Evaluating Possible Changes in Air Temperature and Precipitation Patterns in Mozambique by Comparing Present and Future RegCM4 Simulation
Abstract
:1. Introduction
2. Data and Methodology
Model Description (Set up) and Simulation Design
RegCM Configurations | ||
---|---|---|
Parametrizations Scheme | Description | |
Vertical coordinate | σ-18 levels (50 hPa) | |
Horizontal grid | B-Arakawa | |
Dynamics | Hydrostatic | |
Projection | Rotmer | |
Physical processes | Cumulus convection | Grell + MIT |
Radiative transfer | Holtslag PBL | |
Resolved scale precipitation | SUBEX | |
Land surface | BATS | |
Ocean fluxes | [42] | |
Boundary conditions | Relaxation-exponential technique | |
ΔT | 90s | |
Calendar | 360 |
3. Description of Present Climatology
3.1. Air Temperature and Precipitation Annual Trend Line
3.2. Evaluation of RegCM4 Performance and CRU Validation
3.3. Spatial Distribution of Precipitation and Temperature
3.4. Air Temperature and Precipitation Future Signals
4. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Acknowledgments
Conflicts of Interest
References
- Almazroui, M.; Saeed, F.; Saeed, S.; Islam, M.N.; Ismail, M.; Klutse, N.A.B.; Siddiqui, M.H. Projected Change in Temperature and Precipitation Over Africa from CMIP6. Earth Syst. Environ. 2020, 4, 455–475. [Google Scholar] [CrossRef]
- Blunden, J.; Boyer, T. State of the Climate in 2020. Bull. Amer. Meteor. Soc. 2020, 102, Si-S475. [Google Scholar] [CrossRef]
- Pachauri, R.K.; Meyer, L.A. (Eds.) Climate Change 2014: Synthesis Report. Contribution of Working Groups I, II and III to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change; IPCC: Geneva, Switzerland, 2014; 151p. [Google Scholar]
- Russo, S.; Marchese, A.F.; Sillmann, J.; Immé, G. When will unusual heat waves become normal in a warming Africa? Environ. Res. Lett. 2016, 11, 054016. [Google Scholar] [CrossRef]
- Déqué, M.; Calmanti, S.; Christensen, O.B.; Aquila, A.D.; Maule, C.F.; Haensler, A.; Nikulin, G.; Teichmann, C. A multi-model climate response over tropical Africa at +2 °C. Clim. Serv. 2017, 7, 87–95. [Google Scholar] [CrossRef] [Green Version]
- Lennard, C.; Nikulin, G.; Dosio, A.; Moufouma-Okia, W. On the need for regional climate information over Africa under varying levels of global warming. Environ. Res. Lett. 2018, 13, 060401. [Google Scholar] [CrossRef]
- Nikulin, G.; Lennard, C.; Dosio, A.; Kjellström, E.; Chen, Y.; Hänsler, A.; Kupiainen, M.; Laprise, R.; Mariotti, L.; Maule, C.F.; et al. The effects of 1.5 and 2 degrees of global warming on Africa in the CORDEX ensemble. Environ. Res. Lett. 2018, 13, 065003. [Google Scholar] [CrossRef]
- WMO. State of the Climate in Africa; WMO: Geneva, Switzerland, 2020; Available online: https://library.wmo.int/doc_num.php?explnum_id=10929 (accessed on 25 November 2022).
