Evaluation and projection of mean surface temperature using CMIP6 models over East Africa. (September 2021)
- Record Type:
- Journal Article
- Title:
- Evaluation and projection of mean surface temperature using CMIP6 models over East Africa. (September 2021)
- Main Title:
- Evaluation and projection of mean surface temperature using CMIP6 models over East Africa
- Authors:
- Ayugi, Brian
Ngoma, Hamida
Babaousmail, Hassen
Karim, Rizwan
Iyakaremye, Vedaste
Lim Kam Sian, Kenny T.C.
Ongoma, Victor - Abstract:
- Abstract: This study evaluates the historical mean surface temperature (hereafter T2m) and examines how T2m changes over East Africa (EA) in the 21st century using CMIP6 models. An evaluation was conducted based on mean state, trends, and statistical metrics (Bias, Correlation Coefficient, Root Mean Square Difference, and Taylor skill score). For projections over EA, five best performing CMIP6 models (based on their performance ranking in historical mean temperature simulations) under the shared socioeconomic pathways SSP2-4.5 and SSP5-8.5 scenarios were employed. The historical simulations reveal an overestimation of the mean annual T2m cycle over the study region with fewer models depicting underestimations. Further, CMIP6 models reproduce the spatial and temporal trends within the observed range proximity. Overall, the best performing models are as follows: FGOALS-g3, HadGEM-GC31-LL, MPI-ESM2-LR, CNRM-CM6-1, andIPSL-CM6A-LR. During the three-time slices under consideration, the Multi Model Ensemble (MME) project many changes during the late period (2080–2100) with expected mean changes at 2.4 °C for SSP2-4.5 and 4.4 °C for the SSP5-8.5 scenario. The magnitude of change based on Sen's slope estimator and Mann-Kendall test reveal significant increasing tendencies with projections of 0.24 °C decade-1 (0.65 °C decade-1) under SSP2-4.5(SSP5-8.5) scenarios. The findings from this study illustrate higher warming in the latest model outputs of CMIP6 relative to its predecessor,Abstract: This study evaluates the historical mean surface temperature (hereafter T2m) and examines how T2m changes over East Africa (EA) in the 21st century using CMIP6 models. An evaluation was conducted based on mean state, trends, and statistical metrics (Bias, Correlation Coefficient, Root Mean Square Difference, and Taylor skill score). For projections over EA, five best performing CMIP6 models (based on their performance ranking in historical mean temperature simulations) under the shared socioeconomic pathways SSP2-4.5 and SSP5-8.5 scenarios were employed. The historical simulations reveal an overestimation of the mean annual T2m cycle over the study region with fewer models depicting underestimations. Further, CMIP6 models reproduce the spatial and temporal trends within the observed range proximity. Overall, the best performing models are as follows: FGOALS-g3, HadGEM-GC31-LL, MPI-ESM2-LR, CNRM-CM6-1, andIPSL-CM6A-LR. During the three-time slices under consideration, the Multi Model Ensemble (MME) project many changes during the late period (2080–2100) with expected mean changes at 2.4 °C for SSP2-4.5 and 4.4 °C for the SSP5-8.5 scenario. The magnitude of change based on Sen's slope estimator and Mann-Kendall test reveal significant increasing tendencies with projections of 0.24 °C decade-1 (0.65 °C decade-1) under SSP2-4.5(SSP5-8.5) scenarios. The findings from this study illustrate higher warming in the latest model outputs of CMIP6 relative to its predecessor, despite identical instantaneous radiative forcing. Highlights: Historical and future changes in mean surface temperature is examined using CMIP6 models in EA region. Best models include FGOALS-g3, HadGEM-GC31-LL, MPI-ESM2-LR, CNRM-CM6-1, and IPSL-CM6A-LR. Projection shows mean changes at 2.4 °C (4.4 °C) for SSP2-4.5 (SSP5-8.5) scenarios during 2080–2100. Significant increasing trends at 0.24 °C (0.65 °C decade-1) under SSP2-4.5 (SSP5-8.5) scenarios. The study shows higher warming in CMIP6 over the study region. … (more)
- Is Part Of:
- Journal of African earth sciences. Volume 181(2021)
- Journal:
- Journal of African earth sciences
- Issue:
- Volume 181(2021)
- Issue Display:
- Volume 181, Issue 2021 (2021)
- Year:
- 2021
- Volume:
- 181
- Issue:
- 2021
- Issue Sort Value:
- 2021-0181-2021-0000
- Page Start:
- Page End:
- Publication Date:
- 2021-09
- Subjects:
- Mean surface temperature -- CMIP6 -- Evaluation -- Projections -- Climate change -- East Africa
Earth sciences -- Africa -- Periodicals
Earth sciences -- Middle East -- Periodicals
Geology -- Africa -- Periodicals
Geology -- Middle East -- Periodicals
Sciences de la terre -- Afrique -- Périodiques
Sciences de la terre -- Moyen-Orient -- Périodiques
Géologie -- Afrique -- Périodiques
Géologie -- Moyen-Orient -- Périodiques
Earth sciences
Geology
Africa
Middle East
Periodicals
Electronic journals
556.05 - Journal URLs:
- http://www.sciencedirect.com/science/journal/1464343X ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.jafrearsci.2021.104226 ↗
- Languages:
- English
- ISSNs:
- 1464-343X
- Deposit Type:
- Legaldeposit
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- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 4919.989000
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