Application of positive matrix factorization to identify potential sources of water quality deterioration of Huaihe River, China

Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster analysis (HCA) and positive matrix factorization (PMF) to identify NPS pollution for Huaihe River basin in China. NH 3 -N, COD, DO and pH wer...

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Published inApplied water science Vol. 9; no. 3; pp. 1 - 14
Main Authors Jiang, Jiping, Khan, Afed U., Shi, Bin, Tang, Sijie, Khan, Jehanzeb
Format Journal Article
LanguageEnglish
Published Cham Springer International Publishing 01.04.2019
Springer Nature B.V
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Abstract Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster analysis (HCA) and positive matrix factorization (PMF) to identify NPS pollution for Huaihe River basin in China. NH 3 -N, COD, DO and pH were regularly monitored weekly over 2 years (2011–2012) from 27 monitoring stations subjected to high anthropogenic and natural changes. As identified by multiple correspondence analyses, the monitoring stations #3, #9 and #21 are located away from the rest of sites. HCA classified all the stations into 4 groups. PMF identified four factors on each group and each season. They were associated with the major causes of Huaihe River water quality deterioration resulted by discharges inputs from urban, agricultural and industrial land uses. Seasonal NPS pollution variation was found, and it is possibly linked with natural processes, for instance hydrological regime. This research work demonstrates the usefulness of PMF model for the identification of NPS pollution in surface waters. Furthermore, our study also shows that urban, agricultural and industrial land uses were the main factors impairing surface water quality, and limiting NPS pollution would be critical for enhancing surface water quality in the study area.
AbstractList Abstract Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster analysis (HCA) and positive matrix factorization (PMF) to identify NPS pollution for Huaihe River basin in China. NH3-N, COD, DO and pH were regularly monitored weekly over 2 years (2011–2012) from 27 monitoring stations subjected to high anthropogenic and natural changes. As identified by multiple correspondence analyses, the monitoring stations #3, #9 and #21 are located away from the rest of sites. HCA classified all the stations into 4 groups. PMF identified four factors on each group and each season. They were associated with the major causes of Huaihe River water quality deterioration resulted by discharges inputs from urban, agricultural and industrial land uses. Seasonal NPS pollution variation was found, and it is possibly linked with natural processes, for instance hydrological regime. This research work demonstrates the usefulness of PMF model for the identification of NPS pollution in surface waters. Furthermore, our study also shows that urban, agricultural and industrial land uses were the main factors impairing surface water quality, and limiting NPS pollution would be critical for enhancing surface water quality in the study area.
Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster analysis (HCA) and positive matrix factorization (PMF) to identify NPS pollution for Huaihe River basin in China. NH3-N, COD, DO and pH were regularly monitored weekly over 2 years (2011–2012) from 27 monitoring stations subjected to high anthropogenic and natural changes. As identified by multiple correspondence analyses, the monitoring stations #3, #9 and #21 are located away from the rest of sites. HCA classified all the stations into 4 groups. PMF identified four factors on each group and each season. They were associated with the major causes of Huaihe River water quality deterioration resulted by discharges inputs from urban, agricultural and industrial land uses. Seasonal NPS pollution variation was found, and it is possibly linked with natural processes, for instance hydrological regime. This research work demonstrates the usefulness of PMF model for the identification of NPS pollution in surface waters. Furthermore, our study also shows that urban, agricultural and industrial land uses were the main factors impairing surface water quality, and limiting NPS pollution would be critical for enhancing surface water quality in the study area.
Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster analysis (HCA) and positive matrix factorization (PMF) to identify NPS pollution for Huaihe River basin in China. NH 3 -N, COD, DO and pH were regularly monitored weekly over 2 years (2011–2012) from 27 monitoring stations subjected to high anthropogenic and natural changes. As identified by multiple correspondence analyses, the monitoring stations #3, #9 and #21 are located away from the rest of sites. HCA classified all the stations into 4 groups. PMF identified four factors on each group and each season. They were associated with the major causes of Huaihe River water quality deterioration resulted by discharges inputs from urban, agricultural and industrial land uses. Seasonal NPS pollution variation was found, and it is possibly linked with natural processes, for instance hydrological regime. This research work demonstrates the usefulness of PMF model for the identification of NPS pollution in surface waters. Furthermore, our study also shows that urban, agricultural and industrial land uses were the main factors impairing surface water quality, and limiting NPS pollution would be critical for enhancing surface water quality in the study area.
ArticleNumber 63
Author Jiang, Jiping
Tang, Sijie
Khan, Afed U.
