Validation metrics for ice edge position forecasts

The ice edge is a simple quantity in the form of a line that can be derived from a spatially varying sea ice concentration field. Due to its long history and relevance for operations in the Arctic, the position of the ice edge should be an essential element in any system that is designed to monitor...

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Published in:Ocean Science
Main Authors: A. Melsom, C. Palerme, M. Müller
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2019
Subjects:
G
Online Access:https://doi.org/10.5194/os-15-615-2019
https://doaj.org/article/d73d34da3d36471f8d01c9426bb192a5
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spelling ftdoajarticles:oai:doaj.org/article:d73d34da3d36471f8d01c9426bb192a5 2023-05-15T14:58:01+02:00 Validation metrics for ice edge position forecasts A. Melsom C. Palerme M. Müller 2019-05-01T00:00:00Z https://doi.org/10.5194/os-15-615-2019 https://doaj.org/article/d73d34da3d36471f8d01c9426bb192a5 EN eng Copernicus Publications https://www.ocean-sci.net/15/615/2019/os-15-615-2019.pdf https://doaj.org/toc/1812-0784 https://doaj.org/toc/1812-0792 doi:10.5194/os-15-615-2019 1812-0784 1812-0792 https://doaj.org/article/d73d34da3d36471f8d01c9426bb192a5 Ocean Science, Vol 15, Pp 615-630 (2019) Geography. Anthropology. Recreation G Environmental sciences GE1-350 article 2019 ftdoajarticles https://doi.org/10.5194/os-15-615-2019 2022-12-31T02:15:16Z The ice edge is a simple quantity in the form of a line that can be derived from a spatially varying sea ice concentration field. Due to its long history and relevance for operations in the Arctic, the position of the ice edge should be an essential element in any system that is designed to monitor or provide forecasts for the physical state of the Arctic Ocean and adjacent ocean regions. Users of monitoring and forecast products for sea ice must be provided with complementary information on the expected accuracy of the data or model results. Such information is traditionally available as a set of metrics that provide an assessment of the information quality. In this study we provide a survey of metrics that are presently included in the product quality assessment of the Copernicus Marine Environment Monitoring Service (CMEMS) Arctic Marine Forecasting Center sea ice edge position forecast. We show that when ice edge results from different products are compared, mismatching results for polynya and local freezing at the coasts of continents and archipelagos have a large impact on the quality assessment. Such situations, which occur regularly in the products we examine, have not been properly acknowledged when sets of metrics for the quality of ice edge position results are constructed. We examine the quality of ice edge forecasts using a total of 15 metrics for the ice edge position. These metrics are analysed in synthetic examples, as well as in selected cases of actual forecasts, and finally for a full year of weekly forecast bulletins. Using necessity and simplicity of information as a guideline, we recommend using a set of four metrics that sheds light on the various aspects of product quality that we consider. Moreover, any user is expected to be interested in a limited part of the geographical domain, so metrics derived as domain-wide integrated quantities may be of limited value. Consequently, we recommend that metrics also be made available for an appropriate set of sub-domains. Furthermore, we find that ... Article in Journal/Newspaper Arctic Arctic Ocean Sea ice Directory of Open Access Journals: DOAJ Articles Arctic Arctic Ocean Ocean Science 15 3 615 630
institution Open Polar
collection Directory of Open Access Journals: DOAJ Articles
op_collection_id ftdoajarticles
language English
topic Geography. Anthropology. Recreation
G
Environmental sciences
GE1-350
spellingShingle Geography. Anthropology. Recreation
G
Environmental sciences
GE1-350
A. Melsom
C. Palerme
M. Müller
Validation metrics for ice edge position forecasts
topic_facet Geography. Anthropology. Recreation
G
Environmental sciences
GE1-350
description The ice edge is a simple quantity in the form of a line that can be derived from a spatially varying sea ice concentration field. Due to its long history and relevance for operations in the Arctic, the position of the ice edge should be an essential element in any system that is designed to monitor or provide forecasts for the physical state of the Arctic Ocean and adjacent ocean regions. Users of monitoring and forecast products for sea ice must be provided with complementary information on the expected accuracy of the data or model results. Such information is traditionally available as a set of metrics that provide an assessment of the information quality. In this study we provide a survey of metrics that are presently included in the product quality assessment of the Copernicus Marine Environment Monitoring Service (CMEMS) Arctic Marine Forecasting Center sea ice edge position forecast. We show that when ice edge results from different products are compared, mismatching results for polynya and local freezing at the coasts of continents and archipelagos have a large impact on the quality assessment. Such situations, which occur regularly in the products we examine, have not been properly acknowledged when sets of metrics for the quality of ice edge position results are constructed. We examine the quality of ice edge forecasts using a total of 15 metrics for the ice edge position. These metrics are analysed in synthetic examples, as well as in selected cases of actual forecasts, and finally for a full year of weekly forecast bulletins. Using necessity and simplicity of information as a guideline, we recommend using a set of four metrics that sheds light on the various aspects of product quality that we consider. Moreover, any user is expected to be interested in a limited part of the geographical domain, so metrics derived as domain-wide integrated quantities may be of limited value. Consequently, we recommend that metrics also be made available for an appropriate set of sub-domains. Furthermore, we find that ...
format Article in Journal/Newspaper
author A. Melsom
C. Palerme
M. Müller
author_facet A. Melsom
C. Palerme
M. Müller
author_sort A. Melsom
title Validation metrics for ice edge position forecasts
title_short Validation metrics for ice edge position forecasts
title_full Validation metrics for ice edge position forecasts
title_fullStr Validation metrics for ice edge position forecasts
title_full_unstemmed Validation metrics for ice edge position forecasts
title_sort validation metrics for ice edge position forecasts
publisher Copernicus Publications
publishDate 2019
url https://doi.org/10.5194/os-15-615-2019
https://doaj.org/article/d73d34da3d36471f8d01c9426bb192a5
geographic Arctic
Arctic Ocean
geographic_facet Arctic
Arctic Ocean
genre Arctic
Arctic Ocean
Sea ice
genre_facet Arctic
Arctic Ocean
Sea ice
op_source Ocean Science, Vol 15, Pp 615-630 (2019)
op_relation https://www.ocean-sci.net/15/615/2019/os-15-615-2019.pdf
https://doaj.org/toc/1812-0784
https://doaj.org/toc/1812-0792
doi:10.5194/os-15-615-2019
1812-0784
1812-0792
https://doaj.org/article/d73d34da3d36471f8d01c9426bb192a5
op_doi https://doi.org/10.5194/os-15-615-2019
container_title Ocean Science
container_volume 15
container_issue 3
container_start_page 615
op_container_end_page 630
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