Analysis of projected climate change in sorghum growing semi-arid rift valley of Ethiopia

Authors

  • Agere Lupi Edao Haramaya University, School of plant Science P.O.Box 138 Dire Dawa
  • Nigussie Dechassa Haramaya University, School of plant Science P.O.Box 138 Dire Dawa
  • Feyera Merga Melkassa Agricultural Research Center, P.O. Box 436 Adama
  • Yibekal Alemayehu Haramaya University, School of plant Science P.O.Box 138 Dire Dawa
  • Tewodros Abebe Melkassa Agricultural Research Center, P.O. Box 436 Adama

DOI:

https://doi.org/10.36253/ijam-2194

Keywords:

climate change, air temperature and rainfall change, extreme indices, SOS, EOS and LGP

Abstract

Global warming projected to have a significant impact on agricultural water availability for crops in Africa in particularly in Ethiopia. Therefore, the study was conducted to analyze the projected change of temperature and rainfall in sorghum growing semi-arid rift valley of Ethiopia. The weather data for 11 stations were generated using AgiMP5 technique for RCP 4.5 and 8.5 and for the period of 2050s and 2080s. MAKESENS employed for the detection of trend of extreme indices.  InStat v3.37 were used for the analysis of start, end, and length of growth season. Under RCP 4.5, the projected mean annual minimum air temperatures in CRV, ERVE and NRVE could increase respectively by 1.9 °C (2050s) and 2.6 °C (2080s), 1.8 °C (2050s) and 2.5 °C (2080s) and 1.88 °C (2050s) and 2.69 °C (2080s). Under RCP 8.5, however, with same location it will projected to increase in both time frames (2050s and 2080s) in all studied sites. The mean annual maximum air temperature, projected under RCP 4.5 in the CRV, ERV and NRVE will increase by 1.59 °C (2050s) and 2.18°C (2080s),1.42 °C (2050s) and 2.08 °C (2080s) and 1.46 °C (2050s) and 2.09 °C (2080s) respectively. However, under the RCP 8.5, at same regions it projected to rise in both periods (2050s and 2080s). This will be convoy with increase of the hot and cold extremes’ indices in regions. The mean percentage change of annual rainfall is projected to  decrease insignificantly in (0.6-5.5% and 2.6%) and increase (0.85-12.3% and 22.3%)  in half of the stations located in CRV and ERVE, whereas, in NRVE it will projected to increase (6.1-14.6%) under RCP 4.5 in all stations in 2050s. Though the annual projected rainfall under RCP 4.5 in 2080s will decline in range of 2.1-10.1%, 3.12-4.5% and 0.9-4.6% at CRV, ERVE and NRVE respectively. In most of the location in CRV and ERVE stations growing season rainfall will projected to decline from 1.45% to 53.8% and 0.8 to 8.8%, whereas, in NRVE it will projected to increase in 9.2 to 19% under RCP 4.5 in period of 2050. The projected SOS will be changed in mixed pattern, whereas and LGP will prolonged in most locations. The findings indicated that there has been a change of projected climate change in semi-arid RV, which will be alter the agricultural practices in depletion of soil moisture. Therefore, in adjusting planting timing and using early/medium maturation sorghum varieties, may be necessary for farmers in the region. Soil and water management needs attention.

References

Abbas, F., A. Ahmad, M. Safeeq, S. Ali, F. Saleem, H.M. Hammad, W. Farhad, 2013. Change inrainfal extremes over arid to semiarid and subhumid Punjab, Pakistan. Theoretical and AppliedClimatology, 116: 671-680. https://doi.org/10.1007/s00704-013-0988-8.

Abera Gayesa Tirfi ,2022. Sorghum yield response to climate and other input factors in Ethiopia. International Journal of Agriculture and Food Science https://www.agriculturaljournals.com

Adem Mohammed and Abebe Misganaw2022 Modeling future climate change impacts on sorghum (Sorghum bicolor) production. CABI Agriculture and Bioscience (2022) 3:22, https://doi.org/10.1186/s43170-022-00092-9

Agostini A., Bonini M., Corti G., Sani F., Manetti P.; Distribution of Quaternary deformation in the central Main Ethiopian Rift, East Africa, Tectonics, 30, TC4010, https://doi.org/10.1029/2010TC002833.

