3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation

Dynamical downscaling of climate projections over a limited-area domain using a Regional Climate Model (RCM) requires boundary conditions (BC) from a Coupled Global Climate Model (CGCM) simulation. Biases in CGCM-generated BC can have detrimental effects in RCM simulations, so attempts to improve th...

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Published in:Climate Dynamics
Main Authors: Hernández-Díaz, Leticia, Laprise, René, Nikiéma, Oumarou, Winger, Katja
Format: Text
Language:English
Published: 2016
Subjects:
Online Access:http://archipel.uqam.ca/9086/1/Hernandez-Diaz_et_al_ClimDyn_2016.pdf
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spelling ftunivquebec:oai:archipel.uqam.ca:9086 2023-07-16T04:00:51+02:00 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation Hernández-Díaz, Leticia Laprise, René Nikiéma, Oumarou Winger, Katja 2016 application/pdf http://archipel.uqam.ca/9086/1/Hernandez-Diaz_et_al_ClimDyn_2016.pdf en eng http://archipel.uqam.ca/9086/ http://dx.doi.org/10.1007/s00382-016-3201-9 doi:10.1007/s00382-016-3201-9 http://archipel.uqam.ca/9086/1/Hernandez-Diaz_et_al_ClimDyn_2016.pdf Hernández-Díaz, Leticia; Laprise, René; Nikiéma, Oumarou et Winger, Katja (2016). « 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation ». Climate Dynamics. Regional climate modelling Dynamical downscaling SST bias correction West African Monsoon Africa CORDEX CRCM5 Article de revue scientifique PeerReviewed 2016 ftunivquebec https://doi.org/10.1007/s00382-016-3201-9 2023-06-24T23:20:51Z Dynamical downscaling of climate projections over a limited-area domain using a Regional Climate Model (RCM) requires boundary conditions (BC) from a Coupled Global Climate Model (CGCM) simulation. Biases in CGCM-generated BC can have detrimental effects in RCM simulations, so attempts to improve the BC used to drive the RCM simulations are worth exploring. It is in this context that an empirical method involving the bias correction of the sea-surface conditions (SSCs; sea-surface temperature and sea-ice concentration) simulated by a CGCM has been developed: The 3-step dynamical downscaling approach. The SSCs from a CGCM simulation are empirically corrected and used as lower BC over the ocean for an atmosphere-only global climate model (AGCM) simulation, which in turn provides the atmospheric lateral BC to drive the RCM simulation. We analyse the impact of this strategy on the simulation of the African climate, with a special attention to the West African Monsoon (WAM) precipitation, using the fifth-generation Canadian Regional Climate Model (CRCM5) over the CORDEX-Africa domain. The Earth System Model of the Max-Planck-Institut für Meteorologie (MPI-ESM-LR) is used as CGCM and a global version of CRCM5 is used as AGCM. The results indicate that the historical climate is much improved, approaching the skill of reanalysis-driven hindcast simulations. The most remarkable effect of this approach is the positive impact on the simulation of all aspects of the WAM precipitation, mainly due to the correction of SSCs. In fact, our results show that proper sea surface temperature (SST) in the Gulf of Guinea is a necessary condition for an adequate simulation of WAM precipitation, especially over the equatorial region of West Africa. It was found that the climate-change projections under RCP4.5 scenario obtained with the 3-step approach are substantially different from those obtained with usual downscaling approach in which the RCM is directly driven by the CGCM output; in the WAM region most of the differences in the ... Text Sea ice UQAM - Université du Québec à Montréal: archipel Climate Dynamics 48 7-8 2215 2233
institution Open Polar
collection UQAM - Université du Québec à Montréal: archipel
op_collection_id ftunivquebec
language English
topic Regional climate modelling
Dynamical downscaling
SST bias correction
West African
Monsoon
Africa
CORDEX
CRCM5
spellingShingle Regional climate modelling
Dynamical downscaling
SST bias correction
West African
Monsoon
Africa
CORDEX
CRCM5
Hernández-Díaz, Leticia
Laprise, René
Nikiéma, Oumarou
Winger, Katja
3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
topic_facet Regional climate modelling
Dynamical downscaling
SST bias correction
West African
Monsoon
Africa
CORDEX
CRCM5
description Dynamical downscaling of climate projections over a limited-area domain using a Regional Climate Model (RCM) requires boundary conditions (BC) from a Coupled Global Climate Model (CGCM) simulation. Biases in CGCM-generated BC can have detrimental effects in RCM simulations, so attempts to improve the BC used to drive the RCM simulations are worth exploring. It is in this context that an empirical method involving the bias correction of the sea-surface conditions (SSCs; sea-surface temperature and sea-ice concentration) simulated by a CGCM has been developed: The 3-step dynamical downscaling approach. The SSCs from a CGCM simulation are empirically corrected and used as lower BC over the ocean for an atmosphere-only global climate model (AGCM) simulation, which in turn provides the atmospheric lateral BC to drive the RCM simulation. We analyse the impact of this strategy on the simulation of the African climate, with a special attention to the West African Monsoon (WAM) precipitation, using the fifth-generation Canadian Regional Climate Model (CRCM5) over the CORDEX-Africa domain. The Earth System Model of the Max-Planck-Institut für Meteorologie (MPI-ESM-LR) is used as CGCM and a global version of CRCM5 is used as AGCM. The results indicate that the historical climate is much improved, approaching the skill of reanalysis-driven hindcast simulations. The most remarkable effect of this approach is the positive impact on the simulation of all aspects of the WAM precipitation, mainly due to the correction of SSCs. In fact, our results show that proper sea surface temperature (SST) in the Gulf of Guinea is a necessary condition for an adequate simulation of WAM precipitation, especially over the equatorial region of West Africa. It was found that the climate-change projections under RCP4.5 scenario obtained with the 3-step approach are substantially different from those obtained with usual downscaling approach in which the RCM is directly driven by the CGCM output; in the WAM region most of the differences in the ...
format Text
author Hernández-Díaz, Leticia
Laprise, René
Nikiéma, Oumarou
Winger, Katja
author_facet Hernández-Díaz, Leticia
Laprise, René
Nikiéma, Oumarou
Winger, Katja
author_sort Hernández-Díaz, Leticia
title 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
title_short 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
title_full 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
title_fullStr 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
title_full_unstemmed 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation
title_sort 3-step dynamical downscaling with empirical correction of sea-surface conditions: application to a cordex africa simulation
publishDate 2016
url http://archipel.uqam.ca/9086/1/Hernandez-Diaz_et_al_ClimDyn_2016.pdf
genre Sea ice
genre_facet Sea ice
op_relation http://archipel.uqam.ca/9086/
http://dx.doi.org/10.1007/s00382-016-3201-9
doi:10.1007/s00382-016-3201-9
http://archipel.uqam.ca/9086/1/Hernandez-Diaz_et_al_ClimDyn_2016.pdf
Hernández-Díaz, Leticia; Laprise, René; Nikiéma, Oumarou et Winger, Katja (2016). « 3-Step dynamical downscaling with empirical correction of sea-surface conditions: application to a CORDEX Africa simulation ». Climate Dynamics.
op_doi https://doi.org/10.1007/s00382-016-3201-9
container_title Climate Dynamics
container_volume 48
container_issue 7-8
container_start_page 2215
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