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Spatial patterns of heavy metals in soil under different geological structures and land uses for assessing metal enrichments

机译:不同地质结构和土地利用条件下土壤重金属的空间分布特征

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摘要

One hundred and thirty composite soil samples were collected from Hamedan county, Iran to characterize the spatial distribution and trace the sources of heavy metals including As, Cd, Co, Cr, Cu, Ni, Pb, V, Zn, and Fe. The multivariate gap statistical analysis was used; for interrelation of spatial patterns of pollution, the disjunctive kriging and geoenrichment factor (EFG) techniques were applied. Heavy metals and soil properties were grouped using agglomerative hierarchical clustering and gap statistic. Principal component analysis was used for identification of the source of metals in a set of data. Geostatistics was used for the geospatial data processing. Based on the comparison between the original data and background values of the ten metals, the disjunctive kriging and EFG techniques were used to quantify their geospatial patterns and assess the contamination levels of the heavy metals. The spatial distribution map combined with the statistical analysis showed that the main source of Cr, Co, Ni, Zn, Pb, and V in group A land use (agriculture, rocky, and urban) was geogenic; the origin of As, Cd, and Cu was industrial and agricultural activities (anthropogenic sources). In group B land use (rangeland and orchards), the origin of metals (Cr, Co, Ni, Zn, and V) was mainly controlled by natural factors and As, Cd, Cu, and Pb had been added by organic factors. In group C land use (water), the origin of most heavy metals is natural without anthropogenic sources. The Cd and As pollution was relatively more serious in different land use. The EFG technique used confirmed the anthropogenic influence of heavy metal pollution. All metals showed concentrations substantially higher than their background values, suggesting anthropogenic pollution.
机译:从伊朗Hamedan县收集了130个复合土壤样品,以表征空间分布并追踪重金属的来源,包括As,Cd,Co,Cr,Cu,Ni,Pb,V,Zn和Fe。使用多元差距统计分析;为了将污染的空间模式相互关联,应用了分离克里格法和地理富集因子(EFG)技术。重金属和土壤属性使用聚集层次聚类和差距统计进行分组。主成分分析用于识别一组数据中的金属来源。地统计学用于地理空间数据处理。根据十种金属的原始数据与背景值之间的比较,使用分离克里金法和EFG技术量化其地理空间格局并评估重金属的污染水平。空间分布图结合统计分析表明,A组土地利用(农业,岩石和城市)中Cr,Co,Ni,Zn,Pb和V的主要来源是地质成因的。砷,镉和铜的来源是工业和农业活动(人为来源)。 B组土地利用(牧场和果园)中,金属(Cr,Co,Ni,Zn和V)的来源主要受自然因素控制,而As,Cd,Cu和Pb已由有机因素控制。在C组土地利用(水)中,大多数重金属的来源是自然的,没有人为来源。在不同的土地利用方式下,镉和砷污染相对更为严重。使用的EFG技术证实了重金属污染的人为影响。所有金属的浓度均显着高于其本底值,表明人为污染。

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