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不同三维模型对铅酸蓄电池污染场地土壤Pb空间分布预测的影响
引用本文:刘庚,王尚义,牛俊杰,张朝,赵鑫,郭观林.不同三维模型对铅酸蓄电池污染场地土壤Pb空间分布预测的影响[J].中国环境科学,2014,34(12):3157-3163.
作者姓名:刘庚  王尚义  牛俊杰  张朝  赵鑫  郭观林
作者单位:太原师范学院;汾河流域科学发展研究中心;中国环境科学研究院;环境基准与风险评估国家重点实验室;
基金项目:国家自然科学基金青年基金项目(41401236,40901249);国家“863”计划(2013AA06A206)
摘    要:为准确界定污染场地土壤中污染物三维分布范围和受污染土壤土方量并提供相关技术方法和思路,以某典型铅酸蓄电池污染场地为例,对比研究了不同三维插值模型(三维克里格、反距离加权、最邻近点)在不同水平垂直向异性系数设置,对土壤铅污染评价和污染边界分布的影响.研究结果显示,不同模型预测的精度不同,随着水平垂直比值增大,平均误差和均方根误差有增大趋势;通过对比修复目标表明,反距离加权统计的受污染土方量最大,其次是三维克里格和最邻近点,统计值相差约为13%;从污染评价结果和预测精度来看,三维克里格模型和反距离加权要优于最邻近点,选择适宜的模型和合理的参数设置对准确界定污染边界和降低不确定性具有重要影响.

关 键 词:污染场地  三维插值  污染评价  不确定性  
收稿时间:2014-06-18

The influence of different three dimensional models on Pb distributing prediction in lead-acid battery contaminated sites
LIU Geng,WANG Shang-Yi,NIU Jun-Jie,ZHANG Chao,ZHAO Xin,GUO Guan-Lin.The influence of different three dimensional models on Pb distributing prediction in lead-acid battery contaminated sites[J].China Environmental Science,2014,34(12):3157-3163.
Authors:LIU Geng  WANG Shang-Yi  NIU Jun-Jie  ZHANG Chao  ZHAO Xin  GUO Guan-Lin
Abstract:In order to define the three dimensional distribution of pollutant and contaminated earth volume in contaminated sites, and provide the relative technical methods and ideas, a typical lead-acid battery contaminated site was studied as an example. The influence of different three dimensional interpolation models (Krig-3D, Inverse Distance Weighted (IDW), Nearest Neighbor (NN)) in different horizontal and vertical anisotropy coefficient setting conditions on Pb pollution assessment and boundary distribution was examined. Different models had different predictive accuracy, the mean error and root mean square error raised, with the increasing of vertical and horizontal ratio. Furthermore, comparison between the results and the remediation target indicated that the contaminated earth volume was largest by IDW statistical model, followed by Krig-3D and NN models, the statistical values differed by 13%. In terms of the contaminated evaluation results and prediction accuracy, the Krig-3D and IDW were better than NN models. Thus, the selections of the appropriate models and rational parameters had very important effects on the accuracy definition of pollution boundary and reducing uncertainty. This result provided important basis for guiding the remediation and management of the contaminated sites.
Keywords:contaminated site  3-D interpolation  pollution evaluation  uncertainty  
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