Observed and Coupled Model Intercomparison Project 6 multimodel simulated changes in near-surface temperature properties over Ghana during the 20th century
Collins Oduro
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Search for more papers by this authorCorresponding Author
Bi Shuoben
School of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Correspondence
Bi Shuoben, School of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, Jiangsu 210044, China.
Email: [email protected]
Search for more papers by this authorBrian Ayugi
Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control, Collaborative Innovation Centre of Atmospheric Environment and Equipment Technology, School of Environmental Science and Engineering, Nanjing University of Information Science and Technology, Nanjing, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Contribution: Data curation, Investigation, Methodology, Validation, Writing - review & editing
Search for more papers by this authorLi Beibei
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Contribution: Supervision, Validation, Writing - review & editing
Search for more papers by this authorHassen Babaousmail
Binjiang College of Nanjing University of Information Science and Technology, Wuxi, Jiangsu, China
Contribution: Data curation, Validation, Visualization
Search for more papers by this authorIsaac Sarfo
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Contribution: Data curation, Validation, Writing - review & editing
Search for more papers by this authorSafi Ullah
Department of Atmospheric and Oceanic Sciences & Institute of Atmospheric Sciences, Fudan University, Shanghai, China
Contribution: Data curation, Validation, Writing - review & editing
Search for more papers by this authorHamida Ngoma
Department of Geosciences, University of Connecticut, Storrs, Connecticut, USA
Contribution: Data curation, Validation, Visualization
Search for more papers by this authorCollins Oduro
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Search for more papers by this authorCorresponding Author
Bi Shuoben
School of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Correspondence
Bi Shuoben, School of Geographical Sciences, Nanjing University of Information Science and Technology, Nanjing, Jiangsu 210044, China.
Email: [email protected]
Search for more papers by this authorBrian Ayugi
Jiangsu Key Laboratory of Atmospheric Environment Monitoring and Pollution Control, Collaborative Innovation Centre of Atmospheric Environment and Equipment Technology, School of Environmental Science and Engineering, Nanjing University of Information Science and Technology, Nanjing, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Contribution: Data curation, Investigation, Methodology, Validation, Writing - review & editing
Search for more papers by this authorLi Beibei
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Contribution: Supervision, Validation, Writing - review & editing
Search for more papers by this authorHassen Babaousmail
Binjiang College of Nanjing University of Information Science and Technology, Wuxi, Jiangsu, China
Contribution: Data curation, Validation, Visualization
Search for more papers by this authorIsaac Sarfo
Research Institute for History of Science and Technology, Nanjing University of Information Science and Technology, Nanjing, Jiangsu, China
Organization of African Academic Doctors (OAAD), Nairobi, Kenya
Contribution: Data curation, Validation, Writing - review & editing
Search for more papers by this authorSafi Ullah
Department of Atmospheric and Oceanic Sciences & Institute of Atmospheric Sciences, Fudan University, Shanghai, China
Contribution: Data curation, Validation, Writing - review & editing
Search for more papers by this authorHamida Ngoma
Department of Geosciences, University of Connecticut, Storrs, Connecticut, USA
Contribution: Data curation, Validation, Visualization
Search for more papers by this authorFunding information: Research Base for Scientific Cognition and Protection of Culture Heritage and National Natural Science Foundation of China, Grant/Award Numbers: 41271410, 41971340
Abstract
This article investigates seasonal and annual trends of near-surface temperature (NST) during the last century (1901–2018) over Ghana. The ability of 24 global climate models (GCMs) from the sixth phase of the Coupled Model Intercomparison Project (CMIP6) to simulate abrupt mean temperature changes in Ghana from 1980 to 2014 was assessed. The trends' magnitude and abrupt changes were detected using Sen Slope Estimator (SSE) and sequential Mann–Kendall (SQMK) tests, respectively. Root mean square difference, correlation coefficient, and mean bias (B) were used to determine the skilfulness of GCMs in simulating NST relative to Climatic Research Unit (CRU TS4.04) datasets. Ghana's Southern belt is characterized by low temperatures, averaging 25°C to 27°C, whilst the northern belt is characterized by high temperatures (29–31°C). The inter-annual variability of temperature over Ghana exhibits an increasing trend. Findings depict a significant increase in both the annual and seasonal temperatures of Tmin and Tmean, with a steady increase in Tmax. Results revealed the rate of increase had been higher in the country's northern regions (0.5°C) than in the south (0.3–0.4°C) in recent decades. The model performances for the interannual variability of annual and FMAM temperatures are better than their JJAS seasonal performances. The study's overall model ranking shows that Ghana's best performing models for annual, FMAM and JJAS seasons are INM-CM5-0, NorCPM1, and KACE-1-0-G, respectively. Observations and comparisons provide useful reference values for a comprehensive assessment of various applications.
