Predictive skill of Atmospheric Rivers in western Iberian Peninsula
It is now clear that a large fraction of extreme precipitation and flood events across Western Europe are triggered by Atmospheric Rivers (ARs). The association between ARs and extreme precipitation days over the Iberian Peninsula has been well documented for western river basins. Since ARs are ofte...
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ftcopernicus:oai:publications.copernicus.org:nhessd80460 2023-05-15T17:35:08+02:00 Predictive skill of Atmospheric Rivers in western Iberian Peninsula Ramos, Alexandre M. Sousa, Pedro M. Dutra, Emanuel Trigo, Ricardo M. 2019-10-02 application/pdf https://doi.org/10.5194/nhess-2019-317 https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2019-317/ eng eng doi:10.5194/nhess-2019-317 https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2019-317/ eISSN: 1684-9981 Text 2019 ftcopernicus https://doi.org/10.5194/nhess-2019-317 2019-12-24T09:48:25Z It is now clear that a large fraction of extreme precipitation and flood events across Western Europe are triggered by Atmospheric Rivers (ARs). The association between ARs and extreme precipitation days over the Iberian Peninsula has been well documented for western river basins. Since ARs are often associated with high impact weather, it is important to study their medium-range predictability. Here we perform such an assessment using the ECMWF ensemble forecasts up to 15 days for events that made landfall in western Iberian Peninsula during the winters spanning between 2012/2013 and 2015/16. IVT and precipitation from the 51 ensemble members of the ECMWF Integrated Forecasting System (IFS) ensemble (ENS) were processed over a domain including western Europe and contiguous North Atlantic Ocean. Metrics concerning the ARs location, intensity and orientation were computed, in order to compare the predictive skill (for different prediction lead times) of IVT and precipitation analyses in the IFS. We considered several regional boxes over Western Iberia, where the presence of ARs is detected in analysis/forecasts, enabling the construction of contingency tables and probabilistic evaluation for further objective verification of forecast accuracy. Our results indicate that the ensemble forecasts have skill to detect upcoming ARs events, which can be particularly useful to better predict potential hydrometeorological extremes. We also characterized how the ENS dispersion and confidence curves change with increasing forecast lead times for each sub-domain. The probabilistic evaluation, using ROC analysis, shows that for short lead times precipitation forecasts are more accurate than IVT forecasts, while for longer lead times this reverses (~10 days). Furthermore, we show that this reversal occurs for shorter lead times in areas where the ARs contribution is more relevant for winter precipitation totals (e.g. northwestern Iberia). Text North Atlantic Copernicus Publications: E-Journals Western River ENVELOPE(-107.169,-107.169,66.367,66.367) |
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Open Polar |
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Copernicus Publications: E-Journals |
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ftcopernicus |
language |
English |
description |
It is now clear that a large fraction of extreme precipitation and flood events across Western Europe are triggered by Atmospheric Rivers (ARs). The association between ARs and extreme precipitation days over the Iberian Peninsula has been well documented for western river basins. Since ARs are often associated with high impact weather, it is important to study their medium-range predictability. Here we perform such an assessment using the ECMWF ensemble forecasts up to 15 days for events that made landfall in western Iberian Peninsula during the winters spanning between 2012/2013 and 2015/16. IVT and precipitation from the 51 ensemble members of the ECMWF Integrated Forecasting System (IFS) ensemble (ENS) were processed over a domain including western Europe and contiguous North Atlantic Ocean. Metrics concerning the ARs location, intensity and orientation were computed, in order to compare the predictive skill (for different prediction lead times) of IVT and precipitation analyses in the IFS. We considered several regional boxes over Western Iberia, where the presence of ARs is detected in analysis/forecasts, enabling the construction of contingency tables and probabilistic evaluation for further objective verification of forecast accuracy. Our results indicate that the ensemble forecasts have skill to detect upcoming ARs events, which can be particularly useful to better predict potential hydrometeorological extremes. We also characterized how the ENS dispersion and confidence curves change with increasing forecast lead times for each sub-domain. The probabilistic evaluation, using ROC analysis, shows that for short lead times precipitation forecasts are more accurate than IVT forecasts, while for longer lead times this reverses (~10 days). Furthermore, we show that this reversal occurs for shorter lead times in areas where the ARs contribution is more relevant for winter precipitation totals (e.g. northwestern Iberia). |
format |
Text |
author |
Ramos, Alexandre M. Sousa, Pedro M. Dutra, Emanuel Trigo, Ricardo M. |
spellingShingle |
Ramos, Alexandre M. Sousa, Pedro M. Dutra, Emanuel Trigo, Ricardo M. Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
author_facet |
Ramos, Alexandre M. Sousa, Pedro M. Dutra, Emanuel Trigo, Ricardo M. |
author_sort |
Ramos, Alexandre M. |
title |
Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
title_short |
Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
title_full |
Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
title_fullStr |
Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
title_full_unstemmed |
Predictive skill of Atmospheric Rivers in western Iberian Peninsula |
title_sort |
predictive skill of atmospheric rivers in western iberian peninsula |
publishDate |
2019 |
url |
https://doi.org/10.5194/nhess-2019-317 https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2019-317/ |
long_lat |
ENVELOPE(-107.169,-107.169,66.367,66.367) |
geographic |
Western River |
geographic_facet |
Western River |
genre |
North Atlantic |
genre_facet |
North Atlantic |
op_source |
eISSN: 1684-9981 |
op_relation |
doi:10.5194/nhess-2019-317 https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2019-317/ |
op_doi |
https://doi.org/10.5194/nhess-2019-317 |
_version_ |
1766134199346003968 |