Skip to main content
Erschienen in: Environmental Earth Sciences 7/2011

01.04.2011 | Original Article

Integrating multivariate statistical analysis with GIS for geochemical assessment of groundwater quality in Shiwaliks of Punjab, India

verfasst von: Chander Kumar Singh, Satyanarayan Shashtri, Saumitra Mukherjee

Erschienen in: Environmental Earth Sciences | Ausgabe 7/2011

Einloggen

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

search-config
loading …

Abstract

The dependency of people on groundwater has increased in the past few decades due to tremendous increase in crop production, population and industrialization. Groundwater is the main source of irrigation in Shiwaliks of Punjab. In the present study the samples were collected from predetermined location as was located on satellite image on basis of spectral reflectance. Global positioning system was used to collect samples from specific locations. Principal components analysis (PCA) together with other factor analysis procedures consolidate a large number of observed variables into a smaller number of factors that can be more readily interpreted. In the present study, concentrations of different constituents were correlated based on underlying physical and chemical processes such as dissociation, ion exchange, weathering or carbonate equilibrium reactions. The PCA produced six significant components that explained 78% of the cumulative variance. The concentration of the few trace metals was found to be much higher indicating recharge due to precipitation as main transport mechanism of transport of heavy metals in groundwater which is also confirmed by PCA. Piper and other graphical methods were used to identify geochemical facies of groundwater samples and geochemical processes occurring in study area. The water in the study area has temporary hardness and is mainly of Ca–Mg–HCO3 type.

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!

