IDEAS home Printed from https://ideas.repec.org/a/gam/jsusta/v8y2016i7p597-d72743.html
   My bibliography  Save this article

Impact on Water Quality of Nandoni Water Reservoir Downstream of Municipal Sewage Plants in Vhembe District, South Africa

Author

Listed:
  • Jabulani Ray Gumbo

    (Department of Hydrology and Water Resources, University of Venda, P/Bag x5050, Thohoyandou 0950, South Africa)

  • Ratshilumela Aaron Dzaga

    (Department of Geography & Geo-Information Science, University of Venda, P/Bag x5050, Thohoyandou 0950, South Africa)

  • Nthaduleni Samuel Nethengwe

    (Department of Geography & Geo-Information Science, University of Venda, P/Bag x5050, Thohoyandou 0950, South Africa)

Abstract

The deterioration of water quality in our freshwater sources is on the increase worldwide and, in South Africa, mostly due to the discharge of municipal sewage effluent. Here we report on the use of principal component analysis, coupled with factor and cluster analysis, to study the similarities and differences between upstream and downstream sampling sites that are downstream of municipal sewage plants. The contribution of climatic variables, air temperature, humidity, and rainfall were also evaluated with respect to variations in water quality at the sampling sites. The physicochemical and microbial values were higher than the Department of Water Affairs and Forestry (DWAF) and World Health Organization (WHO) guidelines. The cluster analysis showed the presence of two clusters for each of the Mvudi, Dzindi, and Luvuvhu Rivers and Nandoni reservoir sampling sites. The principal component analysis (PCA) accounted for 40% of the water quality variation and was associated strongly with pH, electrical conductivity, calcium, magnesium, chloride, bromide, nitrate, and total coliform, and negatively with rainfall, which represented Mvudi downstream and was attributed to the Thohoyandou sewage plant. The PCA accounted for 54% of the variation and was associated strongly with electrical conductivity, sulfate; total dissolved solids, fluoride, turbidity, nitrate, manganese, alkalinity, magnesium, and total coliform represented Dzindi downstream, with inflows from the Vuwani sewage plant and agriculture. The PCA accounted for 30% of the variation and was associated strongly with total dissolved solids, electrical conductivity, magnesium, fluoride, nitrate, sulfate, total coliform average air temperature, and total rainfall, and negatively associated with manganese and bromide represented Luvuvhu upstream and was associated with commercial agriculture. The PCA accounted for 21% of the variation and was associated strongly with turbidity, alkalinity, magnesium, chloride, fluoride, nitrate, and strongly negatively associated with rainfall, which represented Luvuvhu downstream, associated with inflows from Vuwani oxidation ponds, Elim and Waterval sewage plants, and agriculture. The PCA accounted for 14% of the variation and was moderately associated with rainfall and weakly associated with chloride and bromide and negatively associated with nitrate, which represented the natural Nandoni reservoir system. The continued discharge of effluent may render the raw water supply unsuitable for human consumption and lead to eutrophication due to nitrate enrichment and proliferation of harmful algal blooms and schistomiasis infections in the long term.

Suggested Citation

  • Jabulani Ray Gumbo & Ratshilumela Aaron Dzaga & Nthaduleni Samuel Nethengwe, 2016. "Impact on Water Quality of Nandoni Water Reservoir Downstream of Municipal Sewage Plants in Vhembe District, South Africa," Sustainability, MDPI, vol. 8(7), pages 1-16, June.
  • Handle: RePEc:gam:jsusta:v:8:y:2016:i:7:p:597-:d:72743
    as

    Download full text from publisher

    File URL: https://www.mdpi.com/2071-1050/8/7/597/pdf
    Download Restriction: no

    File URL: https://www.mdpi.com/2071-1050/8/7/597/
    Download Restriction: no
    ---><---

    References listed on IDEAS

    as
    1. World Commission on Environment and Development,, 1987. "Our Common Future," OUP Catalogue, Oxford University Press, number 9780192820808.
    2. Henry Kaiser, 1974. "An index of factorial simplicity," Psychometrika, Springer;The Psychometric Society, vol. 39(1), pages 31-36, March.
    3. Yared Kassahun Kebede & Tesfu Kebede, 2012. "Application of Principal Component Analysis in Surface Water Quality Monitoring," Chapters, in: Parinya Sanguansat (ed.), Principal Component Analysis - Engineering Applications, IntechOpen.
    Full references (including those not matched with items on IDEAS)

    Citations

    Citations are extracted by the CitEc Project, subscribe to its RSS feed for this item.
    as


    Cited by:

    1. Natasha Potgieter & Simbarashe Karambwe & Lutendo Sylvia Mudau & Tobias Barnard & Afsatou Traore, 2020. "Human Enteric Pathogens in Eight Rivers Used as Rural Household Drinking Water Sources in the Northern Region of South Africa," IJERPH, MDPI, vol. 17(6), pages 1-15, March.

