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利用多向建模探索冲积含水层的地下水水化学

Exploring groundwater hydrochemistry of alluvial aquifers using multi-way modeling.

作者信息

Singh Kunwar P, Malik Amrita, Sinha Sarita, Mohan Dinesh, Singh Vinod Kumar

机构信息

Environmental Chemistry Division, Industrial Toxicology Research Centre, Post Box 80, MG Marg, Lucknow 226001, India.

出版信息

Anal Chim Acta. 2007 Jul 16;596(1):171-82. doi: 10.1016/j.aca.2007.06.001. Epub 2007 Jun 3.

Abstract

A three-way data set pertaining to hydrochemistry of the groundwater of north Indo-Gangetic alluvial plains was analyzed using three-way component analysis method with the purpose of extracting the information on spatial and temporal variation trends in groundwater composition. Three-way data modeling was performed using PARAFAC and Tucker3 models. The models were tested for their stability and goodness of optimal fit using core consistency diagnostic and split-half analysis. Although, a two-component PARAFAC model, explaining 50.47% of data variance, yielded 100% core consistency, it failed to qualify the validation test. Tucker3 model (3, 3, 1) captured 55.18% of the data variance and yielded simple diagonal core with three significant elements, explaining 100% of the core variability. Interpretation of the information obtained through Tucker3 model revealed that the groundwater quality in Khar watershed is mainly dominated by water hardness and related variables, whereas, water composition of the dug wells is dominated by alkalinity and carbonate/bicarbonates. Moreover, shallow groundwater sources in the region are contaminated with nitrate derived from fertilizers application in the region. The shallow aquifers are relatively more contaminated during the post-monsoon season.

摘要

利用三向成分分析法对印度河—恒河冲积平原北部地下水水化学的三向数据集进行了分析,目的是提取地下水成分的空间和时间变化趋势信息。使用PARAFAC和Tucker3模型进行三向数据建模。使用核心一致性诊断和对半分析对模型的稳定性和最佳拟合优度进行了测试。尽管一个解释了50.47%数据方差的双组分PARAFAC模型产生了100%的核心一致性,但它未能通过验证测试。Tucker3模型(3, 3, 1)捕获了55.18%的数据方差,并产生了具有三个显著元素的简单对角核心,解释了100%的核心变异性。对通过Tucker3模型获得的信息进行解释表明,卡尔流域的地下水质量主要受水硬度和相关变量的影响,而挖掘井的水成分则主要受碱度和碳酸盐/碳酸氢盐的影响。此外,该地区的浅层地下水源受到该地区化肥施用产生的硝酸盐的污染。在季风后季节,浅层含水层的污染相对更严重。

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