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Use of multivariate indicator kriging methods for assessing groundwater contamination extents for irrigation

机译:使用多元指标克里金法评估灌溉的地下水污染程度

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Multivariate geostatistical approaches have been applied extensively in characterizing risks and uncertainty of pollutant concentrations exceeding anthropogenic regulatory limits. Spatially delineating an extent of contamination potential is considerably critical for regional groundwater resources protection and utilization. This study used multivariate indicator kriging (MVIK) to determine spatial patterns of contamination extents in groundwater for irrigation and made a predicted comparison between two types of MVIK, including MVIK of multiplying indicator variables (MVIK-M) and of averaging indicator variables (MVIK-A). A cross-validation procedure was adopted to examine the performance of predicted errors, and various probability thresholds used to calculate ratios of declared pollution area to total area were explored for the two MVIK methods. The assessed results reveal that the northern and central aquifers have excellent groundwater quality for irrigation use. Results obtained through a cross-validation procedure indicate that MVIK-M is more robust than MVIK-A. Furthermore, a low ratio of declared pollution area to total area in MVIK-A may result in an unrealistic and unreliable probability used to determine extents of pollutants. Therefore, this study suggests using MVIK-M to probabilistically determine extents of pollutants in groundwater.
机译:多元地统计学方法已被广泛用于表征超过人为法规限制的污染物浓度的风险和不确定性。在空间上划定潜在污染程度对于区域地下水资源的保护和利用至关重要。这项研究使用多元指标克里金法(MVIK)确定灌溉地下水污染程度的空间格局,并对两种类型的MVIK进行了预测比较,其中包括乘以指标变量(MVIK-M)和平均指标变量(MVIK-一个)。采用交叉验证程序检查预测错误的性能,并针对两种MVIK方法探索了用于计算申报污染面积与总面积之比的各种概率阈值。评估结果表明,北部和中部含水层的灌溉用水质量优良。通过交叉验证过程获得的结果表明,MVIK-M比MVIK-A更强大。此外,MVIK-A中宣布的污染面积与总面积之比低可能导致用于确定污染物程度的不切实际和不可靠的概率。因此,这项研究建议使用MVIK-M概率确定地下水中污染物的程度。

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