Skip to main content
Erschienen in: Environmental Earth Sciences 3/2014

01.02.2014 | Original Article

Multivariate statistical techniques for evaluating and identifying the environmental significance of heavy metal contamination in sediments of the Yangtze River, China

verfasst von: Lan Wang, Yaping Wang, Wenzhao Zhang, Chunxue Xu, Ziyi An

Erschienen in: Environmental Earth Sciences | Ausgabe 3/2014

Einloggen

Aktivieren Sie unsere intelligente Suche, um passende Fachinhalte oder Patente zu finden.

search-config
loading …

Abstract

The concentrations of heavy metals (Cr, Co, Ni, Cu, Zn, Pb, Cd, As, Hg, and Fe) in sediments of the Yangtze River, China, were investigated to evaluate levels of contamination and their potential sources. The lowest heavy metal concentrations were found in the source regions of the river basin. Relatively high concentrations of metals, except Cr, were found in the Sichuan Basin, and the highest concentrations were in the Xiangjiang and Shun’anhe rivers. All concentrations, except Ni, were higher than global averages. Principal component analysis and hierarchical cluster analysis showed that Zn, Pb, As, Hg, and Cd were derived mainly from the exploitation of various multi-metal minerals, industrial wastewater, and domestic sewage. Cu, Co, and Fe were derived mainly from natural weathering (erosion). Cr and Ni were derived mainly from agricultural activities, municipal and industrial wastewater. Sediment pollution was assessed using the geoaccumulation index (I geo) and enrichment factor (EF). Among the ten heavy metals assessed, Cd and Pb had the highest I geo values, followed by Cu, As, Zn, and Hg. The I geo values of Fe, Cr, Co, and Ni were <0 in all sediments. EF provided similar information to I geo: no enrichment was found for Cr, Co, and Ni. Cu, Zn, As, and Hg were relatively enriched at some sites while Cd and Pb showed significant enrichment.

Sie haben noch keine Lizenz? Dann Informieren Sie sich jetzt über unsere Produkte:

Springer Professional "Wirtschaft+Technik"

Online-Abonnement

Mit Springer Professional "Wirtschaft+Technik" erhalten Sie Zugriff auf:

  • über 102.000 Bücher
  • über 537 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Finance + Banking
  • Management + Führung
  • Marketing + Vertrieb
  • Maschinenbau + Werkstoffe
  • Versicherung + Risiko

Jetzt Wissensvorsprung sichern!

Springer Professional "Technik"

Online-Abonnement

Mit Springer Professional "Technik" erhalten Sie Zugriff auf:

  • über 67.000 Bücher
  • über 390 Zeitschriften

aus folgenden Fachgebieten:

  • Automobil + Motoren
  • Bauwesen + Immobilien
  • Business IT + Informatik
  • Elektrotechnik + Elektronik
  • Energie + Nachhaltigkeit
  • Maschinenbau + Werkstoffe




 

Jetzt Wissensvorsprung sichern!

