Developing a methodology for user‐oriented verification of polar low forecasts

Abstract Polar lows exhibit features with very sharp weather contrasts. In weather forecasting, a small misplacement of areas with hazardously high wind speeds can have fatal impacts for people living in polar regions. Therefore, a novel application of spatial verification methods for objective metr...

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Published in:Quarterly Journal of the Royal Meteorological Society
Main Authors: Hallerstig, Matilda, Køltzow, Morten Ødegaard, Mayer, Stephanie
Other Authors: Norges Forskningsråd
Format: Article in Journal/Newspaper
Language:English
Published: Wiley 2024
Subjects:
Online Access:http://dx.doi.org/10.1002/qj.4819
https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/qj.4819
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spelling crwiley:10.1002/qj.4819 2024-09-15T18:02:26+00:00 Developing a methodology for user‐oriented verification of polar low forecasts Hallerstig, Matilda Køltzow, Morten Ødegaard Mayer, Stephanie Norges Forskningsråd 2024 http://dx.doi.org/10.1002/qj.4819 https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/qj.4819 en eng Wiley http://creativecommons.org/licenses/by/4.0/ Quarterly Journal of the Royal Meteorological Society ISSN 0035-9009 1477-870X journal-article 2024 crwiley https://doi.org/10.1002/qj.4819 2024-08-22T04:16:19Z Abstract Polar lows exhibit features with very sharp weather contrasts. In weather forecasting, a small misplacement of areas with hazardously high wind speeds can have fatal impacts for people living in polar regions. Therefore, a novel application of spatial verification methods for objective metrics of size, shape, and location of areas with hazardous weather is tested. To separate the effect of errors in polar low location and direction of motion from errors relative to the polar low centre, surface wind fields from the limited‐area weather forecasting model Applications of Research to Operations at Mesoscale‐Arctic and Copernicus Climate Change Service Arctic Regional Reanalysis are centred at the polar low centre and rotated according to the direction of background flow surrounding the polar low. Then the possibilities of the features‐based verification methods SAL (structure, amplitude, location) and MODE (Method for Object‐based Diagnostic Evaluation) are explored using a test case from October 2019. The study demonstrates that the methodology can provide valuable information about forecast performance. MODE is a flexible method with metrics that focus on characteristics of individual objects and can be adapted to questions at hand. For example, a measure of storm eye size was added. SAL, on the other hand, provides effective summary metrics for the full domain and proved particularly useful for evaluation of the overall distribution of wind speed. To evaluate the number of correctly or incorrectly identified areas with harsh weather rather than their details about their shape, contingency scores are more suitable. Applied to a larger dataset, this methodology can assess performance as a function of forecast length, as well as geographical area, and the type of polar low. The methodology can also be applied to other types of low‐pressure systems, such as extratropical cyclones. Article in Journal/Newspaper Climate change Wiley Online Library Quarterly Journal of the Royal Meteorological Society
institution Open Polar
collection Wiley Online Library
op_collection_id crwiley
language English
description Abstract Polar lows exhibit features with very sharp weather contrasts. In weather forecasting, a small misplacement of areas with hazardously high wind speeds can have fatal impacts for people living in polar regions. Therefore, a novel application of spatial verification methods for objective metrics of size, shape, and location of areas with hazardous weather is tested. To separate the effect of errors in polar low location and direction of motion from errors relative to the polar low centre, surface wind fields from the limited‐area weather forecasting model Applications of Research to Operations at Mesoscale‐Arctic and Copernicus Climate Change Service Arctic Regional Reanalysis are centred at the polar low centre and rotated according to the direction of background flow surrounding the polar low. Then the possibilities of the features‐based verification methods SAL (structure, amplitude, location) and MODE (Method for Object‐based Diagnostic Evaluation) are explored using a test case from October 2019. The study demonstrates that the methodology can provide valuable information about forecast performance. MODE is a flexible method with metrics that focus on characteristics of individual objects and can be adapted to questions at hand. For example, a measure of storm eye size was added. SAL, on the other hand, provides effective summary metrics for the full domain and proved particularly useful for evaluation of the overall distribution of wind speed. To evaluate the number of correctly or incorrectly identified areas with harsh weather rather than their details about their shape, contingency scores are more suitable. Applied to a larger dataset, this methodology can assess performance as a function of forecast length, as well as geographical area, and the type of polar low. The methodology can also be applied to other types of low‐pressure systems, such as extratropical cyclones.
author2 Norges Forskningsråd
format Article in Journal/Newspaper
author Hallerstig, Matilda
Køltzow, Morten Ødegaard
Mayer, Stephanie
spellingShingle Hallerstig, Matilda
Køltzow, Morten Ødegaard
Mayer, Stephanie
Developing a methodology for user‐oriented verification of polar low forecasts
author_facet Hallerstig, Matilda
Køltzow, Morten Ødegaard
Mayer, Stephanie
author_sort Hallerstig, Matilda
title Developing a methodology for user‐oriented verification of polar low forecasts
title_short Developing a methodology for user‐oriented verification of polar low forecasts
title_full Developing a methodology for user‐oriented verification of polar low forecasts
title_fullStr Developing a methodology for user‐oriented verification of polar low forecasts
title_full_unstemmed Developing a methodology for user‐oriented verification of polar low forecasts
title_sort developing a methodology for user‐oriented verification of polar low forecasts
publisher Wiley
publishDate 2024
url http://dx.doi.org/10.1002/qj.4819
https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/qj.4819
genre Climate change
genre_facet Climate change
op_source Quarterly Journal of the Royal Meteorological Society
ISSN 0035-9009 1477-870X
op_rights http://creativecommons.org/licenses/by/4.0/
op_doi https://doi.org/10.1002/qj.4819
container_title Quarterly Journal of the Royal Meteorological Society
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