Abstract
Long-term rainfall trends analysis under climate change, particularly in develo** countries where rainfed agriculture is substantial, is vigorous to evaluate rainfall variability brought changes and propose possible adaptation measures. Hence, the study was designed to evaluate annual and seasonal long-term trends in rainfall in Wabe Shebele River Basin in Ethiopia using gridded monthly precipitation data derived from Climate Research Unit (CRU TS 4.1) with 0.5° × 0.5° resolution from 1920 to 2019 years. The time series trend of annual and seasonal rainfall was detected by employing innovative trend analysis (ITA). The results were compared with the most widely used Mann–Kendall (MK) test and Sen’s slope estimator method. The basin was sub-divided into ten sub-basins for easy analysis. The MK test result revealed a non-significant decrease in annual and seasonal rainfall trends that occurred in most sub-basins and the entire basin. The results of the ITA method showed that the scattered plot was accumulated on the 1:1 (45°) straight line, indicating no trend for most of the sub-basins. The trends vary within sub-basins and rainfall magnitude while the decreasing and increasing trends were within ± 10%. The finding indicates that statistics for Φ are non-uniform spatial and temporal and show no significant trends at a 5% significant level in the most sub-basins. The comparison of the three selected methods indicates that ITA performs better in trend investigation. Hence, the ITA method provides results in graphical form, which makes a straightforward interpretation of trends based on rainfall intensity. Rainfall trends investigation is vital for agricultural development where combining the possible adaptation measures to climate change is vigorous during water resources planning and development for agriculture. Accordingly, the strategic plan is recommended for the practical activity of agriculture by considering the decline and variability of rainfall patterns in the sub-basins particularly and in the basin generally.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig5_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig6_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig7_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig8_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1007%2Fs00704-022-04164-8/MediaObjects/704_2022_4164_Fig9_HTML.png)
Similar content being viewed by others
Data availability
The data that support the findings of this study are openly available, except for observed data collected from Ethiopian National Meteorology Service Agency. The authors have no authority to openly distribute those observed data.
References
Addisu S, Selassie YG, Fissha G, Gedif B (2015) Time series trend analysis of temperature and rainfall in lake Tana Sub-basin. Ethiopia Environ Syst Res 4. https://doi.org/10.1186/s40068-015-0051-0
Ademe D, Ziatchik BF, Tesfaye K, Simane B, Alemayehu G, Adgo E (2020) Climate trends and variability at adaptation scale: patterns and perceptions in an agricultural region of the Ethiopian Highlands. Weather Clim Extrem 29:100263. https://doi.org/10.1016/j.wace.2020.100263
Ahmed K, Shahid S, Wang X, Nawaz N, Najeebullah K (2019) Evaluation of gridded precipitation datasets over arid regions of Pakistan. Water 11:22. https://doi.org/10.3390/w11020210
Akinnagbe O, Irohibe I (2015) Agricultural adaptation strategies to climate change impacts in Africa: a review. Bangladesh J Agric Res 39:407–418. https://doi.org/10.3329/bjar.v39i3.21984
Alemayehu A, Maru M, Bewket W, Assen M (2020) Spatiotemporal variability and trends in rainfall and temperature in Alwero watershed, western Ethiopia. Environ Syst Res 9:15. https://doi.org/10.1186/s40068-020-00184-3