CONFLICT OF INTEREST
All authors declare no conflict of interest in this study.
Supporting Information
Filename | Description |
---|---|
joc7439-sup-0001-Supinfo.docxWord 2007 document , 325.1 KB | Appendix S1: Supporting Information |
Please note: The publisher is not responsible for the content or functionality of any supporting information supplied by the authors. Any queries (other than missing content) should be directed to the corresponding author for the article.
REFERENCES
- Abbam, T., Johnson, F., Dash, J. and Padmadas, S. (2018) Spatiotemporal variations in rainfall and temperature in Ghana over the twentieth century, 1900–2014. Earth and Space Science, 5(4), 120–132. https://doi.org/10.1002/2017ea000327.
- Ahmed, K., Sachindra, D.A., Shahid, S., Demirel, M.C. and Chung, E.S. (2019) Selection of multimodel ensemble of general circulation models for the simulation of precipitation and maximum and minimum temperature based on spatial assessment metrics. Hydrology and Earth System Sciences, 23, 4803–4824. https://doi.org/10.5194/hess-23-4803-2019.
- Ali, G., Bao, Y., Ullah, W., Ullah, S., Guan, Q., Liu, X., Li, L., Lei, Y., Li, G. and Ma, J. (2020) Spatiotemporal trends of aerosols over urban regions in Pakistan and their possible links to meteorological parameters. Atmosphere, 11(3), 306. https://doi.org/10.3390/atmos11030306.
- Almazroui, M., Saeed, F., Saeed, S., Nazrul Islam, M., Ismail, M., Klutse, N. and Siddiqui, M. (2020) Projected change in temperature and precipitation over Africa from CMIP6. Earth Systems And Environment, 4(3), 455–475. https://doi.org/10.1007/s41748-020-00161-x.
10.1007/s41748-020-00161-x Google Scholar
- Arku, F. (2012) Rainfall data as a case for investigation into climate change in Ghana. International Journal of Basic and Applied Sciences, 1(4), 347–362. https://doi.org/10.14419/ijbas.v1i4.209.
10.14419/ijbas.v1i4.209 Google Scholar
- Arora, R., Rowland, L.J. and Tanino, K. (2003) Induction and release of bud dormancy in woody perennials: a science comes of age. HortScience, 38, 911–921. https://doi.org/10.21273/hortsci.38.5.911.
- Aryee, J., Amekudzi, L., Atiah, W., Osei, M. and Agyapong, E. (2018) Overview of surface to near-surface atmospheric profiles over selected domain during the QWeCI project. Meteorology and Atmospheric Physics, 131(4), 1067–1081. https://doi.org/10.1007/s00703-018-0618-1.
- Asamoah, Y. and Ansah-Mensah, K. (2020) Temporal description of annual temperature and rainfall in the Bawku area of Ghana. Advances in Meteorology, 2020, 3402178. https://doi.org/10.1155/2020/3402178.
- Asare-Nuamah, P. and Botchway, E. (2019) Understanding climate variability and change: analysis of temperature and rainfall across agroecological zones in Ghana. Heliyon, 5(10), e02654. https://doi.org/10.1016/j.heliyon.2019.e02654.
- Atiah, W., Mengistu Tsidu, G., Amekudzi, L. and Yorke, C. (2020) Trends and interannual variability of extreme rainfall indices over Ghana, West Africa. Theoretical And Applied Climatology, 140(3–4), 1393–1407. https://doi.org/10.1007/s00704-020-03114-6.
- Ayugi, B.O., Tan, G., Ongoma, V. and Mafuru, K.B. (2018) Circulations Associated with Variations in Boreal Spring Rainfall over Kenya. Earth Syst Environ 2, 421–434. https://doi.org/10.1007/s41748-018-0074-6.
10.1007/s41748-018-0074-6 Google Scholar
- Ayugi, B., Jiang, V., Zhu, H., Ngoma, H., Babaousmail, H. and Karim, R. (2021a) Comparison of CMIP6 and CMIP5 models in simulating mean and extreme precipitation over East Africa. International Journal of Climatology, 1–23. https://doi.org/10.1002/joc.7207.
