Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics

Flow-dependent spread (FDS) is a desirable characteristic of probabilistic forecasts; ensemble spread should represent the expected forecast error. However this is difficult to estimate for seasonal hindcasts as they tend to have a relatively small sample size. Here we use a long (110 year) seasonal...

Full description

Bibliographic Details
Published in:Atmospheric Science Letters
Main Authors: MacLeod, Dave, O'Reilly, Chris, Palmer, Tim, Weisheimer, Antje
Format: Article in Journal/Newspaper
Language:unknown
Published: Wiley Open Access 2018
Subjects:
Online Access:https://orca.cardiff.ac.uk/id/eprint/168336/
https://doi.org/10.1002/asl.815
id ftunivcardiff:oai:https://orca.cardiff.ac.uk:168336
record_format openpolar
spelling ftunivcardiff:oai:https://orca.cardiff.ac.uk:168336 2024-06-23T07:55:06+00:00 Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics MacLeod, Dave O'Reilly, Chris Palmer, Tim Weisheimer, Antje 2018-05-01 https://orca.cardiff.ac.uk/id/eprint/168336/ https://doi.org/10.1002/asl.815 unknown Wiley Open Access MacLeod, Dave https://orca.cardiff.ac.uk/view/cardiffauthors/A2779114W.html orcid:0000-0001-5504-6450 orcid:0000-0001-5504-6450, O'Reilly, Chris, Palmer, Tim and Weisheimer, Antje 2018. Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics. Atmospheric Science Letters 19 (5) , e815. 10.1002/asl.815 https://doi.org/10.1002/asl.815 doi:10.1002/asl.815 Article PeerReviewed 2018 ftunivcardiff https://doi.org/10.1002/asl.815 2024-06-04T23:57:50Z Flow-dependent spread (FDS) is a desirable characteristic of probabilistic forecasts; ensemble spread should represent the expected forecast error. However this is difficult to estimate for seasonal hindcasts as they tend to have a relatively small sample size. Here we use a long (110 year) seasonal hindcast dataset to evaluate FDS in forecasts of boreal winter North Atlantic Oscillation (NAO) and Pacific North American pattern (PNA). A good FDS relationship is found for interannual variations in both the NAO and PNA, with mild underdispersion for negative NAO and PNA events and slight overdispersion for positive NAO. Decadal-scale variability is seen in forecast errors but not in ensemble spread, which shows little variation on this timescale. Links between forecast errors and tropical heating anomalies are also investigated, though no strong links are found. However, a weak link between strong El Niño warming in the East Pacific and reduced PNA error is suggested. Article in Journal/Newspaper North Atlantic North Atlantic oscillation Cardiff University: ORCA (Online Research @ Cardiff) Pacific Atmospheric Science Letters 19 5
institution Open Polar
collection Cardiff University: ORCA (Online Research @ Cardiff)
op_collection_id ftunivcardiff
language unknown
description Flow-dependent spread (FDS) is a desirable characteristic of probabilistic forecasts; ensemble spread should represent the expected forecast error. However this is difficult to estimate for seasonal hindcasts as they tend to have a relatively small sample size. Here we use a long (110 year) seasonal hindcast dataset to evaluate FDS in forecasts of boreal winter North Atlantic Oscillation (NAO) and Pacific North American pattern (PNA). A good FDS relationship is found for interannual variations in both the NAO and PNA, with mild underdispersion for negative NAO and PNA events and slight overdispersion for positive NAO. Decadal-scale variability is seen in forecast errors but not in ensemble spread, which shows little variation on this timescale. Links between forecast errors and tropical heating anomalies are also investigated, though no strong links are found. However, a weak link between strong El Niño warming in the East Pacific and reduced PNA error is suggested.
format Article in Journal/Newspaper
author MacLeod, Dave
O'Reilly, Chris
Palmer, Tim
Weisheimer, Antje
spellingShingle MacLeod, Dave
O'Reilly, Chris
Palmer, Tim
Weisheimer, Antje
Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
author_facet MacLeod, Dave
O'Reilly, Chris
Palmer, Tim
Weisheimer, Antje
author_sort MacLeod, Dave
title Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
title_short Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
title_full Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
title_fullStr Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
title_full_unstemmed Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
title_sort flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics
publisher Wiley Open Access
publishDate 2018
url https://orca.cardiff.ac.uk/id/eprint/168336/
https://doi.org/10.1002/asl.815
geographic Pacific
geographic_facet Pacific
genre North Atlantic
North Atlantic oscillation
genre_facet North Atlantic
North Atlantic oscillation
op_relation MacLeod, Dave https://orca.cardiff.ac.uk/view/cardiffauthors/A2779114W.html orcid:0000-0001-5504-6450 orcid:0000-0001-5504-6450, O'Reilly, Chris, Palmer, Tim and Weisheimer, Antje 2018. Flow dependent ensemble spread in seasonal forecasts of the boreal winter extratropics. Atmospheric Science Letters 19 (5) , e815. 10.1002/asl.815 https://doi.org/10.1002/asl.815
doi:10.1002/asl.815
op_doi https://doi.org/10.1002/asl.815
container_title Atmospheric Science Letters
container_volume 19
container_issue 5
_version_ 1802647529141043200