Abstract
The occurrences of some intense rainfall episodes in Somalia in recent years, resulting in flash floods in riverine areas, prompted researchers to investigate the significance of long-term shifts in severe rainfall across Somalia in the past century. The study aimed to examine the changes in precipitation trends in Somalia by carrying out an analysis of the frequency of rainfall extremes during the two different phases 1901–1958 and 1959–2016, as well as return level analysis. The Mann–Kendall test and Sen’s slope were used to measure the changes in precipitation trends. The generalized extreme value distribution was also fitted to the two phases considered in the analysis. The study revealed that heavy rainfall events and flood risks are becoming more common in Somalia. Furthermore, the behavior of extreme rainfall has evolved over the two phases considered. This evolution is shown by the presence of change in distribution (using Kolmogorov–Smirnov and Anderson Darling tests) in phase I (1901–1958) and phase II (1959–2016) and the significant difference in the maximum likelihood estimates of the location parameter for the two phases. The findings provide some intriguing results that will be beneficial to hydrological planning and disaster management.
Similar content being viewed by others
Data availability
The data that support the findings of this study were secondary data obtained from the Climate Knowledge Portal of the World Bank Group at https://climateknowledgeportal.worldbank.org.
Code availability
The code that supports the findings of this study is available from the corresponding author upon reasonable request.
References
Afuecheta E, Omar MH (2021) Characterization of variability and trends in daily precipitation and temperature extremes in the Horn of Africa. Clim Risk Manag 32:100295. https://doi.org/10.1016/j.crm.2021.100295
An D, Du Y, Berndtsson R, Niu Z, Zhang L, Yuan F (2020) Evidence of climate shift for temperature and precipitation extremes across Gansu Province in China. Theor Appl Climatol 139:1137–1149. https://doi.org/10.1007/s00704-019-03041-1
Barbieri M, Barberio MD, Banzato F et al (2021) Climate change and its effect on groundwater quality. Environ Geochem Health. https://doi.org/10.1007/s10653-021-01140-5
BBC (2020) Kenya, Somalia and Rwanda hit by deadly flooding. BBC News Website. https://www.bbc.com/news/world-africa-52571322. Accessed 25 May 2021
Bessou C, Ferchaud F, Gabrielle B, Mary B (2011) Biofuels, greenhouse gases and climate change. Sustain Agric 2:365–468. https://doi.org/10.1007/978-94-007-0394-0_20
Bissolli P, Friedrich K, Rapp J, Ziese M (2011) Flooding in eastern central Europe in May 2010 - reasons, evolution and climatological assessment. Weather 66:147–153. https://doi.org/10.1002/wea.759
Burnham KP, Anderson DR (2004) Multimodel inference: understanding AIC and BIC in model selection. Social Methods Res 33:261–304. https://doi.org/10.1177/0049124104268644
Carabine E, Lemma A, Dupar M, Jones L, Muluguetta Y, Ranger N, Van Aalst M (2014) The IPCC’s fifth assessment report: What’s in it for Africa. Overseas Development Institute and Climate and Development Knowledge Network. London, UK
Coles S (2001) An introduction to statistical modeling of extreme values. Springer, London
Darling DA (1957) The kolmogorov-smirnov, cramer-von mises tests. Ann Math Stat 28:823–838. https://doi.org/10.1214/aoms/1177706788
Engmann S, Cousineau D (2011) Comparing distributions: the two-sample Anderson-Darling test as an alternative to the Kolmogorov-Smirnoff test. J Appl Quantitative Methods 6(3):1–17
Erman A, Tariverdi M, Obolensky M et al (2019) Wading out the storm: the role of poverty in exposure, vulnerability and resilience to floods in Dar Es Salaam. https://doi.org/10.1596/1813-9450-8976