Literatur
Zurück zum Zitat American Public Health Association (APHA) (1995) Standard methods for the examination of water and waste water, 19th edn. American Public Health Association, Washington, DC American Public Health Association (APHA) (1995) Standard methods for the examination of water and waste water, 19th edn. American Public Health Association, Washington, DC
Zurück zum Zitat Ashley RP, Lloyd JW (1978) An example of the use of factor analysis and cluster analysis in ground water chemistry interpretation. J Hydrol 39:355–364CrossRef Ashley RP, Lloyd JW (1978) An example of the use of factor analysis and cluster analysis in ground water chemistry interpretation. J Hydrol 39:355–364CrossRef
Zurück zum Zitat Bhatt CM, Litoria PK, Sharma PK (2008) Geomorphic signatures of active tectonics in Bist Doab Interfluvial Tract of Punjab, NW India. J. Indian Soc. Remote Sens. 36:361–373CrossRef Bhatt CM, Litoria PK, Sharma PK (2008) Geomorphic signatures of active tectonics in Bist Doab Interfluvial Tract of Punjab, NW India. J. Indian Soc. Remote Sens. 36:361–373CrossRef
Zurück zum Zitat Burrough PA, McDonnell RA (1998) Principles of geographical information systems for land resources assessment. Oxford University Press, New York Burrough PA, McDonnell RA (1998) Principles of geographical information systems for land resources assessment. Oxford University Press, New York
Zurück zum Zitat Chadha DK (1999) A proposed new diagram for geochemical classification of natural waters and interpretation of chemical data. J Hydrogeol 7:431–439CrossRef Chadha DK (1999) A proposed new diagram for geochemical classification of natural waters and interpretation of chemical data. J Hydrogeol 7:431–439CrossRef
Zurück zum Zitat Dalton MG, Upchurch SB (1978) Interpretation of hydrochemical facies by factor analysis. Groundwater 16:228–233 Dalton MG, Upchurch SB (1978) Interpretation of hydrochemical facies by factor analysis. Groundwater 16:228–233
Zurück zum Zitat Datta PS, Bhattacharya SK, Tyagi SK (1996) 18O studies on recharge of phreatic aquifers and groundwater flow-paths of mixing in the Delhi area. J Hydrol 176:25–36CrossRef Datta PS, Bhattacharya SK, Tyagi SK (1996) 18O studies on recharge of phreatic aquifers and groundwater flow-paths of mixing in the Delhi area. J Hydrol 176:25–36CrossRef
Zurück zum Zitat Davis JC (2002) Statistics and data analysis in geology. Wiley, Singapore Davis JC (2002) Statistics and data analysis in geology. Wiley, Singapore
Zurück zum Zitat Dawdy DR, Feth JH (1967) Applications of factor analysis in study of chemistry of groundwater quality, Mojave River Valley, California. Water Resour Res 3:505–510CrossRef Dawdy DR, Feth JH (1967) Applications of factor analysis in study of chemistry of groundwater quality, Mojave River Valley, California. Water Resour Res 3:505–510CrossRef
Zurück zum Zitat Douglas EB, Leo WN (1977) Hydrogeochemical relationships using partial correlation coefficient. Water Resour Bull 13:843–846 Douglas EB, Leo WN (1977) Hydrogeochemical relationships using partial correlation coefficient. Water Resour Bull 13:843–846
Zurück zum Zitat Farnham IM, Johannesson KH, Singh AK, Hodge VF, Stetzenbach KJ (2003) Factor analytical approaches for evaluating ground water trace element chemistry data. Anal Chim Acta 490(1):123–138CrossRef Farnham IM, Johannesson KH, Singh AK, Hodge VF, Stetzenbach KJ (2003) Factor analytical approaches for evaluating ground water trace element chemistry data. Anal Chim Acta 490(1):123–138CrossRef
Zurück zum Zitat Fetter CW (1994) Applied hydrogeology, 3rd edn. Prentice–Hall, New York Fetter CW (1994) Applied hydrogeology, 3rd edn. Prentice–Hall, New York
Zurück zum Zitat Freeze RA, Cherry JA (1979) Groundwater. Prentice–Hall, Englewood Cliffs, p 604 Freeze RA, Cherry JA (1979) Groundwater. Prentice–Hall, Englewood Cliffs, p 604
Zurück zum Zitat Guan W, Chamberlain RH, Sabol BM, Doeringand PH (1999) Mapping submerged aquatic vegetation in the Caloosahatchee Estuary: evaluation of different interpolation methods. Mar Geod 22:69–91CrossRef Guan W, Chamberlain RH, Sabol BM, Doeringand PH (1999) Mapping submerged aquatic vegetation in the Caloosahatchee Estuary: evaluation of different interpolation methods. Mar Geod 22:69–91CrossRef
Zurück zum Zitat Güler C, Thyne DG, McCray JE, Turner AK (2002) Evaluation of graphical and multivariate statistical methods for classification of water chemistry data. J Hydrogeol 10(4):455–474CrossRef Güler C, Thyne DG, McCray JE, Turner AK (2002) Evaluation of graphical and multivariate statistical methods for classification of water chemistry data. J Hydrogeol 10(4):455–474CrossRef