Shi, Bin
Khan, Jehanzeb
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Cites_doi 10.1016/S0043-1354(99)00225-0
10.1006/jema.2002.0593
10.1002/clen.201300600
10.1016/S0048-9697(02)00683-6
10.1016/j.watres.2007.11.034
10.1016/j.limno.2016.01.001
10.1007/s10661-014-4167-x
10.1016/j.watres.2004.06.011
10.1023/A:1021718929576
10.1016/j.compenvurbsys.2003.10.001
10.1007/s11356-017-9733-7
10.1007/s11430-017-9126-3
10.1007/s12665-015-4990-6
10.1016/j.landurbplan.2014.12.010
10.1007/s11356-015-5874-8
10.1088/1748-9326/aa8a33
10.1016/S0043-1354(00)00592-3
10.13074/jent.2016.12.164214
10.1016/S0304-3894(03)00104-3
10.1016/S0160-4120(01)00004-6
10.1007/s00477-010-0373-4
10.1007/s11269-009-9477-3
10.1016/1352-2310(94)00367-t
10.1016/j.watres.2007.04.022
10.1039/C5EM00027K
10.1007/s12665-016-5821-0
10.1021/es050194o
10.1016/j.chemosphere.2013.12.073
10.1134/S0097807816010115
10.4236/jwarp.2009.12015
10.1007/s10653-005-9001-5
10.1016/S0169-7439(96)00044-5
10.1371/journal.pone.0053163
10.1890/04-0481
10.1007/s00267-011-9764-7
10.1016/j.jhazmat.2011.12.068
10.1080/21622515.2013.772659
10.1186/s40064-016-2815-z
10.1016/j.scitotenv.2017.01.088
10.1016/j.ecolind.2015.06.029
10.1016/j.chemosphere.2016.04.023
10.1016/j.jhydrol.2011.01.050
10.1007/s13201-016-0453-9
10.1021/es9018095
10.1016/j.ecolmodel.2004.03.007
10.1016/j.scitotenv.2006.06.002
10.1007/s12665-016-5902-0
10.1016/S0043-1354(03)00398-1
10.1623/hysj.54.1.101
10.1016/j.ecolind.2014.02.003
10.1155/2013/329187
10.3390/w7062591
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Keywords Cluster analysis
Nonpoint source pollution
Water quality
Positive matrix factorization
Huaihe River
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References Mohammed, Song, Ma, Liu, Ma, Li, Li, Wang, Qi, Lv, Wang (CR38) 2016; 155
Al-Dabbous, Kumar (CR3) 2015; 17
Ho, Hui (CR19) 2001; 26
Li, Xu, Li (CR32) 2009; 1
CR39
Bu, Meng, Zhang, Wan (CR10) 2014; 41
Sun, Chen, Chen, Ji (CR48) 2013; 51
Huang, Chen, Chuang, Lin, Chen (CR25) 2014; 100
Liu, Lin, Kuo (CR35) 2003; 313
Henry, Christensen (CR18) 2010; 44
Zhou, Huang, Guo, Zhang, Hao (CR64) 2007; 41
Alberto, del Pilar, Valeria, Fabiana, Cecilia, de los Ángeles (CR2) 2001; 35
Bilgin, Konanç (CR9) 2016; 75
Carrer, Leardi (CR12) 2006; 370
King, Baker, Whigham, Weller, Jordan, Kazyak, Hurd (CR28) 2005; 15
Li, Pu (CR30) 2003; 12
Huang, Ho, Du (CR23) 2011; 25
Pratt, Chang (CR44) 2012; 209
Bengraı̈ne, Marhaba (CR8) 2003; 100
Zhang, Xia, Liang, Shao (CR61) 2010; 24
Afed, Jiping, Peng, Yi (CR1) 2017; 12
Khound, Bhattacharyya (CR27) 2017; 7
Yu, Xu, Wu, Zuo (CR60) 2016; 60
Ye, He, Chen, Yao, Yu, Jia (CR58) 2014; 42
Wang, Liu, Liu, Lam (CR52) 2017; 583
Ali, Ali, Islam, Rahman (CR4) 2016; 5
Li, Hopke, Liu, Du, Li (CR34) 2015; 187
Soonthornnonda, Christensen (CR47) 2008; 42
Kuang (CR29) 2016; 75
Paatero (CR40) 1997; 37
Liu, Zhang, Wu, Pan, Xu, Wu (CR37) 2017; 24
CR16
Xiao, Bao, Wang, Cui (CR57) 2016; 43
Zhong (CR63) 2006
Yin (CR59) 2005; 29
CR54
Zhao, Lin, Yang, Liu, Qian (CR62) 2015; 137
Bzdusek, Christensen, Lee, Pakdeesusuk, Freedman (CR11) 2006; 40
Ambarita, Lock, Boets, Everaert, Nguyen, Forio, Musonge, Suhareva, Bennetsen, Landuyt, Dominguez-Granda (CR5) 2016; 57
Xiao, Wang, Bao, Cui, Kang (CR56) 2011; 24
Helena, Pardo, Vega, Barrado, Fernandez, Fernandez (CR17) 2000; 34
Sundaray, Panda, Nayak, Bhatta (CR49) 2006; 28
Hu, Wang, Lv (CR22) 2009; 1
Liu, Zhang, Xia, Wu, She, Zou (CR36) 2016; 5
Simeonov (CR45) 2003; 37
Anttila, Paatero, Tapper, Jarvinen (CR6) 1995; 29
Chen, Li, Zhang (CR13) 2015; 7
Tong, Chen (CR50) 2002; 66
Park (CR43) 2011; 400
Hoinaski, Franco, Stuetz, Sivret, de Melo (CR20) 2013; 34
Di-hu (CR14) 2005; 4
Banerjee, Kumar, Maiti, Chowdhury (CR7) 2016; 75
Unwin, Snelder, Booker, Ballantine, Lessard (CR51) 2010
Pacheco (CR41) 1998; 30
CR24
Huang, Han, Zeng, Xiao, Tian (CR26) 2016; 23
CR21
Parinet, Lhote, Legube (CR42) 2004; 178
Ding, Jiang, Fu, Liu, Peng, Kang (CR15) 2015; 7
Xia, Wang, Yu, Zhan, Zhang, Qiao, Wang (CR55) 2018; 61
Whitehead, Wilby, Battarbee, Kernan, Wade (CR53) 2009; 54
Li, Xia, Tan, Zhang (CR33) 2013; 8
Li, Pu, Han (CR31) 2003; 23
Singh, Malik, Mohan, Sinha (CR46) 2004; 38
P Paatero (938_CR40) 1997; 37
P Chen (938_CR13) 2015; 7
J Xia (938_CR55) 2018; 61
S Carrer (938_CR12) 2006; 370
UK Afed (938_CR1) 2017; 12
M Zhong (938_CR63) 2006
CW Liu (938_CR35) 2003; 313
H Li (938_CR34) 2015; 187
FAL Pacheco (938_CR41) 1998; 30
