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Hydrogeochemical interpretation of South Korean groundwater monitoring data using Self-Organizing Maps
- Source :
- Journal of Geochemical Exploration. 137:73-84
- Publication Year :
- 2014
- Publisher :
- Elsevier BV, 2014.
-
Abstract
- The National Groundwater Monitoring Network (NGMN) of South Korea provides data since 1995 to monitor the water level and quality of groundwater on a national scale. Major ions such as Ca, Mg, Na, K, HCO 3 , Cl, SO 4 and NO 3 have been monitored since 2008 to assess groundwater quality. Hydrochemical data of bedrock groundwater samples collected from 299 monitoring stations in 2009 were examined using the Self-Organizing Map (SOM) approach. Based on hydrochemical characteristics, bedrock groundwater is clustered into two groups and six subgroups. Group I containing 70.2% of groundwater samples (and monitoring stations) is characterized by lower TDS values and NO 3 concentrations than Group II, indicating that Group I waters are less affected by contamination. Subgroup I-1 (39.1%) represents Ca–HCO 3 -type groundwater with relatively low pH, TDS and concentrations of most ions compared with groundwater of Subgroups I-2-1 (26.1%) and I-2-2 (5.0%). Subgroup I-2-2 represents a moderately alkaline, F-rich, Na–HCO 3 -type groundwater. Group II records either anthropogenic or natural processes. Subgroup II-1 (16.1%) contains groundwater with low values of TDS, HCO 3 and pH, and moderately high NO 3 concentrations due to nitrification, while groundwater of Subgroups II-2-1 and II-2-2 is characteristically high in Ca and Mg. Subgroup II-2-1 is also very high in SO 4 and HCO 3 but very low in NO 3 , while Subgroup II-2-2 is substantially enriched in Cl and NO 3 . The hydrochemistry of groundwater of Subgroup II-2-1 likely results from dissolution of carbonates and gypsum in clastic sedimentary rocks and is affected by dissolution of pyrite and/or S-bearing fertilizers in crystalline rocks. The enrichment of NO 3 , Cl, Ca and Mg in groundwater of Subgroup II-2-2 is the result of substantial contamination from agrochemicals and manure. Thus, about 20.5% (Subgroups II-1 and II-2-2) of bedrock groundwater in South Korea records anthropogenic contamination. This study shows that the SOM approach can be successfully used to classify and characterize the groundwater in terms of hydrochemistry and quality on a regional scale.
Details
- ISSN :
- 03756742
- Volume :
- 137
- Database :
- OpenAIRE
- Journal :
- Journal of Geochemical Exploration
- Accession number :
- edsair.doi...........a6376f59f3ec9e43a7b54c182d4fbe8c
- Full Text :
- https://doi.org/10.1016/j.gexplo.2013.12.001