- Dosio, A. Projection of temperature and heat waves for Africa with an ensemble of CORDEX Regional Climate Models. Clim. Dyn. 2016, 49, 493–519. [Google Scholar] [CrossRef] [Green Version]
- Hulme, M.; Doherty, R.; Ngara, T.; New, M.; Lister, D. African climate change: 1900–2100. Clim. Res. 2001, 17, 145–168. [Google Scholar] [CrossRef] [Green Version]
- Mavume, A.; Banze, B.; Macie, O.; Queface, A. Analysis of Climate Change Projections for Mozambique under the Representative Concentration Pathways. Atmosphere 2021, 12, 588. [Google Scholar] [CrossRef]
- Pinto, I.; Jack, C.; Lennard, C.; Tilmes, S.; Odoulami, R.C. Africa’s Climate Response to Solar Radiation Management with Stratospheric Aerosol. Geophys. Res. Lett. 2020, 47, e2019GL086047. [Google Scholar] [CrossRef]
- Intergovernmental Panel on Climate Change. Fourth Assessment Report; Cambridge University Press: Cambridge, UK; Geneva, Switzerland, 2007. [Google Scholar]
- James, R.; Washington, R. Changes in African temperature and precipitation associated with degrees of global warming. Clim. Chang. 2012, 117, 859–872. [Google Scholar] [CrossRef]
- Maure, G.; Pinto, I.; Ndebele-Murisa, M.; Muthige, M.; Lennard, C.; Nikulin, G.; Dosio, A.; Meque, A. The southern African climate under 1.5 °C and 2 °C of global warming as simulated by CORDEX regional climate models. Environ. Res. Lett. 2018, 13, 065002. [Google Scholar] [CrossRef]
- Pinto, I.; Jack, C.; Hewitson, B. Process-based model evaluation and projections over southern Africa from Coordinated Regional Climate Downscaling Experiment and Coupled Model Intercomparison Project Phase 5 models. Int. J. Clim. 2018, 38, 4251–4261. [Google Scholar] [CrossRef]
- Van Logchem, B.; Queface, A.J. (Eds.) Respondendo as Mudanças Climáticas em Moçambique: Relatório Síntese; INGC: Maputo, Mozambique, 2012. [Google Scholar]
- Steynor, A.; Pasquini, L. Informing climate services in Africa through climate change risk perceptions. Clim. Serv. 2019, 15, 100112. [Google Scholar] [CrossRef]
- Monerie, P.-A.; Robson, J.; Dong, B.; Dieppois, B.; Pohl, B.; Dunstone, N. Predicting the seasonal evolution of southern African summer precipitation in the DePreSys3 prediction system. Clim. Dyn. 2018, 52, 6491–6510. [Google Scholar] [CrossRef] [Green Version]
- Tamoffo, A.T.; Moufouma-Okia, W.; Dosio, A.; James, R.; Pokam, W.M.; Vondou, D.A.; Fotso-Nguemo, T.-C.; Guenang, G.M.; Kamsu-Tamo, P.H.; Nikulin, G.; et al. Process-oriented assessment of RCA4 regional climate model projections over the Congo Basin under 1.5 °C and 2 °C global warming levels: Influence of regional moisture fluxes. Clim. Dyn. 2019, 53, 1911–1935. [Google Scholar] [CrossRef]
- Yuan, C.; Tozuka, T.; Landman, W.; Yamagata, T. Dynamical seasonal prediction of Southern African summer precipitation. Clim. Dyn. 2013, 42, 3357–3374. [Google Scholar] [CrossRef] [Green Version]
- Giorgi, F.; Coppola, E.; Solmon, F.; Mariotti, L.; Sylla, M.B.; Bi, X.; Elguindi, N.; Diro, G.T.; Nair, V.; Giuliani, G.; et al. RegCM4: Model description and preliminary tests over multiple CORDEX domains. Clim. Res. 2012, 52, 7–29. [Google Scholar] [CrossRef] [Green Version]
- Otieno, V.; Anyah, R. Effects of land use changes on climate in the Greater Horn of Africa. Clim. Res. 2012, 52, 77–95. [Google Scholar] [CrossRef] [Green Version]
- Sylla, M.; Giorgi, F.; Stordal, F. Large-scale origins of rainfall and temperature bias in high-resolution simulations over southern Africa. Clim. Res. 2012, 52, 193–211. [Google Scholar] [CrossRef]
- Diffenbaugh, N.S.; Pal, J.S.; Trapp, R.J.; Giorgi, F. Fine-scale processes regulate the response of extreme events to global climate change. Proc. Natl. Acad. Sci. USA 2005, 102, 15774–15778. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Giorgi, F.; Mearns, L.O. Introduction to special section: Regional Climate Modeling Revisited. J. Geophys. Res. Atmos. 1999, 104, 6335–6352. [Google Scholar] [CrossRef]
- Koné, B.; Diedhiou, A.; Touré, N.E.; Sylla, M.B.; Giorgi, F.; Anquetin, S.; Bamba, A.; Diawara, A.; Kobea, A.T. Sensitivity study of the regional climate model RegCM4 to different convective schemes over West Africa. Earth Syst. Dyn. 2018, 9, 1261–1278. [Google Scholar] [CrossRef] [Green Version]
- Maity, S. Comparative assessment of two RegCM versions in simulating Indian Summer Monsoon. J. Earth Syst. Sci. 2020, 129, 1–23. [Google Scholar] [CrossRef]
- Mariotti, L.; Diallo, I.; Coppola, E.; Giorgi, F. Seasonal and intraseasonal changes of African monsoon climates in 21st century CORDEX projections. Clim. Chang. 2014, 125, 53–65. [Google Scholar] [CrossRef]
- Önol, B. Effects of coastal topography on climate: High-resolution simulation with a regional climate model. Clim. Res. 2012, 52, 159–174. [Google Scholar] [CrossRef] [Green Version]
- Ozturk, T.; Turp, M.T.; Türkeş, M.; Kurnaz, L. Future projections of temperature and precipitation climatology for CORDEX-MENA domain using RegCM4.4. Atmos. Res. 2018, 206, 87–107. [Google Scholar] [CrossRef]
- Steiner, A.L.; Pal, J.S.; Rauscher, S.A.; Bell, J.L.; Diffenbaugh, N.S.; Boone, A.; Sloan, L.C.; Giorgi, F. Land surface coupling in regional climate simulations of the West African monsoon. Clim. Dyn. 2009, 33, 869–892. [Google Scholar] [CrossRef]
- Collins, W.J.; Bellouin, N.; Doutriaux-Boucher, M.; Gedney, N.; Hinton, T.C.; Jones, D.; Liddicoat, S.; Martin, G.; O’Connor, F.; Kim, J.; et al. Evaluation of HadGEM2 Model, Technical Note 74; Meteorological Office Hadley Centre: Exter, UK, 2008; p. 47.