J Ding (938_CR15) 2015; 7
C Kuang (938_CR29) 2016; 75
Z-Y Yin (938_CR59) 2005; 29
Y Di-hu (938_CR14) 2005; 4
RS King (938_CR28) 2005; 15
S Li (938_CR33) 2013; 8
B Helena (938_CR17) 2000; 34
KP Singh (938_CR46) 2004; 38
Z Huang (938_CR26) 2016; 23
J Liu (938_CR36) 2016; 5
J Zhao (938_CR62) 2015; 137
W Hu (938_CR22) 2009; 1
M Unwin (938_CR51) 2010
J Liu (938_CR37) 2017; 24
NJ Khound (938_CR27) 2017; 7
Y Zhang (938_CR61) 2010; 24
B Li (938_CR31) 2003; 23
B Parinet (938_CR42) 2004; 178
L Hoinaski (938_CR20) 2013; 34
S Banerjee (938_CR7) 2016; 75
SK Sundaray (938_CR49) 2006; 28
RC Henry (938_CR18) 2010; 44
WD Alberto (938_CR2) 2001; 35
M Xiao (938_CR56) 2011; 24
J Huang (938_CR23) 2011; 25
S Yu (938_CR60) 2016; 60
938_CR39
MM Ali (938_CR4) 2016; 5
MND Ambarita (938_CR5) 2016; 57
938_CR21
R Sun (938_CR48) 2013; 51
V Simeonov (938_CR45) 2003; 37
AN Al-Dabbous (938_CR3) 2015; 17
MO Mohammed (938_CR38) 2016; 155
PA Bzdusek (938_CR11) 2006; 40
B Li (938_CR30) 2003; 12
M Xiao (938_CR57) 2016; 43
P Anttila (938_CR6) 1995; 29
P Soonthornnonda (938_CR47) 2008; 42
938_CR24
WJ Huang (938_CR25) 2014; 100
Y Ye (938_CR58) 2014; 42
F Zhou (938_CR64) 2007; 41
H Bu (938_CR10) 2014; 41
938_CR54
B Pratt (938_CR44) 2012; 209
Y Li (938_CR32) 2009; 1
K Ho (938_CR19) 2001; 26
K Bengraı̈ne (938_CR8) 2003; 100
J Wang (938_CR52) 2017; 583
ST Tong (938_CR50) 2002; 66
P Whitehead (938_CR53) 2009; 54
J-H Park (938_CR43) 2011; 400
A Bilgin (938_CR9) 2016; 75
938_CR16
References_xml – volume: 34
  start-page: 807
  year: 2000
  end-page: 816
  ident: CR17
  article-title: Temporal evolution of groundwater composition in an alluvial aquifer (Pisuerga River, Spain) by principal component analysis
  publication-title: Water Rese
  doi: 10.1016/S0043-1354(99)00225-0
– volume: 66
  start-page: 377
  year: 2002
  end-page: 393
  ident: CR50
  article-title: Modeling the relationship between land use and surface water quality
  publication-title: J Environ Manag
  doi: 10.1006/jema.2002.0593
– volume: 12
  start-page: 67
  year: 2003
  end-page: 73
  ident: CR30
  article-title: Study on the evolution tendency of water quality in Huai River basin and Hongze Lake
  publication-title: Resour Environ Yangtze Basin
– volume: 42
  start-page: 1423
  year: 2014
  end-page: 1432
  ident: CR58
  article-title: Seasonal water quality upstream of Dahuofang reservoir, China–the effects of land use type at various spatial scales
  publication-title: CLEAN–Soil Air Water
  doi: 10.1002/clen.201300600
– ident: CR39
– ident: CR16
– volume: 313
  start-page: 77
  year: 2003
  end-page: 89
  ident: CR35
  article-title: Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan
  publication-title: Sci Total Environ
  doi: 10.1016/S0048-9697(02)00683-6
– volume: 42
  start-page: 1989
  year: 2008
  end-page: 1998
  ident: CR47
  article-title: Source apportionment of pollutants and flows of combined sewer wastewater
  publication-title: Water Res
  doi: 10.1016/j.watres.2007.11.034
– volume: 57
  start-page: 27
  year: 2016
  end-page: 59
  ident: CR5
  article-title: Ecological water quality analysis of the Guayas river basin (ecuador) based on macroinvertebrates indices
  publication-title: Limnol Ecol Manag Inland Waters
  doi: 10.1016/j.limno.2016.01.001
– volume: 187
  start-page: 1
  year: 2015
  end-page: 12
  ident: CR34
  article-title: Application of positive matrix factorization to source apportionment of surface water quality of the Daliao river basin, northeast China
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-014-4167-x
– volume: 38
  start-page: 3980
  year: 2004
  end-page: 3992
  ident: CR46
  article-title: Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti river (India)—a case study
  publication-title: Water Res
  doi: 10.1016/j.watres.2004.06.011
– ident: CR54
– volume: 30
  start-page: 129
  year: 1998
  end-page: 161
  ident: CR41
  article-title: Application of correspondence analysis in the assessment of groundwater chemistry
  publication-title: Math Geol
  doi: 10.1023/A:1021718929576
– volume: 29
  start-page: 197
  year: 2005
  end-page: 221
  ident: CR59
  article-title: An analysis of the relationship between spatial patterns of water quality and urban development in Shanghai China
  publication-title: Comput Environ Urban Syst
  doi: 10.1016/j.compenvurbsys.2003.10.001
– volume: 23
  start-page: 69
  year: 2003
  end-page: 73
