Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations
The strength of the stratospheric polar vortex influences the surface weather in the Northern Hemisphere in winter; a weaker (stronger) than average stratospheric polar vortex is connected to negative (positive) Arctic Oscillation (AO) and colder (warmer) than average surface temperatures in norther...
Published in: | Atmospheric Chemistry and Physics |
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Main Authors: | , , , , , |
Other Authors: | , |
Format: | Article in Journal/Newspaper |
Language: | English |
Published: |
Copernicus GMBH
2021
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Subjects: | |
Online Access: | http://hdl.handle.net/10138/324243 |
_version_ | 1821827336815771648 |
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author | Korhonen, Natalia Hyvärinen, Otto Kämäräinen, Matti Richardson, David S. Järvinen, Heikki Gregow, Hilppa |
author2 | Institute for Atmospheric and Earth System Research (INAR) University Management |
author_facet | Korhonen, Natalia Hyvärinen, Otto Kämäräinen, Matti Richardson, David S. Järvinen, Heikki Gregow, Hilppa |
author_sort | Korhonen, Natalia |
collection | HELDA – University of Helsinki Open Repository |
container_issue | 14 |
container_start_page | 8441 |
container_title | Atmospheric Chemistry and Physics |
container_volume | 20 |
description | The strength of the stratospheric polar vortex influences the surface weather in the Northern Hemisphere in winter; a weaker (stronger) than average stratospheric polar vortex is connected to negative (positive) Arctic Oscillation (AO) and colder (warmer) than average surface temperatures in northern Europe within weeks or months. This holds the potential for forecasting in that timescale. We investigate here if the strength of the stratospheric polar vortex at the start of the forecast could be used to improve the extended-range temperature forecasts of the European Centre for Medium-Range Weather Forecasts (ECMWF) and to find periods with higher prediction skill scores. For this, we developed a stratospheric wind indicator (SWI) based on the strength of the stratospheric polar vortex and the phase of the AO during the following weeks. We demonstrate that there was a statistically significant difference in the observed surface temperature in northern Europe within the 3-6 weeks, depending on the SWI at the start of the forecast. When our new SWI was applied in post-processing the ECMWF's 2-week mean temperature reforecasts for weeks 3-4 and 5-6 in northern Europe during boreal winter, the skill scores of those weeks were slightly improved. This indicates there is some room for improving the extended-range forecasts, if the stratosphere-troposphere links were better captured in the modelling. In addition to this, we found that during the boreal winter, in cases where the polar vortex was weak at the start of the forecast, the mean skill scores of the 3-6 weeks' surface temperature forecasts were higher than average. Peer reviewed |
format | Article in Journal/Newspaper |
genre | Arctic |
genre_facet | Arctic |
geographic | Arctic |
geographic_facet | Arctic |
id | ftunivhelsihelda:oai:helda.helsinki.fi:10138/324243 |
institution | Open Polar |
language | English |
op_collection_id | ftunivhelsihelda |
op_container_end_page | 8451 |
op_relation | 10.5194/acp-20-8441-2020 Korhonen , N , Hyvärinen , O , Kämäräinen , M , Richardson , D S , Järvinen , H & Gregow , H 2020 , ' Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations ' , Atmospheric Chemistry and Physics Discussions , vol. 20 , no. 14 , pp. 8441-8451 . https://doi.org/10.5194/acp-20-8441-2020 , https://doi.org/10.5194/acp-2019-679 ORCID: /0000-0003-1879-6804/work/86486518 ddf82825-a72f-42a1-bbd9-fb449da08924 http://hdl.handle.net/10138/324243 000552228600001 |
op_rights | cc_by openAccess info:eu-repo/semantics/openAccess |
publishDate | 2021 |
publisher | Copernicus GMBH |
record_format | openpolar |