Anhänge
Nur mit Berechtigung zugänglich
Literatur
Zurück zum Zitat Acevedo-Figueroa D, Jiménez BD, Rodríguez-Sierra CJ (2006) Trace metals in sediments of two estuarine lagoons from Puerto Rico. Environ Pollut 141:336–342CrossRef Acevedo-Figueroa D, Jiménez BD, Rodríguez-Sierra CJ (2006) Trace metals in sediments of two estuarine lagoons from Puerto Rico. Environ Pollut 141:336–342CrossRef
Zurück zum Zitat Andrade EM, Palácio HAQ, Souza IH, Leão RAO, Guerreiro MJ (2008) Land use effects in groundwater composition of an alluvial aquifer (Trussu River, Brazil) by multivariate techniques. Environ Res 106:170–177CrossRef Andrade EM, Palácio HAQ, Souza IH, Leão RAO, Guerreiro MJ (2008) Land use effects in groundwater composition of an alluvial aquifer (Trussu River, Brazil) by multivariate techniques. Environ Res 106:170–177CrossRef
Zurück zum Zitat Bai XY, Yuan F, Li XL, Zhou TF, Zhang X, Chen XR, Chen YN, Chen FR, Jia SJ (2008) Spatial variance and pollution analysis of soil heavy metals in Tongling mining area, South China. Earth Sci Front 15:256–263 Bai XY, Yuan F, Li XL, Zhou TF, Zhang X, Chen XR, Chen YN, Chen FR, Jia SJ (2008) Spatial variance and pollution analysis of soil heavy metals in Tongling mining area, South China. Earth Sci Front 15:256–263
Zurück zum Zitat Bartoli G, Papa S, Sagnella E, Fioretto A (2012) Heavy metal content in sediments along the Calore river: relationships with physicalechemical characteristics. J Environ Manage 95:S9–S14CrossRef Bartoli G, Papa S, Sagnella E, Fioretto A (2012) Heavy metal content in sediments along the Calore river: relationships with physicalechemical characteristics. J Environ Manage 95:S9–S14CrossRef
Zurück zum Zitat Bhuiyan MAH, Parvez L, Islam MA, Dampare SB, Suzuki S (2010) Heavy metal pollution of coal mine-affected agricultural soils in the northern part of Bangladesh. J Hazard Mater 173:384–392CrossRef Bhuiyan MAH, Parvez L, Islam MA, Dampare SB, Suzuki S (2010) Heavy metal pollution of coal mine-affected agricultural soils in the northern part of Bangladesh. J Hazard Mater 173:384–392CrossRef
Zurück zum Zitat Chetelat B, Liu CQ, Zhao ZQ, Wang QL, Li SL, Li J, Wang BL (2008) Geochemistry of the dissolved load of the Changjiang Basin rivers: anthropogenic impacts and chemical weathering. Geochim Cosmochim Acta 72:4254–4277CrossRef Chetelat B, Liu CQ, Zhao ZQ, Wang QL, Li SL, Li J, Wang BL (2008) Geochemistry of the dissolved load of the Changjiang Basin rivers: anthropogenic impacts and chemical weathering. Geochim Cosmochim Acta 72:4254–4277CrossRef
Zurück zum Zitat Cook JA, Andrew SM, Johnson MS (1990) Lead, zinc, cadmium and fluoride in small Mammals from contaminated grass-land established on fluorspar tailings. Water Air Soil Pollut 51:43–54CrossRef Cook JA, Andrew SM, Johnson MS (1990) Lead, zinc, cadmium and fluoride in small Mammals from contaminated grass-land established on fluorspar tailings. Water Air Soil Pollut 51:43–54CrossRef
Zurück zum Zitat Daskalakis KD, O’Connor TP (1995) Distribution of chemical concentrations in US coastal an estuarine sediment. Mar Environ Res 40:381–398CrossRef Daskalakis KD, O’Connor TP (1995) Distribution of chemical concentrations in US coastal an estuarine sediment. Mar Environ Res 40:381–398CrossRef
Zurück zum Zitat Eggleton J, Thomas KV (2004) A review of factors affecting the release and bioavailability of contaminants during sediment disturbance events. Environ Int 30:973–980CrossRef Eggleton J, Thomas KV (2004) A review of factors affecting the release and bioavailability of contaminants during sediment disturbance events. Environ Int 30:973–980CrossRef
