Bayesian modeling approach for characterizing groundwater arsenic contamination in the Mekong River basin. (January 2016)
- Record Type:
- Journal Article
- Title:
- Bayesian modeling approach for characterizing groundwater arsenic contamination in the Mekong River basin. (January 2016)
- Main Title:
- Bayesian modeling approach for characterizing groundwater arsenic contamination in the Mekong River basin
- Authors:
- Cha, YoonKyung
Kim, Young Mo
Choi, Jae-Woo
Sthiannopkao, Suthipong
Cho, Kyung Hwa - Abstract:
- Highlights: The groundwater in the Mekong River basin delta contained high AsTOT and As(III). A Bayesian change-point model identified the threshold level of Eh, −100 (±15) mV. Below the change-point, AsTOT increased with increasing Eh. Above the change-point, AsTOT sharply decreased as Eh increased. AsTOT was positively related to pH over the entire range of Eh levels. Abstract: In the Mekong River basin, groundwater from tube-wells is a major drinking water source. However, arsenic (As) contamination in groundwater resources has become a critical issue in the watershed. In this study, As species such as total As (AsTOT ), As(III), and As(V), were monitored across the watershed to investigate their characteristics and inter-relationships with water quality parameters, including pH and redox potential (Eh). The data illustrated a dramatic change in the relationship between AsTOT and Eh over a specific Eh range, suggesting the importance of Eh in predicting AsTOT . Thus, a Bayesian change-point model was developed to predict AsTOT concentrations based on Eh and pH, to determine changes in the AsTOT –Eh relationship. The model captured the Eh change-point (∼−100 ± 15 mV), which was compatible with the data. Importantly, the inclusion of this change-point in the model resulted in improved model fit and prediction accuracy; AsTOT concentrations were strongly negatively related to Eh values higher than the change-point. The process underlying this relationship was subsequentlyHighlights: The groundwater in the Mekong River basin delta contained high AsTOT and As(III). A Bayesian change-point model identified the threshold level of Eh, −100 (±15) mV. Below the change-point, AsTOT increased with increasing Eh. Above the change-point, AsTOT sharply decreased as Eh increased. AsTOT was positively related to pH over the entire range of Eh levels. Abstract: In the Mekong River basin, groundwater from tube-wells is a major drinking water source. However, arsenic (As) contamination in groundwater resources has become a critical issue in the watershed. In this study, As species such as total As (AsTOT ), As(III), and As(V), were monitored across the watershed to investigate their characteristics and inter-relationships with water quality parameters, including pH and redox potential (Eh). The data illustrated a dramatic change in the relationship between AsTOT and Eh over a specific Eh range, suggesting the importance of Eh in predicting AsTOT . Thus, a Bayesian change-point model was developed to predict AsTOT concentrations based on Eh and pH, to determine changes in the AsTOT –Eh relationship. The model captured the Eh change-point (∼−100 ± 15 mV), which was compatible with the data. Importantly, the inclusion of this change-point in the model resulted in improved model fit and prediction accuracy; AsTOT concentrations were strongly negatively related to Eh values higher than the change-point. The process underlying this relationship was subsequently posited to be the reductive dissolution of mineral oxides and As release. Overall, AsTOT showed a weak positive relationship with Eh at a lower range, similar to those commonly observed in the Mekong River basin delta. It is expected that these results would serve as a guide for establishing public health strategies in the Mekong River Basin. … (more)
- Is Part Of:
- Chemosphere. Volume 143(2016)
- Journal:
- Chemosphere
- Issue:
- Volume 143(2016)
- Issue Display:
- Volume 143, Issue 2016 (2016)
- Year:
- 2016
- Volume:
- 143
- Issue:
- 2016
- Issue Sort Value:
- 2016-0143-2016-0000
- Page Start:
- 50
- Page End:
- 56
- Publication Date:
- 2016-01
- Subjects:
- Arsenic (As) contamination -- Groundwater -- Mekong River basin -- Bayesian change-point model -- Linear model -- Drinking water source
Pollution -- Periodicals
Pollution -- Physiological effect -- Periodicals
Environmental sciences -- Periodicals
Atmospheric chemistry -- Periodicals
551.511 - Journal URLs:
- http://www.sciencedirect.com/science/journal/00456535/ ↗
http://www.elsevier.com/journals ↗ - DOI:
- 10.1016/j.chemosphere.2015.02.045 ↗
- Languages:
- English
- ISSNs:
- 0045-6535
- Deposit Type:
- Legaldeposit
- View Content:
- Available online (eLD content is only available in our Reading Rooms) ↗
- Physical Locations:
- British Library DSC - 3172.280000
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British Library STI - ELD Digital store - Ingest File:
- 4873.xml