FAO (2020) GIEWS Country Brief Somalia, global information and early warning system on food and agriculture. Food and Agriculture Organization Website. http://www.fao.org/giews/countrybrief/country.jsp?code=SOM. Accessed 25 May 2021
Federal Republic of Somalia (2013) Somalia national adaptation programme of action to climate change, Mogadishu: Ministry of Natural Resources
Fritsch JM, Houze RA Jr, Adler R et al (1998) Quantitative precipitation forecasting: report of the eighth prospectus development team, US Weather Research Program. Bull Am Meteorol Soc 79:285–299. https://doi.org/10.1175/1520-0477(1998)079%3C0285:qpfrot%3E2.0.co;2
Gebrechorkos SH, Hülsmann S, Bernhofer C (2019) Changes in temperature and precipitation extremes in Ethiopia, Kenya, and Tanzania. Int J Climatol 39:18–30. https://doi.org/10.1002/joc.5777
Gentilucci M, Barbieri M, Lee HS, Zardi D (2019) Analysis of rainfall trends and extreme precipitation in the Middle Adriatic Side, Marche Region (Central Italy). Water 11:1948. https://doi.org/10.3390/w11091948
Gentilucci M, Materazzi M, Pambianchi G et al (2020) Temperature variations in Central Italy (Marche region) and effects on wine grape production. Theor Appl Climatol 140:303–312. https://doi.org/10.1007/s00704-020-03089-4
Gilbert RO (1987) Statistical methods for environmental pollution monitoring. John Wiley & Sons
Gilleland E, Katz R (2016) extRemes 2.0: an extreme value analysis package in R. J Stat Soft 72(8):1–39. https://doi.org/10.18637/jss.v072.i08
Hamed KH (2009) Enhancing the effectiveness of prewhitening in trend analysis of hydrologic data. J Hydrol 368:143–155. https://doi.org/10.1016/j.jhydrol.2009.01.040
Hamed KH, Rao AR (1998) A modified Mann-Kendall trend test for autocorrelated data. J Hydrol 204:182–196. https://doi.org/10.1016/s0022-1694(97)00125-x
Harris I, Osborn TJ, Jones P, Lister D (2020) Version 4 of the CRU TS monthly high-resolution gridded multivariate climate dataset. Sci Data 7:1–18. https://doi.org/10.1038/s41597-020-0453-3
Johnson RA, Verrill S, Moore DH (1987) Two-sample rank tests for detecting changes that occur in a small proportion of the treated population. Biom. https://doi.org/10.2307/2532001
Kendall M (1975) Rank correlation methods, 4th edn. Charles Griffin, London
Kim H, Kim S, Shin H, Heo JH (2017) Appropriate model selection methods for nonstationary generalized extreme value models. J Hydrol 547:557–574. https://doi.org/10.1016/j.jhydrol.2017.02.005
Lazzari M, Piccarreta M (2018) Landslide disasters triggered by extreme rainfall events: the case of Montescaglioso (Basilicata, Southern Italy). Geosci 8:377. https://doi.org/10.3390/geosciences8100377
Li C, Wang R (2016) Recent changes of precipitation in Gansu, Northwest China: an index-based analysis. Theor Appl Climatol 129:397–412. https://doi.org/10.1007/s00704-016-1783-0
Li W, He X, Scaioni M et al (2019) Annual precipitation and daily extreme precipitation distribution: possible trends from 1960 to 2010 in urban areas of China. Geomat Nat Hazards Risk 10:1694–1711. https://doi.org/10.1080/19475705.2019.1609604
Lobell DB, Cahill KN, Field CB (2007) Historical effects of temperature and precipitation on California crop yields. Clim Change 81:187–203. https://doi.org/10.1007/s10584-006-9141-3
López-Rodríguez F, García-Sanz-Calcedo J, Moral-García FJ, García-Conde AJ (2019) Statistical study of rainfall control: the Dagum distribution and applicability to the Southwest of Spain. Water 11(3):453. https://doi.org/10.3390/w11030453
Mann HB (1945) Nonparametric tests against trend. Econometrica. https://doi.org/10.2307/1907187
Martınez-Casasnovas JA, Ramos MC, Ribes-Dasi M (2002) Soil erosion caused by extreme rainfall events: mapping and quantification in agricultural plots from very detailed digital elevation models. Geoderma 105:125–140. https://doi.org/10.1016/s0016-7061(01)00096-9
