Source separation and apportionment of surface water pollution in the Luanhe River Basin based on non-negative matrix factorization
文献类型:期刊论文
作者 | Leng, Peifang1,2; Zhang, Qiuying3; Li, Fadong1,2![]() |
刊名 | WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY
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出版日期 | 2019-11-01 |
卷号 | 19期号:7页码:1945-1954 |
关键词 | land use Luanhe River NMF pollution sources surface water |
ISSN号 | 1606-9749 |
DOI | 10.2166/ws.2019.071 |
通讯作者 | Li, Fadong(lifadong@igsnff.ac.cn) |
英文摘要 | Understanding the spatial and temporal variations and source apportionment of water pollution is important for efficient water environment management. The non-negative matrix factorization (NMF) method, which is naturally well suited for non-negative data of high dimension, was used to identify the latent factors and apportion the contributions from identified pollution sources to each water quality parameter. We obtained a data matrix with 11 water quality variables collected from 2013 to 2016 in the Luanhe River Basin in northern China. The results highlight the substantial contribution of industrial and livestock wastewater. All land-use types have a slightly weaker impact on surface water pollution during the dry season than during the rainy season. The aim of this study is to illustrate the practicability of multivariate statistical analysis, especially the application of NMF, which has major potential for source separation and the apportionment of water pollution. |
WOS关键词 | LAND-USE ; CHINA ; ENVIRONMENT ; QUALITY ; SOIL |
资助项目 | National Natural Science Foundation of China[41271047] ; National Key Research and Development Program of China[2016YFD0800301] |
WOS研究方向 | Engineering ; Environmental Sciences & Ecology ; Water Resources |
语种 | 英语 |
WOS记录号 | WOS:000492060000009 |
出版者 | IWA PUBLISHING |
资助机构 | National Natural Science Foundation of China ; National Key Research and Development Program of China |
源URL | [http://ir.igsnrr.ac.cn/handle/311030/131871] ![]() |
专题 | 中国科学院地理科学与资源研究所 |
通讯作者 | Li, Fadong |
作者单位 | 1.Chinese Acad Sci, Key Lab Ecosyst Network Observat & Modeling, Inst Geog & Nat Resources Res, Beijing 100101, Peoples R China 2.Univ Chinese Acad Sci, Coll Resources & Environm, Beijing 100190, Peoples R China 3.Chinese Res Inst Environm Sci, Beijing 100012, Peoples R China |
推荐引用方式 GB/T 7714 | Leng, Peifang,Zhang, Qiuying,Li, Fadong,et al. Source separation and apportionment of surface water pollution in the Luanhe River Basin based on non-negative matrix factorization[J]. WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY,2019,19(7):1945-1954. |
APA | Leng, Peifang,Zhang, Qiuying,Li, Fadong,Zhang, Yizhang,&Gu, Congke.(2019).Source separation and apportionment of surface water pollution in the Luanhe River Basin based on non-negative matrix factorization.WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY,19(7),1945-1954. |
MLA | Leng, Peifang,et al."Source separation and apportionment of surface water pollution in the Luanhe River Basin based on non-negative matrix factorization".WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY 19.7(2019):1945-1954. |
入库方式: OAI收割
来源:地理科学与资源研究所
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