Amadi S.O., S.O. Udo , and I.O. Ewona,2014 Trends And Variations Of Monthly Mean Minimum And Maximum Temperature Data Over Nigeria For The Period 1950-2012. International Journal of Pure and Applied Physics Vol.2,No.4, pp.1-27, December 2014Published by European Centre for Research Training and Development UK (www.eajournals.org).

Arndt, C.; Robinson, S.;Willenbockel, D. Ethiopia’s growth prospects in a changing climate: A stochastic general equilibriumapproach. Glob. Environ. Chang. 2011, 21, 701–710. (CrossRef)

Ceci, P., Monforte, L., Perelli, C., Cicatiello, C., Branca, G., Franco, S., Binta, F., Diallo, S., Blasi, E., and Scarascia, G. (2021). Smallholder farmers’ perception of climate change and drivers of adaptation in agriculture: A case study in Guinea. Rev Dev Econ, 00:1-22.

CGIAR (2018). Climate Resilient Green Economy Strategy. Sector-wise GTP II Implementation Monitoring Checklist. CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS), East Africa. URL: https://ccafs.cgiar.org/publications/ climate-resilient-green-economy-strategy#.

CIAT; BFS/USAID. 2017. Climate-Smart Agriculture in Ethiopia. CSA Country Profiles for Africa Series. International Center for Tropical Agriculture (CIAT); Bureau for Food Security, United States Agency for International Development (BFS/USAID), Washington, D.C. 26 p.

Climate Change Knowledge Portal (CCKP, 2020)WB. Interactive Climate Indicator Dashboard Agriculture.Ethiopia.WoldBank,databaseURL:https://climatedata.worldbank.org/CRMePortal/web/agriculture/crops-and-land management?country=ETH&period=2080-2099.

Collins, W. J. et al. Development and evaluation of an earth-system model -hadgem2. Geosci. Model Devel. 4, 1051-1075 (2011).

Conway, D. and E.L.F. Schipper, 2011.Adaptation to climate change in Africa: challenges and opportunities identified in Ethiopia. Global Environmental Change, 21(1), 227-237.

Corti .G.. “The Ethiopian rift valley: geography and morphology”. CNR-IGG. Retrieved 2013-08-02.

Da Silva, R.M., Santos, C.A.G., Moreira, M. et al., 2015. Rainfall and river flow trends using Mann–Kendall and Sen’s slope estimator statistical tests in the Cobres River basin. Nat Hazards 77, 1205–1221 (2015). https://doi.org/10.1007/s11069-015-1644-7.

Dodd, D. and Jolliffe, I. 2001. Early Detection of the Start of the Wet Season in Semiarid Tropical Climates of WesternAfrica. International Journal of Climatology, 21, 1251-1262. https://doi.org/10.1002/joc.640 (CrossRef).

Dosio, A., Mentaschi, L., Fischer, E. M., Wyser, K., 2018. Extreme heat waves under 1.5°c and2°c global warming. Environ. Res. Lett. 13,054006. https://doi.org/10.1088/1748-9326/aab827

Dufresne, J. L. 2013. Climate change projections using the IPSL-CM5 Earth System Model: from CMIP3 to CMIP5. Climate Dynamics, 5:1-43.

Edao AL, Kibert K, Mamo G ,2018. Analysis of Start, End and Length of the Growing Season and Number of Rainy Days in Semi-Arid Central Refit Valley of Oromia State, Ethiopia. Adv Crop Sci Tech 6: 386. https://doi.org/10.4172/2329-8863.100038

FAO (Food and Agriculture Organization) (1984). Assistance with land use planning in Ethiopia:geomorphology and soil. Report prepared and submitted to the Government of Ethiopia. AGDA. ETH/78/003, Field Document 3.

FAO, 2011. The State of Food and Agriculture 2010–2011. FAO, Rome

Fowler, H.J., S. Blenkinsop, C. Tebaldi, 2007. Linking climate change modeling to impact studies:recent advances in downscaling techniques for hydrological modeling. Review International Journal of Climatology, 27: 1547-1578.

Gebrechorkos, S. H., Taye, M. T.,Birhanu, B., Solomon, D., & Demissie,T. (2023). Future changes in climate and hydroclimate extremes in East Africa.Earth’s Future, 11, e2022EF003011. https://doi.org/10.1029/2022EF003011

Getinet, G., MacAlister, C., 2012. Integrated innovation and recommendation domains: Paradigm for developing,scaling-out, and targeting rainwater management innovations. Ecological Economics 76, 34-41.