Ali N, Ahmad I (2015) Trend analysis of precipitation data in pakistan. Sci Int 27:803–808
Ali R, Kuriqi A, Abubaker S, Kisi O (2019) Long-term trends and seasonality detection of the observed flow in Yangtze River using Mann-Kendall and Sen’s innovative trend method. Water 11:17. https://doi.org/10.3390/w11091855
Ali R, Rashid Abubaker S, Othman Ali R (2019b) Spatio-temporal pattern in the changes in availability and sustainability of water resources in Afghanistan view project water resources problem in Huai river basin view project trend analysis using Mann-Kendall, Sen’s slope estimator test and innovative. Int J Eng Technol 8:110–119. https://doi.org/10.14419/ijet.v7i4.29591
Asfaw A, Simane B, Hassen A, Bantider A (2018) Variability and time series trend analysis of rainfall and temperature in northcentral Ethiopia: a case study in Woleka sub-basin. Weather Clim Extrem 19:29–41. https://doi.org/10.1016/j.wace.2017.12.002
Awass AA (2009) Hydrological drought analysis-occurrence, severity, risks the case of Wabi Shebele River Basin. Ph.D. Thesis, Univ. Siegen, Germany
Awulachew SB, Yilma AD, Loulseged M, Loiskandl W, Ayana M, Alamirew T (2007) Water resources and irrigation development in Ethiopia, Colombo, Sri Lanka: International Water Management Institute. 78p. (Working Paper 123)
Bekele D, Alamirew T, Kebede A, Zeleke GM, Melesse A (2019) Modeling climate change impact on the hydrology of Keleta Watershed in the Awash River Basin. Ethiopia Environ Model Assess 24:95–107. https://doi.org/10.1007/s10666-018-9619-1
Bekele D, Alamirew T, Kebede A, Zeleke G, Melese AM (2017) Analysis of rainfall trend and variability for agricultural water management in Awash River Basin. Ethiopia 127–141. https://doi.org/10.2166/wcc.2016.044
Bessenbacher V, Seneviratne S, Gudmundsson L (2021) CLIMFILL: a framework for intelligently gap-filling Earth observations. Geosci Model Dev Discuss 101:37. https://doi.org/10.5194/gmd-2021-164
Bewket W, Conway D (2007) A note on the temporal and spatial variability of rainfall in the drought-prone Amhara region of Ethiopia. Int J Clim 27(27):1467–1477. https://doi.org/10.1002/joc
Boko MI, Niang A, Nyong C, Vogel A, Githeko M, Medany B, Osman-Elasha R, Tabo R, Yanda P (2007) Africa Climate Change 2007: Impacts, Adaptation, and Vulnerability. Contribution of Working Group II to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change, M.L. Parry, O.F. Canziani, J.P. Palutikof, P.J. van der Linden and C.E. Hanson (eds) Cambridge University Press, Cambridge UK, 433-467
Buhairi MHAl (2010) Analysis of Monthly , Seasonal and annual air temperature variability and trends in Taiz City - Republic of Yemen. J Environ Prot (Irvine Calif) 1:401–409. https://doi.org/10.4236/jep.2010.14046
Cheung WH, Senay GB, Singh A (2008) Trends and spatial distribution of annual and seasonal rainfall in Ethiopia. Int J Climatol 28:1723–1734. https://doi.org/10.1002/joc.1623
Chikabvumbwa SR, Salehnia N, Manzanas R, Abdelbaki C, Zerga A (2022) Assessing the effect of spatial–temporal droughts on dominant crop yield changes in Central Malawi. Environ Monit Assess 194:1–16. https://doi.org/10.1007/s10661-021-09709-4
Choto M, Fetene A (2019) Impacts of land use/land cover change on stream flow and sediment yield of Gojeb watershed, Omo-Gibe basin, Ethiopia. Remote Sens Appl Soc Environ 14:84–99. https://doi.org/10.1016/j.rsase.2019.01.003
Conway D, Mould C, Bewket W (2004) Over one century of rainfall and temperature observations in Addis Ababa. Ethiopia Int J Climatol 24:77–91. https://doi.org/10.1002/joc.989
Conway D, Persechno A, Ardoin-Bardin S, Hamandawana H, Dieulin C, Mahe G (2009) Rainfall and water resources variability in sub-Saharan Africa during the Twentieth century. J Hydrometeorol 10:41–59. https://doi.org/10.1175/2008JHM1004.1
