Spatial clusters of subsurface drainage water NO3-N leaching losses

被引:10
作者
Bakhsh, A [1 ]
Kanwar, RS [1 ]
机构
[1] Iowa State Univ, Dept Agr & Biosyst Engn, Ames, IA 50011 USA
来源
JOURNAL OF THE AMERICAN WATER RESOURCES ASSOCIATION | 2005年 / 41卷 / 02期
关键词
agriculture; nitrate leaching; drainage water quality; environmental impacts; cluster analysis;
D O I
10.1111/j.1752-1688.2005.tb03739.x
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Grouping of nitrate-nitrogen (NO3-N) leaching losses from agricultural fields into spatial clusters can help determine the cause/effect relationships for their occurrence. This study was designed to investigate the spatial relationships of low, medium, and high NO3-N leaching losses clusters with soil and landscape attributes using cluster and discriminant analysis and the map overlay capability of a geographical information system (GIS). Field measured data of a six-year (1993 through 1998) study on NO3-N leaching losses from 36 experimental fields at the Iowa State University's northeastern research center near Nashua, Iowa, were normalized on an annual basis to compare over the years. The cluster analysis resulted in the formation of three clusters based on the satisfactory evaluation criteria of pseudo-F statistic, cubic clustering criterion, and R-2 values. The discriminant analysis, carried out on the basis of clusters, identified elevation and subsurface drainage as the factors that contributed significantly (p < 0.01) in discriminating among these clusters. The verification of discriminant functions developed on these factors predicted the cluster membership for all the groups with an overall accuracy of 86 percent. The map overlay analyses of GIS showed that spatial occurrence of the clusters transporting high NO3-N leaching losses was affected by the interaction of soil type and elevation levels.
引用
收藏
页码:333 / 341
页数:9
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