Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province

dc.contributor.advisorMakungo, R.
dc.contributor.advisorNkuna, T. R.
dc.contributor.authorNdou, Naledzani
dc.date2024
dc.date.accessioned2024-10-19T10:50:37Z
dc.date.available2024-10-19T10:50:37Z
dc.date.issued2024-09-06
dc.descriptionMESHWR
dc.descriptionDepartment of Earth Sciences
dc.description.abstractMany countries worldwide are experiencing climate change associated impacts on their most valuable sectors such as water resources and agriculture, and South Africa is no exception. The impacts of climate change on water resources availability are projected to increase in almost all regions. This will have a devastating impact on agriculture, especially in a semi-arid and water scarce area of South Africa. This study investigated the impacts if climate change on the availability of water resources for agriculture in Nzhelele area, Limpopo Province. The Soil and Water Assessment Tool (SWAT) was used to evaluate the impacts of climate change on future water resources availability. The SWAT model was calibrated and validated using data for the periods 1991-2000 and 2001-2009 using the SWATCUP-SUFI-2 technique. SWAT model was then fed with projected rainfall and temperature data from Conformal Cubic Atmospheric model (CCAM) for the periods 2023-2053 (near future) and 2053–2082 (far future) to simulate future inflows. Crop water requirements (CWR) for selected crops (maize, tomato, groundnuts, and sweet potato) were estimated using the crop coefficient approach for wet season (summer) and dry season (winter) in near future and far future. The CWRs were compared with inflows to evaluate the availability of water to meet future CWRs. The SWAT model performance was evaluated based on evaluation criteria Coefficient of determination (R2), Nash-Sutcliffe efficiency (NSE), percent bias (PBIAS) and ratio of the root mean square error to the standard deviation of measured data (RSR). The model showed good performance statistics of R2 of 0.71, NSE of 0.56, PBIAS of +0.6% and RSR of 0.66. The study findings revealed that simulated inflows will decrease by 28.67% and 48.22% in the near future and far future, respectively, relative to the baseline period 1987-2009. A comparison of inflows and CWR showed that in near future, water requirements for maize, tomato, groundnuts, and sweet potato in wet season will exceeds inflows by 49.54, 10.05, 9.43, and 9.14%, respectively. In the dry season, water requirements for tomato and sweet potato will be higher than inflows by 29.87 and 71.12%, respectively. However, estimated water requirements for maize were 62% lower than inflows in dry season. In far future, water requirements for maize, tomato, groundnuts, and sweet potato in wet season will be higher than inflows by 66.08, 26.9, 27.15, and 37.22%, respectively, and in dry season water requirements for tomato and sweet potato and maize will be higher than inflows by 62.30, 89.42 and 25.87%, respectively. The study concluded that projected inflows will not be able to meet the simulated future crop water requirements in Raliphaswa irrigation scheme under changing climatic conditions.
dc.description.sponsorshipNational Research Foundation (NRF)
dc.format.extent1 online resource (x, 112 leaves) : color illustrations, color maps
dc.identifier.apacitationNdou, N. (2024). <i>Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province</i>. (). . Retrieved from en_ZA
dc.identifier.chicagocitationNdou, Naledzani. <i>"Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province."</i> ., , 2024. en_ZA
dc.identifier.citationNdou, N. 2024. Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province. . . en_ZA
dc.identifier.ris TY - Thesis AU - Ndou, Naledzani AB - Many countries worldwide are experiencing climate change associated impacts on their most valuable sectors such as water resources and agriculture, and South Africa is no exception. The impacts of climate change on water resources availability are projected to increase in almost all regions. This will have a devastating impact on agriculture, especially in a semi-arid and water scarce area of South Africa. This study investigated the impacts if climate change on the availability of water resources for agriculture in Nzhelele area, Limpopo Province. The Soil and Water Assessment Tool (SWAT) was used to evaluate the impacts of climate change on future water resources availability. The SWAT model was calibrated and validated using data for the periods 1991-2000 and 2001-2009 using the SWATCUP-SUFI-2 technique. SWAT model was then fed with projected rainfall and temperature data from Conformal Cubic Atmospheric model (CCAM) for the periods 2023-2053 (near future) and 2053–2082 (far future) to simulate future inflows. Crop water requirements (CWR) for selected crops (maize, tomato, groundnuts, and sweet potato) were estimated using the crop coefficient approach for wet season (summer) and dry season (winter) in near future and far future. The CWRs were compared with inflows to evaluate the availability of water to meet future CWRs. The SWAT model performance was evaluated based on evaluation criteria Coefficient of determination (R2), Nash-Sutcliffe efficiency (NSE), percent bias (PBIAS) and ratio of the root mean square error to the standard deviation of measured data (RSR). The model showed good performance statistics of R2 of 0.71, NSE of 0.56, PBIAS of +0.6% and RSR of 0.66. The study findings revealed that simulated inflows will decrease by 28.67% and 48.22% in the near future and far future, respectively, relative to the baseline period 1987-2009. A comparison of inflows and CWR showed that in near future, water requirements for maize, tomato, groundnuts, and sweet potato in wet season will exceeds inflows by 49.54, 10.05, 9.43, and 9.14%, respectively. In the dry season, water requirements for tomato and sweet potato will be higher than inflows by 29.87 and 71.12%, respectively. However, estimated water requirements for maize were 62% lower than inflows in dry season. In far future, water requirements for maize, tomato, groundnuts, and sweet potato in wet season will be higher than inflows by 66.08, 26.9, 27.15, and 37.22%, respectively, and in dry season water requirements for tomato and sweet potato and maize will be higher than inflows by 62.30, 89.42 and 25.87%, respectively. The study concluded that projected inflows will not be able to meet the simulated future crop water requirements in Raliphaswa irrigation scheme under changing climatic conditions. DA - 2024-09-06 DB - ResearchSpace DP - Univen KW - Agriculture KW - Climate change KW - Conformal-Cubic Atmospheric Model (CCAM) KW - SWAT KW - Water resources LK - http://univendspace.univen.ac.za PY - 2024 T1 - Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province TI - Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province UR - ER - en_ZA
dc.identifier.urihttps://hdl.handle.net/11602/2754
dc.identifier.vancouvercitationNdou N. Impacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province. []. , 2024 [cited yyyy month dd]. Available from: en_ZA
dc.language.isoen
dc.relation.requiresPDF
dc.rightsUniversity of Venda
dc.subjectAgriculture
dc.subjectUCTDen_ZA
dc.subjectClimate change
dc.subjectConformal-Cubic Atmospheric Model (CCAM)
dc.subjectSWAT
dc.subjectWater resources
dc.titleImpacts of climate change on water resources availability for agriculture in Nzhelele Area, Limpopo Province
dc.typeDissertation

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