Dinku T, Connor SJ, Ceccato P, Ropelewski CF (2008) The impact of the positive Indian Ocean dipole on Zimbabwe droughts tropical climate is understood to be dominated by. Int J Climatol 28:1627–1638. https://doi.org/10.1002/joc
Esayas B, Simane B, Teferi E, Ongoma V, Tefera N (2018) Trends in extreme climate events over three agroecological zones of southern Ethiopia. Adv Meteorol 2018:17. https://doi.org/10.1155/2018/7354157
FAO (2011a) Climate change, water, and food security, in FAO Water, Reports 36. Rome, Italy
FAO (2011b) Strengthening capacity for climate change adaptation in the agriculture sector in Ethiopia. Environ Nat Resour Manag Work Paper: in National Workshop held in Nazreth, Ethiopia
Gebrechorkos SH, Hülsmann S, Bernhofer C (2019) Long-term trends in rainfall and temperature using high-resolution climate datasets in East Africa. Sci Rep 9:1–9. https://doi.org/10.1038/s41598-019-47933-8
Gedefaw M, Wang H, Yan D, Song X, Yan D, Dong G, Wang J, Girma A, Ali BA, Batsuren D, Abiyu A, Qin T (2018) Trend analysis of climatic and hydrological variables in the Awash river basin, Ethiopia. Water 10:1–14. https://doi.org/10.3390/w10111554
Gedefaw M, Yan D, Wang H, Qin T, Wang K (2019) Analysis of the recent trends of two climate parameters over two eco-regions of Ethiopia. Water 11:12. https://doi.org/10.3390/w11010161
Gedefaw M, Yan D, Wang H, Qin T, Girma A, Abiyu A, Batsuren D (2018b) Innovative trend analysis of annual and seasonal rainfall variability in Amhara Regional State, Ethiopia. Atmosphere (Basel) 9. https://doi.org/10.3390/atmos9090326
Gurara AM, Jilo BN, Tolche DA (2021) Impact of climate change on potential evapotranspiration and crop water requirement in Upper Wabe Bridge watershed, Wabe Shebele River. J African Earth Sci 180:104223. https://doi.org/10.1016/j.jafrearsci.2021.104223
Gurara AM, Jilo BN, Tolche DA (2021a) Modeling climate change impact on the streamflow in the Upper Wabe Bridge watershed in Wabe Shebele River Basin, Ethiopia. Int J River Basin Manag https://doi.org/10.1080/15715124.2021.1935978
Hagos F, Makombe G, Namara R, Awulachew S (2009) Importance of irrigated agriculture to the Ethiopian economy: capturing the direct net benefits of irrigation. Int Water Manag Inst Report 128. https://doi.org/10.4314/ejdr.v32i1.68597
Hare W (2003) Assessment of knowledge on impacts of climate change – contribution to the specification of art. 2 of the UNFCCC, WBGU. Potsdam, Berlin. http://www.wbgu.de/wbgu_sn2003_ex01
Herrero M, Ringler C, Steeg J, Van De Koo J, Notenbaert A (2010) Climate variability and climate change and their impacts on Kenya’s agricultural sector. ILRI, Nairobi. Kenya 1–56. https://doi.org/10.5539/jsd.v6n2p9
Hu Z, Liu S, Zhong G, Lin H, Zhou Z (2020) Modified Mann-Kendall trend test for hydrological time series under the scaling hypothesis and its application. Hydrol Sci J 65:2419–2438. https://doi.org/10.1080/02626667.2020.1810253
Ilori OW, Ajayi VO (2020) Change detection and trend analysis of future temperature and rainfall over West Africa. Earth Syst Environ 4:493–512. https://doi.org/10.1007/s41748-020-00174-6
Jilo NB, Gebremariam B, Harka AE, Woldemariam GW, Behulu F (2019) Evaluation of the impacts of climate change on sediment yield from the Logiya Watershed, Lower Awash Basin, Ethiopia. Hydrology 6. https://doi.org/10.3390/hydrology6030081
Khaniya B, Jayanayaka I, Jayasanka P, Rathnayake U (2019) Rainfall trend analysis in Uma Oya Basin, Sri Lanka, and future water scarcity problems in the perspective of climate variability 2019:10. https://doi.org/10.1155/2019/3636158
Kotir JH (2011) Climate change and variability in Sub-Saharan Africa: a review of current and future trends and impacts on agriculture and food security. Environ Dev Sustain 13:587–605. https://doi.org/10.1007/s10668-010-9278-0
