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Influential factors detection for surface water quality with geographical detectors in China

文献类型: 外文期刊

作者: Wang, Jiaxin 1 ; Hu, Maogui 1 ; Zhang, Fengsong 1 ; Gao, Bingbo 3 ;

作者机构: 1.Chinese Acad Sci, Inst Geog Sci & Nat Resources Res, State Key Lab Resources & Environm Informat Syst, Beijing 100101, Peoples R China

2.Univ Chinese Acad Sci, Beijing 100049, Peoples R China

3.Beijing Acad Agr & Forestry Sci, Beijing Res Ctr Informat Technol Agr, Beijing 100097, Peoples R China

4.Jiangsu Ctr Collaborat Innovat Geog Informat Reso, Nanjing 210023, Jiangsu, Peoples R China

关键词: Surface water quality; Spatial-temporal analysis; Geographical Detector; CCME-WQI

期刊名称:STOCHASTIC ENVIRONMENTAL RESEARCH AND RISK ASSESSMENT ( 影响因子:3.379; 五年影响因子:3.348 )

ISSN: 1436-3240

年卷期: 2018 年 32 卷 9 期

页码:

收录情况: SCI

摘要: Surface water quality is a matter of serious concern in China. This study quantitatively analyzes the spatial-temporal characteristics of surface water quality among 100 monitoring stations in China during 2015. A geographical detector was used to detect the influential annual and seasonal factors. Surface water quality is primarily controlled by the content of nutrient pollutants and organic pollutants. Natural factors (precipitation, temperature, soil erosion, and terrain) and anthropogenic factors [land use type, population density, and per capita gross domestic product (GDP-per-capita)] were selected as geographical proxies to be tested for their explanatory power for surface water quality. Results indicated that the top three factors influencing the annual mean of nutrient pollutants were the population density, terrain, and precipitation, the explanatory power of which was 0.82, 0.35, and 0.24, respectively. The interactive explanatory power for population density and terrain was 0.88 and for population density and precipitation was 0.87, both exhibiting enhanced interaction relationships. The top three factors influencing the annual mean of organic pollutants were population density, temperature, and basin, the explanatory power of which was 0.46, 0.29, and 0.27, respectively. The interactive explanatory power for population density and basin was 0.80 and for terrain and precipitation was 0.82, both demonstrating a nonlinear enhanced interaction relationship. For seasonal changes, the nutrient pollutants and organic pollutants were both affected by agricultural runoff due to seasonal farming. This study revealed that anthropogenic factors influenced surface water quality two to three times more than natural factors.

