GCM Selection & Ensemble Design: Best Practices and Recommendations from the EURO-CORDEX Community

Stefan Sobolowski Geophysical Institute, University of Bergen, and the Bjerknes Center for Climate Research, Bergen Norway
NORCE Norwegian Research Centre, Bergen, Norway

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Samuel Somot Centre National de Recherches Météorologiques (CNRM), Université de Toulouse, Météo-France, CNRS, Toulouse, France

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Jesus Fernandez Instituto de Física de Cantabria (IFCA), CSIC-Universidad de Cantabria, Santander, Spain

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Guillaume Evin University Grenoble Alpes, INRAE, CNRS, IRD, Grenoble INP, IGE, Grenoble, France

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Swen Brands Instituto de Física de Cantabria (IFCA), CSIC-Universidad de Cantabria, Santander, Spain

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Douglas Maraun Wegener Center for Climate and Global Change, University of Graz, Graz, Austria.

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Sven Kotlarski Federal Office of Meteorology and Climatology (MeteoSwiss), Zurich, Switzerland

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Martin Jury Wegener Center for Climate and Global Change, University of Graz, Graz, Austria.

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Rasmus E. Benestad Norwegian Meteorological Institute, Oslo, Norway

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Claas Teichmann Climate Service Center Germany (GERICS), Helmholtz-Zentrum Hereon, Hamburg, Germany

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Ole B. Christensen Danish Meteorological Institute (DMI), Copenhagen, Denmark

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Katharina Bülow Climate Service Center Germany (GERICS), Helmholtz-Zentrum Hereon, Hamburg, Germany

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Erasmo Buonomo Met Office Hadley Centre, Exeter, UK

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Eleni Katragkou Aristotle University of Thessaloniki, School of Geology, Department of Meteorology and Climatology, Thessaloniki, Greece

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Christian Steger Deutscher Wetterdienst, Offenbach, Germany

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Silje Sørland SWECO Norway AS, Bergen, Norway

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Grigory Nikulin Swedish Meteorological and Hydrological Institute (SMHI), Norrköping, Sweden

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Carol McSweeney Met Office Hadley Centre, Exeter, UK

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Andreas Dobler Norwegian Meteorological Institute, Oslo, Norway

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Tamzin Palmer Met Office Hadley Centre, Exeter, UK

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Renate Wilcke Swedish Meteorological and Hydrological Institute (SMHI), Norrköping, Sweden

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Julien Boé CECI, Université de Toulouse, CERFACS, CNRS, Toulouse, France

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Lukas Brunner Research Unit Sustainability and Climate Risk, Center for Earth System Research and Sustainability (CEN), Universität Hamburg, Hamburg, Germany

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Aurélien Ribes Centre National de Recherches Météorologiques (CNRM), Université de Toulouse, Météo-France, CNRS, Toulouse, France

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Said Qasmi Centre National de Recherches Météorologiques (CNRM), Université de Toulouse, Météo-France, CNRS, Toulouse, France

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Pierre Nabat Centre National de Recherches Météorologiques (CNRM), Université de Toulouse, Météo-France, CNRS, Toulouse, France

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Florence Sevault Centre National de Recherches Météorologiques (CNRM), Université de Toulouse, Météo-France, CNRS, Toulouse, France

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Thomas Oudar Météo-France, Toulouse, France

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Abstract

High resolution climate information is critical for the vulnerability, impacts, adaptation, and climate services communities (VIACS). Coordinated ensembles generated by initiatives like CORDEX provide consistent and comparable information for the present and future over all land areas of the globe. This manuscript focuses on the European CORDEX initiative (hereafter EURO-CORDEX), and its coordinated effort to build regional climate ensembles for the years to come. In its first phase, EURO-CORDEX produced a rich ensemble of regional climate simulations under different representative concentration pathway scenarios. The EURO-CORDEX dataset is openly available and was fed into the Regional Atlas of 6th IPCC Assessment Report. However, this ensemble suffered from several shortcomings, which the community seeks to address in the next phase of production. Chief among these is the oft cited criticism that the selection of GCMs that provide input to the regional climate models was not rigorous and that the resulting ensemble represents an “ensemble of opportunity”. The present paper provides a description of how the community has addressed these shortcomings. We present a comprehensive, flexible and traceable evaluation framework and toolkit for assessing the suitability of GCMs for downscaling, using EURO-CORDEX as an example. Its value lies in its explicit recognition of subjectivity and mechanisms implemented to transparently track decision making. Further, the utility of the framework extends well beyond pre-downscaling decisions to also include post-downscaling investigations performed by the VIACS communities and beyond, to include researchers investigating such topics as model biases, future constraints and exploring future storylines.

© 2025 American Meteorological Society. This is an Author Accepted Manuscript distributed under the terms of the default AMS reuse license. For information regarding reuse and general copyright information, consult the AMS Copyright Policy (www.ametsoc.org/PUBSReuseLicenses).

Corresponding author: Stefan Sobolowski, stefans@uib.no

Abstract

High resolution climate information is critical for the vulnerability, impacts, adaptation, and climate services communities (VIACS). Coordinated ensembles generated by initiatives like CORDEX provide consistent and comparable information for the present and future over all land areas of the globe. This manuscript focuses on the European CORDEX initiative (hereafter EURO-CORDEX), and its coordinated effort to build regional climate ensembles for the years to come. In its first phase, EURO-CORDEX produced a rich ensemble of regional climate simulations under different representative concentration pathway scenarios. The EURO-CORDEX dataset is openly available and was fed into the Regional Atlas of 6th IPCC Assessment Report. However, this ensemble suffered from several shortcomings, which the community seeks to address in the next phase of production. Chief among these is the oft cited criticism that the selection of GCMs that provide input to the regional climate models was not rigorous and that the resulting ensemble represents an “ensemble of opportunity”. The present paper provides a description of how the community has addressed these shortcomings. We present a comprehensive, flexible and traceable evaluation framework and toolkit for assessing the suitability of GCMs for downscaling, using EURO-CORDEX as an example. Its value lies in its explicit recognition of subjectivity and mechanisms implemented to transparently track decision making. Further, the utility of the framework extends well beyond pre-downscaling decisions to also include post-downscaling investigations performed by the VIACS communities and beyond, to include researchers investigating such topics as model biases, future constraints and exploring future storylines.

© 2025 American Meteorological Society. This is an Author Accepted Manuscript distributed under the terms of the default AMS reuse license. For information regarding reuse and general copyright information, consult the AMS Copyright Policy (www.ametsoc.org/PUBSReuseLicenses).

Corresponding author: Stefan Sobolowski, stefans@uib.no
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