- Collins, W.J.; Bellouin, N.; Doutriaux-Boucher, M.; Gedney, N.; Halloran, P.; Hinton, T.; Hughes, J.; Jones, C.D.; Joshi, M.; Liddicoat, S.; et al. Development and evaluation of an Earth-System model–HadGEM2. Geosci. Model Dev. 2011, 4, 1051–1075. [Google Scholar] [CrossRef] [Green Version]
- Jubb, A.I.; Canadell, P.; Dix, M. Representative Concentration Pathways (RCPs). Aust. Clim. Chang. Sci. Program 2013, 3, 5–7. Available online: www.cawcr.gov.au/projects/climatechange/ (accessed on 25 November 2022).
- Meinshausen, M.; Smith, S.J.; Calvin, K.; Daniel, J.S.; Kainuma, M.L.; Lamarque, J.F.; Matsumoto, K.; Montzka, S.A.; Raper, S.C.; Riahi, K.; et al. The RCP greenhouse gas concentrations and their extensions from 1765 to 2300. Clim. Chang. 2011, 109, 213–241. [Google Scholar] [CrossRef]
- Moss, R.H.; Edmonds, J.A.; Hibbard, K.A.; Manning, M.R.; Rose, S.K.; Van Vuuren, D.P.; Carter, T.R.; Emori, S.; Kainuma, M.; Kram, T. The next generation of scenarios for climate change research and assessment. Nature 2010, 463, 747–756. [Google Scholar] [CrossRef] [PubMed]
- Van Vuuren, D.P.; Edmonds, J.; Kainuma, M.; Riahi, K.; Thomson, A.; Hibbard, K.; Hurtt, G.C.; Kram, T.; Krey, V.; Lamarque, J.F.; et al. The representative concentration pathways: An overview. Clim. Chang. 2011, 109, 5–31. [Google Scholar] [CrossRef]
- Engelbrecht, C.J.; Engelbrecht, F.A. Shifts in Köppen-Geiger climate zones over southern Africa in relation to key global temperature goals. Arch. Meteorol. Geophys. Bioclimatol. Ser. B 2015, 123, 247–261. [Google Scholar] [CrossRef]
- Filho, L.C.D.A.L.; Bassoi, L.H.; De Faria, M.A. Variabilidade espacial e estabilidade temporal do armazenamento de água em solo arenoso cultivado com videiras irrigadas. Irriga 2016, 1, 319–340. [Google Scholar] [CrossRef] [Green Version]
- Harris, I.; Osborn, T.J.; Jones, P.; Lister, D. Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset. Sci. Data 2020, 7, 1–18. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Zeng, X.; Zhao, M.; Dickinson, R.E. Intercomparison of bulk aerodynamic algoriths for the computation of sea surface fluxes using toga coare and tao data. J. Clim. 1998, 11, 2628–2644. [Google Scholar] [CrossRef]
- Nikiema, P.M.; Sylla, M.B.; Ogunjobi, K.; Kebe, I.; Gibba, P.; Giorgi, F. Multi-model CMIP5 and CORDEX simulations of historical summer temperature and precipitation variabilities over West Africa. Int. J. Clim. 2016, 37, 2438–2450. [Google Scholar] [CrossRef]
- Creese, A.; Washington, R. Using qflux to constrain modeled Congo Basin rainfall in the CMIP5 ensemble. J. Geophys. Res. Atmos. 2016, 121, 13415–13442. [Google Scholar] [CrossRef]
- Cook, K.H. The South Indian convergence zone and interannual rainfall variability over Southern Africa. J. Clim. 2000, 13, 3789–3804. [Google Scholar] [CrossRef]
- Eckardt, F.; Soderberg, K.; Coop, L.; Muller, A.; Vickery, K.; Grandin, R.; Jack, C.; Kapalanga, T.; Henschel, J. The nature of moisture at Gobabeb, in the central Namib Desert. J. Arid Environ. 2013, 93, 7–19. [Google Scholar] [CrossRef]
- Todd, M.C.; Washington, R.; Palmer, P.I. Water vapour transport associated with tropical–temperate trough systems over southern Africa and the southwest Indian Ocean. Int. J. Clim. 2004, 24, 555–568. [Google Scholar] [CrossRef] [Green Version]
- Vigaud, N.; Richard, Y.; Rouault, M.; Fauchereau, N. Moisture transport between the South Atlantic Ocean and southern Africa: Relationships with summer rainfall and associated dynamics. Clim. Dyn. 2008, 32, 113–123. [Google Scholar] [CrossRef]
- Vigaud, N.; Pohl, B.; Crétat, J. Tropical-temperate interactions over southern Africa simulated by a regional climate model. Clim. Dyn. 2012, 39, 2895–2916. [Google Scholar] [CrossRef]
- Howard, E.; Washington, R. Drylines in Southern Africa: Rediscovering the Congo Air Boundary. J. Clim. 2019, 32, 8223–8242. [Google Scholar] [CrossRef]
- Howard, E.; Washington, R. Tracing Future Spring and Summer Drying in Southern Africa to Tropical Lows and the Congo Air Boundary. J. Clim. 2020, 33, 6205–6228. [Google Scholar] [CrossRef]
- Ministry of Foreign Affairs of the Netherlands. Climate Change Profile Mozambique; Ministry of Foreign Affairs of the Netherlands: The Hague, The Netherlands, 2018; p. 20.