Ghosh, S., P.P. Mujumdar, 2008. Statistical downscaling of GCM simulations to stream flow using relevance vector machine. Advance Water Resource, 31: 132–146.

Girma Mamo. 2005. Using seasonal climate outlook with advice on sorghum production in the Central Rift Valley of Ethiopia. PhD thesis, Blomefontein, Republic of South Africa

Green, T.R., M. Taniguchi, H. Kooi, J.J. Gurdak, D.M. Allen, K.M. Hiscock, H. Treidel, A. Aureli,2011. Beneath the surface of global change: Impacts of climate change on groundwater. Journal of Hydrology, 405: 532-560.

Gutiérrez, J. M., Jones, R. G., Narisma, G. T., Alves, L. M., Amjad, M., Gorodetskaya, I. V., Grose, M., Klutse, N. A. B., Krakovska, S., Li, J., Martínez-Castro, D., Mearns, L. O., Mernild, S. H., Ngo-Duc, T., Hurk, B. V. D. & Yoon, J.-H. 2021. Atlas. In: Masson-Delmotte, V., Zhai, P., Pirani, A., Connors, S. L., Péan, C., Berger, S., Caud, N., Chen, Y., Goldfarb, L., Gomis, M. I., Huang, M., Leitzell, K., Lonnoy, E., Matthews, J. B. R., Maycock, T. K., Waterfield, T., Yelekçi, O., Yu, R. & Zhou, B. (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.

Hadgu G, Tesfaye K, Mamo G, Kassa B (2013) Trend and variability of rainfall in Tigray, Northern Ethiopia: analysis of meteorological data and farmers’perception. Acad J Agric Res 1(6): 88-100

Hatfield, J.L.; Boote, K.J.; Kimball, B.A.; Ziska, L.H.; Izaurralde, R.C.; Ort, D.; Thomson, A.M.; Wolfe, D. Climate impacts on agriculture: Implications for crop production. Agron. J. 2011, 103, 351-370. https://doi.org/10.2134/agronj2010.0303

Hudson, N.I., and A.C. Ruane, 2015: Appendix 2. Guide for Running AgMIP Climate Scenario Generation Tools with R in Windows, Version 2.3. In Handbook of Climate Change and Agroecosystems: The Agricultural Model Intercomparison and Improvement Project (AgMIP) Integrated Crop and Economic Assessments, Part 1. C. Rosenzweig and D. Hillel, Eds., ICP Series on Climate Change Impacts, Adaptation, and Mitigation, vol. 3, Imperial College Press, pp. 387-440.

IMF (International monetary fund). 2020. Ethiopian statistical Appendix, Washington, DC, IMFcountry report no. 02/214.

IPCC, 2019: Summary for Policymakers. In: Climate Change and Land: an IPCC special report on climate change, desertification, land degradation, sustainable land management, food security, and greenhouse gas fluxes in terrestrial ecosystems [P.R. Shukla, J. Skea, E. Calvo Buendia, V. Masson-Delmotte, H.- O. Pörtner, D. C. Roberts, P. Zhai, R. Slade, S. Connors, R. van Diemen, M. Ferrat, E. Haughey, S. Luz, S. Neogi, M. Pathak, J. Petzold, J. Portugal Pereira, P. Vyas, E. Huntley, K. Kissick, M. Belkacemi, J. Malley, (eds.)]. In press.

IPCC, 2014. Summary for policymakers. In: Climate change 2014:Impacts, adaptation, and vulnerability. Part A: Global and sectoral aspects. Contribution of Working Group II to the Fifth Assessment Report of the Intergovermental Panel on Climate Change [Field CB, Barros VR, Dokken DJ, Mach KJ, Mastrandrea MD, Bilir TE, Chatterjee M, Ebi YL, Estrada YO, Genova RC, Girma B, Kissel ES, Levy AN, MacCracken S, Mastrandrea PR, White LL (eds)]. Cambridge University Press, Cambridge, UK and New York, USA. pp 1–32

