Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system
This paper presents an assessment of the usage of Arctic atmospheric observations in the Numerical Weather Prediction (NWP) system of the European Centre for Medium‐Range Weather Forecasts, and of their impact on the quality of short‐ to medium‐range forecasts. The Arctic has low coverage of convent...
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crwiley:10.1002/qj.3628 2024-06-23T07:49:09+00:00 Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system Lawrence, Heather Bormann, Niels Sandu, Irina Day, Jonathan Farnan, Jacky Bauer, Peter Horizon 2020 Framework Programme 2019 http://dx.doi.org/10.1002/qj.3628 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fqj.3628 https://onlinelibrary.wiley.com/doi/pdf/10.1002/qj.3628 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/qj.3628 https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/qj.3628 en eng Wiley http://creativecommons.org/licenses/by/4.0/ Quarterly Journal of the Royal Meteorological Society volume 145, issue 725, page 3432-3454 ISSN 0035-9009 1477-870X journal-article 2019 crwiley https://doi.org/10.1002/qj.3628 2024-06-13T04:22:33Z This paper presents an assessment of the usage of Arctic atmospheric observations in the Numerical Weather Prediction (NWP) system of the European Centre for Medium‐Range Weather Forecasts, and of their impact on the quality of short‐ to medium‐range forecasts. The Arctic has low coverage of conventional data north of 70°N but one of the highest levels of coverage of satellite sounding data on Earth. The impact of Arctic observations on forecast skill was assessed by performing Observing System Experiments, in which different observation types were removed from the full observing system. This assessment was complemented by an analysis of Forecast Sensitivity to Observation Impact diagnostics. To our knowledge it is the first time that comprehensive numerical experimentation has been carried out to explore the role of different Arctic observations in a state‐of‐the‐art global operational NWP system. All Arctic observations were found to have a positive impact on forecast skill in the Arctic region, with the greatest tropospheric impacts on both short‐ and medium‐range forecasts due to microwave, conventional and infrared sounding observations. Results indicate the great importance of microwave sounding data and conventional data, which are found to be the key observing systems in the summer and winter seasons, respectively. These observations were found to have positive and statistically significant impacts on forecasts not only in the Arctic but also in the midlatitude regions at longer lead times. Differences between the seasons are most likely due to problems assimilating microwave sounding observations over snow and sea ice, leading to a reduced impact in winter. There is also the suggestion of increased importance of conventional data in winter, and other factors may also play a role. Article in Journal/Newspaper Arctic Sea ice Wiley Online Library Arctic Quarterly Journal of the Royal Meteorological Society 145 725 3432 3454 |
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Open Polar |
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Wiley Online Library |
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crwiley |
language |
English |
description |
This paper presents an assessment of the usage of Arctic atmospheric observations in the Numerical Weather Prediction (NWP) system of the European Centre for Medium‐Range Weather Forecasts, and of their impact on the quality of short‐ to medium‐range forecasts. The Arctic has low coverage of conventional data north of 70°N but one of the highest levels of coverage of satellite sounding data on Earth. The impact of Arctic observations on forecast skill was assessed by performing Observing System Experiments, in which different observation types were removed from the full observing system. This assessment was complemented by an analysis of Forecast Sensitivity to Observation Impact diagnostics. To our knowledge it is the first time that comprehensive numerical experimentation has been carried out to explore the role of different Arctic observations in a state‐of‐the‐art global operational NWP system. All Arctic observations were found to have a positive impact on forecast skill in the Arctic region, with the greatest tropospheric impacts on both short‐ and medium‐range forecasts due to microwave, conventional and infrared sounding observations. Results indicate the great importance of microwave sounding data and conventional data, which are found to be the key observing systems in the summer and winter seasons, respectively. These observations were found to have positive and statistically significant impacts on forecasts not only in the Arctic but also in the midlatitude regions at longer lead times. Differences between the seasons are most likely due to problems assimilating microwave sounding observations over snow and sea ice, leading to a reduced impact in winter. There is also the suggestion of increased importance of conventional data in winter, and other factors may also play a role. |
author2 |
Horizon 2020 Framework Programme |
format |
Article in Journal/Newspaper |
author |
Lawrence, Heather Bormann, Niels Sandu, Irina Day, Jonathan Farnan, Jacky Bauer, Peter |
spellingShingle |
Lawrence, Heather Bormann, Niels Sandu, Irina Day, Jonathan Farnan, Jacky Bauer, Peter Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
author_facet |
Lawrence, Heather Bormann, Niels Sandu, Irina Day, Jonathan Farnan, Jacky Bauer, Peter |
author_sort |
Lawrence, Heather |
title |
Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
title_short |
Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
title_full |
Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
title_fullStr |
Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
title_full_unstemmed |
Use and impact of Arctic observations in the ECMWF Numerical Weather Prediction system |
title_sort |
use and impact of arctic observations in the ecmwf numerical weather prediction system |
publisher |
Wiley |
publishDate |
2019 |
url |
http://dx.doi.org/10.1002/qj.3628 https://api.wiley.com/onlinelibrary/tdm/v1/articles/10.1002%2Fqj.3628 https://onlinelibrary.wiley.com/doi/pdf/10.1002/qj.3628 https://onlinelibrary.wiley.com/doi/full-xml/10.1002/qj.3628 https://rmets.onlinelibrary.wiley.com/doi/pdf/10.1002/qj.3628 |
geographic |
Arctic |
geographic_facet |
Arctic |
genre |
Arctic Sea ice |
genre_facet |
Arctic Sea ice |
op_source |
Quarterly Journal of the Royal Meteorological Society volume 145, issue 725, page 3432-3454 ISSN 0035-9009 1477-870X |
op_rights |
http://creativecommons.org/licenses/by/4.0/ |
op_doi |
https://doi.org/10.1002/qj.3628 |
container_title |
Quarterly Journal of the Royal Meteorological Society |
container_volume |
145 |
container_issue |
725 |
container_start_page |
3432 |
op_container_end_page |
3454 |
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1802639417594085376 |