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Wyse;Bouskila, Amos;Shacham, Boaz;Gossa, Tegenu;Ballerio, Alberto;Allievi, Alessandro;de Jager, Gerhard;Petroni, Giulio;Peruzzi, Lorenzo;D'Antraccoli, Marco;Serra, Valentina;Bisi, Alessandro;Chiarucci, Alessandro;Hilpold, Andreas;Rosso, Antonietta;Sciuto, Francesco;Mingozzi, Antonio;Giovanni, Boano;Massa, Bruno;Marrone, Federico;Vecchioni, Luca;Guarino, Riccardo;Giusto, Carlo;Lombardi, Chiara;Nepi, Chiara;Scaccini, Davide;Fontaneto, Diego;Banfi, Enrico;Rigato, Fabrizio;Galasso, Gabriele;Chiozzi, Giorgio;Gallo, Enrico;Bertasi, Fabio;Bartolucci, Fabrizio;Fabbriciani, Fabrizio;Andreone, Franco;Polgar, Gianluca;Filibeck, Goffredo;Tessa, Giulia;Gardini, Giulio;Fenu, Giuseppe;Mazzini, Ilaria;Langeneck, Joachim;Bartolozzi, Luca;Bologna, Marco A.;Abeli, Thomas;Dellacasa, Marco;Uliana, Marco;Novarini, Nicola;Faccoli, Massimo;Majorano, Paolo;Zilioli, Michele;Raia, Pasquale;Cerretti, Pierfilippo;Poggi, Roberto;Bertolino, Sandro;Orsenigo, Simone;Martellos, Stefano;Greuter, Werner;Greuter, Werner;Kouakou, Lombart Maurice;Kato, Daichi;Yadav, Harsh;Chiba, Hideyuki;Chiba, Hideyuki;Yoshitomi, Hiroyuki;Kakui, Keiichi;Kwak, Mackenzie L.;Dick, Matthew H.;Ikuno, Kenji;Genka, Masaaki;Yano, Okihito;Kakizoe, Showtaro;Hellemans, Simon;Jashenko, Roman;Dujsebayeva, Tatjana;Kabak, Ilya;Kabak, Ilya;Katumo, Daniel Mutavi;Baasanmunkh, Shukherdorj;Choi, Hyeok Jae;Shin, Jae-Seo;Eun, Lim Ji;Jung, Eui-Kwon;Kim, Young-Dong;Lazkov, Georgii;Strijk, Joeri Sergej;Shavrin, Alexey;Greke, Kristine;Kalnins, Martins;Petrasiunas, Andrius;Uogintas, Domas;Stonis, Jonas R.;Gudzinskas, Zigmantas;Sokolova, Elena;Kharchenko, Viktoria;Andriambololonera, Sylvie;Kumaran, Jayaraj Vijaya;Appalasamy, Suganthi;Prozorov, Alexey M.;Dembele, Jacques;Hanan Alipi, Ana Maria;Solano Gomez, Aniceto Rodolfo;Maruri-Aguilar, Beatriz;Ramirez Diaz, Claudia Janeth;Carnevali Fernandez-Concha, German;Ramirez-Morillo, Ivon M.;Stefano Duno, Rodrigo;Delgadillo-Moya, Claudio;Prieto Torres, David Alexander;Daniel Tejero-Diez, J.;Meave, Jorge A.;Alvarado Cardenas, Leonardo Osvaldo;Terrazas, Teresa;Barradas, Victor L.;Adilson Pinedo-Escatel, J.;Murugan, Gopal;Ruiz Sanchez, Eduardo;Sanchez Martinez, Emiliano;Hernandez Martinez, Maria Magdalena;Gomez-Noguez, Felipe;Montiel Canales, Gustavo;Socorro Gonzalez-Elizondo, M.;Gonzalez Elizondo, Martha;Rolando Bastida-Zavala, J.;del Socorro Garcia-Madrigal, Maria;Alvarado Rodriguez, Jose Fernando;Lopez Mata, Lauro;Gonzalez Ledesma, Manuel;Ramirez-Marcial, Neptali;Cuevas Guzman, Ramon;Martinez-Camilo, Rub'n;Adilson Pinedo-Escatel, J.;Boldgiv, Bazartseren;Mathieu, Chambouleyron;Lermmel, Claude;Leger, Jean-Francois;Farooq, Harith;Irish, John;Shrestha, Krishna;Dop, A. J.;van der Geer, Alexandra;Jaramillo, Angelica Cibrian;Gielis, Cornelis (Cees);Simons, Erik;Sangster, George;Kronenberg, Gijs