Abstract

This research focuses on evaluating the High-Resolution Model Intercomparison Project (HighResMIP) simulations within the framework of the Coupled Model Intercomparison Project (CMIP) Phase 6 (CMIP6). We used seven of its consortiums to study how CMIP6 reproduced the West African precipitation features during the 1950–2014 historical simulation periods. The rainfall event was studied for two sub-regions of West Africa, the Sahel and the Guinea Coast. Precipitation datasets from the Climate Research Unit (CRU) TS v4.03, University of Delaware (UDEL) v5.01, and Global Precipitation Climatology Centre (GPCC) were used as observational references with the aim of accounting for uncertainty. The observed annual peak during August, which is greater than 200, 25, and 100 mm/month in the Guinea Coast, the Sahel, and West Africa as a whole, respectively, appears to be slightly underestimated by some of the models and the ensemble mean, although all the models captured the general rainfall pattern. Global climate models (GCMs) and the ensemble mean reproduced the spatial daily pattern of precipitation in the monsoon season (from June to September) over West Africa, with a high correlation coefficient exceeding 0.8 for the mean field and a relatively lower correlation coefficient for extreme events. Individual models, such as IPSL and ECMWF, tend to show high performance, but the ensemble mean appears to outperform all other models in reproducing West African precipitation features. The result from this study shows that merely improving the horizontal resolution may not remove biases from CMIP6.

Highlights

  • The West African region is one of the most densely populated regions in the world, with close to 400 million inhabitants in 2018 [1]

  • Several studies have shown that climate change may have an intense impact on agriculture, construction, power generation, and the health sector, so information gleaned from a climate model evaluation will benefit the African region

  • Climate model data are accessible through the World Climate Research Program (WCRP), which supervises the various phases of the Coupled Model Intercomparison Project (CMIP) [11]

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Summary

Introduction

The West African region is one of the most densely populated regions in the world, with close to 400 million inhabitants in 2018 [1]. Climate model data are accessible through the World Climate Research Program (WCRP), which supervises the various phases of the CMIP [11] This effort has been in place for the past more than 20 years to gradually improve the understanding of climate science. This study makes use of CMIP6 HighResMIP GCMs with the aim of ascertaining whether the improved resolution of CMIP6 can capture precipitation features of the West African region. Due to the low density of rain gauge networks over West Africa, the use of a gridded dataset for proxies to observation has gained momentum and it is an important method, especially in the context of understanding and evaluating the quality of climate models in reproducing precipitation features. European Centre for Centre Europeen de Recherche ECMWF-IFS-LR et CNRM-CM6-1ECMWF CNRM

Model Evaluation
Statistical Analysis
Annual Cycle
Mean Climatology
Comparison
Trend Analysis
Extreme Precipitation Event
Return Level
Conclusions
Full Text
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