Application of multivariate statistical techniques in the assessment of water quality in the Southwest New Territories and Kowloon, Hong Kong

被引:0
作者
Xuan Zhang
Qishan Wang
Yanfang Liu
Jing Wu
Miao Yu
机构
[1] Nankai University,College of Environmental Science and Engineering
[2] Shandong Institute of Light Industry,School of Light Industry and Environmental Engineering
来源
Environmental Monitoring and Assessment | 2011年 / 173卷
关键词
Cluster analysis; Discriminant analysis; Principle component analysis; Factor analysis; Water quality;
D O I
暂无
中图分类号
学科分类号
摘要
The application of different multivariate statistical techniques for the interpretation of a complex data matrix obtained during 2000–2007 from the watercourses in the Southwest New Territories and Kowloon, Hong Kong was presented in this study. The data set consisted of the analytical results of 23 parameters measured monthly at 16 different sampling sites. Hierarchical cluster analysis grouped the 12 months into two periods and the 16 sampling sites into three groups based on similarity in water quality characteristics. Discriminant analysis (DA) provided better results both temporally and spatially. DA also offered an important data reduction as it only used four parameters for temporal analysis, affording 84.2% correct assignations, and eight parameters for spatial analysis, affording 96.1% correct assignations. Principal component analysis/factor analysis identified four latent factors standing for organic pollution, industrial pollution, nonpoint pollution, and fecal pollution, respectively. KN1, KN4, KN5, and KN7 were greatly affected by organic pollution, industrial pollution, and nonpoint pollution. The main pollution sources of TN1 and TN2 were organic pollution and nonpoint pollution, respectively. Industrial pollution had high effect on TN3, TN4, TN5, and TN6.
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页码:17 / 27
页数:10
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