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Magidi J, van Koppen B, Nhamo L, Mpandeli S, Slotow R, Mabhaudhi T. Informing Equitable Water and Food Policies through Accurate Spatial Information on Irrigated Areas in Smallholder Farming Systems. Water (Basel) 2021; 13:3627. [PMID: 37680253 PMCID: PMC7615039 DOI: 10.3390/w13243627] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/25/2022]
Abstract
Accurate information on irrigated areas' spatial distribution and extent are crucial in enhancing agricultural water productivity, water resources management, and formulating strategic policies that enhance water and food security and ecologically sustainable development. However, data are typically limited for smallholder irrigated areas, which is key to achieving social equity and equal distribution of financial resources. This study addressed this gap by delineating disaggregated smallholder and commercial irrigated areas through the random forest algorithm, a non-parametric machine learning classifier. Location within or outside former apartheid "homelands" was taken as a proxy for smallholder, and commercial irrigation. Being in a medium rainfall area, the huge irrigation potential of the Inkomati-Usuthu Water Management Area (UWMA) is already well developed for commercial crop production outside former homelands. However, information about the spatial distribution and extent of irrigated areas within former homelands, which is largely informal, was missing. Therefore, we first classified cultivated lands in 2019 and 2020 as a baseline, from where the Normalised Difference Vegetation Index (NDVI) was used to distinguish irrigated from rainfed, focusing on the dry winter period when crops are predominately irrigated. The mapping accuracy of 84.9% improved the efficacy in defining the actual spatial extent of current irrigated areas at both smallholder and commercial spatial scales. The proportion of irrigated areas was high for both commercial (92.5%) and smallholder (96.2%) irrigation. Moreover, smallholder irrigation increased by over 19% between 2019 and 2020, compared to slightly over 7% in the commercial sector. Such information is critical for policy formulation regarding equitable and inclusive water allocation, irrigation expansion, land reform, and food and water security in smallholder farming systems.
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Affiliation(s)
- James Magidi
- Geomatics Department, Tshwane University of Technology, Pretoria 0001, South Africa
| | - Barbara van Koppen
- International Water Management Institute (IWMI), Southern Africa Office, Pretoria 0184, South Africa
| | - Luxon Nhamo
- Water Research Commission of South Africa (WRC), Pretoria 0081, South Africa
| | - Sylvester Mpandeli
- Water Research Commission of South Africa (WRC), Pretoria 0081, South Africa
- Faculty of Science, Engineering and Agriculture, University of Venda, Thohoyandou 0950, South Africa
| | - Rob Slotow
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Life Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
- Department of Genetics, School of Genetics, Evolution & Environment, University College, London WC1E 6BT, UK
| | - Tafadzwanashe Mabhaudhi
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
- International Water Management Institute (IWMI-GH), West Africa Office, Accra GA015, Ghana
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Nhamo L, Rwizi L, Mpandeli S, Botai J, Magidi J, Tazvinga H, Sobratee N, Liphadzi S, Naidoo D, Modi AT, Slotow R, Mabhaudhi T. Urban nexus and transformative pathways towards resilient cities: A case of the Gauteng City-Region, South Africa. Cities 2021; 116:103266. [PMID: 37674556 PMCID: PMC7615023 DOI: 10.1016/j.cities.2021.103266] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [What about the content of this article? (0)] [Affiliation(s)] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 09/08/2023]
Abstract
Challenges emanating from rapid urbanisation require innovative strategies to transform cities into global climate action and adaptation centres. We provide an analysis of the impacts of rapid urbanisation in the Gauteng City-Region, South Africa, highlighting major challenges related to (i) land use management, (ii) service delivery (water, energy, food, and waste and sanitation), and (iii) social cohesion. Geospatial techniques were used to assess spatio-temporal changes in the urban landscapes, including variations in land surface temperatures. Massive impervious surfaces, rising temperatures, flooding and heatwaves are exacerbating the challenges associated with rapid urbanisation. An outline of the response pathways towards sustainable and resilient cities is given as a lens to formulate informed and coherent adaptation urban planning strategies. The assessment facilitated developing a contextualised conceptual framework, focusing on demographic, climatic, and environmental changes, and the risks associated with rapid urbanisation. If not well managed in an integrated manner, rapid urbanisation poses a huge environmental and human health risk and could retard progress towards sustainable cities by 2030. Nexus planning provides the lens and basis to achieve urban resilience, by integrating complex, but interlinked sectors, by considering both ecological and built infrastructures, in a balanced manner, as key to resilience and adaptation strategies.
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Affiliation(s)
- Luxon Nhamo
- Water Research Commission of South Africa (WRC), Lynnwood Manor, Pretoria 0081, South Africa
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
| | - Lameck Rwizi
- College of Agriculture and Environmental Sciences (CAES), University of South Africa (UNISA), Florida, Johannesburg 1710, South Africa
| | - Sylvester Mpandeli
- Water Research Commission of South Africa (WRC), Lynnwood Manor, Pretoria 0081, South Africa
- School of Environmental Sciences, University of Venda, Thohoyandou 0950, South Africa
| | - Joel Botai
- South Africa Weather Services (SAWS), Ecoglades, Centurion 0157, Pretoria, South Africa
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
| | - James Magidi
- Geomatics Department, Tshwane University of Technology, Pretoria, 0001, South Africa
| | - Henerica Tazvinga
- South Africa Weather Services (SAWS), Ecoglades, Centurion 0157, Pretoria, South Africa
| | - Nafiisa Sobratee
- School of Life Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
| | - Stanley Liphadzi
- Water Research Commission of South Africa (WRC), Lynnwood Manor, Pretoria 0081, South Africa
- School of Environmental Sciences, University of Venda, Thohoyandou 0950, South Africa
| | - Dhesigen Naidoo
- Water Research Commission of South Africa (WRC), Lynnwood Manor, Pretoria 0081, South Africa
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
| | - Albert T. Modi
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
| | - Rob Slotow
- School of Life Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
- Department of Genetics, Evolution and Environment, University College London, WC1E 6BT, United Kingdom
| | - Tafadzwanashe Mabhaudhi
- Centre for Transformative Agricultural and Food Systems (CTAFS), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
- Centre for Water Resources Research (CWRR), School of Agricultural, Earth and Environmental Sciences, University of KwaZulu-Natal, Scottsville, Pietermaritzburg 3209, South Africa
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