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: M. Meyer, I. Polkova, K. R. Modali, L. Schaffer, J. Baehr, S. Olbrich, M. Rautenhaus
Format: Article in Journal/Newspaper
Language:English
Published: Copernicus Publications 2021
Subjects:
Online Access:https://doi.org/10.5194/wcd-2-867-2021
https://doaj.org/article/0416b6a03d18409d83ad13082fd7c20c
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spelling 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
collection 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
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container_start_page 867
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