Analysis of water quality indexes and their relationships with vegetation using self-organizing map and geographically and temporally weighted regression

被引:31
作者
Feng, Zhaohui
Xu, Chengjian [1 ,2 ,3 ]
Zuo, Yiping [4 ]
Luo, Xi [2 ,5 ]
Wang, Lingqing [1 ]
Chen, Hao [2 ,6 ]
Xie, Xiaojing [2 ,3 ]
Yan, Dan [2 ,3 ]
Liang, Tao [1 ]
机构
[1] Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, Key Lab Land Surface Pattern & Simulat, Beijing 100101, Peoples R China
[2] Changjiang Inst Survey Planning Design & Res Co Lt, Wuhan 430010, Peoples R China
[3] Hubei Prov Engn Res Ctr Comprehens Water Environm, Wuhan 430010, Peoples R China
[4] Foreign Environm Cooperat Ctr, Comprehensive Water Environm Treatment Yangtze Riv, Beijing 100035, Peoples R China
[5] Hubei Key Lab Basin Water Secur, Wuhan 430010, Peoples R China
[6] Key Lab Changjiang Regulat & Protec Minist Water R, Beijing 100053, Peoples R China
关键词
Water quality indexes; Normalized difference vegetation index; Self-organizing map; Geographically and temporally weighted; regression; SPATIOTEMPORAL VARIATION; CLIMATE-CHANGE; RIVER-BASIN; NITROGEN; PHOSPHORUS; POLLUTION; SEDIMENTS; OXYGEN; CONTAMINATION; PURIFICATION;
D O I
10.1016/j.envres.2022.114587
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Natural vegetation has been proved to promote water purification in previous studies, while the relevant laws has not been excavated systematically. This research explored the relationships between vegetation cover and water quality indexes in Liaohe River Basin in China combined with self-organizing map (SOM) and geographically and temporally weighted regression (GTWR) innovatively and systematically based on the distributing heterogeneity of water quality conditions. Results showed that the central and northeast regions of the study area had serious organic and nutrient pollution, which needed targeted treatment. And SOM verified that high vegetation coverage with retention potential of organic and inorganic pollutants as well as nutrients improved water quality to some degree, while the excessive discharges of pollutants still had serious threats to nearby water environment despite the purification function of vegetation. GTWR indicated that the waterside vegetation was beneficial for dissolved oxygen increasing and contributed to the decreasing of organic pollutants and inorganic pollutants with reducibility. Natural vegetation also obsorbed nutrients like TN and TP to some degree. However, the retential potential of nitrogen and organic pollutants became not obvious when there were heavy pollution, which demonstrated that pollution sources should be controlled despite the purification func-tion of vegetation. This study implied that natural vegetation purified water quality to some degree, while this function could not be revealed when there was too heavy pollution. These findings underscore that the pollutant discharge should be controlled though the natural vegetation in ecosystem promoted the purification of water bodies.
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页数:12
相关论文
共 97 条
[1]   Sustainable survival under climatic extremes: linking flood risk mitigation and coping with flood damages in rural Pakistan [J].
Abbas, Azhar ;
Amjath-Babu, T. S. ;
Kaechele, Harald ;
Usman, Muhammad ;
Iqbal, M. Amjed ;
Arshad, Muhammad ;
Shahid, M. Adnan ;
Mueller, Klaus .
ENVIRONMENTAL SCIENCE AND POLLUTION RESEARCH, 2018, 25 (32) :32491-32505
[2]   Implications of irrigation water quality on shallow groundwater in the Nile Delta of Egypt: A human health risk prospective [J].
Abuzaid, Ahmed S. ;
Jahin, Hossam S. .
ENVIRONMENTAL TECHNOLOGY & INNOVATION, 2021, 22
[4]   Elodea nuttallii: uptake, translocation and release of phosphorus [J].
Angelstein, Susanne ;
Schubert, Hendrik .
AQUATIC BIOLOGY, 2008, 3 (03) :209-216
[5]  
Ashari IF, 2022, Journal of Applied Informatics and Computing, V6, P07, DOI [10.30871/jaic.v6i1.3485, DOI 10.30871/JAIC.V6I1.3485, 10.30871/jaic.v6i1.3485]
[6]   Spatial And Temporal Trends Of Organic Pollutants In Vegetation From Remote And Rural Areas [J].
Bartrons, Mireia ;
Catalan, Jordi ;
Penuelas, Josep .
SCIENTIFIC REPORTS, 2016, 6
[7]   Role of Shellfish Aquaculture in the Reduction of Eutrophication in an Urban Estuary [J].
Bricker, Suzanne B. ;
Ferreira, Joao Gomes ;
Zhu, Changbo ;
Rose, Julie M. ;
Galimany, Eve ;
Wikfors, Gary ;
Saurel, Camille ;
Miller, Robin Landeck ;
Wands, James ;
Trowbridge, Philip ;
Grizzle, Raymond ;
Wellman, Katharine ;
Rheault, Robert ;
Steinberg, Jacob ;
Jacob, Annie ;
Davenport, Erik D. ;
Ayvazian, Suzanne ;
Chintala, Marnita ;
Tedesco, Mark A. .
ENVIRONMENTAL SCIENCE & TECHNOLOGY, 2018, 52 (01) :173-183
[8]   Assessment of Spatiotemporal Varying Relationships Between Rainfall, Land Cover and Surface Water Area Using Geographically Weighted Regression [J].
Brown, Stuart ;
Versace, Vincent L. ;
Laurenson, Laurie ;
Ierodiaconou, Daniel ;
Fawcett, Jonathon ;
Salzman, Scott .
ENVIRONMENTAL MODELING & ASSESSMENT, 2012, 17 (03) :241-254
[9]   Island urbanization and its ecological consequences: A case study in the Zhoushan Island, East China [J].
Cao, Wenting ;
Li, Rui ;
Chi, Xiaoli ;
Chen, Ninghua ;
Chen, Jianyu ;
Zhang, Huaguo ;
Zhang, Feng .
ECOLOGICAL INDICATORS, 2017, 76 :1-14
[10]   Characterization and recovery of phosphorus from wastewater by combined technologies [J].
Carrillo, V. ;
Fuentes, B. ;
Gomez, G. ;
Vidal, Gladys .
REVIEWS IN ENVIRONMENTAL SCIENCE AND BIO-TECHNOLOGY, 2020, 19 (02) :389-418