- Ayugi, B., Ngoma, H., Babaousmail, H., Karim, R., Iyakaremye, V., Sian, L.K., K, T.C. and Ongoma, V. (2021b) Evaluation and projection of mean surface temperature using CMIP6 models over East Africa. Journal of African Earth Sciences, 181, 104226. https://doi.org/10.1016/j.jafrearsci.2021.104226.
- Ayugi, B., Tan, G., Gnitou, G.T., Ojara, M. and Ongoma, V. (2020) Historical evaluations and simulations of precipitation over eastern Africa from Rossby Centre regional climate model. Atmospheric Research, 232, 104705. https://dio.org/10.1016.jatmosres.2019.104705.
- Ayugi, B.O. and Tan, G. (2018) Recent trends of surface air temperatures over Kenya from 1971 to 2010. Meteorology and Atmospheric Physics, 131, 1401–1413. https://doi.org/10.1007/s00703-018-0644-z.
- Babaousmail, H., Hou, R., Ayugi, B. and Tchalim, G. (2019) Evaluation of satellite-based precipitation estimates over Algeria during 1998 – 2016. J. Atmos. Solar-Terrestrial Phys., 195, 105139. https://doi.org/10.1016/j.jastp.2019.105139.
- Babaousmail, H., Hou, R., Tchalim, G. and Ayugi, B. (2021) Novel statistical downscaling emulatir for precipitations using deep convolutional autoencoder over northern Africa. Journal of Atmospheric and Solar-Terrestrial Physics, 218, 105614. https://doi.org/10.1016/j.jastp.2021.105614.
- B.C. Bates, Z.W. Kundzewicz, S. Wu and J.P. Palutikof (Eds.). (2008) Climate Change and Water. Technical Paper of the Intergovernmental Panel on Climate Change. Geneva: IPCC Secretariat, p. 210.
- Byass, P. (2009) Climate change and population health in Africa: where are the scientists. Global Health Action, 2, 173–177. https://doi.org/10.3402/gha.v2i0.2065.
- Christy, J.R., Norris, W.B. and McNider, R.T. (2009) Surface temperature variations in East Africa and possible causes. Journal of Climate, 22(12), 3342–3356.
- Codjoe, S. and Nabie, V. (2014) Climate change and cerebrospinal meningitis in the Ghanaian Meningitis Belt. International Journal of Environmental Research and Public Health, 11(7), 6923–6939. https://doi.org/10.3390/ijerph110706923.
- Darko, G., Bi, S., Sarfo, I., Amankwah, S., Azeez, F., Yeboah, E., Oduro, C., Kedjanyi, E., Archer, B. and Awuah, A. (2021) Impacts of climate hazards on coastal livelihoods in Ghana: the case of Ningo-Prampram in the Greater Accra region. Environment, Development and Sustainability. https://doi.org/10.1007/s10668-021-01492-z.
- Dinku, T. (2019) Challenges with availability and quality of climate data in Africa. In: A. M. Melesse, W. Abtew & G. Senay (Eds)., Extreme Hydrology And Climate Variability (pp. 71–80). Elsevier. https://doi.org/10.1016/b978-0-12-815998-9.00007-5.
10.1016/B978-0-12-815998-9.00007-5 Google Scholar
- Dosio, A., Jury, M., Almazroui, M., Ashfaq, M., Diallo, I., Engelbrecht, F., Klutse, N.A.B., Lennard, C., Pinto, I., Sylla, M.B. and Tamoffo, A.T. (2021) Projected future daily characteristics of African precipitation based on global (CMIP5, CMIP6) and regional (CORDEX, CORDEX-CORE) climate models. Climate Dynamics, 57, 3135–3158. https://doi.org/10.1007/s00382-021-05859-w.
- Eyring, V., Bony, S., Meehl, G. A., Senior, C. A., Stevens, B., Stouffer, R. J., & Taylor, K. E. (2016) Overview of the coupled model intercomparison project phase 6 (CMIP6) experimental design and organization. Geoscientific Model Development, 9(5), 1937–1958. https://doi.org/10.5194/gmd-9-1937-2016.
- Fatima, Z., Ahmed, M., Hussain, M., Abbas, G., Ul-Allah, S., Ahmad, S., Ahmed, N., Ali, M.A., Sarwar, G., Haque, E., Iqbal, P. and Hussain, S. (2020) The fingerprints of climate warming on cereal crops phenology and adaptation options. Scientific Reports, 10(1), 18013. https://doi.org/10.1038/s41598-020-74740-3.
- Fioravanti, G., Piervitali, E. and Desiato, F. (2015) Recent changes of temperature extremes over Italy: an index-based analysis. Theoretical and Applied Climatology, 123(3–4), 473–486. https://doi.org/10.1007/s00704-014-1362-1.