Merabtene T, Siddique M, Shanableh A (2016) Assessment of seasonal and annual rainfall trends and variability in Sharjah City. UAE Adv Meteorol. https://doi.org/10.1155/2016/6206238
Mohamed J, Adam MB (2022) Modelling of magnitude and frequency of extreme rainfall in Somalia. Model Earth Syst Environ. https://doi.org/10.1007/s40808-022-01363-0
Mutai CC, Ward MN, Colman AW (1998) Towards the prediction of the East Africa short rains based on sea-surface temperature–atmosphere coupling. Int J Climatol 18:975–997. https://doi.org/10.1002/(sici)1097-0088(199807)18:9%3C975::aid-joc259%3E3.0.co;2-u
Ozer P, Mahamoud A (2013) Recent extreme precipitation and temperature changes in Djibouti City (1966–2011). J Climatol. https://doi.org/10.1155/2013/928501
Omondi PAO, Awange JL, Forootan E, Ogallo LA, Barakiza R, Girmaw GB, Komutunga E (2014) Changes in temperature and precipitation extremes over the Greater Horn of Africa region from 1961 to 2010. Int J Climatol 34:1262–1277. https://doi.org/10.1002/joc.3763
Pachauri RK, Reisinger A (2008) Climate change 2007 Synthesis report. Contribution of Working Groups I, II and III to the fourth assessment report
Pettitt AN (1976) A two-sample Anderson-Darling rank statistic. Biometrika 63:161–168. https://doi.org/10.1093/biomet/63.1.161
Pińskwar I, Choryński A, Graczyk D, Kundzewicz ZW (2019) Observed changes in extreme precipitation in Poland: 1991–2015 versus 1961–1990. Theor Appl Climatol 135:773–787. https://doi.org/10.1007/s00704-018-2372-1
Pohlert T (2020) trend: Non-parametric trend tests and change-point detection. R package version 1.1.4. https://CRAN.R-project.org/package=trend
Prasad PV, Bheemanahalli R, Jagadish SK (2017) Field crops and the fear of heat stress—opportunities, challenges and future directions. Field Crops Res 200:114–121. https://doi.org/10.1016/j.fcr.2016.09.024
Rahayu A (2013) Identification of climate change with generalized extreme value (GEV) distribution approach. J Phys Conf Ser 423, IOP Publishing. https://doi.org/10.1088/1742-6596/423/1/012026
Saji NH, Goswami BN, Vinayachandran PN, Yamagata T (1999) A dipole mode in the tropical Indian Ocean. Nature 401:360–363. https://doi.org/10.1038/43854
Schreider SY, Smith DI, Jakeman AJ (2000) Climate change impacts on urban flooding. Clim Change 47:91–115. https://doi.org/10.1007/bf00139304
Sen PK (1968) Estimates of the regression coefficient based on Kendall’s tau. J Am Stat Assoc 63:1379–1389. https://doi.org/10.1080/01621459.1968.10480934
Sherrer GE, Dhakal N (2017) Climate change and water resources management: an integrated assessment of temporal change in population and extreme precipitation. In: Proceedings from the ICERP 2016: 79–84, Sciendo Migration. https://doi.org/10.1515/9783110559040-012
Shiferaw A, Tadesse T, Rowe C, Oglesby R (2018) Precipitation extremes in dynamically downscaled climate scenarios over the Greater Horn of Africa. Atmosphere 9:112. https://doi.org/10.3390/atmos9030112
Shongwe ME, van Oldenborgh GJ, van den Hurk B, van Aalst M (2011) Projected changes in mean and extreme precipitation in Africa under global warming. Part II: East Africa J Clim 24:3718–3733. https://doi.org/10.1175/2010jcli2883.1
Shorack GR, Wellner JA (2009) Empirical processes with applications to statistics. Society for Industrial and Applied Mathematics
Solomon S, Manning M, Marquis M, Qin D (2007) Climate change 2007-the physical science basis: Working group I contribution to the fourth assessment report of the IPCC 4. Cambridge University Press
Takahashi HG, Fujinami H, Yasunari T, Matsumoto J, Baimoung S (2015) Role of tropical cyclones along the monsoon trough in the 2011 Thai flood and interannual variability. J Clim 28:1465–1476. https://doi.org/10.1175/JCLI-D-14-00147.1
