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程学宁, 汤 云, 卢毅敏.基于多元统计分析的闽江水质时空变化特征水资源与水工程学报[J].,2016,27(6):89-94
基于多元统计分析的闽江水质时空变化特征
Spatial and temporal charactersitics of water quality using multivariate statistical analysis in Min River
  
DOI:10.11705/j.issn.1672-643X.2016.06.16
中文关键词:  自组织特征映射神经网络; 聚类分析  时空分析; 水质变化; 闽江
英文关键词:self-organizing mapping  cluster analysis  spatio-temporal analysis  water quality change  Min River
基金项目:
作者单位
程学宁, 汤 云, 卢毅敏 (福州大学 福建省空间信息工程研究中心 福建 福州 350003) 
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中文摘要:
      为全面评估闽江水质状况,识别水质时空变化特征,采用自组织映射神经网络(SOM)聚类对其19个监测断面8项水质指标进行时空聚类,并通过主成分分析(PCA)方法识别时空维度中主要污染物,分析时空背景下的闽江水质变化特征。分析结果显示:SOM网络将闽江水质变化周期划分为4月至11月和12月至次年3月2个时段,前时段水质优于后时段。将流域19个断面聚类为S1、S2和S3三类,S1代表闽江三大支流上游区域,水质优良;S2代表各支流中下游区域,作为主要的农林生产基地,水质主要受非点源污染影响;S3代表闽江下游区域,水质主要受城市生活污水和工业废水影响。PCA解析表明闽江中下游水质主要受氮磷控制。
英文摘要:
      To comprehensively assess the water quality conditions of Min River basin and recognize temporal and spatial variation features of water quality, the SOM(Self-Organizing Mapping) clustering algorithm was used to do spatio-temporal cluster analysis eight water quality indexes for nineteen monitoring sections, to recognize the principal pollutants in spatiotemporal dimension by the PCA(Principal Component Analysis) clustering algorithm, and to analyze water quality variation features of Min River under the spatio-temporal background. The results showed that, SOM network divided Min River's water quality periods into two time stages, i.e., from April to November and from December to next March, water quality of the former time stage was better than the latter one. The river basin's nineteen sections were clustered into three kinds, i.e., S1, S2 and S3. Of which, S1 represented upper reach of Min River's three tributaries, where the water quality was fine; as primary agriculture and forestry production base, S2 represented middle and lower reaches where water quality was affected principally by non-point source pollution; S3 represented downstream reach, where water quality was main affected by sanitary sewage and industrial wastewater. The analysis of PCA indicated that water qualities of middle and lower reach of Min River was mainly controlled by nitrogen and phosphors.
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