Identification of Nitrate Sources and Main Controlling Factors in Shallow Groundwater Based on MixSIAR and Random Forest Model
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Graphical Abstract
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Abstract
As the most common pollutant in global water resources, the identification of the main controlling factors and sources of NO3− is crucial to the control of NO3− pollution. Based on methods such as human health risk model, random forest model, isotope and MixSIAR model, this study analyzed the distribution characteristics and potential risks of shallow groundwater NO3− in Huazhou District, and revealed the main controlling factors and main sources of shallow groundwater NO3−. The results show that the shallow groundwater NO3− concentration in Huazhou District is high in the west and low in the east, especially in the southwest. The NO3− concentration is as high as 271 mg/L. The main factors controlling NO3− concentration being EC>ORP>Ca2+>Mg2+>T>TDS>HCO3−. The main sources of NO3− are soil nitrogen and manure & sewage. The manure & sewage contributes the most to the NO3− content (63.8%), followed by soil nitrogen (19%) and chemical fertilizer (12.7%). Long-term drinking of shallow groundwater with high NO3− concentration in the study area has potential risks to human health, especially for children, whose HHRA assessment risk is as high as 7.904.
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