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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Published in:Weather and Climate Dynamics
Main Authors: Meyer, Marcel, Polkova, Iuliia, Modali, Kameswar Rao, Schaffer, Laura, Baehr, Johanna, Olbrich, Stephan, Rautenhaus, Marc
Format: Text
Language:English
Published: 2021
Subjects:
Online Access:https://doi.org/10.5194/wcd-2-867-2021
https://wcd.copernicus.org/articles/2/867/2021/
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spelling ftcopernicus:oai:publications.copernicus.org:wcd94170 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 Meyer, Marcel Polkova, Iuliia Modali, Kameswar Rao Schaffer, Laura Baehr, Johanna Olbrich, Stephan Rautenhaus, Marc 2021-09-15 application/pdf https://doi.org/10.5194/wcd-2-867-2021 https://wcd.copernicus.org/articles/2/867/2021/ eng eng doi:10.5194/wcd-2-867-2021 https://wcd.copernicus.org/articles/2/867/2021/ eISSN: 2698-4016 Text 2021 ftcopernicus https://doi.org/10.5194/wcd-2-867-2021 2021-09-20T16:22:27Z 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. Text Nordic Seas Copernicus Publications: E-Journals Weather and Climate Dynamics 2 3 867 891
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language English
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 Text
author Meyer, Marcel
Polkova, Iuliia
Modali, Kameswar Rao
Schaffer, Laura
Baehr, Johanna
Olbrich, Stephan
Rautenhaus, Marc
spellingShingle Meyer, Marcel
Polkova, Iuliia
Modali, Kameswar Rao
Schaffer, Laura
Baehr, Johanna
Olbrich, Stephan
Rautenhaus, Marc
Interactive 3-D visual analysis of ERA5 data: improving diagnostic indices for marine cold air outbreaks and polar lows
author_facet Meyer, Marcel
Polkova, Iuliia
Modali, Kameswar Rao
Schaffer, Laura
Baehr, Johanna
Olbrich, Stephan
Rautenhaus, Marc
author_sort Meyer, Marcel
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
publishDate 2021
url https://doi.org/10.5194/wcd-2-867-2021
https://wcd.copernicus.org/articles/2/867/2021/
genre Nordic Seas
genre_facet Nordic Seas
op_source eISSN: 2698-4016
op_relation doi:10.5194/wcd-2-867-2021
https://wcd.copernicus.org/articles/2/867/2021/
op_doi https://doi.org/10.5194/wcd-2-867-2021
container_title Weather and Climate Dynamics
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