Toride K, Cawthorne DL, Ishida K, Kavvas ML, Anderson ML (2018) Long-term trend analysis on total and extreme precipitation over Shasta Dam watershed. Sci Total Environ 626:244–254. https://doi.org/10.1016/j.scitotenv.2018.01.004
Tsidu GM (2012) High-resolution monthly rainfall database for Ethiopia: homogenization, reconstruction, and gridding. J Climate 25:8422–8443. https://doi.org/10.1175/JCLI-D-12-00027.1
Viste E, Korecha D, Sorteberg A (2013) Recent drought and precipitation tendencies in Ethiopia. Theor Appl Climatol 112:535–551. https://doi.org/10.1007/s00704-012-0746-3
Wang W, Chen X, Shi P, Gelder PV (2008) Detecting changes in extreme precipitation and extreme streamflow in the Dongjiang River Basin in southern China. Hydrol Earth Syst Sci 12:207–221. https://doi.org/10.5194/hess-12-207-2008
Warsame AA, Sheik-Ali IA, Ali AO, Sarkodie SA (2021) Climate change and crop production nexus in Somalia: an empirical evidence from ARDL technique. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-020-11739-3
Warsame AA, Sheik-Ali IA, Hassan AA, Sarkodie SA (2022) Extreme climatic effects hamper livestock production in Somalia. Environ Sci Pollut Res. https://doi.org/10.1007/s11356-021-18114-w
Webster PJ, Moore AM, Loschnigg JP, Leben RR (1999) Coupled ocean–atmosphere dynamics in the Indian Ocean during 1997–98. Nature 401:356–360. https://doi.org/10.1038/43848
Wen X, Wu X, Gao M (2017) Spatiotemporal variability of temperature and precipitation in Gansu Province (Northwest China) during 1951–2015. Atmos Res 197:132–149. https://doi.org/10.1016/j.atmosres.2017.07.001
Wheeler D (2011) Quantifying vulnerability to climate change: implications for adaptation assistance. Center for Global Development Working Paper 240. https://doi.org/10.2139/ssrn.1824611
Williams AP, Funk C, Michaelsen J, Rauscher SA, Robertson I, Wils TH, Loader NJ (2012) Recent summer precipitation trends in the Greater Horn of Africa and the emerging role of Indian Ocean sea surface temperature. Clim Dyn 39:2307–2328. https://doi.org/10.1007/s00382-011
Yaduvanshi A, Kulkarni A, Bendapudi R, Haldar K (2020) Observed changes in extreme rain indices in semiarid and humid regions of Godavari basin, India: risks and opportunities. Nat Hazards 103:685–711. https://doi.org/10.1007/s11069-020-04006-8
Zaroug MAH, Giorgi F, Coppola E et al (2014) Simulating the connections of ENSO and the rainfall regime of East Africa and the upper Blue Nile region using a climate model of the Tropics. Hydrol Earth Syst Sci 18:4311–4323. https://doi.org/10.5194/hess-18-4311-2014
Funding
No funding was received to assist with the preparation of this manuscript.
Author information
Authors and Affiliations
Contributions
All authors contributed to the preparation of the manuscript. JM performed data collection, analysis, first draft preparation and organization of the manuscript. AAW contributed to the manuscript by writing the introduction section of the manuscript. DAA wrote the materials and methods section of the manuscript. MBA reviewed and edited the first draft. All authors read and approved the final manuscript.
Corresponding author
Ethics declarations
Conflict of interest
The authors have no conflicts of interest to declare that are relevant to the content of this article.
Ethical approval
This article does not contain any studies with humans and animals performed by any of the authors.
Consent to participate
Not applicable.
Consent for publication
Not applicable.
Additional information
Responsible Editor: Emilia Kyung Jin.
Publisher's Note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
About this article
Cite this article
Mohamed, J., Ali, D.A., Warsame, A.A. et al. Two phases of long-term shift in extreme precipitation in Somalia. Meteorol Atmos Phys 134, 54 (2022). https://doi.org/10.1007/s00703-022-00896-4
Received:
Accepted:
Published:
DOI: https://doi.org/10.1007/s00703-022-00896-4