  ident: CR31
  article-title: Factor analysis of water quality in Hongze lake China
  publication-title: Environ Sci
– volume: 24
  start-page: 20995
  year: 2017
  end-page: 21010
  ident: CR37
  article-title: Spatial scale and seasonal dependence of land use impacts on riverine water quality in the Huai River basin China
  publication-title: Environ Sci Pollut Res
  doi: 10.1007/s11356-017-9733-7
– volume: 61
  start-page: 82
  year: 2018
  end-page: 92
  ident: CR55
  article-title: Impact of environmental factors on water quality at multiple spatial scales and its spatial variation in Huai river basin
  publication-title: Sci China Earth Sci
  doi: 10.1007/s11430-017-9126-3
– volume: 75
  start-page: 265
  year: 2016
  ident: CR7
  article-title: Seasonal variation in heavy metal contaminations in water and sediments of Jamshedpur stretch of Subarnarekha river
  publication-title: India Environ Earth Sci
  doi: 10.1007/s12665-015-4990-6
– ident: CR21
– volume: 137
  start-page: 20
  year: 2015
  end-page: 29
  ident: CR62
  article-title: Influences of land use on water quality in a reticular river network area: a case study in Shanghai China
  publication-title: Landsc Urban Plan
  doi: 10.1016/j.landurbplan.2014.12.010
– volume: 23
  start-page: 3943
  year: 2016
  end-page: 3955
  ident: CR26
  article-title: Effects of land use patterns on stream water quality: a case study of a small-scale watershed in the Three Gorges Reservoir Area China
  publication-title: Environ Sci Pollut Res
  doi: 10.1007/s11356-015-5874-8
– volume: 12
  start-page: 104012
  year: 2017
  ident: CR1
  article-title: Influence of watershed topographic and socio-economic attributes on the climate sensitivity of global river water quality
  publication-title: Environ Res Lett
  doi: 10.1088/1748-9326/aa8a33
– volume: 35
  start-page: 2881
  year: 2001
  end-page: 2894
  ident: CR2
  article-title: Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality. A case study: suquı́a River Basin (Córdoba–Argentina)
  publication-title: Water Res
  doi: 10.1016/S0043-1354(00)00592-3
– year: 2010
  ident: CR51
  publication-title: Predicting water quality in New Zealand rivers from catchment-scale physical, hydrological and land cover descriptors using random forest models Ministry for the environment, NIWA Client Report: CHC2010–0
– volume: 5
  start-page: 27
  year: 2016
  end-page: 35
  ident: CR4
  article-title: Preliminary assessment of heavy metals in water and sediment of Karnaphuli river Bangladesh
  publication-title: Environ Nanotechnol Monit Manag
  doi: 10.13074/jent.2016.12.164214
– volume: 100
  start-page: 179
  year: 2003
  end-page: 195
  ident: CR8
  article-title: Using principal component analysis to monitor spatial and temporal changes in water quality
  publication-title: J Hazard Mater
  doi: 10.1016/S0304-3894(03)00104-3
– volume: 26
  start-page: 303
  year: 2001
  end-page: 308
  ident: CR19
  article-title: Chemical contamination of the East river (Dongjiang) and its implication on sustainable development in the Pearl River Delta
  publication-title: Environ Int
  doi: 10.1016/S0160-4120(01)00004-6
– volume: 1
  start-page: 109
  year: 2009
  end-page: 112
  ident: CR22
  article-title: Water quality variation and reasons analysis on the mainstream of Huai river in recent years
  publication-title: Environ Prot Sci
– volume: 7
  start-page: 4427
  year: 2015
  end-page: 4445
  ident: CR15
  article-title: Impacts of land use on surface water quality in a subtropical River Basin: a case study of the Dongjiang river Basin
  publication-title: Southeast China Water
– volume: 25
  start-page: 353
  year: 2011
  end-page: 361
  ident: CR23
  article-title: Assessment of temporal and spatial variation of coastal water quality and source identification along Macau peninsula
  publication-title: Stoch Environ Res Risk Assess
  doi: 10.1007/s00477-010-0373-4
– volume: 24
  start-page: 889
  year: 2010
  end-page: 908
  ident: CR61
  article-title: Impact of water projects on river flow regimes and water quality in Huai River Basin
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-009-9477-3
– volume: 29
  start-page: 1705
  year: 1995
  end-page: 1718
  ident: CR6
  article-title: Source identification of bulk wet deposition in finland by positive matrix factorization
  publication-title: Atmos Environ
  doi: 10.1016/1352-2310(94)00367-t