- Flato, G., Marotzke, J., Abiodun, B., Braconnot, P., Chou, S.C., Collins, W., Cox, P., Driouech, F., Emori, S., Eyring, V., Forest, C., Gleckler, P., Guilyardi, E., Jakob, C., Kattsov, V., Reason, C. and Rummukainen, M. (2013) Evaluation of climate models. In: T.F. Stocker, D. Qin, G.-K. Plattner, M. Tignor, S.K. Allen, J. Boschung, A. Nauels, Y. Xia, V. Bex and P.M. Midgley (Eds.) Climate Change 2013: The Physical Science Basis. Contribution of Working Group I to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, United Kingdom and New York, NY: Cambridge University Press, pp. 741–866. https://doi.org/10.1017/CBO9781107415324.020.
- Funk, C., Eilerts, G., Verdin, J., Rowland, J. and Marshall, M. (2011) A Climate Trend Analysis of Sudan. USGS Fact Sheet 2011-3072, U.S. Department of the Interior. Reston, VA: U.S. Geological Survey (USGS), p. 6.
- Ghana Statistical Service. (2021). 2021 Population and Housing Census. Census2021.statsghana.gov.gh. Available at: https://census2021.statsghana.gov.gh/ [Accessed 25th Oct 2021].
- Gilbert, R.O. (1987) Statistical Methods for Environmental Pollution Monitoring. John Wiley & Sons.
- Gleckler, P.J., Taylor, K.E. and Doutriaux, C. (2008) Performance metrics for climate models. Journal of Geophysical Research, 113, D06104. https://doi.org/10.1029/2007JD008972.
- Grab, S. and Craparo, A. (2011) Advance of apple and pear tree full bloom dates in response to climate change in the southwestern cape, South Africa: 1973-2009. Agricultural and Forest Meteorology, 151(3), 406–413.
- Hamed, K.H. and Rao, R.A. (1998) A modified Mann–Kendall trend test forautocorrelated data. Journal of Hydrology, 204, 182–196. https://doi.org/10.1016/S00221694(97)00125-X.
- Harris, I., Jones, P.D., Osborn, T.J. and Lister, D.H. (2014) Updated high-resolution grids of monthly climatic observations—the CRU TS3.10 dataset. International Journal of Climatology, 34, 623–642. https://doi.org/10.1002/joc.3711.
- Harris, I., Osborn, T.J., Jones, P. and Lister, D. (2020) Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset. Scientific Data, 7, 109. https://doi.org/10.1038/s41597-020-0453-3.
- Hollander, M., Wolfe, D.A. and Chicken, E. (2013) Nonparametric Statistical Methods, vol. 751. John Wiley & Sons.
- IPCC. (2007) Climate Change (2007). In: S. Solomon, D. Qin, M. Manning, Z. Chen, M. Marquis, K.B. Averyt, M. Tignor and H.L. Miller (Eds.) The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK and New York, NY: Cambridge University Press, p. 996.
- IPCC. (2014) In: R.K. Pachauri and L.A. Meyer (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. Geneva, Switzerland: IPCC, p. 151.
10.1017/CBO9781107415416.008 Google Scholar
- IPCC. (2018) In: V. Masson-Delmotte, P. Zhai, H.-O. Pörtner, D. Roberts, J. Skea, P.R. Shukla, A. Pirani, W. Moufouma-Okia, C. Péan, R. Pidcock, S. Connors, J.B.R. Matthews, Y. Chen, X. Zhou, M.I. Gomis, E. Lonnoy, T. Maycock, M. Tignor and T. Waterfield (Eds.) Global Warming of 1.5°C.an IPCC Special Report on the Impacts of Global Warming of 1.5°C above Pre-Industrial Levels and Related Global Greenhouse Gas Emission Pathways, in the Context of Strengthening the Global Response to the Threat of Climate Change, Sustainable Development, and Efforts to Eradicate Poverty. Cambridge, UK: Cambridge University Press.
- IPCC. (2021) Summary for policymakers. In: V. Masson-Delmotte, P. Zhai, A. Pirani, S.L. Connors, C. Péan, S. Berger, N. Caud, Y. Chen, L. Goldfarb, M.I. Gomis, M. Huang, K. Leitzell, E. Lonnoy, M. JBR, T.K. Maycock, T. Waterfield, O. Yelekçi, R. Yu and B. Zhou (Eds.) Climate Change 2021: The Physical Science Basis. Contribution of Working Group I to the Sixth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK: Cambridge University Press. In Press.
