspaper
Language:unknown
Published: Royal Meteorological Society 2019
Subjects:
Online Access:https://doi.org/10.1002/qj.3414
https://ora.ox.ac.uk/objects/uuid:0033d709-5147-4d95-a330-7420d39887ec
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spelling ftuloxford:oai:ora.ox.ac.uk:uuid:0033d709-5147-4d95-a330-7420d39887ec 2023-05-15T17:29:29+02:00 Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation Strommen, K Palmer, T 2019-01-15 https://doi.org/10.1002/qj.3414 https://ora.ox.ac.uk/objects/uuid:0033d709-5147-4d95-a330-7420d39887ec unknown Royal Meteorological Society doi:10.1002/qj.3414 https://ora.ox.ac.uk/objects/uuid:0033d709-5147-4d95-a330-7420d39887ec https://doi.org/10.1002/qj.3414 info:eu-repo/semantics/openAccess Journal article 2019 ftuloxford https://doi.org/10.1002/qj.3414 2022-06-28T20:04:34Z Studies conducted by the UK Met Office reported significant skill in predicting the winter North Atlantic Oscillation (NAO) index with their seasonal prediction system. At the same time, a very low signal‐to‐noise ratio was observed, as measured using the “ratio of predictable components” (RPC) metric. We analyse both the skill and signal‐to‐noise ratio using a new statistical toy model, which assumes NAO predictability is driven by regime dynamics. It is shown that if the system is approximately bimodal in nature, with the model consistently underestimating the level of regime persistence each season, then both the high skill and high RPC value of the Met Office hindcasts can easily be reproduced. Underestimation of regime persistence could be attributable to any number of sources of model error, including imperfect regime structure or errors in the propagation of teleconnections. In particular, a high RPC value for a seasonal mean prediction may be expected even if the model's internal level of noise is realistic. Article in Journal/Newspaper North Atlantic North Atlantic oscillation ORA - Oxford University Research Archive Quarterly Journal of the Royal Meteorological Society 145 718 147 163
institution Open Polar
collection ORA - Oxford University Research Archive
op_collection_id ftuloxford
language unknown
description Studies conducted by the UK Met Office reported significant skill in predicting the winter North Atlantic Oscillation (NAO) index with their seasonal prediction system. At the same time, a very low signal‐to‐noise ratio was observed, as measured using the “ratio of predictable components” (RPC) metric. We analyse both the skill and signal‐to‐noise ratio using a new statistical toy model, which assumes NAO predictability is driven by regime dynamics. It is shown that if the system is approximately bimodal in nature, with the model consistently underestimating the level of regime persistence each season, then both the high skill and high RPC value of the Met Office hindcasts can easily be reproduced. Underestimation of regime persistence could be attributable to any number of sources of model error, including imperfect regime structure or errors in the propagation of teleconnections. In particular, a high RPC value for a seasonal mean prediction may be expected even if the model's internal level of noise is realistic.
format Article in Journal/Newspaper
author Strommen, K
Palmer, T
spellingShingle Strommen, K
Palmer, T
Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
author_facet Strommen, K
Palmer, T
author_sort Strommen, K
title Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
title_short Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
title_full Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
title_fullStr Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
title_full_unstemmed Signal and noise in regime systems: A hypothesis on the predictability of the North Atlantic Oscillation
title_sort signal and noise in regime systems: a hypothesis on the predictability of the north atlantic oscillation
publisher Royal Meteorological Society
publishDate 2019
url https://doi.org/10.1002/qj.3414
https://ora.ox.ac.uk/objects/uuid:0033d709-5147-4d95-a330-7420d39887ec
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation doi:10.1002/qj.3414
https://ora.ox.ac.uk/objects/uuid:0033d709-5147-4d95-a330-7420d39887ec
https://doi.org/10.1002/qj.3414
op_rights info:eu-repo/semantics/openAccess
op_doi https://doi.org/10.1002/qj.3414
container_title Quarterly Journal of the Royal Meteorological Society
container_volume 145
container_issue 718
container_start_page 147
op_container_end_page 163
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