Zurück zum Zitat Farkas A, Erratico C, Viganò L (2007) Assessment of the environmental significance of heavy metal pollution in surficial sediments of the River Po. Chemosphere 68:761–768CrossRef Farkas A, Erratico C, Viganò L (2007) Assessment of the environmental significance of heavy metal pollution in surficial sediments of the River Po. Chemosphere 68:761–768CrossRef
Zurück zum Zitat Hakanson L (1980) An ecological risk index for aquatic pollution control a sedimentological approach. Water Res 14:975–1001CrossRef Hakanson L (1980) An ecological risk index for aquatic pollution control a sedimentological approach. Water Res 14:975–1001CrossRef
Zurück zum Zitat Han YM, Du PX, Cao JJ, Eric S (2006) Posmentier, Multivariate analysis of heavy metal contamination in urban dusts of Xi’an, Central China. Sci Total Environ 355:176–186CrossRef Han YM, Du PX, Cao JJ, Eric S (2006) Posmentier, Multivariate analysis of heavy metal contamination in urban dusts of Xi’an, Central China. Sci Total Environ 355:176–186CrossRef
Zurück zum Zitat He T, Liao BH, Zeng M, Lei M, Zeng QR, Zhang Y, Guo H (2007) Investigation on arsenic pollution of paddy fields in 4 mining areas in Southern Hunan. Asian J Ecol 2:470–475 (in Chinese) He T, Liao BH, Zeng M, Lei M, Zeng QR, Zhang Y, Guo H (2007) Investigation on arsenic pollution of paddy fields in 4 mining areas in Southern Hunan. Asian J Ecol 2:470–475 (in Chinese)
Zurück zum Zitat Kaushik A, Kansal A, Santosh Meena Kumari S, Kaushik CP (2009) Heavy metal contamination of river Yamuna, Haryana, India: assessment by metal enrichment factor of the sediments. J Hazard Mater 164:265–270 Kaushik A, Kansal A, Santosh Meena Kumari S, Kaushik CP (2009) Heavy metal contamination of river Yamuna, Haryana, India: assessment by metal enrichment factor of the sediments. J Hazard Mater 164:265–270
Zurück zum Zitat Kazi TG, Arain MB, Jamali MK, Jalbani N, Afridi HI, Sarfraz RA, Baig JA, Shah AQ (2009) Assessment of water quality of polluted lake using multivariate statistical techniques: a case study. Ecotox Environ Safe 72:301–309CrossRef Kazi TG, Arain MB, Jamali MK, Jalbani N, Afridi HI, Sarfraz RA, Baig JA, Shah AQ (2009) Assessment of water quality of polluted lake using multivariate statistical techniques: a case study. Ecotox Environ Safe 72:301–309CrossRef
Zurück zum Zitat Krishna AK, Satyanarayanan M, Govil PK (2009) Assessment of heavy metal pollution in water using multivariate statistical techniques in an industrial area: a case study from Patancheru, Medak District, Andhra Pradesh, India. J Hazard Mater 167:366–373CrossRef Krishna AK, Satyanarayanan M, Govil PK (2009) Assessment of heavy metal pollution in water using multivariate statistical techniques in an industrial area: a case study from Patancheru, Medak District, Andhra Pradesh, India. J Hazard Mater 167:366–373CrossRef
Zurück zum Zitat Li SY, Zhang QF (2010) Spatial characterization of dissolved trace elements and heavy metals in the upper Han River (China) using multivariate statistical techniques. J Hazard Mater 176:579–588CrossRef Li SY, Zhang QF (2010) Spatial characterization of dissolved trace elements and heavy metals in the upper Han River (China) using multivariate statistical techniques. J Hazard Mater 176:579–588CrossRef
Zurück zum Zitat Liu SM, Zhang J, Chen HT, Wu Y, Xiang H, Zhang ZF (2003) Nutrients in the Chiangjiang and its tributaries. Biogeochemistry 62:1–18CrossRef Liu SM, Zhang J, Chen HT, Wu Y, Xiang H, Zhang ZF (2003) Nutrients in the Chiangjiang and its tributaries. Biogeochemistry 62:1–18CrossRef