Kumar S, Merwade V, Kinter JL, Niyogi D (2013) Evaluation of temperature and precipitation trends and long-term persistence in CMIP5 twentieth-century climate simulations. J Clim 26:4168–4185. https://doi.org/10.1175/JCLI-D-12-00259.1
Lewis P, Monem MA, Impiglia A (2018) Impacts of climate change on farming systems and livelihoods in the near east and North Africa - with a special focus on small-scale family farming, Cairo, FAO, pp 92
Maina J, Wandiga S, Gyampoh B, Kk GC (2015) Analysis of average annual rainfall and average maximum annual temperature for a period of 30 years to establish trends in Kieni , Central Kenya. J Climatol Weather Forecast 1–4. https://doi.org/10.35248/2332-2594.7.249
Makombe G, Namara R, Hagos F, Awulachew SB, Ayana M, Bossio D (2011) A comparative analysis of the technical efficiency of rain-fed and smallholder irrigation in Ethiopia, IWMI Working Papers. https://doi.org/10.5337/2011.202
Mekonen AA, Berlie AB (2020) Spatiotemporal variability and trends of rainfall and temperature in the Northeastern Highlands of Ethiopia. Model Earth Syst Environ 6:285–300. https://doi.org/10.1007/s40808-019-00678-9
Mengistu D, Bewket W, Lal R (2013) Recent spatiotemporal temperature and rainfall variability and trends over the Upper Blue Nile River Basin , Ethiopia. Int J Climatol 16. https://doi.org/10.1002/joc.3837
Meseret Z, Belay S (2019) Spatial and temporal variability in temperature and rainfall over Mecha area. Ethiopia Int J Sci Res Multidiscip Stud 5:56–65
Moriasi DN, Arnold JG, Liew MWV, Bingner RL, Harmel RD, Veith TL (2007) Model evaluation guidelines for systematic quantification of accuracy in watershed simulations. Am Soc Agric Biol Eng 50:885–900
Mulugeta S, Fedler C, Ayana M (2019) Analysis of long-term trends of annual and seasonal rainfall in the Awash River Basin, Ethiopia. Water 11. https://doi.org/10.3390/w11071498
Mutti PR, Dubreuil V, Bezerra BG, Arvor D, de Oliveira CP, Santos E Silva CM (2020) Assessment of gridded cru ts data for long-term climatic water balance monitoring over the são francisco watershed, brazil. Atmosphere (basel) 11:1–25. https://doi.org/10.3390/atmos11111207
Nashwan MS, Shahid S, Wang X (2019) Uncertainty in estimated trends using gridded rainfall data: a case study of Bangladesh. Water (switzerland) 11:5–8. https://doi.org/10.3390/w11020349
Rao PVVP, Legesse SA (2013) Trend analysis and adaptation strategies of climate change ion North Central Ethiopia. Int J Agric Sci Res 3:253–262
Reda DT, Engida AN, Asfaw DH, Hamdi R (2015) Analysis of precipitation based on ensembles of regional climate model simulations and observational databases over Ethiopia for the period 1989–2008. Int J Climatol 35:948–971. https://doi.org/10.1002/joc.4029
Rimi RH, Rahman SH, Abedin MZ (2009) Recent climate change trend analysis and future prediction at Satkhira District, Bangladesh. IOP Conf Ser Earth Environ Sci 6:472014. https://doi.org/10.1088/1755-1307/6/7/472014
Romilly TG, Gebremichael M (2011) Evaluation of satellite rainfall estimates over Ethiopian river basins. Hydrol Earth Syst Sci 15:1505–1514. https://doi.org/10.5194/hess-15-1505-2011
Saini A, Sahu N, Kumar P, Nayak S, Duan W (2020) Advanced rainfall trend analysis of 117 years over West Coast Plain and hill Agro-climatic region of India. Atmosphere (basel) 11:1–25. https://doi.org/10.3390/atmos11111225
Salehnia N, Ahn J (2022) Modelling and reconstructing tree ring growth index with climate variables through artificial intelligence and statistical methods. Ecol Indic 134:108496. https://doi.org/10.1016/j.ecolind.2021.108496
Şen Z (2012) Innovative trend analysis methodology. J Hydrol Eng 17:1042–1046. https://doi.org/10.1061/(asce)he.1943-5584.0000556