spelling | ftunivhelsihelda:oai:helda.helsinki.fi:10138/324243 2025-01-16T20:32:14+00:00 Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations Korhonen, Natalia Hyvärinen, Otto Kämäräinen, Matti Richardson, David S. Järvinen, Heikki Gregow, Hilppa Institute for Atmospheric and Earth System Research (INAR) University Management 2021-01-07T16:56:01Z 11 application/pdf http://hdl.handle.net/10138/324243 eng eng Copernicus GMBH 10.5194/acp-20-8441-2020 Korhonen , N , Hyvärinen , O , Kämäräinen , M , Richardson , D S , Järvinen , H & Gregow , H 2020 , ' Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations ' , Atmospheric Chemistry and Physics Discussions , vol. 20 , no. 14 , pp. 8441-8451 . https://doi.org/10.5194/acp-20-8441-2020 , https://doi.org/10.5194/acp-2019-679 ORCID: /0000-0003-1879-6804/work/86486518 ddf82825-a72f-42a1-bbd9-fb449da08924 http://hdl.handle.net/10138/324243 000552228600001 cc_by openAccess info:eu-repo/semantics/openAccess 114 Physical sciences ARCTIC OSCILLATION IMPACTS MADDEN-JULIAN OSCILLATION PREDICTION QUASI-BIENNIAL OSCILLATION TELECONNECTIONS WEATHER Article publishedVersion 2021 ftunivhelsihelda 2023-12-14T00:01:55Z The strength of the stratospheric polar vortex influences the surface weather in the Northern Hemisphere in winter; a weaker (stronger) than average stratospheric polar vortex is connected to negative (positive) Arctic Oscillation (AO) and colder (warmer) than average surface temperatures in northern Europe within weeks or months. This holds the potential for forecasting in that timescale. We investigate here if the strength of the stratospheric polar vortex at the start of the forecast could be used to improve the extended-range temperature forecasts of the European Centre for Medium-Range Weather Forecasts (ECMWF) and to find periods with higher prediction skill scores. For this, we developed a stratospheric wind indicator (SWI) based on the strength of the stratospheric polar vortex and the phase of the AO during the following weeks. We demonstrate that there was a statistically significant difference in the observed surface temperature in northern Europe within the 3-6 weeks, depending on the SWI at the start of the forecast. When our new SWI was applied in post-processing the ECMWF's 2-week mean temperature reforecasts for weeks 3-4 and 5-6 in northern Europe during boreal winter, the skill scores of those weeks were slightly improved. This indicates there is some room for improving the extended-range forecasts, if the stratosphere-troposphere links were better captured in the modelling. In addition to this, we found that during the boreal winter, in cases where the polar vortex was weak at the start of the forecast, the mean skill scores of the 3-6 weeks' surface temperature forecasts were higher than average. Peer reviewed Article in Journal/Newspaper Arctic HELDA – University of Helsinki Open Repository Arctic Atmospheric Chemistry and Physics 20 14 8441 8451 |
spellingShingle | 114 Physical sciences ARCTIC OSCILLATION IMPACTS MADDEN-JULIAN OSCILLATION PREDICTION QUASI-BIENNIAL OSCILLATION TELECONNECTIONS WEATHER Korhonen, Natalia Hyvärinen, Otto Kämäräinen, Matti Richardson, David S. Järvinen, Heikki Gregow, Hilppa Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title | Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title_full | Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title_fullStr | Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title_full_unstemmed | Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title_short | Adding value to Extended-range Forecasts in Northern Europe by Statistical Post-processing Using Stratospheric Observations |
title_sort | adding value to extended-range forecasts in northern europe by statistical post-processing using stratospheric observations |
topic | 114 Physical sciences ARCTIC OSCILLATION IMPACTS MADDEN-JULIAN OSCILLATION PREDICTION QUASI-BIENNIAL OSCILLATION TELECONNECTIONS WEATHER |
topic_facet | 114 Physical sciences ARCTIC OSCILLATION IMPACTS MADDEN-JULIAN OSCILLATION PREDICTION QUASI-BIENNIAL OSCILLATION TELECONNECTIONS WEATHER |
url | http://hdl.handle.net/10138/324243 |