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Performance-based sub-selection of CMIP6 models for impact assessments in Europe

Tamzin Palmer, C. McSweeney, Ben Booth, Matthew D. K. Priestley, Paolo Davini, Lukas Brunner, Leonard Borchert, Matthew Menary

2023Earth System Dynamics67 citationsDOIOpen Access PDF

Abstract

Abstract. We have created a performance-based assessment of CMIP6 models for Europe that can be used to inform the sub-selection of models for this region. Our assessment covers criteria indicative of the ability of individual models to capture a range of large-scale processes that are important for the representation of present-day European climate. We use this study to provide examples of how this performance-based assessment may be applied to a multi-model ensemble of CMIP6 models to (a) filter the ensemble for performance against these climatological and processed-based criteria and (b) create a smaller subset of models based on performance that also maintains model diversity and the filtered projection range as far as possible. Filtering by excluding the least-realistic models leads to higher-sensitivity models remaining in the ensemble as an emergent consequence of the assessment. This results in both the 25th percentile and the median of the projected temperature range being shifted towards greater warming for the filtered set of models. We also weight the unfiltered ensemble against global trends. In contrast, this shifts the distribution towards less warming. This highlights a tension for regional model selection in terms of selection based on regional climate processes versus the global mean warming trend.

Topics & Concepts

PercentileSelection (genetic algorithm)Range (aeronautics)Climate modelEnvironmental scienceClimate changeProjection (relational algebra)Computer scienceModel selectionClimatologyFilter (signal processing)Scale (ratio)EconometricsStatisticsMachine learningMathematicsGeographyEcologyCartographyEngineeringAlgorithmGeologyBiologyComputer visionAerospace engineeringClimate variability and modelsHydrology and Watershed Management StudiesClimate change impacts on agriculture
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