Zurück zum Zitat Liu L, Li FS, Xiong DQ, Song CY (2006) Heavy metal contamination and their distribution in different size fractions of the surficial sediment of Haihe River, China. Environ Geol 50:431–438CrossRef Liu L, Li FS, Xiong DQ, Song CY (2006) Heavy metal contamination and their distribution in different size fractions of the surficial sediment of Haihe River, China. Environ Geol 50:431–438CrossRef
Zurück zum Zitat Lu XQ, Wang L, Liu HD, Wang R, Chen J (2007) Studies on the interaction between antibiotics and DNA. Talanta 73:444–450CrossRef Lu XQ, Wang L, Liu HD, Wang R, Chen J (2007) Studies on the interaction between antibiotics and DNA. Talanta 73:444–450CrossRef
Zurück zum Zitat Ma HZ, Dai SG, Huang GL (2000) Distribution of tributyltin chloride in laboratory simulated estuarine microcosms. Water Res 34:2829–2841CrossRef Ma HZ, Dai SG, Huang GL (2000) Distribution of tributyltin chloride in laboratory simulated estuarine microcosms. Water Res 34:2829–2841CrossRef
Zurück zum Zitat Marengo E, Gennaro MC, Robottie E, Rossanigo P, Rinaudo C, Roz-Gastaldi M (2006) Investigation of anthropic effects connected with metal ions concentration, organic matter and grain size in Bormida River sediments. Anal Chim Acta 560:172–183CrossRef Marengo E, Gennaro MC, Robottie E, Rossanigo P, Rinaudo C, Roz-Gastaldi M (2006) Investigation of anthropic effects connected with metal ions concentration, organic matter and grain size in Bormida River sediments. Anal Chim Acta 560:172–183CrossRef
Zurück zum Zitat Martin JM, Meybeck M (1979) Elemental mass-balance of material carried by major world rivers. Mar Chem 7:73–206CrossRef Martin JM, Meybeck M (1979) Elemental mass-balance of material carried by major world rivers. Mar Chem 7:73–206CrossRef
Zurück zum Zitat Milliman JD, Syvitski JPM (1992) Geomorphic/tectonic control of sediment discharge to the ocean: the importance of small mountainous rivers. J Geol 100:525–544CrossRef Milliman JD, Syvitski JPM (1992) Geomorphic/tectonic control of sediment discharge to the ocean: the importance of small mountainous rivers. J Geol 100:525–544CrossRef
Zurück zum Zitat Müller G (1969) Index of geoaccumulation in sediments of the Rhine River. GeoJournal 2:108–118 Müller G (1969) Index of geoaccumulation in sediments of the Rhine River. GeoJournal 2:108–118
Zurück zum Zitat Müller B, Berg M, Yao ZP, Zhang XF, Wang D, August P (2008) How polluted is the Yangtze River? Water quality downstream from the Three Gorges Dam. Sci Total Environ 402:232–247CrossRef Müller B, Berg M, Yao ZP, Zhang XF, Wang D, August P (2008) How polluted is the Yangtze River? Water quality downstream from the Three Gorges Dam. Sci Total Environ 402:232–247CrossRef
Zurück zum Zitat Pekey H, Karaka D, Bakoglu M (2004) Source apportionment of trace metals in surface waters of a polluted stream using multivariate statistical analyses. Mar Pollut Bull 49:809–818CrossRef Pekey H, Karaka D, Bakoglu M (2004) Source apportionment of trace metals in surface waters of a polluted stream using multivariate statistical analyses. Mar Pollut Bull 49:809–818CrossRef
Zurück zum Zitat Qiao SQ, Yang ZS, Pan YJ, Guo ZG (2007) Metals in suspended sediments from the Changjiang (Yangtze River) and Huanghe (Yellow River) to the sea, and their comparison. Estuar Coast Shelf S 74:539–548CrossRef Qiao SQ, Yang ZS, Pan YJ, Guo ZG (2007) Metals in suspended sediments from the Changjiang (Yangtze River) and Huanghe (Yellow River) to the sea, and their comparison. Estuar Coast Shelf S 74:539–548CrossRef
