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Bayesian modeling approach for characterizing groundwater arsenic contamination in the Mekong River basin

机译:贝叶斯建模方法表征湄公河流域地下水砷污染

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摘要

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 (As-TOT), 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 As-TOT and Eh over a specific Eh range, suggesting the importance of Eh in predicting As-TOT. Thus, a Bayesian change-point model was developed to predict As-TOT concentrations based on Eh and pH, to determine changes in the As-TOT-Eh relationship. The model captured the Eh change-point (similar to-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; As-TOT 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, As-TOT 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. (C) 2015 Elsevier Ltd. All rights reserved.
机译:在湄公河流域,管井的地下水是主要的饮用水水源。但是,地下水资源中的砷(As)污染已成为流域中的关键问题。在这项研究中,在流域范围内监测了诸如总砷(As-TOT),砷(III)和砷(V)之类的砷物种,以研究其特征以及与水质参数(包括pH和氧化还原电势)的相互关系。 (E)数据表明,在特定的Eh范围内,As-TOT与Eh之间的关系发生了巨大变化,这表明Eh在预测As-TOT中的重要性。因此,开发了贝叶斯变化点模型以基于Eh和pH预测As-TOT浓度,以确定As-TOT-Eh关系的变化。该模型捕获到与数据兼容的Eh变化点(类似于100 +/- 15 mV)。重要的是,在模型中包含此更改点可提高模型的拟合度和预测准确性; As-TOT浓度与高于变化点的Eh值密切相关。随后认为存在这种关系的过程是矿物氧化物的还原溶解和As的释放。总体而言,As-TOT在较低的范围内与Eh呈现弱的正相关,这与在湄公河流域三角洲通常观察到的情况相似。预期这些结果将为在湄公河流域建立公共卫生战略提供指导。 (C)2015 Elsevier Ltd.保留所有权利。

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