IPCC, 2013. In: Stocker, T.F., Qin, D., Plattner, G.-K., Tignor, M., Allen, S.K.,Boschung, J., Nauels, A., Xia, Y., Bex, V. and Midgley, P.M. (Eds.) ClimateChange 2013: The Physical Science Basis. Contribution of Working Group Io the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge and New York, NY: Cambridge University Press, 1535 pp

IPCC, 2007. Summary for policymakers. In: Metz B, Davidson OR, Bosch PR, Dave R, Meyer LA (eds) Climatechange: mitigation. Contribution of Working Group III to the Fourth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press; 2007.IPCC., 2018c. Global Warming of 1.5° C: An IPCC Special Report on the Impacts of GlobalWarming 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.Intergovernmental Panel on Climate Change

Irish AID, 2018. Ethiopia Country Climate Risk Assessment Report. Irish AID, Resilience and Economic Inclusion Team, Policy Unit. Available at: climathttps://www.climatelearningplatform.org/change team;%0A.

James Rachel and Washington Richard,2014. African Climate Change Uncertainty in Perturbed Physics Ensembles: Implications of Global Warming to 40C and Beyond . https://doi.org/10.1175/JCLI-D-13-00612.1

Jansen, H., Hengsdijk, H., Legesse, D., Ayenew, T., Hellegers, P., Spliethoff, P., 2007. Land and water resources assessment in the Ethiopian Central Rift Valley Alterra Report 1587. Wageningen, the Netherlands

Jones, P.G., P.K. Thornton. 2013. Generating downscaled weather data from a suite of climate models for agricultural modelling applications. Agricultural Systems, 114: 1-5.

Joshi Manoj, Ed Hawkins, Rowan Sutton1, Jason Lowe2 and David Frame, 2011.Projections of when temperature change will exceed 2 °C above preindustrial levels. Nature Climate Change, vol. 1, November 2011. www.nature.com/natureclimatechange

Kang Yinhong , Shahbaz Khan , Xiaoyi Maa,2009. Climate change impacts on crop yield, crop water productivity, and food security – A review. National Natural Science Foundation of China and Chinese Academy of Sciences. Published by Elsevier Limited and Science in China Press. All rights reserved. https://doi.org/10.1016/j.pnsc.2009.08.001

Karaburun, A., Demirci, A., Kara, F., 2011. Analysis of spatially distributed annual, seasonal, and monthly temperatures in Istanbul from 1975 to 2006. World Applied Sciences Journal 12, 1662-1675.

Karpouzos D K, Kavalieratou S and Babajimopoulos C 2010 Trend analysis of precipitationXGH6Ac9KhBw.

Kassie, B.T., R.P. Rotter, H. Hengsdijk, S. Asseng, M.K. Van Ittersum, H. Kahiluoto, H. Van Keulen,2013. Climate variability and change in the Central Rift Valley of Ethiopia: challenges for rainfed crop production. Journal of Agricultural Science, 152 (01): 58-74. https://doi.org/10.1017/S0021859612000986

Keir, D., Ebinger, C.J., Stuart, G.W., Daly, E. and Ayele A. Strain accommodation by magmatism and faulting as rifting proceeds to breakup: seismicity of the northern Ethiopian rift, Journal of Geophysical Research, 111(B5), B05314, doi: 10.1029/2005JB003748

Kent, C., R. Chadwick and D. P. Rowell, 2015: Understanding Uncertainties inFuture Projections of Seasonal Tropical Rainfal. Journal of Climate, 28(11), 4390-4413. https://doi.org/10.1175/JCLI-D-14-00613.1

Kharin, V.V.; Flato, G.M.; Zhang, X.; Gillett, N.P.; Zwiers, F.; Anderson, K.J. Risks from Climate Extremes Change Differently from1.5 _C to 2.0 _C Depending on Rarity. Earth’s Future 2018, 6, 704–715. [CrossRef]

Liben F M., 2013.Evaluating RiskAssociEPCCated With Dry Soil Planting Of Sorghum [Sorghum Bicolor (L.) Moench] And Maize (Zea Mays L.) At Different Depths In Predictable Onset Of Rain In The Central Rift Valley, Ethiopia M.Sc. Thesis submitted to school of Graduate Study, Hramaya University, Ethiopia.