Zurück zum Zitat Quinton John N, Catt John A (2007) Enrichment of heavy metals in sediment resulting from soil erosion on agricultural fields. Environ Sci Technol 41:3495–3500CrossRef Quinton John N, Catt John A (2007) Enrichment of heavy metals in sediment resulting from soil erosion on agricultural fields. Environ Sci Technol 41:3495–3500CrossRef
Zurück zum Zitat Rifaat AE (2005) Major controls of metal’s distribution in sediments off the Nile Delta Egypt. Egypt J Aquat Res 31:16–28 Rifaat AE (2005) Major controls of metal’s distribution in sediments off the Nile Delta Egypt. Egypt J Aquat Res 31:16–28
Zurück zum Zitat Sakan SM, Ðorđevi DS, Manojlović DD, Predrag PS (2009) Assessment of heavy metal pollutants accumulation in the Tisza river sediments. J Environ Manage 90:3382–3390CrossRef Sakan SM, Ðorđevi DS, Manojlović DD, Predrag PS (2009) Assessment of heavy metal pollutants accumulation in the Tisza river sediments. J Environ Manage 90:3382–3390CrossRef
Zurück zum Zitat Santos Bermejo JC, Beltrán R, Ariza Gómez JL (2003) Spatial variations of heavy metals contamination in sediments from Odiel River (Southwest Spain). Environ Int 29:69–77CrossRef Santos Bermejo JC, Beltrán R, Ariza Gómez JL (2003) Spatial variations of heavy metals contamination in sediments from Odiel River (Southwest Spain). Environ Int 29:69–77CrossRef
Zurück zum Zitat Segura R, Arancibia V, Zuniga MC, Pasten P (2006) Distribution of copper, zinc, lead and cadmium concentrations in stream sediments from the Mapocho River in Santiago, Chile. J Geochem Explor 91:71–80CrossRef Segura R, Arancibia V, Zuniga MC, Pasten P (2006) Distribution of copper, zinc, lead and cadmium concentrations in stream sediments from the Mapocho River in Santiago, Chile. J Geochem Explor 91:71–80CrossRef
Zurück zum Zitat Shan LL, Yuan XY, Mao CP, Ji JF (2008) Characteristics of heavy metals in sediments from different sources and their ecological risks in the lower reaches of the Yangtze River. Environ Sci 29:2399–2404 (in Chinese) Shan LL, Yuan XY, Mao CP, Ji JF (2008) Characteristics of heavy metals in sediments from different sources and their ecological risks in the lower reaches of the Yangtze River. Environ Sci 29:2399–2404 (in Chinese)
Zurück zum Zitat Simpson SL, Apte SC, Bately GE (1998) Effect of short-term resuspension events on trace metal speciation in polluted anoxic sediments. Environ Sci Technol 32:620–625CrossRef Simpson SL, Apte SC, Bately GE (1998) Effect of short-term resuspension events on trace metal speciation in polluted anoxic sediments. Environ Sci Technol 32:620–625CrossRef
Zurück zum Zitat Singh KP, Malik A, Mohan D, Sinha S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India)—a case study. Water Res 38:3980–3992CrossRef Singh KP, Malik A, Mohan D, Sinha S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India)—a case study. Water Res 38:3980–3992CrossRef
Zurück zum Zitat Singh KP, Malik A, Sinha S, Singh VK, Murthy RC (2005a) Estimation of source of heavy metal contamination in sediments of Gomti River (India) using principal component analysis. Water Air Soil Pollut 166:321–341CrossRef Singh KP, Malik A, Sinha S, Singh VK, Murthy RC (2005a) Estimation of source of heavy metal contamination in sediments of Gomti River (India) using principal component analysis. Water Air Soil Pollut 166:321–341CrossRef