– volume: 41
  start-page: 3429
  year: 2007
  end-page: 3439
  ident: CR64
  article-title: Spatio-temporal patterns and source apportionment of coastal water pollution in eastern Hong Kong
  publication-title: Water Res
  doi: 10.1016/j.watres.2007.04.022
– volume: 17
  start-page: 802
  year: 2015
  end-page: 812
  ident: CR3
  article-title: Source apportionment of airborne nanoparticles in a middle eastern city using positive matrix factorization
  publication-title: Environ Sci Process Impacts
  doi: 10.1039/C5EM00027K
– volume: 75
  start-page: 1029
  year: 2016
  ident: CR9
  article-title: Evaluation of surface water quality and heavy metal pollution of Coruh river Basin (Turkey) by multivariate statistical methods
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5821-0
– volume: 40
  start-page: 109
  year: 2006
  end-page: 119
  ident: CR11
  article-title: PCB congeners and dechlorination in sediments of Lake Hartwell, South Carolina, determined from cores collected in 1987 and 1998
  publication-title: Environ Sci Technol
  doi: 10.1021/es050194o
– volume: 100
  start-page: 8
  year: 2014
  end-page: 15
  ident: CR25
  article-title: Biological toxicity of groundwater in a seashore area: causal analysis and its spatial pollutant pattern
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2013.12.073
– volume: 43
  start-page: 166
  year: 2016
  end-page: 176
  ident: CR57
  article-title: Water quality assessment of the Huaihe River segment of Bengbu (China) using multivariate statistical techniques
  publication-title: Water Resour
  doi: 10.1134/S0097807816010115
– volume: 1
  start-page: 110
  year: 2009
  ident: CR32
  article-title: Water quality analysis of the Songhua River Basin using multivariate techniques
  publication-title: J Water Resour Prot
  doi: 10.4236/jwarp.2009.12015
– volume: 28
  start-page: 317
  year: 2006
  end-page: 330
  ident: CR49
  article-title: Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of the Mahanadi river–estuarine system (India)–a case study
  publication-title: Environ Geochem Health
  doi: 10.1007/s10653-005-9001-5
– volume: 37
  start-page: 23
  year: 1997
  end-page: 35
  ident: CR40
  article-title: Least squares formulation of robust non-negative factor analysis
  publication-title: Chemom Intell Lab Syst
  doi: 10.1016/S0169-7439(96)00044-5
– volume: 8
  start-page: e53163
  year: 2013
  ident: CR33
  article-title: Effects of catchment and riparian landscape setting on water chemistry and seasonal evolution of water quality in the upper Han river basin China
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0053163
– volume: 15
  start-page: 137
  year: 2005
  end-page: 153
  ident: CR28
  article-title: Spatial considerations for linking watershed land cover to ecological indicators in streams
  publication-title: Ecol Appl
  doi: 10.1890/04-0481
– volume: 51
  start-page: 45
  year: 2013
  end-page: 58
  ident: CR48
  article-title: Effect of land-use patterns on total nitrogen concentration in the upstream regions of the Haihe river Basin China
  publication-title: Environ Manag
  doi: 10.1007/s00267-011-9764-7
– volume: 209
  start-page: 48
  year: 2012
  end-page: 58
  ident: CR44
  article-title: Effects of land cover, topography, and built structure on seasonal water quality at multiple spatial scales
  publication-title: J Hazard Mater
  doi: 10.1016/j.jhazmat.2011.12.068
– volume: 34
  start-page: 2453
  year: 2013
  end-page: 2463
  ident: CR20
  article-title: Investigation of PM10 sources in Santa Catarina, Brazil through graphical interpretation analysis combined with receptor modelling
  publication-title: Environ Technol
  doi: 10.1080/21622515.2013.772659
– volume: 7
  start-page: 2591
  year: 2015
  end-page: 2611
  ident: CR13
  article-title: Spatio-temporal variations and source apportionment of water pollution in Danjiangkou Reservoir Basin
  publication-title: Cent China Water
– volume: 5
  start-page: 1171
  year: 2016
  ident: CR36
  article-title: Characterizing and explaining spatio-temporal variation of water quality in a highly disturbed river by multi-statistical techniques
  publication-title: SpringerPlus
  doi: 10.1186/s40064-016-2815-z
– volume: 583
  start-page: 421
  year: 2017
  end-page: 431
  ident: CR52
  article-title: Multivariate statistical evaluation of dissolved trace elements and a water quality assessment in the middle reaches of Huaihe River Anhui, China