Lyon B, Dewitt DG (2012) A Recent and Abrupt Decline in the East African Long Rains 39:1–5. https://doi. org/10.1029/2011GL050337

Mahoo H, Radeny M, Kinyangi J, Cramer L, eds. 2013. Climate change vulnerability and risk assessment of agriculture and food security in Ethiopia: Which way forward? CCAFS Working Paper no. 59. CGIAR Research Program on Climate Change, Agriculture and Food Security (CCAFS).Copenhagen, Denmark. Available online at: www.ccafs.cgiar.org

Masilin G, Herbert O M, Zewdu T Segele, S. J., Jully O O. ,George O, Richard A, Victor S Indasi , Hussen Seid Endris , Sarah Osima6 ,Christopher Lennard , Modathir Zaroug, Emmah Mwangi , Alex Nimusiima, Alfred Kondowe Bob Ogwang5,, Guleid Artan and Zachary Atheru2020. Projected effects of 1.5 °C and 2 °C global warming levels on theintra-seasonal rainfall characteristics over the Greater Horn of Africa. Environ. Res. Lett. 15 (2020) 034037

Mathur, S.;Jajoo, A. Photosynthesis: Response to high‐temperature stress. J. Photochem. Photobiol. B Biol. 2014, 137, 16-126, https://doi.org/10.1016/j.jphotobiol.2014.01.010.

Maulana F. and Tesso T. 2013 Cold Temperature Episode at Seedling and Flowering Stages Reduces Growth and Yield Components in Sorghum. crop science, vol. 53, march-april 2013. www.crops.org

McSweeney, C., New, M., and Lizcano, G. UNDP Country Climate Profiles: Ethiopia. 2008. [cited 3 August 2011]. Available from: http://countryprofiles.geog.ox.ac.uk/index.html?country=Ethiopia&d1=Repo.

MoFR(Ministry of Environment and Forest) ,2015. Ethiopia’s Second National Communication to the United Nations Framework Convention on Climate Change (UNFCCC). The Federal Democratic Republic of Ethiopia. URL: https://unfccc.int/resource/docs/natc/ethnc2.pdf.

Moss, R. H., Edmonds, J. A., Hibbard, K. A., Manning, M. R., Rose, S. K., van Vuuren, D. P., … Wilbanks, T. J.(2010). The next generation of scenarios for climate change research and assessment. Nature, 463, 747-756. https://doi.org/10.1038/nature08823.

Muluneh Alemayehu, Saskia Keesstra, and Leo Stroosnijder ,2017.Bridging dry spells for maize cropping through supplemental irrigation in the Central Rift Valley of Ethiopia. Land Degradation and Development

Murken, L., Cartsburg, M., Chemura, A., Didovets, I., Gleixner, S., Koch, H., Lehmann, J., Liersch, S., Lüttringhaus, S., Rivas López, M. R., Noleppa, S., Roehrig, F., Schauberger, B., Shukla, R., Tomalka, J., Yalew, A. & Gornott, C., 2020. Climate risk analysis for identifying and weighing adaptation strategies in Ethiopia’s agricultural sector. A report prepared by the Potsdam Institute for Climate Impact Research for the Deutsche Gesellschaft für Internationale Zusammenarbeit GmbH on behalf of the German Federal Ministry for Economic Cooperation and Development, 150 pp. https://doi.org/10.2312/pik.2020.003

NAP(National Adaptation Plan,2019 Ethiopia’s Climate Resilient Green Economyhttps. https://doi.org/10.1111/rode.12815

Ndamani Francis, and Watanabe Tsunemi,Farmers’2015. Perceptions about Adaptation Practices to Climate Change and Barriers to Adaptation: A Micro-Level Study in Ghana Water 2015, 7, 4593-4604. https://doi.org/10.3390/w7094593 (CrossRef).

Niang I, Ruppel OC, Abdrabo MA, Essel A, Lennard C, Padgham J,Urquhart P (2014) Africa. In: Climate change 2014: impacts,adaptation and vulnerability. Contribution of Working Group II to the Fifth Assessment Report of the Intergovernmental Panel on Climate Change. Cambridge University Press, Cambridge FAO, 2011. The State of Food and Agriculture 2010-2011. FAO, Rome

Nikulin G, Lennard C, Dosio A et al (2018) The effects of 1.5 and 2 degrees of global warming on Africa in the CORDEX ensemble. Environ Res Lett 13(6): 065003(CrossRef).