Zurück zum Zitat Singh KP, Mohan D, Singh VK, Malik A (2005b) Studies on distribution and fractionation of heavy metals in Gomti River sediments e a tributary of the Ganges, India. J Hydrol 312:14–27CrossRef Singh KP, Mohan D, Singh VK, Malik A (2005b) Studies on distribution and fractionation of heavy metals in Gomti River sediments e a tributary of the Ganges, India. J Hydrol 312:14–27CrossRef
Zurück zum Zitat Song YX, Ji JF, Mao CP, Yang ZF, Yuan XY, Ayoko GA, Frost RL (2010) Heavy metal contamination in suspended solids of Yangtze River-environmental implications. Geoderma 59:286–295CrossRef Song YX, Ji JF, Mao CP, Yang ZF, Yuan XY, Ayoko GA, Frost RL (2010) Heavy metal contamination in suspended solids of Yangtze River-environmental implications. Geoderma 59:286–295CrossRef
Zurück zum Zitat Song YX, Ji JF, Yang ZF, Yuan XY, Mao CP, Frost RL, Ayoko GA (2011) Geochemical behavior assessment and apportionment of heavy metal contaminants in the bottom sediments of lower reach of Yangtze River. Catena 85:73–81CrossRef Song YX, Ji JF, Yang ZF, Yuan XY, Mao CP, Frost RL, Ayoko GA (2011) Geochemical behavior assessment and apportionment of heavy metal contaminants in the bottom sediments of lower reach of Yangtze River. Catena 85:73–81CrossRef
Zurück zum Zitat Varol M (2011) Assessment of heavy metal contamination in sediments of the Tigris River (Turkey) using pollution indices and multivariate statistical techniques. J Hazard Mater 195:355–364CrossRef Varol M (2011) Assessment of heavy metal contamination in sediments of the Tigris River (Turkey) using pollution indices and multivariate statistical techniques. J Hazard Mater 195:355–364CrossRef
Zurück zum Zitat Wang L, Wang YP, Xu CX, An ZY, Wang SM (2011) Analysis and evaluation of the source of heavy metals in water of the River Yangtze. Environ Monit Assess 173:301–313CrossRef Wang L, Wang YP, Xu CX, An ZY, Wang SM (2011) Analysis and evaluation of the source of heavy metals in water of the River Yangtze. Environ Monit Assess 173:301–313CrossRef
Zurück zum Zitat Woitke P, Wellmitz J, Helm D, Kube P, Litheraty P (2003) Analysis and assessment of heavy metal pollution in suspended solids and sediments of the river Danube. Chemosphere 51:633–642CrossRef Woitke P, Wellmitz J, Helm D, Kube P, Litheraty P (2003) Analysis and assessment of heavy metal pollution in suspended solids and sediments of the river Danube. Chemosphere 51:633–642CrossRef
Zurück zum Zitat Xing GX, Zhu ZL (2002) Regional nitrogen budgets for China and its major watersheds. Biogeochemistry 57(58):405–427CrossRef Xing GX, Zhu ZL (2002) Regional nitrogen budgets for China and its major watersheds. Biogeochemistry 57(58):405–427CrossRef
Zurück zum Zitat Yan JP, He Y, Huang H (2007) Characteristics of heavy metals and their evaluation in sediments from middle and lower reaches of the Huaihe River. J China Univ Mining Technol 17:0414–0417CrossRef Yan JP, He Y, Huang H (2007) Characteristics of heavy metals and their evaluation in sediments from middle and lower reaches of the Huaihe River. J China Univ Mining Technol 17:0414–0417CrossRef
Zurück zum Zitat Yang SY, Li CX, Jung HS, Lee HJ (2002) Discrimination of geochemical composition between the Yangtze and the Huanghe sediments and its application for the identification of sediment source in the Jiangsu coastal plain, China. Mar Geol 186:229–241CrossRef Yang SY, Li CX, Jung HS, Lee HJ (2002) Discrimination of geochemical composition between the Yangtze and the Huanghe sediments and its application for the identification of sediment source in the Jiangsu coastal plain, China. Mar Geol 186:229–241CrossRef