  publication-title: Sci Total Environ
  doi: 10.1016/j.scitotenv.2017.01.088
– volume: 60
  start-page: 202
  year: 2016
  end-page: 212
  ident: CR60
  article-title: Effect of land use types on stream water quality under seasonal variation and topographic characteristics in the Wei river basin China
  publication-title: Ecol Indic
  doi: 10.1016/j.ecolind.2015.06.029
– volume: 155
  start-page: 70
  year: 2016
  end-page: 85
  ident: CR38
  article-title: Distribution patterns, infiltration and health risk assessment of PM2. 5-bound PAHs in indoor and outdoor air in cold zone
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2016.04.023
– volume: 400
  start-page: 323
  year: 2011
  end-page: 332
  ident: CR43
  article-title: Implications of rainfall variability for seasonality and climate-induced risks concerning surface water quality in East Asia
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2011.01.050
– volume: 24
  start-page: 942
  year: 2011
  end-page: 948
  ident: CR56
  article-title: Concentrations of heavy metals in economic aquatic animals in Huai river segment of Bengbu sampling points East China
  publication-title: Res Environ Sci
– volume: 7
  start-page: 2577
  year: 2017
  end-page: 2586
  ident: CR27
  article-title: Multivariate statistical evaluation of heavy metals in the surface water sources of Jia Bharali river basin North Brahmaputra plain, India
  publication-title: Appl Water Sci
  doi: 10.1007/s13201-016-0453-9
– volume: 4
  start-page: 014
  year: 2005
  ident: CR14
  article-title: Dynamic pollution receiving capacity in Huainan-Bengbu section of the Huaihe River [J]
  publication-title: Water Resour Prot
– volume: 44
  start-page: 2474
  year: 2010
  end-page: 2481
  ident: CR18
  article-title: Selecting an appropriate multivariate source apportionment model result
  publication-title: Environ Sci Technol
  doi: 10.1021/es9018095
– volume: 178
  start-page: 295
  year: 2004
  end-page: 311
  ident: CR42
  article-title: Principal component analysis: an appropriate tool for water quality evaluation and management—application to a tropical lake system
  publication-title: Ecol Model
  doi: 10.1016/j.ecolmodel.2004.03.007
– volume: 370
  start-page: 99
  year: 2006
  end-page: 116
  ident: CR12
  article-title: Characterizing the pollution produced by an industrial area—chemometric methods applied to the Lagoon of Venice
  publication-title: Sci Total Environ
  doi: 10.1016/j.scitotenv.2006.06.002
– volume: 75
  start-page: 1105
  year: 2016
  ident: CR29
  article-title: Assessment of heavy metal contamination in water body and riverbed sediments of the Yanghe river in the Bohai sea China
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5902-0
– volume: 37
  start-page: 4119
  year: 2003
  end-page: 4124
  ident: CR45
  article-title: Assessment of the surface water quality in Northern Greece
  publication-title: Water Res
  doi: 10.1016/S0043-1354(03)00398-1
– year: 2006
  ident: CR63
  publication-title: Evaluation of the implementation of water pollution prevention and control plans in China: the case of Huai river basin Ms for water scarcity—analytical and advisory assistance program
– ident: CR24
– volume: 54
  start-page: 101
  year: 2009
  end-page: 123
  ident: CR53
  article-title: A review of the potential impacts of climate change on surface water quality
  publication-title: Hydrol Sci J
  doi: 10.1623/hysj.54.1.101
– volume: 41
  start-page: 187
  year: 2014
  end-page: 197
  ident: CR10
  article-title: Relationships between land use patterns and water quality in the Taizi River basin
  publication-title: China Ecol Indic
  doi: 10.1016/j.ecolind.2014.02.003
– volume: 43
  start-page: 166
  year: 2016
  ident: 938_CR57
  publication-title: Water Resour
  doi: 10.1134/S0097807816010115
– ident: 938_CR24
  doi: 10.1155/2013/329187
– volume: 29
  start-page: 1705
  year: 1995
  ident: 938_CR6
  publication-title: Atmos Environ
  doi: 10.1016/1352-2310(94)00367-t
– volume: 8
  start-page: e53163
  year: 2013
  ident: 938_CR33
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0053163
– volume: 41
  start-page: 3429
  year: 2007
  ident: 938_CR64
  publication-title: Water Res
  doi: 10.1016/j.watres.2007.04.022
– volume: 4
  start-page: 014
  year: 2005
  ident: 938_CR14