Oates, N., D. Conway, R. Calow, 2011. ‘mainstreaming’ approach to climate change adaptation: insights from Ethiopia’s water sector. Overseas Development Institute Background notes.www.odi.org.uk/50years, Accessed on 31/05/2011.

OECD/FAO (2016). OECD-FAO agricultural outlook 2016-2025. OECD Publishing

Omondi, P.A., J.L. Awange, E. Forootan et al., 2014 “Changes in temperature and rainfal extremes over the Greater Horn of Africa region from 1961 to 2010,” International Journal of Climatology, vol. 34, no. 4, pp. 1262-1277.

Osima, S., Indasi, V.S., Zaroug, M., Endris, H.S., Gudoshava, M., Misiani, H.O., Dosio, A., 2018.Projected Climate over Greater Horn of Africa under 1.5°С and 2°С global warming. Environ.

Otieno, V.O. and Anyah, R.O. (2013) CMIP5 simulated climate conditions of the greater horn of Africa (GHA). Part 1: contemporary climate. Climate Dynamics, 41(7-8), 2081-2097. https://doi.org/10.1007/s00382-012-1549-z (CrossRef)

Otieno, V.O., Anyah, R.O. 2013a. CMIP5 simulated climate conditions of the Greater Horn of Africa (GHA). Part 1: Contemporary climate. Clim. Dyn., 41: 2081-2097. https://doi.org/10.1007/s00382-012-1549-z

Partal T. and Kahya E. 2006. Trend analysis of Turkish precipitation data. Hydrology Processes, 20: 2011-2026. https://doi.org/10.1002/hyp.5993

Ramankutty N, Evan AT, Monfreda C, Foley JA (2008). Farming theplanet: 1. Geographic distribution of global agricultural lands in theyear 2000. Global Biogeochemical Cycles 22.Res. Lett.13, 6. https://doi.org/10.1128/JVI.74.13.6223-6226.2000(cross ref).

Riahi, K., Grübler, A., & Nakicenovic, N. (2007). Scenarios of long-term socio-economic and environmental development under climate stabilization. Technological Forecasting and Social Change, 74, 887-935. https://doi.org/10.1016/j.techfore.2006.05.026

Rosenzweig, C., Jones, J., Hatfield, J., Antle, J., Ruane, A., Boote, K., … Mutter, C. (2013b). AgMIP Guide forRegional Integrated Assessments: Handbook of Methods and Procedures Version 5.0.

Rosenzweig, C.; Jones, J.W.; Hatfield, J.L.; Ruane, A.C.; Boote, K.J.; Thorburn, P.; Antle, J.M.; Nelson, G.C.; Porter, C.; Janssen, S.The agricultural model intercomparison and improvement project (AgMIP): Protocols and pilot studies. Agric. For. Meteorol. 2015, 170, 166-182. [CrossRef]

Sanderson, M.G., D.L. Hemming, and R.A. Betts, 2011.Regional Temperature and Rainfal changes under warming. Philosophical Transactions of the Royal Society A, 36 9(1934), 85-98.

Schlenker, W., Lobell, D.B., 2010. Robust negative impacts of climate change on African agriculture. Environ. Res. Lett. 5, 1-8. https://doi.org/10.1088/1748-9326/5/1/ 014010

Segele Z. T. and Lamb P. J., “Characterization and variability of Kiremt rainy season over Ethiopia,” Meteorology and Atmospheric Physics, vol. 89, no. 1-4, pp. 153-180, 2005.

Shanahan M, Shubert W, Scherer C and Corcoran T, 2013. Climate Change in Africa: A Guidebook for Journalists. Fackson Banda (ed). UNESCO Series on Journalism Education.

Sonwa dj, Dieye A, El Mzouri eh, Majule A, Mugabe ft, Omolo N, Wouapi H, Obando J and Brooks n (2017) drivers of climate risk in African agriculture. Clim. Dev. 9 (5) 383– 398. https://doi.org/10.1080/17565529.2016.1167659

Teshome, H.; Tesfaye, K.;Dechassa, N.; Tana, T.; Huber, M.Analysis of Past and ProjectedTrends of Rainfall and Temperature Parameters in Eastern and WesternHararghe Zones, Ethiopia. Atmosphere 2022, 13, 67. https://doi.org/10.3390/atmos13010067

Thomas Timothy, Paul Dorosh, and Richard Robertson, 2019. Climate Change Impacts on Crop Yields in Ethiopia. Ethiopian Development Research Institute (EDRI) Strategy Support Program | Working Paper 130 | February 2019.