- Almazroui, M.; Islam, M.N.; Saeed, F.; Saeed, S.; Ismail, M.; Ehsan, M.A.; Diallo, I.; O’Brien, E.; Ashfaq, M.; Martínez-Castro, D.; et al. Projected Changes in Temperature and Precipitation Over the United States, Central America, and the Caribbean in CMIP6 GCMs. Earth Syst. Environ. 2021, 5, 1–24. [Google Scholar] [CrossRef]
- Abiodun, B.J.; Mogebisa, T.O.; Petja, B.; Abatan, A.A.; Roland, T.R. Potential impacts of specific global warming levels on extreme rainfall events over southern Africa in CORDEX and NEX-GDDP ensembles. Int. J. Clim. 2019, 40, 3118–3141. [Google Scholar] [CrossRef]
- Dosio, A.; Turner, A.G.; Tamoffo, A.T.; Sylla, M.B.; Lennard, C.; Jones, R.G.; Terray, L.; Nikulin, G.; Hewitson, B. A tale of two futures: Contrasting scenarios of future precipitation for West Africa from an ensemble of regional climate models. Environ. Res. Lett. 2020, 15, 064007. [Google Scholar] [CrossRef]
- Morishima, W.; Akasaka, I. Seasonal Trends of Rainfall and Surface Temperature Over Southern Africa. Afr. Study Monogr. 2010, 40, 67–76. [Google Scholar]
- Kay, A. Introduction and Review of Statistics. Oper. Amplif. Noise 2012, 1–11. [Google Scholar]
- Tadross, M.; Jack, C.; Hewitson, B. On RCM-based projections of change in southern African summer climate. Geophys. Res. Lett. 2005, 32, 1–4. [Google Scholar] [CrossRef]
- Pinto, I.; Lennard, C.; Tadross, M.; Hewitson, B.; Dosio, A.; Nikulin, G.; Panitz, H.-J.; Shongwe, M.E. Evaluation and projections of extreme precipitation over southern Africa from two CORDEX models. Clim. Chang. 2015, 135, 655–668. [Google Scholar] [CrossRef]
- Programme, W.F. Mozambique: A Climate Analysis; Ministry of Foreign Affairs of the Netherlands: The Hague, The Netherlands, 2017.
- Alfaro-Córdoba, M.; Hidalgo, H.G.; Alfaro, E.J. Aridity Trends in Central America: A Spatial Correlation Analysis. Atmosphere 2020, 11, 427. [Google Scholar] [CrossRef]
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Sumila, T.C.A.; Ferraz, S.E.T.; Durigon, A. Evaluating Possible Changes in Air Temperature and Precipitation Patterns in Mozambique by Comparing Present and Future RegCM4 Simulation. Meteorology 2023, 2, 15-36. https://doi.org/10.3390/meteorology2010002
Sumila TCA, Ferraz SET, Durigon A. Evaluating Possible Changes in Air Temperature and Precipitation Patterns in Mozambique by Comparing Present and Future RegCM4 Simulation. Meteorology. 2023; 2(1):15-36. https://doi.org/10.3390/meteorology2010002
Chicago/Turabian StyleSumila, Telmo Cosme A., Simone E. T. Ferraz, and Angelica Durigon. 2023. "Evaluating Possible Changes in Air Temperature and Precipitation Patterns in Mozambique by Comparing Present and Future RegCM4 Simulation" Meteorology 2, no. 1: 15-36. https://doi.org/10.3390/meteorology2010002