- Iyakaremye, V., Zeng, G., Yang, X., Zhang, G., Ullah, I., Gahingi, A., Vuguziga, F., Asfaw, T.G. and Ayugi, B. (2021) Increased high-temperature extremes and associated population exposure in Africa by the mid-21st century. Science of the Total Environment, 790, 148162. https://doi.org/10.1016/j.scitotenv.2021.148162.
- Johnson, N., Xie, S., Kosaka, Y. and Li, X. (2018) Increasing occurrence of cold and warm extremes during the recent global warming slowdown. Nature. Communications, 9(1), 1724. https://doi.org/10.1038/s41467-018-04040-y.
- Jones, P.W. (1999) First- and second-order conservative remapping schemes for grids in spherical coordinates. Monthly Weather Review, 127, 2204–2210. https://doi.org/10.1175/1520-0493(1999)127<2204:FASOCR>2.0.CO;2.
- Kabo-Bah, A., Diji, C., Nokoe, K., Mulugetta, Y., Obeng-Ofori, D. and Akpoti, K. (2016) Multiyear rainfall and temperature trends in the Volta River basin and their potential impact on hydropower generation in Ghana. Climate, 4(4), 49. https://doi.org/10.3390/cli4040049.
10.3390/cli4040049 Google Scholar
- Karim, R., Tan, G., Ayugi, B., Babaousmail, H. and Liu, F. (2020) Evaluation of historical CMIP6 model simulations of seasonal mean temperature over Pakistan during 1970–2014. Atmosphere (Basel), 11, 1005. https://doi.org/10.3390/atmos11091005.
- Kendall, M.G. (1975) Rank correlation methods, 4th edn. Griffin, London, p 202.
- Klutse, N.A.B., Owusu, K. and Boafo, Y.A. (2020) Projected temperature increases over northern Ghana. SN Appl. Sci, 2(8), 1–14. https://doi.org/10.1007/s42452-020-3095-3.
- Kruger, A.C. and Shongwe, S. (2004) Temperature trends in South Africa: 1960-2003. International Journal Of Climatology, 24(15), 1929–1945. https://doi.org/10.1002/joc.1096
- Lacombe, G., McCartney, M. and Forkuor, G. (2012) Drying climate in Ghana over the period 1960–2005: evidence from the resampling-based Mann-Kendall test at local and regional levels. Hydrological Sciences Journal, 57(8), 1594–1609. https://doi.org/10.1080/02626667.2012.728291.
- Le Barbé, L., Lebel, T. and Tapsoba, D. (2002) Rainfall variability in West Africa during the years 1950–90. Journal of Climate, 15(2), 187–202. https://doi.org/10.1175/1520-0442(2002)015<0187:rviwad>2.0.co;2.
- Li, C., Stevens, B. and Marotzke, J. (2015) Eurasian winter cooling in the warming hiatus of 1998–2012. Geophysical Research Letters, 42(19), 8131–8139. https://doi.org/10.1002/2015gl065327.
- Li, Z., Yang, P., Tang, H., Wu, W., Yin, H., Liu, Z. and Zhang, L. (2013) Response of maize phenology to climate warming in Northeast China between 1990 and (2012). Regional Environmental Change, 14(1), 39–48. https://doi.org/10.1007/s10113-013-0503-x.
- Lim Kam Sian, K.T.C., Wang, J., Ayugi, B.O., Nooni, I.K. and Ongoma, V. (2021) Multi-decadal variability and future changes in precipitation over southern Africa. Atmosphere, 12, 742. https://doi.org/10.3390/atmos12060742.
- Lovino, M., Müller, O., Berbery, E. and Müller, G. (2018) Evaluation of CMIP5 retrospective simulations of temperature and precipitation in northeastern Argentina. International Journal of Climatology, 38, e1158–e1175. https://doi.org/10.1002/joc.5441.
- Mann, H. (1945). Nonparametric Tests Against Trend. Econometrica, 13(3), 245. https://doi.org/10.2307/1907187.
- McSweeney, C., Lizcano, G., New, M. and Lu, X. (2010) The UNDP climate change country profiles improving the accessibility of observed and projected climate information for studies of climate change in developing countries. Bulletin of the American Meteorological Society, 91(2), 157–166. https://doi.org/10.1175/2009BAMS2826.1.
- Medhaug, I., Stolpe, M., Fischer, E. and Knutti, R. (2017) Reconciling controversies about the ‘global warming hiatus’. Nature, 545(7652), 41–47.