Thornton, P.K., P.G. Jones, A. Alagarswamy, J. Andresen, 2009. Spatial variation of crop yield responses to climate change in East Africa. Global Environmental Change, 19: 54-65.

Timo Salmi, Anu Määttä, Pia Anttila, Tuija Ruoho-Airola and Toni Amnell 2002. Detecting Trends of Annual Values of Atmospheric Pollutants by The Mann-Kendall Test and Sen’s Slope Estimates the Excel Template Application MAKESENS

UNFCCC (United Nations Framework Convention on Climate Change, 2017). Climate Change: Impacts, Vulnerabilities and Adaptation in Developing Countries.

USAID, 2015. Climate Variability and Change in Ethiopia – Summary of Findings. Technical Report.URL: https://www.usaid.gov/sites/default/files/documents/1866/12.22.15%20%20ClimateVariabilityChange_Ethiopia_Dec2015%20%281%29.pdf

USAID, 2016. Climate Change Risk Profile – Ethiopia. Fact Sheet. URL: https://www.climatelinks.org/sites/default/files/asset/document/2016%20CRM%20Factsheet%20-%20Ethiopia_use%20this.pdf

Watanabe, M. 2010. Improved Climate Simulation by MIROC5: Mean States, Variability, and Climate Sensitivity. Journal of Climate, 23: 6312-6335.

Weldegebriel, ZB. and Prowse M. (2013) Climate change adaptation in Ethiopia: To what extent does social protection influence livelihood diversification? Development Policy Review 31: 35-56.

WFP (World Food Programme), 2014. Climate risk and food security in Ethiopia : Analysis of climate impacts on food security and livelihoods. World Food Programme (WFP).

World Bank, 2019. Action Plan on Climate Change Adaptation and Resilience: Managing risks for a more resilient future. Washington DC, USA. Available at: http://documents.worldbank.org/curated/en/519821547481031999/The-World-Bank-Groups-Action-Plan-on-Climate-Change-Adaptation-and-Resilience-Managing-Risks-for-a-More-Resilient-Future.pdf.

World Bank Data Bank ,2018. Health Nutrition and Population Statistics: Population estimates andprojections.Ethiopia.URL:https://databank.worldbank.org/data/reports.aspx?source=health-nutrition-and-population-statistics:-populationestimates-and-projections

World bank group (WBG,2021) Climate Change Knowledge Portal (CCKP, 2021). Ethiopia Water Dashboard. Data Description. URL: https://climateknowledgeportal.worldbank.org/country/ethiopia/climate-sector-water

World Bank, 2012. Ethiopia Overview. URL: http://www.worldbank.org/en/country/ethiopia/overview.

Wylie, P. Managing Sorghum for High Yields: A Blueprint for Doubling Sorghum Production; Grain Research and DevelopmentCorporation: Barton, ACT, Australia, 2008.

Yadav SK (2009). Cold stress tolerance mechanisms in plants: Areview. Agronomy for Sustainable Development 30: 515-527.

Yenigun K, Gumus V, Bulut H (2008). Trends in stream flow of the Euphrates basin, Turkey.Proceedings of the Institution of Civil Engineers Water Management. 161, 189-198. https://doi.org/10.1680/wama.2008.161.4.189

Yukimoto S (2012). A new global climate model of Meteorological Research Institute: MRI-CGCM3 – Model description and basic performance. J. Meteorol. Soc. Jpn., 90a, 23-64.

Zhang, X., Gabriele H, Francis W. Zwiers, Jesse K, 2005.Avoiding Inhomogeneity in Percentile-Based Indices of Temperature Extremes 005. Volume 18 Journal Of Climate 1 June 2005

Downloads

Published

2024-01-20

How to Cite

Lupi Edao, A., Dechassa, N., Merga, F., Alemayehu, Y., & Abebe, T. (2024). Analysis of projected climate change in sorghum growing semi-arid rift valley of Ethiopia. Italian Journal of Agrometeorology, (2), 49–68. https://doi.org/10.36253/ijam-2194

Issue

Section

RESEARCH ARTICLES