Quantification of Water Sources in a Coastal Gold Mine through an End-Member Mixing Analysis Combining Multivariate Statistical Methods
文献类型:期刊论文
作者 | Liu, Guowei1,3,4; Ma, Fengshan1,3; Liu, Gang5; Guo, Jie1,3; Duan, Xueliang1,3; Gu, Hongyu2 |
刊名 | WATER
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出版日期 | 2020-02-01 |
卷号 | 12期号:2页码:27 |
关键词 | mixing calculation ratios principal component analysis hierarchical cluster analysis end-member mixing analysis maximum likelihood method |
DOI | 10.3390/w12020580 |
英文摘要 | Mixing calculations have been widely applied to identify sources of groundwater recharge, but these calculations have assumed that the concentrations of end-members are well known. However, the end-members of water remain unclear and are not easily available in practical applications. To better determine end-members and mixing ratios, an end-member mixing analysis combining multivariate statistical methods was used on a large, complex water chemistry dataset collected from the Shashandao gold mine in China. Multivariate statistical methods, including principal component analysis (PCA) and hierarchical cluster analysis (HCA), were applied to determine the specific end-members (these two methods verified each other). On the basis of the identified end-members, a maximum likelihood method was then used to estimate the mixing ratios of the water sources. The combined method proposed in this study can help to identify more accurate end-members and deal with uncertainty in end-member concentrations, and it can also adjust the concentrations until the optimal mixing ratios for the calculation are obtained. This method can be a powerful tool for groundwater management and in predicting water inrush in mining operations. |
WOS关键词 | CHEMISTRY ; RIVER ; SURFACE ; COMPONENTS ; MODEL ; CONTAMINATION ; CATCHMENT ; ISOTOPES ; QUALITY ; BASIN |
资助项目 | National Science Foundation of China[41831293] ; National Science Foundation of China[41907174] ; National Key Research Projects of China[2016YFC0402802] |
WOS研究方向 | Water Resources |
语种 | 英语 |
WOS记录号 | WOS:000519846500271 |
出版者 | MDPI |
资助机构 | National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Science Foundation of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China ; National Key Research Projects of China |
源URL | [http://ir.iggcas.ac.cn/handle/132A11/95520] ![]() |
专题 | 地质与地球物理研究所_中国科学院页岩气与地质工程重点实验室 |
通讯作者 | Ma, Fengshan |
作者单位 | 1.Chinese Acad Sci, Inst Geol & Geophys, Key Lab Shale Gas & Geoengn, Beijing 100029, Peoples R China 2.China Geol Survey, Chengdu Ctr, Chengdu 610081, Sichuan, Peoples R China 3.Chinese Acad Sci, Innovat Acad Earth Sci, Beijing 100029, Peoples R China 4.Univ Chinese Acad Sci, Coll Earth & Planetary, Beijing 100049, Peoples R China 5.China Geol Survey, Xian Ctr, Xian 710054, Shanxi, Peoples R China |
推荐引用方式 GB/T 7714 | Liu, Guowei,Ma, Fengshan,Liu, Gang,et al. Quantification of Water Sources in a Coastal Gold Mine through an End-Member Mixing Analysis Combining Multivariate Statistical Methods[J]. WATER,2020,12(2):27. |
APA | Liu, Guowei,Ma, Fengshan,Liu, Gang,Guo, Jie,Duan, Xueliang,&Gu, Hongyu.(2020).Quantification of Water Sources in a Coastal Gold Mine through an End-Member Mixing Analysis Combining Multivariate Statistical Methods.WATER,12(2),27. |
MLA | Liu, Guowei,et al."Quantification of Water Sources in a Coastal Gold Mine through an End-Member Mixing Analysis Combining Multivariate Statistical Methods".WATER 12.2(2020):27. |
入库方式: OAI收割
来源:地质与地球物理研究所
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