Zhong Xiao-lan, Zhou Sheng-lu, Zhao Qi-guo, Li Jiang-tao, Liao Qi-lin
School of Geosranhic and Oceaneraohic Sciences, Nanjing University, Nanjing 210093, China.
Huan Jing Ke Xue. 2007 Dec;28(12):2758-65.
The method of factorial kriging based on the theory of coregionalization is developed by the combination of multi-statistics, geostatistics and GIS. Soil available heavy metals of 126 topsoil samples in Kunshan city, a typical region of Yangtze River Delta, were analyzed, and the spatial distribution pattern was investigated by the method of factorial kriging. Based on the analysis of multi-scale spatial structure characteristics of available heavy metals, we discussed the pollution source and cause of this spatial distribution by means of spatial scale-correlation analysis and spatial principal component analysis. Our results show that all the available heavy metals distribute normally or lognormally with great variability, and the contamination of available Cd is the biggest. The available heavy metals are categorized into three spatial scales, i.e. nugget, short-range (15 km) and long-range (40 km), respectively, and a linear model of coregionalization comprising these three spatial scales is fitted to the experimental auto-and cross-variograms of the soil available heavy metals. Significant relationship is found between Cd and Zn in the three scales. The spatial correlation of available heavy metals in short-range and long-rang are stronger than it in nugget, while the long-rang has more obvious negative correlation than the other two spatial scales. The results of spatial principal component analysis show the pollution sources are different in the three spatial scales. The kriging interpolation method was applied to work out the distribution maps of first and second principal component of available heavy metal, which indicate that available heavy metal concentrations in the soils are closely related to their industry activity, sewage irrigation and soil characteristics.
基于区域化变量理论的析因克里格法是通过多元统计、地质统计学和地理信息系统相结合而发展起来的。对长江三角洲典型区域昆山市126个表层土壤样品中的土壤有效重金属进行了分析,并采用析因克里格法研究了其空间分布格局。在分析有效重金属多尺度空间结构特征的基础上,通过空间尺度相关性分析和空间主成分分析,探讨了这种空间分布的污染源和成因。结果表明,所有有效重金属均呈正态或对数正态分布,变异性较大,其中有效镉的污染最为严重。有效重金属分别被划分为三个空间尺度,即块金值、短程(15公里)和长程(40公里),并将包含这三个空间尺度的区域化线性模型拟合到土壤有效重金属的实验自协方差和交叉协方差图上。在三个尺度上均发现镉与锌之间存在显著关系。短程和长程有效重金属的空间相关性强于块金值尺度,而长程的负相关性比其他两个空间尺度更为明显。空间主成分分析结果表明,三个空间尺度的污染源不同。应用克里格插值法绘制了有效重金属第一和第二主成分的分布图,结果表明土壤中有效重金属含量与其工业活动、污水灌溉和土壤特性密切相关。