- Meehl, G.A., Boer, G.J., Covey, C., Latif, M. and Stouffer, R.J. (1997) Intercomparison makes for a better climate model. Eos, Transactions American Geophysical Union, 78, 445–451. https://doi.org/10.1029/97EO00276.
10.1029/97EO00276 Google Scholar
- Meehl, G.A., Covey, C., McAvaney, B., Latif, M. and Stouffer, R.J. (2005) Overview of the coupled model intercomparison project. Bulletin of the American Meteorological Society, 86, 89–93. https://doi.org/10.1175/BAMS-86-1-89.
- Ministry of Food and Agriculture (MoFA). (2015). Facts and Figures (2014): Agriculture in Ghana. Accra, Ghana: Ministry of Finance.
- Ngoma, H., Wen, W., Ayugi, B., Babaousmail, H., Karim, R. and Ongoma, V. (2021a) Evaluation of precipitation simulations in CMIP6 models over Uganda. International Journal of Climatology, 41, 4743–4768. https://doi.org/10.1002/joc.7098.
- Ngoma, H., Wen, W., Ojara, M. and Ayugi, B. (2021b) Assessing current and future spatiotemporal precipitation variability and trends over Uganda, East Africa based on CHIRPS and regional climate models datasets. Meteorology and Atmospheric Physics, 133, 823–843. https://doi.org/10.1007/s00703-021-00784-3.
- Niang, I., Ruppel, O.C., Abdrabo, M.A., Essel, A., Lennard, C., Padgham, J. and Urquhart, P. (2014) Africa. In: V.R. Barros, C.B. Field, D.J. Dokken, M.D. Mastrandrea, K.J. Mach, T.E. Bilir, M. Chatterjee, K.L. Ebi, Y.O. Estrada, R.C. Genova, B. Girma, E.S. Kissel, A.N. Levy, S. MacCracken, P.R. Mastrandrea and L.L. White (Eds.) Climate Change (2014). Impacts, Adaptation, and Vulnerability. Part B: Regional Aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, United Kingdom and New York, NY: Cambridge University Press, pp. 1199–1265.
- Nicholson, S.E., Nash, D.J., Chase, B.M., Grab, S.W., Shanahan, T.M., Verschuren, D., Asrat, A., Lézine, A.-M. and Umer, M. (2013) Temperature variability over Africa during the last 2000 years. Holocene, 23(8), 1085–1094.
- Nii Baah, D. B. (2018) Changing rainfall patterns in Ghana: Implication for small scale farming. Journal of Geography, 5(4), 1–13.
- Nkrumah, F., Klutse, N., Adukpo, D., Owusu, K., Quagraine, K., Owusu, A. and Gutowski, W. (2014) Rainfall variability over Ghana: model versus rain gauge observation. International Journal of Geosciences, 05(07), 673–683. https://doi.org/10.4236/ijg.2014.57060.
10.4236/ijg.2014.57060 Google Scholar
- Nyatuame, M., Owusu-Gyimah, V. and Ampiaw, F. (2014) Statistical analysis of rainfall trend for Volta region in Ghana. International Journal of Atmospheric Sciences, 2014, 203245. https://doi.org/10.1155/2014/203245.
10.1155/2014/203245 Google Scholar
- Oduro-Afriyie, K. and Adukpo, D. (2009) Spectral characteristics of the annual mean rainfall series in Ghana. West African Journal of Applied Ecology, 9(1), 1–9.
10.4314/wajae.v9i1.45687 Google Scholar
- Ongoma, V. and Chen, H. (2017) Temporal and spatial variability of temperature and precipitation over East Africa from 1951 to 2010. Meteorol atmos phys, 129, 131–144. https://doi.org/10.1007/s00703-016-0462.
- Ongoma, V., Chen, H. and Gao, C. (2019) Evaluation of CMIP5 twentieth century rainfall simulation over the equatorial East Africa. Theoretical and Applied Climatology, 135, 893–910. https://doi.org/10.1007/s00704-018-2392-x.
- Ongoma, V., Mohammed, A.R., Ayugi, B., Nisha, F., Galvin, S., Shilije, Z.W. and Ogwang, B.A. (2021) Variability of dirnual temperature range over Pacific Island countries, a case of Fiji. Meteorology and Atmospheric Physics, 133, 85–95. https://doi.org/10.1007/s00703-020-00743-4.
- Punia, M., Nain, S., Kumar, A., Singh, B., Prakash, A., Kumar, K. and Jain, V. (2014) Analysis of temperature variability over north-west part of India for the period 1970–2000. Natural Hazards, 75(1), 935–952. https://doi.org/10.1007/s11069-014-1352-8.