C.;Henrot, Jacqueline;Arntzen, Jan W.;Monsch, Kenneth A.;Duistermaat, Leni;Schilthuizen, Menno;d'Oliveira, Micha C.;van Eck, Andre P. W.;Egberts, E.;Peeters, Edwin;Sival, Francisca;Kessels, Han;Rutjes, Hendrikus Antonius;van Dam, Herman;Huang, Huasheng;van Eck, Iris;Klinge, Marcel;Graveland, Jaap;van der Vleuten, Jan;van Zuijlen, Jan Willem;Stroom, Jasper;Collombon, Miriam;van Valkenburg, Johan;Melis, John;Bruins, Linda;Knapp, Markus;Soesbergen, Martin;Beuk, Paul L. T.;van Els, Paul;Haveman, Rense;Lansdown, Richard;Suijkerbuijk, Rob;Pot, Roelf;van Manen, Willem;Marshall, Andrew;de Lange, Peter J.;Blanchon, Dan;Early, John W.;Leduc, Daniel;Gordon, Dennis Preston;Kelly, Michelle;Lowe, David J.;Gordon, Dennis;Ford, Kerry;Harper, Margaret;Marinov, Milen;Marinov, Milen;Maes, Jean-Michel;Perez, Rosa Maria Reyes;Valqui, Thomas;Seid, Abel Gizaw;Langangen, Anders;Bjora, Charlotte Sletten;Di Martino, Emanuela;Nakrem, Hans Arne;Lifjeld, Jan T.;Eidesen, Pernille Bronken;Elven, Reidar;Gusarov, Vladimir I.;Tandberg, Anne Helene Solberg;Andersson, Carin;Westergaard, Kristine Bakke;Ekrem, Torbjorn;Malaquias, Manuel Antonio E.;Majid, Abdul;Hanif, Uzma;Aiello, Annette;Carrion, Juan F.;Garcete-Barrett, Bolivar R.;Soria Rey, Nelida;Cano, Asuncion;Rojas-Fox, Jenny;Reynel Rodriguez, Carlos;Heredia Huarino, Din Olger;Fany Palomino, Elva;Gagliardi-Urrutia, Giussepe;Pino, Guillermo;Trevino Zevallos, Italo Francisco;Trevino Zevallos, Italo Francisco;Cabrera Melendez, Jorge Luis;Cabrera Melendez, Jorge Luis;Dupo, Aimee Lynn;Lit, Ireneo L., Jr.;Lucanas, Cristian C.;General, David Emmanuel M.;Tolentino, Haira Jill;Calaramo, Michael Agbayani;Calaramo, Michael Agbayani;Kaczmarek, Adam;Kaim, Andrzej;Hryniewicz, Krzysztof;Taszakowski, Artur;Tokarska-Guzik, Barbara;Wisniowski, Bogdan;Moniuszko, Hanna;Garcia-Cunchillos, Ivan;De Baets, Kenneth;Talanda, Mateusz;Wieclaw, Helena;Koopman, Jacob;Tyszka, Jaroslaw;Lis, Jerzy;Piatek, Marcin;Wanat, Marek;Zakrzewska, Marta;Kuklinski, Piotr;Salamatin, Ruslan;Solarz, Wojciech;Casimiro Justo Carapeto, Andre de Matos;Muriel, Andreu Santin;Sampaio, Iris;Calado, Antonio Jose;Esquete, Patricia;Sa, Artur A.;Serrano, Artur R. M.;Gois-Marques, Carlos A.;Vila-Vicosa, Carlos;Parrinha, Diogo;Grosso-Silva, Jose Manuel;Ceriaco, Luis M. 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Luisa;Sanz Arnal, Maria;Miguez Rios, Monica;Sanchez Villegas, Rogelio;Alvarez, Elena;Fabado Alos, Javier;Baixeras, Joaquin;Gabriel Segarra-Moragues, Jose;Lucas Lledo, Jose Ignacio;Perez Santa-Rita, Jose Vicente;Monros, Juan S.;Monros Gonzalez, Juan S.;Angel Gomez-Serrano, Miguel;Lopez-Lopez, Pascual;Garilleti, Ricardo;Laguna, Emilio;Penalver Molla, Enrique;Jose Carreras, Esther San;Sanchez Frances, Raul;Gomez Valle, Silvia;Javier Jimenez-Lopez, F.;Fernandez-Gonzalez, Federico;Luis Yela, Jose;Torres Gonzalez, Felix;Garcia Martin, Joaquina Maria;Montserrat