Hydrological and environmental controls of the stream nitrate concentration and flux in a small agricultural watershed
被引:52
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作者:
Zhou, Y.
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Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Zhou, Y.
[1
]
Xu, J. F.
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机构:
Yangtze River Water Resources Protect Sci Inst, Wuhan 430051, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Xu, J. F.
[2
]
Yin, W.
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Yangtze River Water Resources Protect Sci Inst, Wuhan 430051, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Yin, W.
[2
]
Ai, L.
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Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Ai, L.
[1
]
Fang, N. F.
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机构:
Chinese Acad Sci, Inst Soil & Water Conservat, State Key Lab Soil Eros & Dryland Farming Loess P, Yangling 712100, Shaanxi, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Fang, N. F.
[3
]
Tan, W. F.
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Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Tan, W. F.
[1
]
Yan, F. L.
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Yangtze River Water Resources Protect Sci Inst, Wuhan 430051, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Yan, F. L.
[2
]
Shi, Z. H.
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Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Chinese Acad Sci, Inst Soil & Water Conservat, State Key Lab Soil Eros & Dryland Farming Loess P, Yangling 712100, Shaanxi, Peoples R ChinaHuazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
Shi, Z. H.
[1
,3
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机构:
[1] Huazhong Agr Univ, Coll Resources & Environm, Wuhan 430070, Peoples R China
[2] Yangtze River Water Resources Protect Sci Inst, Wuhan 430051, Peoples R China
[3] Chinese Acad Sci, Inst Soil & Water Conservat, State Key Lab Soil Eros & Dryland Farming Loess P, Yangling 712100, Shaanxi, Peoples R China
Nitrate exports from diffuse sources constitute a major cause of eutrophication and episodic acidification in inland aquatic systems, and remedial action requires the identification of the influencing factors associated with these nitrate exports. This paper examines the combined effects of watershed complexity on nitrate concentration and flux in terms of the hydrological and environmental factors in heterogeneous nested subwatersheds in the Danjiangkou Reservoir Area (DRA), China. We established 15 sampling sites in the main stream and tributaries and conducted biweekly sampling in 2008-2012 to monitor the nitrate exports. The hydrological and environmental indices within the watershed were divided into sub watersheds and considered as potential influencing factors. In consideration of the high co-linearity of these influencing factors, we used partial least squares regression (PLSR) to determine the associations between the stream nitrate concentration or flux and 26 selected watershed characteristics. The number of components was unequal for the nitrate concentration and flux models. The optimal models explained 66.4%, 60.0% and 59.9% of the variability in nitrate concentration and 74.7%, 67.1% and 58.0% of the variability in nitrate flux annually, in the dry season, and in the wet season, respectively. According to the variable importance in the projection (VIP) values, the dominant first-order factors for the nitrate concentration were as follows: the areal percentages of agricultural, forest and residential areas; followed by the slope; the largest patch index (LPI); the flow path gradient (FPG); the slope gradient variance (SGV); and the splitting index (SPLIT). In addition to these factors, the runoff coefficient (RC), flashiness index (FI), and patch density (PD) affected the changes in the nitrate flux. This study illustrates the influence of hydrological and environmental factors on seasonal water quality and can serve as guidelines for better watershed modeling and effective water quality management. (C) 2016 Elsevier B.V. All rights reserved.
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Univ Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Davis, Caroline A.
Ward, Adam S.
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Indiana Univ, Sch Publ & Environm Affairs, Bloomington, IN 47405 USA
Univ Iowa, Dep Earth & Environm Sci, Iowa City, IA 52242 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Ward, Adam S.
Burgin, Amy J.
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Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Burgin, Amy J.
Loecke, Terrance D.
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Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Loecke, Terrance D.
Riveros-Iregui, Diego A.
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Univ N Carolina, Dep Geog, Chapel Hill, NC 27599 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Riveros-Iregui, Diego A.
Schnoebelen, Douglas J.
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Univ Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Schnoebelen, Douglas J.
Just, Craig L.
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Univ Iowa, Dep Civil & Environm Engn, Iowa City, IA 52242 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Just, Craig L.
Thomas, Steven A.
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Univ Nebraska, Sch Nat Resources, Lincoln, NE 68583 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Thomas, Steven A.
Weber, Larry J.
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Univ Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
Weber, Larry J.
St Clair, Martin A.