  publication-title: Water Resour Prot
– volume: 38
  start-page: 3980
  year: 2004
  ident: 938_CR46
  publication-title: Water Res
  doi: 10.1016/j.watres.2004.06.011
– volume: 60
  start-page: 202
  year: 2016
  ident: 938_CR60
  publication-title: Ecol Indic
  doi: 10.1016/j.ecolind.2015.06.029
– volume: 40
  start-page: 109
  year: 2006
  ident: 938_CR11
  publication-title: Environ Sci Technol
  doi: 10.1021/es050194o
– volume-title: Predicting water quality in New Zealand rivers from catchment-scale physical, hydrological and land cover descriptors using random forest models Ministry for the environment, NIWA Client Report: CHC2010–0
  year: 2010
  ident: 938_CR51
– volume: 17
  start-page: 802
  year: 2015
  ident: 938_CR3
  publication-title: Environ Sci Process Impacts
  doi: 10.1039/C5EM00027K
– volume: 57
  start-page: 27
  year: 2016
  ident: 938_CR5
  publication-title: Limnol Ecol Manag Inland Waters
  doi: 10.1016/j.limno.2016.01.001
– volume: 209
  start-page: 48
  year: 2012
  ident: 938_CR44
  publication-title: J Hazard Mater
  doi: 10.1016/j.jhazmat.2011.12.068
– volume: 137
  start-page: 20
  year: 2015
  ident: 938_CR62
  publication-title: Landsc Urban Plan
  doi: 10.1016/j.landurbplan.2014.12.010
– volume: 37
  start-page: 4119
  year: 2003
  ident: 938_CR45
  publication-title: Water Res
  doi: 10.1016/S0043-1354(03)00398-1
– ident: 938_CR16
– volume: 37
  start-page: 23
  year: 1997
  ident: 938_CR40
  publication-title: Chemom Intell Lab Syst
  doi: 10.1016/S0169-7439(96)00044-5
– volume: 178
  start-page: 295
  year: 2004
  ident: 938_CR42
  publication-title: Ecol Model
  doi: 10.1016/j.ecolmodel.2004.03.007
– volume: 313
  start-page: 77
  year: 2003
  ident: 938_CR35
  publication-title: Sci Total Environ
  doi: 10.1016/S0048-9697(02)00683-6
– volume: 23
  start-page: 3943
  year: 2016
  ident: 938_CR26
  publication-title: Environ Sci Pollut Res
  doi: 10.1007/s11356-015-5874-8
– volume: 583
  start-page: 421
  year: 2017
  ident: 938_CR52
  publication-title: Sci Total Environ
  doi: 10.1016/j.scitotenv.2017.01.088
– volume: 41
  start-page: 187
  year: 2014
  ident: 938_CR10
  publication-title: China Ecol Indic
  doi: 10.1016/j.ecolind.2014.02.003
– volume: 23
  start-page: 69
  year: 2003
  ident: 938_CR31
  publication-title: Environ Sci
– volume: 155
  start-page: 70
  year: 2016
  ident: 938_CR38
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2016.04.023
– volume: 42
  start-page: 1989
  year: 2008
  ident: 938_CR47
  publication-title: Water Res
  doi: 10.1016/j.watres.2007.11.034
– volume: 66
  start-page: 377
  year: 2002
  ident: 938_CR50
  publication-title: J Environ Manag
  doi: 10.1006/jema.2002.0593
– volume: 75
  start-page: 265
  year: 2016
  ident: 938_CR7
  publication-title: India Environ Earth Sci
  doi: 10.1007/s12665-015-4990-6
– volume: 12
  start-page: 67
  year: 2003
  ident: 938_CR30
  publication-title: Resour Environ Yangtze Basin
– ident: 938_CR54
– volume: 44
  start-page: 2474
  year: 2010
  ident: 938_CR18
  publication-title: Environ Sci Technol
  doi: 10.1021/es9018095
– volume: 75
  start-page: 1105
  year: 2016
  ident: 938_CR29
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5902-0
– volume: 61
  start-page: 82
  year: 2018
  ident: 938_CR55
  publication-title: Sci China Earth Sci
  doi: 10.1007/s11430-017-9126-3
– volume: 100
  start-page: 179
  year: 2003
  ident: 938_CR8
  publication-title: J Hazard Mater
  doi: 10.1016/S0304-3894(03)00104-3
– volume: 42
  start-page: 1423
  year: 2014
  ident: 938_CR58
  publication-title: CLEAN–Soil Air Water
  doi: 10.1002/clen.201300600
– volume: 35
  start-page: 2881
  year: 2001
  ident: 938_CR2
  publication-title: Water Res
  doi: 10.1016/S0043-1354(00)00592-3
– volume: 15
  start-page: 137
  year: 2005
  ident: 938_CR28
  publication-title: Ecol Appl
  doi: 10.1890/04-0481
– volume: 34
  start-page: 807
  year: 2000
  ident: 938_CR17
  publication-title: Water Rese
  doi: 10.1016/S0043-1354(99)00225-0
– volume: 29
  start-page: 197
  year: 2005
  ident: 938_CR59
  publication-title: Comput Environ Urban Syst
  doi: 10.1016/j.compenvurbsys.2003.10.001
– volume-title: Evaluation of the implementation of water pollution prevention and control plans in China: the case of Huai river basin Ms for water scarcity—analytical and advisory assistance program
  year: 2006
  ident: 938_CR63
– volume: 51
