Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows
Recent advances in visual data analysis are well suited to gain insights into dynamical processes in the atmosphere. We apply novel methods for three-dimensional (3-D) interactive visual data analysis to investigate marine cold air outbreaks (MCAOs) and polar lows (PLs) in the recently released ERA5...
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ftdoajarticles:oai:doaj.org/article:0416b6a03d18409d83ad13082fd7c20c 2023-05-15T17:24:24+02:00 Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows M. Meyer I. Polkova K. R. Modali L. Schaffer J. Baehr S. Olbrich M. Rautenhaus 2021-09-01T00:00:00Z https://doi.org/10.5194/wcd-2-867-2021 https://doaj.org/article/0416b6a03d18409d83ad13082fd7c20c EN eng Copernicus Publications https://wcd.copernicus.org/articles/2/867/2021/wcd-2-867-2021.pdf https://doaj.org/toc/2698-4016 doi:10.5194/wcd-2-867-2021 2698-4016 https://doaj.org/article/0416b6a03d18409d83ad13082fd7c20c Weather and Climate Dynamics, Vol 2, Pp 867-891 (2021) Meteorology. Climatology QC851-999 article 2021 ftdoajarticles https://doi.org/10.5194/wcd-2-867-2021 2022-12-31T10:26:38Z Recent advances in visual data analysis are well suited to gain insights into dynamical processes in the atmosphere. We apply novel methods for three-dimensional (3-D) interactive visual data analysis to investigate marine cold air outbreaks (MCAOs) and polar lows (PLs) in the recently released ERA5 reanalysis data. Our study aims at revealing 3-D perspectives on MCAOs and PLs in ERA5 and at improving the diagnostic indices to capture these weather events in long-term assessments on seasonal and climatological timescales. Using an extended version of the open-source visualization framework Met.3D , we explore 3-D perspectives on the structure and dynamics of MCAOs and PLs and relate these to previously used diagnostic indices. Motivated by the 3-D visual analysis of selected MCAO and PL cases, we conceptualize alternative index variants that capture the vertical extent of MCAOs and their distance to the dynamical tropopause. The new index variants are evaluated, along with previously used indices, with a focus on their skill as a proxy for the occurrence of PLs. Testing the association of diagnostic indices with observed PLs in the Barents and the Nordic seas for the years 2002–2011 shows that the new index variants based on the vertical structure of cold air masses are more skilful in distinguishing the times and locations of PLs, compared with conventional indices based on sea–air temperature difference only. We thus propose using the new diagnostics for further analyses in climate predictions and climatological studies. The methods for visual data analysis applied here are available as an open-source tool and can be used generically for interactive 3-D visual analysis of atmospheric processes in ERA5 and other gridded meteorological data. Article in Journal/Newspaper Nordic Seas Directory of Open Access Journals: DOAJ Articles Weather and Climate Dynamics 2 3 867 891 |
institution |
Open Polar |
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Directory of Open Access Journals: DOAJ Articles |
op_collection_id |
ftdoajarticles |
language |
English |
topic |
Meteorology. Climatology QC851-999 |
spellingShingle |
Meteorology. Climatology QC851-999 M. Meyer I. Polkova K. R. Modali L. Schaffer J. Baehr S. Olbrich M. Rautenhaus Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
topic_facet |
Meteorology. Climatology QC851-999 |
description |
Recent advances in visual data analysis are well suited to gain insights into dynamical processes in the atmosphere. We apply novel methods for three-dimensional (3-D) interactive visual data analysis to investigate marine cold air outbreaks (MCAOs) and polar lows (PLs) in the recently released ERA5 reanalysis data. Our study aims at revealing 3-D perspectives on MCAOs and PLs in ERA5 and at improving the diagnostic indices to capture these weather events in long-term assessments on seasonal and climatological timescales. Using an extended version of the open-source visualization framework Met.3D , we explore 3-D perspectives on the structure and dynamics of MCAOs and PLs and relate these to previously used diagnostic indices. Motivated by the 3-D visual analysis of selected MCAO and PL cases, we conceptualize alternative index variants that capture the vertical extent of MCAOs and their distance to the dynamical tropopause. The new index variants are evaluated, along with previously used indices, with a focus on their skill as a proxy for the occurrence of PLs. Testing the association of diagnostic indices with observed PLs in the Barents and the Nordic seas for the years 2002–2011 shows that the new index variants based on the vertical structure of cold air masses are more skilful in distinguishing the times and locations of PLs, compared with conventional indices based on sea–air temperature difference only. We thus propose using the new diagnostics for further analyses in climate predictions and climatological studies. The methods for visual data analysis applied here are available as an open-source tool and can be used generically for interactive 3-D visual analysis of atmospheric processes in ERA5 and other gridded meteorological data. |
format |
Article in Journal/Newspaper |
author |
M. Meyer I. Polkova K. R. Modali L. Schaffer J. Baehr S. Olbrich M. Rautenhaus |
author_facet |
M. Meyer I. Polkova K. R. Modali L. Schaffer J. Baehr S. Olbrich M. Rautenhaus |
author_sort |
M. Meyer |
title |
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
title_short |
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
title_full |
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
title_fullStr |
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
title_full_unstemmed |
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
title_sort |
interactive 3-d visual analysis of era5 data: improving diagnostic indices for marine cold air outbreaks and polar lows |
publisher |
Copernicus Publications |
publishDate |
2021 |
url |
https://doi.org/10.5194/wcd-2-867-2021 https://doaj.org/article/0416b6a03d18409d83ad13082fd7c20c |
genre |
Nordic Seas |
genre_facet |
Nordic Seas |
op_source |
Weather and Climate Dynamics, Vol 2, Pp 867-891 (2021) |
op_relation |
https://wcd.copernicus.org/articles/2/867/2021/wcd-2-867-2021.pdf https://doaj.org/toc/2698-4016 doi:10.5194/wcd-2-867-2021 2698-4016 https://doaj.org/article/0416b6a03d18409d83ad13082fd7c20c |
op_doi |
https://doi.org/10.5194/wcd-2-867-2021 |
container_title |
Weather and Climate Dynamics |
container_volume |
2 |
container_issue |
3 |
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867 |
op_container_end_page |
891 |
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