- Rogelj, J., Shindell, D., Jiang, K., Fifita, S., Forster, P., Ginzburg, V., Handa, C., Kheshgi, H., Kobayashi, S., Kriegler, E., Mundaca, L., Séférian, R. and Vilariño, M.V. (2018) Mitigation pathways compatible with 1.5°C in the context of sustainable development. In: V. Masson-Delmotte, P. Zhai, H.-O. Pörtner, D. Roberts, J. Skea, P.R. Shukla, A. Pirani, W. Moufouma-Okia, C. Péan, R. Pidcock, S. Connors, J.B.R. Matthews, Y. Chen, X. Zhou, M.I. Gomis, E. Lonnoy, T. Maycock, M. Tignor and T. Waterfield (Eds.) Global Warming of 1.5°C. an IPCC Special Report on the Impacts of Global Warming of 1.5°C above Pre-Industrial Levels and Related Global Greenhouse Gas Emission Pathways, in the Context of Strengthening the Global Response to the Threat of Climate Change, Sustainable Development, and Efforts to Eradicate Poverty (In Press). Cambridge, UK.
- Rojas-Downing, M., Nejadhashemi, A., Harrigan, T. and Woznicki, S. (2017) Climate change and livestock: impacts, adaptation, and mitigation. Climate Risk Management, 16, 145–163. https://doi.org/10.1016/j.crm.2017.02.001.
- Root, T.L., Price, J.T., Hall, K.R., Schneider, S.H., Rosenzweig, C. and Pounds, J.A. (2003) Fingerprints of global warming on wild animals and plants. Nature, 421, 57–60. https://doi.org/10.1038/nature01333.
- Rosenzweig, C., Casassa, G., Karoly, D.J., Imeson, A., Liu, C., Menzel, A., Rawlins, S., Root, T.L., Seguin, B. and Tryjanowski, P. (2007) Assessment of observed changes and responses in natural and managed systems. In: M.L. Parry, O.F. Canziani, J.P. Palutikof, P.J. Linden and C.E. Hanson (Eds.) Climate Change 2007: Impacts, Adaptation and Vulnerability. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK and New York, NY: Cambridge University Press, pp. 79–131.
- Sarfo, I., Shuoben, B., Beibei, L., Amankwah, S.O.Y., Yeboah, E., Koku, J.E., Nunoo, E.K. and Kwang, C. (2021) Spatiotemporal development of land use systems, influences and climate variability in southwestern Ghana (1970–2020). Environment, Development and Sustainability 1–33. https://doi.org/10.1007/s10668-021-01848-5.
- Scherrer, S. (2010) Present-day interannual variability of surface climate in CMIP3 models and its relation to future warming. International Journal of Climatology, 31(10), 1518–1529. https://doi.org/10.1002/joc.2170.
- Sen, P.K. (1968) Estimates of the regression coefficient based on Kendall's tau. J. Amer. Stat. Assoc, 63, 1379–1389. https://doi.org/10.2307/2285891.
- Shiru, M.S., Chung, E.S., Shahid, S. and Alias, N. (2020) GCM selection and temperature projection of Nigeria under different RCPs of the CMIP5 GCMS. Theoretical and Applied Climatology, 141(3), 1611–1627. https://doi.org/10.1007/s00704-020-03274-5.
- Shiru, M.S., Shahid, S., Chung, E.S., Alias, N. and Scherer, L. (2019) A MCDM-based framework for selection of general circulation models and projection of spatio-temporal rainfall changes: a case study of Nigeria. Atmospheric Research, 225, 1–16. https://doi.org/10.1016/j.atmosres.2019.03.033.
- Sillmann, J.V., Kharin, V., Zhang, X.W., Zwiers, F. and Bronaugh, D. (2013) Climate extremes indices in the CMIP5 multimodel ensemble: part 2. Future climate projections. Journal of Geophysical Research, 118, 2473–2493. https://doi.org/10.1002/jgrd.50188.
- Sneyers, R. (1990) On the Statistical Analysis of Series of Observations. Technical Note No. 143, WMO No. 415, World Meteorological Organization, Geneva, 192 p.
- Stagl, J., Mayr, E., Koch, H., Hattermann, F.F. and Huang, S. (2014) Effects of climate change on the hydrological cycle in central and Eastern Europe. In: S. Rannow and M. Neubert (Eds.) Managing Protected Areas in Central and Eastern Europe under Climate Change. Advances in Global Change Research, Vol. 58. Dordrecht: Springer. https://doi.org/10.1007/978-94-007-7960-0_3.
