Predictive skill for atmospheric rivers in the western Iberian Peninsula

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 hig...

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Published in:Natural Hazards and Earth System Sciences
Main Authors: Ramos, Alexandre M., Sousa, Pedro M., Dutra, Emanuel, Trigo, Ricardo M.
Format: Text
Language:English
Published: 2020
Subjects:
Online Access:https://doi.org/10.5194/nhess-20-877-2020
https://nhess.copernicus.org/articles/20/877/2020/
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spelling ftcopernicus:oai:publications.copernicus.org:nhess80460 2023-05-15T17:35:30+02:00 Predictive skill for atmospheric rivers in the western Iberian Peninsula Ramos, Alexandre M. Sousa, Pedro M. Dutra, Emanuel Trigo, Ricardo M. 2020-03-30 application/pdf https://doi.org/10.5194/nhess-20-877-2020 https://nhess.copernicus.org/articles/20/877/2020/ eng eng doi:10.5194/nhess-20-877-2020 https://nhess.copernicus.org/articles/20/877/2020/ eISSN: 1684-9981 Text 2020 ftcopernicus https://doi.org/10.5194/nhess-20-877-2020 2020-07-20T16:22:20Z 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 d for events where ARs made landfall in the western Iberian Peninsula during the winters spanning between 2012–2013 and 2015–2016. Vertically integrated horizontal water vapor transport (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 the contiguous North Atlantic Ocean. Metrics concerning AR location, intensity, and orientation were computed, in order to compare the predictive skill (for different prediction lead times) of IVT and precipitation. 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 in detecting upcoming AR 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 receiver operating characteristic (ROC) analysis, shows that for short lead times precipitation forecasts are more accurate than IVT forecasts, while for longer lead times this reverses ( ∼10 d). Furthermore, we show that this reversal occurs for shorter lead times in areas where the AR 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) Natural Hazards and Earth System Sciences 20 3 877 888
institution Open Polar
collection Copernicus Publications: E-Journals
op_collection_id ftcopernicus
language English
description 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 d for events where ARs made landfall in the western Iberian Peninsula during the winters spanning between 2012–2013 and 2015–2016. Vertically integrated horizontal water vapor transport (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 the contiguous North Atlantic Ocean. Metrics concerning AR location, intensity, and orientation were computed, in order to compare the predictive skill (for different prediction lead times) of IVT and precipitation. 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 in detecting upcoming AR 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 receiver operating characteristic (ROC) analysis, shows that for short lead times precipitation forecasts are more accurate than IVT forecasts, while for longer lead times this reverses ( ∼10 d). Furthermore, we show that this reversal occurs for shorter lead times in areas where the AR 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 for atmospheric rivers in the western Iberian Peninsula
author_facet Ramos, Alexandre M.
Sousa, Pedro M.
Dutra, Emanuel
Trigo, Ricardo M.
author_sort Ramos, Alexandre M.
title Predictive skill for atmospheric rivers in the western Iberian Peninsula
title_short Predictive skill for atmospheric rivers in the western Iberian Peninsula
title_full Predictive skill for atmospheric rivers in the western Iberian Peninsula
title_fullStr Predictive skill for atmospheric rivers in the western Iberian Peninsula
title_full_unstemmed Predictive skill for atmospheric rivers in the western Iberian Peninsula
title_sort predictive skill for atmospheric rivers in the western iberian peninsula
publishDate 2020
url https://doi.org/10.5194/nhess-20-877-2020
https://nhess.copernicus.org/articles/20/877/2020/
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-20-877-2020
https://nhess.copernicus.org/articles/20/877/2020/
op_doi https://doi.org/10.5194/nhess-20-877-2020
container_title Natural Hazards and Earth System Sciences
container_volume 20
container_issue 3
container_start_page 877
op_container_end_page 888
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