Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models

Abstract This study reviews the progress made in modeling precipitations in four generations of reanalyses from the European Center for Medium‐Range Weather Forecasts, using traditional metrics and a new set of regional metrics. Regional metrics at oceanic basin scales and large land catchment areas...

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Main Author: Raphael Dussin
Format: Article
Language:English
Published: American Geophysical Union (AGU) 2025-01-01
Series:Earth and Space Science
Online Access:https://doi.org/10.1029/2024EA003844
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author Raphael Dussin
author_facet Raphael Dussin
author_sort Raphael Dussin
collection DOAJ
description Abstract This study reviews the progress made in modeling precipitations in four generations of reanalyses from the European Center for Medium‐Range Weather Forecasts, using traditional metrics and a new set of regional metrics. Regional metrics at oceanic basin scales and large land catchment areas over the continents allow for a more comprehensive analysis of the performance of the reanalyses. This leads to the conclusion that significant progress has been made in the past several decades in both the atmospheric model and the assimilation system at the ECMWF, leading to more realistic precipitation. The most recent ERA5 reanalysis outperforms ERA‐Interim and its predecessors by all metrics considered. ERA5 is then used to force a modern ocean general circulation model, and the results show an improvement in terms of the freshwater budget, particularly after the year 2000. However, uncertainties remain about the magnitude and trends of the modeled evaporation.
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spelling doaj-art-7018ff2fba084d05846c4d6c076480c52025-01-28T11:08:40ZengAmerican Geophysical Union (AGU)Earth and Space Science2333-50842025-01-01121n/an/a10.1029/2024EA003844Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean ModelsRaphael Dussin0National Oceanographic and Atmospheric Administration, Geophysical Fluid Dynamics Laboratory Princeton NJ USAAbstract This study reviews the progress made in modeling precipitations in four generations of reanalyses from the European Center for Medium‐Range Weather Forecasts, using traditional metrics and a new set of regional metrics. Regional metrics at oceanic basin scales and large land catchment areas over the continents allow for a more comprehensive analysis of the performance of the reanalyses. This leads to the conclusion that significant progress has been made in the past several decades in both the atmospheric model and the assimilation system at the ECMWF, leading to more realistic precipitation. The most recent ERA5 reanalysis outperforms ERA‐Interim and its predecessors by all metrics considered. ERA5 is then used to force a modern ocean general circulation model, and the results show an improvement in terms of the freshwater budget, particularly after the year 2000. However, uncertainties remain about the magnitude and trends of the modeled evaporation.https://doi.org/10.1029/2024EA003844
spellingShingle Raphael Dussin
Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
Earth and Space Science
title Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
title_full Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
title_fullStr Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
title_full_unstemmed Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
title_short Four Generations of ECMWF Reanalyses: An Overview of the Successes in Modeling Precipitation and Remaining Challenges for Freshwater Budget of Ocean Models
title_sort four generations of ecmwf reanalyses an overview of the successes in modeling precipitation and remaining challenges for freshwater budget of ocean models
url https://doi.org/10.1029/2024EA003844
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