Martinez-Ortega, M.;Andres Sanchez, Santiago;Ojeda, Fernando;Blanco Pastor, Jose Luis;Rodriguez-Iglesias, Manuel A.;Ochoa-Hueso, Raol;Cabezas, Francisco J.;Galan-Diaz, Javier;Munoz-Rodriguez, Pablo;Canto, Paloma;Medina, Rafael;Gavilan, Rosario G.;Magana Ugarte, Rosina;Romero, Sara;Rico, Victor J.;Vazquez, Francisco M.;Mercadal i Corominas, Gabriel;Martinez-Sagarra, Gloria;Antonio Devesa, Juan;de la Estrella, Manuel;Romera, Graciela Gil;Ibarra, Pablo Tejero;Gonzalez-Samperiz, Pen'lope;Lazagabaster, Ignacio A.;Salcedo, Isabel;Etayo, Javier;Denzer, Wolfgang;Lopez-Pujol, Jordi;Garnatje, Teresa;Carlos Miranda, Jose;Rubiales, Juan M.;Martinez Labarga, Juan M.;Capo, Miquel;Andres Ros, Jose Vicente;Carretero Diaz, Jose-Miguel;Padulles Cubino, Josep;Borras, Joshua;Carlos Gutierrez-Marco, Juan;Mota, Juan F.;Pino Perez, Juan Jose;Saez, Llorenc;Serra Laliga, Lluis;Serra Laliga, Lluis;Lopez Merino, Lourdes;Buide del Real, M. Luisa;Vicens Fornes, Magdalena;Sanchez-Angulo, Manuel;Escudero, Marcial;Alcolea, Marta;Sanchez Gomez, Pedro;Fraga i Arguimbau, Pere;Orihuela-Rivero, Raol;Granjel, Rodrigo R.;Molino, Sonia;Garcia Mendizabal, Yoana;Carlsson, Bengt;Svensson, Brita;Bosagna, Carlos Guerrero;Arnqvist, Goran;Cardenas, Paco;Ahlberg, Per;Alstrom, Per;Liu, Zongzhuang;Alonso, German Hernandez;Wahlsteen, Eric;Bisang, Irene;Jonsson, Knud Andreas;Hedenas, Lars;Wedin, Mats;Noren, Michael;Stohr, Sabine;Kiel, Steffen;Rota, Jadranka;Wahlberg, Niklas;Tyler, Torbjorn;Arup, Ulf;Strid, Arne;Liljeblad, Johan;Lundin, Kennet;Nielsen, Peter;Strid, Arne;Alonso, German Hernandez;Chautems, Alain;Charpin, Andre;Mombrial, Florian;Zamora, Juan Carlos;Fumeaux, Nicolas;Clerc, Philippe;Garcia-Martin, Ana B.;Mueller, Andreas;Freitag, Anne;Landry, Bernard;Cuccodoro, Giulio;Sabatinelli, Guido;Lobl, Ivan;Valtotton, Laurent;Ruedi, Manuel;Schuchert, Peter;Praz, Christophe;Thivaiou, Danae;Klopfstein, Seraina;Cherix, Daniel;Mitchell, Edward;Mariaux, Jean;Haenni, Jean-Paul;Theurillat, Jean-Paul;Theurillat, Jean-Paul;Bernasconi, Marvco V.;Hawlitschek, Oliver;Samathi, Adun;Hyde, Kevin;Radji, Raoufou;Morales, J. Francisco;Charfi, Faouzia;El Mokni, Ridha;Gunay, Filiz;Agayeva, Saida;Giusti, Alessandro;Schuiteman, Andr';Goyder, David;Noltie, Henry J.;Larridon, Isabel;Bateman, Richard M.;Whittington, Andrew E.;Stewart, Nick;Leftwich, Ashley;Williams, Christopher David;Little, Crispin;Sherwood, Danniella;Lees, David C.;John, David Michael;Noltie, Henry J.;McLean, Ian F. G.;Badmin, John;Todd, Jonathan A.;Barclay, Maxwell V. L.;Geiser, Michael F.;Chen, Zhe-Yu;Telnov, Dmitry;Dickinson, Edward;Beccaloni, George W.;Badmin, John;McArthur, John M.;Davranoglou, Leonidas Romanos;Taberer, Tabitha R.;Shaw, Mark R.;Blagoderov, Vladimir;Young, Mark T.;Ebejer, Martin;Kelly, Martyn;Kelly, Martyn;Langton, Peter;Marchant, Rob;Schneider, Simon;Horton, Tammy;Wuster, Wolfgang;Telnov, Dmitry;Novikov, Andriy;Dubyna, Dmytro;Olshanskyi, Ihor;Fedoronchuk, Mykola;Shiyan, Natalia