  start-page: 45
  year: 2013
  ident: 938_CR48
  publication-title: Environ Manag
  doi: 10.1007/s00267-011-9764-7
– volume: 54
  start-page: 101
  year: 2009
  ident: 938_CR53
  publication-title: Hydrol Sci J
  doi: 10.1623/hysj.54.1.101
– ident: 938_CR39
– volume: 370
  start-page: 99
  year: 2006
  ident: 938_CR12
  publication-title: Sci Total Environ
  doi: 10.1016/j.scitotenv.2006.06.002
– volume: 7
  start-page: 4427
  year: 2015
  ident: 938_CR15
  publication-title: Southeast China Water
– volume: 1
  start-page: 110
  year: 2009
  ident: 938_CR32
  publication-title: J Water Resour Prot
  doi: 10.4236/jwarp.2009.12015
– volume: 187
  start-page: 1
  year: 2015
  ident: 938_CR34
  publication-title: Environ Monit Assess
  doi: 10.1007/s10661-014-4167-x
– volume: 12
  start-page: 104012
  year: 2017
  ident: 938_CR1
  publication-title: Environ Res Lett
  doi: 10.1088/1748-9326/aa8a33
– volume: 24
  start-page: 20995
  year: 2017
  ident: 938_CR37
  publication-title: Environ Sci Pollut Res
  doi: 10.1007/s11356-017-9733-7
– volume: 5
  start-page: 27
  year: 2016
  ident: 938_CR4
  publication-title: Environ Nanotechnol Monit Manag
  doi: 10.13074/jent.2016.12.164214
– volume: 26
  start-page: 303
  year: 2001
  ident: 938_CR19
  publication-title: Environ Int
  doi: 10.1016/S0160-4120(01)00004-6
– volume: 400
  start-page: 323
  year: 2011
  ident: 938_CR43
  publication-title: J Hydrol
  doi: 10.1016/j.jhydrol.2011.01.050
– volume: 24
  start-page: 942
  year: 2011
  ident: 938_CR56
  publication-title: Res Environ Sci
– volume: 30
  start-page: 129
  year: 1998
  ident: 938_CR41
  publication-title: Math Geol
  doi: 10.1023/A:1021718929576
– volume: 1
  start-page: 109
  year: 2009
  ident: 938_CR22
  publication-title: Environ Prot Sci
– volume: 7
  start-page: 2577
  year: 2017
  ident: 938_CR27
  publication-title: Appl Water Sci
  doi: 10.1007/s13201-016-0453-9
– ident: 938_CR21
– volume: 25
  start-page: 353
  year: 2011
  ident: 938_CR23
  publication-title: Stoch Environ Res Risk Assess
  doi: 10.1007/s00477-010-0373-4
– volume: 5
  start-page: 1171
  year: 2016
  ident: 938_CR36
  publication-title: SpringerPlus
  doi: 10.1186/s40064-016-2815-z
– volume: 28
  start-page: 317
  year: 2006
  ident: 938_CR49
  publication-title: Environ Geochem Health
  doi: 10.1007/s10653-005-9001-5
– volume: 7
  start-page: 2591
  year: 2015
  ident: 938_CR13
  publication-title: Cent China Water
  doi: 10.3390/w7062591
– volume: 100
  start-page: 8
  year: 2014
  ident: 938_CR25
  publication-title: Chemosphere
  doi: 10.1016/j.chemosphere.2013.12.073
– volume: 34
  start-page: 2453
  year: 2013
  ident: 938_CR20
  publication-title: Environ Technol
  doi: 10.1080/21622515.2013.772659
– volume: 75
  start-page: 1029
  year: 2016
  ident: 938_CR9
  publication-title: Environ Earth Sci
  doi: 10.1007/s12665-016-5821-0
– volume: 24
  start-page: 889
  year: 2010
  ident: 938_CR61
  publication-title: Water Resour Manag
  doi: 10.1007/s11269-009-9477-3
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Snippet Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal cluster...
Abstract Identification of nonpoint source (NPS) pollution is essential for effective water management. In this study we used a combined approach of hierarchal...
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SubjectTerms Agricultural management
Ammonia
Anthropogenic factors
Aquatic Pollution
Cluster analysis
Comparative Law
Deterioration
Earth and Environmental Science
Earth Sciences
Factorization
Huaihe River
Hydrogeology
Hydrologic regime
Hydrology
Identification
Industrial and Production Engineering
Industrial pollution
International & Foreign Law
Land pollution
Land use
Monitoring
Monitoring systems
Nanotechnology
Nonpoint source pollution
Original Article
Pollution sources
Positive matrix factorization
Private International Law
River basins
River water
Rivers
Stations
Surface water
Urban agriculture
Waste Water Technology
Water Industry/Water Technologies
Water Management
Water pollution
Water Pollution Control
Water quality
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Title Application of positive matrix factorization to identify potential sources of water quality deterioration of Huaihe River, China
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Volume 9
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