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Pedro Vega-Marcote & Mercedes Varela-Losada & Pedro Álvarez-Suárez, 2015. "Evaluation of an Educational Model Based on the Development of Sustainable Competencies in Basic Teacher Training in Spain," Sustainability, MDPI, vol. 7(3), pages 1-20, March.
    2. Mechthild Donner & Anne Verniquet & Jan Broeze & Katrin Kayser & Hugo de Vries, 2021. "Critical success and risk factors for circular business models valorising agricultural waste and by-products," Post-Print hal-03004851, HAL.
    3. Cornelis Leeuwen & Jos Frijns & Annemarie Wezel & Frans Ven, 2012. "City Blueprints: 24 Indicators to Assess the Sustainability of the Urban Water Cycle," Water Resources Management: An International Journal, Published for the European Water Resources Association (EWRA), Springer;European Water Resources Association (EWRA), vol. 26(8), pages 2177-2197, June.
    4. Lillemo, Shuling Chen, 2014. "Measuring the effect of procrastination and environmental awareness on households' energy-saving behaviours: An empirical approach," Energy Policy, Elsevier, vol. 66(C), pages 249-256.
    5. CHEN, Helen S.Y., 2020. "Designing Sustainable Humanitarian Supply Chains," OSF Preprints m82ar, Center for Open Science.
    6. Jim Butcher, 2006. "The United Nations International Year of Ecotourism: a critical analysis of development implications," Progress in Development Studies, , vol. 6(2), pages 146-156, April.
    7. Xiaoxu Dong & Huawei Zhao & Tiancai Li, 2022. "The Role of Live-Streaming E-Commerce on Consumers’ Purchasing Intention regarding Green Agricultural Products," Sustainability, MDPI, vol. 14(7), pages 1-13, April.
    8. Denise Ravet, 2011. "Lean production: the link between supply chain and sustainable development in an international environment," Post-Print hal-00691666, HAL.
    9. Mara Del Baldo, 2012. "Corporate social responsibility and corporate governance in Italian SMEs: the experience of some “spirited businesses”," Journal of Management & Governance, Springer;Accademia Italiana di Economia Aziendale (AIDEA), vol. 16(1), pages 1-36, February.
    10. Megan Devonald & Nicola Jones & Sally Youssef, 2022. "‘We Have No Hope for Anything’: Exploring Interconnected Economic, Social and Environmental Risks to Adolescents in Lebanon," Sustainability, MDPI, vol. 14(4), pages 1-17, February.
    11. Rigby, Dan & Woodhouse, Phil & Young, Trevor & Burton, Michael, 2001. "Constructing a farm level indicator of sustainable agricultural practice," Ecological Economics, Elsevier, vol. 39(3), pages 463-478, December.
    12. Michael Howes & Liana Wortley & Ruth Potts & Aysin Dedekorkut-Howes & Silvia Serrao-Neumann & Julie Davidson & Timothy Smith & Patrick Nunn, 2017. "Environmental Sustainability: A Case of Policy Implementation Failure?," Sustainability, MDPI, vol. 9(2), pages 1-17, January.
    13. Shiferaw, Bekele & Holden, Stein, 1999. "Soil Erosion and Smallholders' Conservation Decisions in the Highlands of Ethiopia," World Development, Elsevier, vol. 27(4), pages 739-752, April.
    14. Ibrahim Ari & Muammer Koc, 2018. "Sustainable Financing for Sustainable Development: Understanding the Interrelations between Public Investment and Sovereign Debt," Sustainability, MDPI, vol. 10(11), pages 1-25, October.
    15. Parnphumeesup, Piya & Kerr, Sandy A., 2011. "Stakeholder preferences towards the sustainable development of CDM projects: Lessons from biomass (rice husk) CDM project in Thailand," Energy Policy, Elsevier, vol. 39(6), pages 3591-3601, June.
    16. Pengji Wang & Adrian T. H. Kuah & Qinye Lu & Caroline Wong & K. Thirumaran & Emmanuel Adegbite & Wesley Kendall, 2021. "The impact of value perceptions on purchase intention of sustainable luxury brands in China and the UK," Journal of Brand Management, Palgrave Macmillan, vol. 28(3), pages 325-346, May.
    17. Christoph M. Schmidt & Nils aus dem Moore, 2014. "Wie geht es uns? Die W3-Indikatoren für eine neue Wohlstandsmessung," RWI Positionen, Rheinisch-Westfälisches Institut für Wirtschaftsforschung, pages 16, 03.
    18. Katundu Imasiku & Valerie M. Thomas & Etienne Ntagwirumugara, 2020. "Unpacking Ecological Stress from Economic Activities for Sustainability and Resource Optimization in Sub-Saharan Africa," Sustainability, MDPI, vol. 12(9), pages 1-12, April.
    19. Chin-Shan Lu & Kuo-Chung Shang & Chi-Chang Lin, 2016. "Examining sustainability performance at ports: port managers’ perspectives on developing sustainable supply chains," Maritime Policy & Management, Taylor & Francis Journals, vol. 43(8), pages 909-927, November.
    20. Kebede, Yohannes, 1993. "The Limits to Common Resource Management: The Bypassed Commons or Commons without Tragedy," MPRA Paper 662, University Library of Munich, Germany, revised 01 May 1993.

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:gam:jsusta:v:8:y:2016:i:7:p:597-:d:72743. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: MDPI Indexing Manager (email available below). General contact details of provider: https://www.mdpi.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.