M.;Vinogradova, Oxana;Mikhailyuk, Tatiana;Hayova, Vera;Balashov, Igor;Kharchenko, Vitaliy A.;Khodosovtsev, Oleksandr;Kovalchuk, Oleksandr;Dyadichko, Vasily;Nachychko, Viktor O.;Kolomiichuk, Vitalii;Perkovsky, Evgeny E.;Perkovsky, Evgeny E.;Mailhos, Ary;Marchesi, Eduardo;Mauricio Bonifacino, Jose;Valtierra Sierra, Maria Victoria;Bauer, Aaron M.;Adeyemi, Adeyinka;Arnold, Keith;Franck, Alan;Burkett-Cadena, Nathan;Smith-Vaniz, William F.;Pandolfi, Alessandra;Dal Pos, Davide;Norrbom, Allen L.;Moncrieff, Andre E.;Remsen, J. V., Jr.;Esselstyn, Jacob;Eberhard, Jessica;Harms, Kyle E.;Johnson, Andrew;Capparella, Angelo;Rossi, Anthony;Casamatta, Dale;Namayandeh, Armin;Borkent, Art;Smith, Brian Tilston;Engel, Michael S.;Hellenthal, Barbara;Ratcliffe, Brett C.;O'Shea, Brian J.;Schmitt, C. Jonathan;Boufford, David;Morris, Paul J.;Shakya, Subir;Swift, Camm C.;McLeod, Samuel A.;Cohen, Chris M.;Borkent, Christopher J.;Borkent, Christopher J.;Rogers, D. Christopher;Gonzalez, Victor H.;Koenemann, Daniel;Campbell, David;Krause, David W.;Cushing, Paula;Sikes, Derek;Les, Don;DeKeyser, Edward S.;Cruz-Rivera, Edwin;Carter, Emily;Seeholzer, Glenn Fairbanks;Pratt, H. Douglas;Gerwin, John A.;Kaiser, Hinrich;Machio, Irene Villa;Harber, Julian;Zander, Richard H.;Gereau, Roy E.;Applequist, Wendy;Egger, J. Mark;Sagebiel, James Christopher;Lopez-Ribot, Jose L.;Atkinson, Thomas H.;Liebherr, James;Dombroskie, Jason J.;Hoghe, James N.;Wolfe, Jared;McGuire, Jimmy A.;Will, Kipling;Zuparko, Robert L.;Hansen, Robert W.;Brett, Roberta;Leal, Jose H.;Winston, Judith E.;Wen, Jun;Pinheiro, Paulo Duraes Pereira;Lee, Justin L.;Rabeler, Richard;Pargeter, Justin;Gregg, Katharine;Carpenter, Kenneth;McCracken, Kevin;Williams, Kevin;Korneyev, Severyn;Winker, Kevin;Austin, Kyhl A.;Watling, Les;Watson, Linda;Marin, Manuel;Epstein, Marc Edward;Key, Marcus M., Jr.;Marques, Mariana P.;Pyron, Mark;Dovciak, Martin;Hauser, Martin;Sage, Obediah;Garrison, Rosser W.;Winterton, Shaun L.;Gaimari, Stephen D.;West-Eberhard, Mary Jane;Diazgranados, Mauricio;Warren, Mel;Oliver, Michael K.;Ferro, Michael L.;Williams, Kevin;Evenhuis, Neal L.;Snow, Neil;Mizumoto, Nobuaki;Rakes, Patrick;Rohner, Patrick;Rozo-Lopez, Paula;Kerr, Peter H.;Stevens, Peter;Uetz, Peter;Wheeler, Quentin;DeWalt, R. Edward;McClelland, R. Kevan Schoonover;Hellenthal, Ronald;Meier, Rose;Heads, Sam W.;James, Samuel Wooster;Hilty, Steve;Adams, Susan B.;Letcher, Susan G.;Wood, Timothy S.;Walsh, S. J.;Murphy, William L.;Thomas, William Wayt;Khalimov, F. Z.;Rakhimov, Mukhammadtuychi;Abdullajonovich, Shodmonov Feruz;Tashpulatov, Yigitali;Rojas-Runjaic, Fernando J. M.;Cerda Perez, Hugo Gullermo;Torrecilla, Pedro;Zapata, Thirza Ruiz;Hoa, Hoang Quynh;Nguyen, Ngoc;Sharp, Cathy;Fitzpatrick, Moira

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