10.1007/978-94-007-7960-0_3 Google Scholar
- Stern, D.I., Gething, P.W., Kabaria, C.W., Temperley, W.H., Noor, A.M., Okiro, E.A., Shanks, G.D., Snow, R.W. and Hay, S.I. (2011) Temperature and malaria trends in highland EastAfrica. PLoS One, 6(9), e24524. https://doi.org/10.1371/journal.pone.0024524.
- Stouffer, R.J., Eyring, V., Meehl, G.A., Bony, S., Senior, C., Stevens, B. and Taylor, K.E. (2017) CMIP5 scientific gaps and recommendations for CMIP6. Bulletin of the American Meteorological Society, 98, 95–105. https://doi.org/10.1175/BAMS-D-15-00013.1.
- Sultan, B. and Janicot, S. (2003) The west African monsoon dynamics. Part II: the “Preonset” and “onset” of the summer monsoon. Journal of Climate, 16(21), 3407–3427. https://doi.org/10.1175/1520-0442(2003)016<3407:twamdp>2.0.co;2.
- Taylor, K.E. (2001) Summarizing multiple aspects of model performance in a single diagram. Journal of Geophysical Research, 106, 7183–7192. https://doi.org/10.1029/2000JD900719.
- Trenberth, K.E., Jones, P.D., Ambenje, P., Bojariu, R., Easterling, D., Tank, A.K., Parker, D., Rahimzadeh, F., Renwick, J.A., Rusticucci, M., Soden, B. and Zhai, P. (2007) Observations: surface and atmospheric climate change. In: S. Solomon, D. Qin, M. Manning, Z. Chen, M. Marquis, K.B. Averyt, M. Tignor and H.L. Miller (Eds.) Climate Change 2007:The Physical Science Basis. Contribution of Working Group I to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge, UK and New York, NY: Cambridge University Press, pp. 236–336.
- Ullah, S., You, Q., Ali, A., Ullah, W., Jan, M.A., Zhang, Y., Xie, W. and Xie, X. (2019) Observed changes in maximum and minimum temperatures over China- Pakistan economic corridor during 1980–2016. Atmospheric Research, 216, 37–51.
- Ullah, S., You, Q., Ullah, W. and Ali, A. (2018) Observed changes in precipitation in China Pakistan economic corridor during 1980–2016. Atmospheric Research, 210, 1–14.
- Ullah, S., You, Q., Zhang, Y., Bhatti, A., Ullah, W., Hagan, D., Ali, A., Ali, G., Jan, M.A., Khan, S.N. and Ali, A. (2020) Evaluation of CMIP5 models and projected changes in temperatures over South Asia under global warming of 1.5°C, 2°C, and 3°C. Atmospheric Research, 246, 105122. https://doi.org/10.1016/j.atmosres.2020.105122.
- Wang, H., Gan, Y., Wang, R., Niu, J., Zhao, H., Yang, Q. and Li, G. (2008) Phenological trends in winter wheat and spring cotton in response to climate changes in Northwest China. Agricultural and Forest Meteorology, 148(8–9), 1242–1251. https://doi.org/10.1016/j.agrformet.2008.03.003.
- WMO. (2021) Climate Change Indicators and Impacts Worsened in 2020. New York/Geneva: World Meteorological Organization. Available at:. https://public.wmo.int/en/media/press-release/climate-change-indicators-and-impacts-worsened-2020 [Accessed 6th Sep 2021].
- You, Q., Jiang, Z., Wang, D., Pepin, N. and Kang, S. (2017) Simulation of temperature extremes in the Tibetan plateau from CMIP5 models and comparison with gridded observations. Climate Dynamics, 51(1–2), 355–369. https://doi.org/10.1007/s00382-017-3928-y.
- Yusuf, N., Okoh, D., Musa, I., Adedoja, S. and Said, R. (2017) A study of the surface air temperature variations in Nigeria. The Open Atmospheric Science Journal, 11(1), 54–70. https://doi.org/10.2174/1874282301711010054.
10.2174/1874282301711010054 Google Scholar
- Zhang, Y., You, Q., Chen, C., Ge, J. and Adnan, M. (2018) Evaluation of downscaled CMIP5 coupled with VIC model for flash drought simulation in a Humid Subtropical Basin, China. Journal of Climate, 31(3), 1075–1090. https://doi.org/10.1175/JCLI-D-17-0378.1.