Assessment of water quality in Little Vermillion River watershed using principal component and nearest neighbor analyses

被引:3
作者
Li, Shiyang [1 ,2 ]
Bhattarai, Rabin [2 ]
Wang, Li [1 ]
Cooke, Richard A. [2 ]
Ma, Fang [1 ]
Kalita, Prasanta K. [2 ]
机构
[1] Harbin Inst Technol, SKLUWRE, HIT, State Key Lab Urban Water Resource & Environm, Harbin 150090, Peoples R China
[2] Univ Illinois, Dept Agr & Biol Engn, Urbana, IL 61801 USA
来源
WATER SCIENCE AND TECHNOLOGY-WATER SUPPLY | 2015年 / 15卷 / 02期
基金
中国国家自然科学基金;
关键词
nitrate; non-point source pollution; PCA; subsurface drainage; watershed; NITRATE; SENSITIVITY; ILLINOIS;
D O I
10.2166/ws.2014.117
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Because of increased use of fertilizers to feed the increasing global population, the nutrient loads in surface and subsurface water have increased substantially in the last few decades. Many studies have been conducted to investigate the factors affecting nitrate load in surface and subsurface flow. The objective of this study is to investigate the relationship between the various factors affecting nitrate transport using principal component analysis (PCA) and nearest neighborhood analysis methods. Hydrological and biogeochemical data from a small (<500 km(2)) agricultural watershed in east central Illinois, USA for the duration of 10 years have been used in this study. The PCA approach divided various factors that influence nitrate transport into three principal components. The first component contained air temperature, cover phenotype, evapotranspiration, cover factor and dry mass factors. The second component contained precipitation and flow, which was defined as the hydrologic component. The third component included tillage practices and nitrogen application and was termed the anthropogenic component. The results from the PCA approach suggested all three components had significant influence on nitrate transportation and transformation. Among these three components, the hydrological components had the highest contribution on both surface and subsurface nitrate load. The nearest neighborhood analysis yielded a similar conclusion.
引用
收藏
页码:327 / 338
页数:12
相关论文
共 28 条
[1]   Principal component analysis [J].
Abdi, Herve ;
Williams, Lynne J. .
WILEY INTERDISCIPLINARY REVIEWS-COMPUTATIONAL STATISTICS, 2010, 2 (04) :433-459
[3]   NITRATE, PHOSPHORUS, AND SULFATE IN SUBSURFACE DRAINAGE WATER [J].
BAKER, JL ;
CAMPBELL, KL ;
JOHNSON, HP ;
HANWAY, JJ .
JOURNAL OF ENVIRONMENTAL QUALITY, 1975, 4 (03) :406-412
[4]   Factors controlling nitrate concentrations in surface waters of an artificially drained agricultural watershed [J].
Billy, Claire ;
Birgand, Francois ;
Ansart, Patrick ;
Peschard, Julien ;
Sebilo, Mathieu ;
Tournebize, Julien .
LANDSCAPE ECOLOGY, 2013, 28 (04) :665-684
[5]  
Deegalla S, 2006, ICMLA 2006: 5TH INTERNATIONAL CONFERENCE ON MACHINE LEARNING AND APPLICATIONS, PROCEEDINGS, P245
[6]   Health implications of nitrate and nitrite in drinking water: An update on methemoglobinemia occurrence and reproductive and developmental toxicity [J].
Fan, AM ;
Steinberg, VE .
REGULATORY TOXICOLOGY AND PHARMACOLOGY, 1996, 23 (01) :35-43
[7]   Nitrogen fertilizer and herbicide transport from tile drained fields [J].
Gentry, LE ;
David, MB ;
Smith-Starks, KM ;
Kovacic, DA .
JOURNAL OF ENVIRONMENTAL QUALITY, 2000, 29 (01) :232-240
[8]   Nitrate-N loadings through subsurface environment to agricultural drainage ditches in two flat Midwestern (USA) watersheds [J].
Goswami, D. ;
Kalita, P. K. ;
Cooke, R. A. C. ;
Mclsaac, G. F. .
AGRICULTURAL WATER MANAGEMENT, 2009, 96 (06) :1021-1030
[9]   Simulation of base-flow and tile-flow for storm events in a subsurface drained watershed [J].
Goswami, Debashish ;
Kalita, Prasanta K. .
BIOSYSTEMS ENGINEERING, 2009, 102 (02) :227-235
[10]   Principal component analysis of surface water quality data of the River Drava in eastern Croatia (24 year survey) [J].
Gvozdic, Vlatka ;
Brana, Josip ;
Malatesti, Nela ;
Roland, Danijela .
JOURNAL OF HYDROINFORMATICS, 2012, 14 (04) :1051-1060