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Coe Coll, Dep Chem, Cedar Rapids, IA 52402 USAUniv Iowa, IIHR Hydrosci & Engn, Lucille A Carver Mississippi Riverside Environm R, Muscatine, IA 52761 USA
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Pusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South KoreaPusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South Korea
Lee, Chung-Mo
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Hamm, Se-Yeong
Cheong, Jae-Yeol
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Korea Radioact Waste Agcy, Gyeongju 38062, South KoreaPusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South Korea
Cheong, Jae-Yeol
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Kim, Kangjoo
Yoon, Heesung
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Korea Inst Geosci & Mineral Resources, Groundwater Res Ctr, Daejeon 34132, South KoreaPusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South Korea
Yoon, Heesung
Kim, MoonSu
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Natl Inst Environm Res, Soil & Groundwater Div, Incheon 22689, South KoreaPusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South Korea
Kim, MoonSu
Kim, Jinsoo
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Pukyong Natl Univ, Dept Spatial Informat Engn, Busan 48513, South KoreaPusan Natl Univ, Dept Geol Sci, 2 Busandaehak Ro 63Beon-gil, Busan 46241, South Korea
机构:
Sichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R ChinaSichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R China
Lan, Ping
Guo, Li
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Sichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R ChinaSichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R China
Guo, Li
Sun, Hailong
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Sichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R ChinaSichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R China
Sun, Hailong
Zhang, Yaling
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Sichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R ChinaSichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R China
Zhang, Yaling
Jiang, Yanjia
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Sichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R ChinaSichuan Univ, Coll Water Resource & Hydropower, State Key Lab Hydraul & Mt River Engn, Chengdu 610065, Peoples R China
机构:
Univ Calif Davis, Dept Land Air & Water Resources, One Shield Ave, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, One Shield Ave, Davis, CA 95616 USA
Zikalala, Prudentia
Kisekka, Isaya
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Univ Calif Davis, Dept Land Water Resources & Biol & Agr Engn, One Shield Ave, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, One Shield Ave, Davis, CA 95616 USA
Kisekka, Isaya
Grismer, Mark
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Univ Calif Davis, Dept Land Water Resources & Biol & Agr Engn, One Shield Ave, Davis, CA 95616 USAUniv Calif Davis, Dept Land Air & Water Resources, One Shield Ave, Davis, CA 95616 USA
机构:
Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Jiangxi Acad Water Sci & Engn, Nanchang 330029, Jiangxi, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Xiao, H. B.
Zhou, C.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Zhou, C.
Hu, X. D.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Hu, X. D.
Wang, J.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Wang, J.
Wang, L.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Wang, L.
Huang, J. Q.
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Yangtze River Sci Res Inst Yangtze River Water Res, Wuhan 430010, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Huang, J. Q.
Yang, F. T.
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Inst Geog Sci & Nat Resources Res, Chinese Acad Sci, Key Lab Ecosyst Network Observat & Modeling, Qianyanzhou Ecol Res Stn, Beijing 100101, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Yang, F. T.
Zhao, J. S.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Zhao, J. S.
Shi, Z. H.
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Huazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
Jiangxi Acad Water Sci & Engn, Nanchang 330029, Jiangxi, Peoples R ChinaHuazhong Agr Univ, State Environm Protect Key Lab Soil Hlth & Green R, Wuhan 430070, Peoples R China
机构:
Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
Jiang, Rui
Woli, Krishna P.
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Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
Woli, Krishna P.
Kuramochi, Kanta
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Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
Kuramochi, Kanta
Hayakawa, Atsushi
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Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
Hayakawa, Atsushi
Shimizu, Mariko
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Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
Shimizu, Mariko
Hatano, Ryusuke
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Hokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, JapanHokkaido Univ, Lab Soil Sci, Grad Sch Agr, Kita Ku, Sapporo, Hokkaido 0608589, Japan
机构:
Department of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar PradeshDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Mishra H.
Denis D.M.
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Department of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar PradeshDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Denis D.M.
Suryavanshi S.
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机构:
Department of Civil Engineering, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, Uttar PradeshDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Suryavanshi S.
Kumar M.
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Department of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar PradeshDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Kumar M.
Srivastava S.K.
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Department of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar PradeshDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Srivastava S.K.
Denis A.F.
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机构:
Department of Agricultural Engineering, NIMS University, Jaipur, RajasthanDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh
Denis A.F.
Kumar R.
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机构:
Uttar Pradesh Council of Agricultural Research, LucknowDepartment of Soil, Water, Land Engineering and Management, Sam Higginbottom University of Agriculture, Technology and Sciences, Allahabad, 211007, Uttar Pradesh