The impact of climate change on agricultural nonpoint source pollution in the Sand River Catchment, Limpopo, South Africa

Abstract

Understanding the impact of climate change on agricultural nonpoint source (NPS) pollution is crucial for developing effective adaptation strategies and reducing vulnerabilities where such challenges exist. This study evaluated the impact of precipitation and temperature variations on Total Inorganic Nitrogen (TIN), Total Inorganic Phosphorus (TIP), and sediment loads in the Sand River Catchment (SRC) using the Soil and Water Assessment Tool plus (SWAT+). One-way analysis of variance (ANOVA) was used to determine the significance (p < 0.05) of the relationships (R2) between precipitation and temperature on sediment, TIN, and TIP loads in the SRC. SWAT+ calibration and validation demonstrated that the statistical indices (NSE and R2 ≥ 0.72; −17.30 ≤ PBIAS ≤ 14.74) fell within an acceptable range. Results indicated a significant influence of average monthly precipitation (p < 0.0001) and temperature (p ≤ 0.004) on sediment, TIN, and TIP loads. In addition, a decrease in average annual precipitation led to a decline in sediment, TIN, and TIP loads (R2 ≥ 0.55), with the average annual temperature increasing in the same period (R2 ≤ 0.23). This study confirms that climate change contributes to agricultural NPS pollution in the SRC and highlights the need to employ suitable adaptation strategies for pollution control in the catchment.

Description

DATA AVAILABILITY STATEMENT : The URL of the data used in this study can be found in the text.

Keywords

Climate change, Sand River Catchment (SRC), Nonpoint source pollution

Sustainable Development Goals

SDG-13: Climate action
SDG-06: Clean water and sanitation

Citation

Chuene, T.A.; Akanbi, R.T.; Chikoore, H. The Impact of Climate Change on Agricultural Nonpoint Source Pollution in the Sand River Catchment, Limpopo, South Africa. Water 2025, 17, 1818. https://doi.org/10.3390/w17121818.