Zurück zum Zitat Yang M, Kostaschuk R, Chen Z (2004) Historical changes in heavy metals in the Yangtze estuary. China Environ Geol 46:857–864CrossRef Yang M, Kostaschuk R, Chen Z (2004) Historical changes in heavy metals in the Yangtze estuary. China Environ Geol 46:857–864CrossRef
Zurück zum Zitat Yang SY, Wang ZB, Guo Y, Li CX, Cai JG (2009) Heavy mineral compositions of the Changjiang (Yangtze River) sediments and their provenance-tracing implication. J Asian Earth Sci 35:56–65CrossRef Yang SY, Wang ZB, Guo Y, Li CX, Cai JG (2009) Heavy mineral compositions of the Changjiang (Yangtze River) sediments and their provenance-tracing implication. J Asian Earth Sci 35:56–65CrossRef
Zurück zum Zitat Yi YJ, Yang ZF, Zhang SH (2011) Ecological risk assessment of heavy metals in sediment and human health risk assessment of heavy metals in fishes in the middle and lower reaches of the Yangtze River basin. Environ Pollut 159:2575–2585CrossRef Yi YJ, Yang ZF, Zhang SH (2011) Ecological risk assessment of heavy metals in sediment and human health risk assessment of heavy metals in fishes in the middle and lower reaches of the Yangtze River basin. Environ Pollut 159:2575–2585CrossRef
Zurück zum Zitat Zeng M, Liao BH, Zeng QR, Zhang Y, Luo QJ, Ouyang B (2006) Investigation of arsenic pollution of 3 mining in Chenzhou, Shimen, and Lengshuijiang, 3 Cities in Hunan. J Agro Environ Sci 25:418–421 (in Chinese) Zeng M, Liao BH, Zeng QR, Zhang Y, Luo QJ, Ouyang B (2006) Investigation of arsenic pollution of 3 mining in Chenzhou, Shimen, and Lengshuijiang, 3 Cities in Hunan. J Agro Environ Sci 25:418–421 (in Chinese)
Zurück zum Zitat Zhang J, Liu CL (2002) Riverine composition and estuarine geochemistry of particulate metals in China-weathering features, anthropogenic impact and chemical fluxes. Estuar Coast Shelf S 54:1051–1070CrossRef Zhang J, Liu CL (2002) Riverine composition and estuarine geochemistry of particulate metals in China-weathering features, anthropogenic impact and chemical fluxes. Estuar Coast Shelf S 54:1051–1070CrossRef
Zurück zum Zitat Zhang WG, Feng H, Chang JN, Qu HX, Yu LZ (2009) Heavy metal contamination in surface sediments of Yangtze River intertidal zone: an assessment from different indexes. Environ Pollut 157:1533–1543CrossRef Zhang WG, Feng H, Chang JN, Qu HX, Yu LZ (2009) Heavy metal contamination in surface sediments of Yangtze River intertidal zone: an assessment from different indexes. Environ Pollut 157:1533–1543CrossRef
Zurück zum Zitat Zhao CD, Chen FR, Chen XR, Zhao HC, Xia WL, Nie HF, Kong M, Liu F, Yang K (2008) A methodology of tracking sources of cadmium anomalies and their quantitative estimation in the Yangtze River basin. Dixue Qianyuan 15:179–193 (in Chinese) Zhao CD, Chen FR, Chen XR, Zhao HC, Xia WL, Nie HF, Kong M, Liu F, Yang K (2008) A methodology of tracking sources of cadmium anomalies and their quantitative estimation in the Yangtze River basin. Dixue Qianyuan 15:179–193 (in Chinese)
Metadaten
Titel
Multivariate statistical techniques for evaluating and identifying the environmental significance of heavy metal contamination in sediments of the Yangtze River, China
verfasst von
Lan Wang
Yaping Wang
Wenzhao Zhang
Chunxue Xu
Ziyi An
Publikationsdatum
01.02.2014
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 3/2014
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-013-2522-9

Weitere Artikel der Ausgabe 3/2014

Environmental Earth Sciences 3/2014 Zur Ausgabe