Subramanya K (2008) Engineering hydrology, in: Third Edition. 223–223. https://doi.org/10.4324/9781315422770-36
Thorlakson T, Neufeldt H (2012) Reducing subsistence farmers’ vulnerability to climate change: evaluating the potential contributions of agroforestry in western Kenya. Agric Food Secur 1:1–13. https://doi.org/10.1186/2048-7010-1-15
Tolche AD, Gurara MA, Pham QB, Anh DT (2021) Modelling and accessing land degradation vulnerability using remote sensing techniques and the analytical hierarchy process approach. Geocarto Int 0:1–21. https://doi.org/10.1080/10106049.2021.1959656
Touseef M, Chen L, Yang K, Chen Y (2020) Long-term rainfall trends and future projections over **jiang River Basin. China Adv Meteorol. https://doi.org/10.1155/2020/6852148
UNFCCC (2007) Climate change: impacts, vulnerabilities and adaptation in develo** countries. 5:337–353. https://doi.org/10.1002/2017EF000539
Wagesho N, Goel NK, Jain MK (2013) Temporal and spatial variability of annual and seasonal rainfall over Ethiopia. Hydrol Sci J– J Des Sci Hydrol 2:58. https://doi.org/10.1080/02626667.2012.754543
Worku G, Teferi E, Bantider A, Dile YT (2019) Observed changes in extremes of daily rainfall and temperature in Jemma Sub-Basin, Upper Blue Nile Basin. Ethiopia Theor Appl Climatol 135:839–854. https://doi.org/10.1007/s00704-018-2412-x
World Bank (2006) Ethiopia managing water resources to maximize sustainable growth 119p. The International Bank for Reconstruction and Development / The World Bank 1818 H Street, NW
Wu H, Qian H (2017) Innovative trend analysis of annual and seasonal rainfall and extreme values in Shaanxi, China, since the 1950s. Int J Climatol 37:2582–2592. https://doi.org/10.1002/joc.4866
Yamusa AM, Abubakar IU, Falaki AM (2015) Rainfall variability and crop production in the North- western semi-arid zone of Nigeria 6:125–131. https://doi.org/10.5897/JSSEM14.0444
Yan R, Zhang X, Yan S, Chen H (2018) Estimating soil erosion response to land use/cover change in a catchment of the Loess Plateau, China. Int Soil Water Conserv Res 6:13–22. https://doi.org/10.1016/j.iswcr.2017.12.002
Acknowledgements
The authors gratefully thank secondary data provider Ethiopian National Meteorology Service Agency (NMSA) for providing meteorological data.
Author information
Authors and Affiliations
Contributions
Conceptualization: Megersa Adugna Gurara, Nura Boru Jilo, Abebe Debele Tolche, and Asfaw Kebede Kassa; methodology: Megersa Adugna Gurara and Nura Boru Jilo; validation and formal analysis: Megersa Adugna Gurara; investigation: Megersa Adugna Gurara, Nura Boru Jilo, and Abebe Debele Tolche; writing—original draft preparation: Megersa Adugna Gurara; writing—review and editing: Megersa Adugna Gurara, Nura Boru Jilo, Abebe Debele Tolche, and Asfaw Kebede Kassa; supervision: Asfaw Kebede Kassa; all authors have read and agreed to the submitted version of the manuscript.
Corresponding author
Ethics declarations
Ethics approval
The study was conducted in accordance with the ethical standards of the research system. The study was done using satellite data; hence, formal consent is not required.
Conflict of interest
The authors declare no competing interests.
Additional information
Publisher's note
Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Rights and permissions
Springer Nature or its licensor holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.
About this article
Cite this article
Gurara, M.A., Tolche, A.D., Jilo, N.B. et al. Annual and seasonal rainfall trend analysis using gridded dataset in the Wabe Shebele River Basin, Ethiopia. Theor Appl Climatol 150, 263–281 (2022). https://doi.org/10.1007/s00704-022-04164-8
Received:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1007/s00704-022-04164-8