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Predicting groundwater redox status on a regional scale using linear discriminant analysis
M E Close1, P Abraham1, B Humphries1
1Institute of Environmental Science and Research, PO Box 29-181, Christchurch 8540, New Zealand.
Journal of Contaminant Hydrology
|May 17, 2016
Summary
Groundwater redox status helps identify zones for nitrate reduction. Discriminant analysis models predict these zones, improving denitrification estimates in New Zealand.
Area of Science:
- Environmental Science
- Hydrogeology
- Geochemistry
Background:
- Denitrification, crucial for removing nitrates, requires reducing subsurface conditions.
- Groundwater redox status is a key indicator for identifying potential nitrate reduction zones.
- Understanding redox conditions is vital for managing groundwater quality and nutrient cycling.
Purpose of the Study:
- To classify groundwater redox status in contrasting New Zealand regions.
- To relate groundwater chemistry and redox status to mappable geological and soil factors.
- To develop predictive models for subsurface reduced groundwater zones.
Main Methods:
- Groundwater samples from 568 (Waikato) and 2223 (Canterbury) wells were analyzed for redox status.
- Discriminant analysis was employed to link redox status with geology, topography, and soil characteristics.
- Models were developed and validated for different well depths (<25m, 25-100m, >100m).
Main Results:
- Waikato: 18% reduced, 18% mixed, 64% oxic conditions. Canterbury: 5% reduced, 10% mixed, 84% oxic conditions.
- Reduced groundwater prevalence increased with well depth in both regions.
- Predictive models achieved 63% (Waikato) and 70% (Canterbury) agreement between predicted and measured redox status.
Conclusions:
- Geological and soil factors significantly influence groundwater redox status.
- GIS-based predictive models enhance spatial identification of reduced groundwater zones.
- Improved prediction of reduced zones, combined with flow path analysis, refines denitrification estimates.
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