Zurück zum Zitat Guo H, Wang Y (2004) Hydrogeochemical processes in shallow quaternary aquifers from the northern part of the Datong Basin, China. J App Geochem 19:19–27CrossRef Guo H, Wang Y (2004) Hydrogeochemical processes in shallow quaternary aquifers from the northern part of the Datong Basin, China. J App Geochem 19:19–27CrossRef
Zurück zum Zitat Gupta SK, Deshpande RD (2004) Water for India in 2050: first-order assessment of available options. Curr Sci 86:1216–1223 Gupta SK, Deshpande RD (2004) Water for India in 2050: first-order assessment of available options. Curr Sci 86:1216–1223
Zurück zum Zitat Handa BK (1986) Trace elements content of groundwater in the basaltic rocks in some parts of Indian Peninsula. In: Power KB, Thigale SS (eds) Hydrogeology of volcanic terranes. University of Poona, Pune, pp 83–104 Handa BK (1986) Trace elements content of groundwater in the basaltic rocks in some parts of Indian Peninsula. In: Power KB, Thigale SS (eds) Hydrogeology of volcanic terranes. University of Poona, Pune, pp 83–104
Zurück zum Zitat Heinrich EWM (1948) Fluorite-rare earth mineral pegmatites of Chaffee and Fremont Counties, Colorado University of Michigan, Ann Arbor, Michigan. Am Mineral 33:64–75 Heinrich EWM (1948) Fluorite-rare earth mineral pegmatites of Chaffee and Fremont Counties, Colorado University of Michigan, Ann Arbor, Michigan. Am Mineral 33:64–75
Zurück zum Zitat Hem JD (1985) Study and interpretation of the chemical characteristics of natural water. US Geological Survey Water Supply Paper 2254 Hem JD (1985) Study and interpretation of the chemical characteristics of natural water. US Geological Survey Water Supply Paper 2254
Zurück zum Zitat Hounslow AW (1995) Water quality data analysis and interpretation. CRC Press, Boca Raton Hounslow AW (1995) Water quality data analysis and interpretation. CRC Press, Boca Raton
Zurück zum Zitat Jankowski J, Acworth RI (1997) Impact of debris-flow deposits on hydrogeochemical processes and the development of dryland salinity in the Yass River catchment, New South Wales, Australia. J Hydrogeol 5(4):71–88CrossRef Jankowski J, Acworth RI (1997) Impact of debris-flow deposits on hydrogeochemical processes and the development of dryland salinity in the Yass River catchment, New South Wales, Australia. J Hydrogeol 5(4):71–88CrossRef
Zurück zum Zitat Khan AU (1984) Report on quaternary geological and geomorphological mapping and study of fluvial processes in Satluj river basin in parts of Ropar and Hoshiarpur districts. Punjab Geological Survey of India, Northern Region, Lucknow Khan AU (1984) Report on quaternary geological and geomorphological mapping and study of fluvial processes in Satluj river basin in parts of Ropar and Hoshiarpur districts. Punjab Geological Survey of India, Northern Region, Lucknow
Zurück zum Zitat Khan Y, Hussain SA, Hossain MS, Hossain SMG, Hallimuzzaman AHM (1998) An environmental assessment of trace metals in Ganges–Brahamputra–Meghna Estuary. J Remote Sens Environ 2:103–117 Khan Y, Hussain SA, Hossain MS, Hossain SMG, Hallimuzzaman AHM (1998) An environmental assessment of trace metals in Ganges–Brahamputra–Meghna Estuary. J Remote Sens Environ 2:103–117
Zurück zum Zitat Kister LR, Hardt WF (1966) Salinity of groundwater In: Western Pinal County, Arizona. Geological Survey Water Supply Paper 1919-E, US Govt. Printing Office, Washington, DC, pp 11–15 Kister LR, Hardt WF (1966) Salinity of groundwater In: Western Pinal County, Arizona. Geological Survey Water Supply Paper 1919-E, US Govt. Printing Office, Washington, DC, pp 11–15
Zurück zum Zitat Kunwar PS, Malik A, Singh VK, Mohan D, Sinha S (2005) Chemometric analysis of groundwater quality data of alluvial aquifer of Gangetic plain, North India. Anal Chim Acta 550:82–91CrossRef Kunwar PS, Malik A, Singh VK, Mohan D, Sinha S (2005) Chemometric analysis of groundwater quality data of alluvial aquifer of Gangetic plain, North India. Anal Chim Acta 550:82–91CrossRef
Zurück zum Zitat Lawrence FW, Upchruch SB (1982) Identification of recharge areas using geochemical factor analysis. Groundwater 20:680–687 Lawrence FW, Upchruch SB (1982) Identification of recharge areas using geochemical factor analysis. Groundwater 20:680–687
Zurück zum Zitat Mahloch JL (1974) Multivariate techniques for water quality analysis. J Environ Eng Div Am Soc Civil Eng, 100, No. EE5:1119–1132 Mahloch JL (1974) Multivariate techniques for water quality analysis. J Environ Eng Div Am Soc Civil Eng, 100, No. EE5:1119–1132
Zurück zum Zitat Mathes SE, Rasmussen TC (2006) Combining multivariate statistical analysis with geographic information systems mapping: a tool for delineating groundwater contamination. J Hydrogeol 14:1493–1507CrossRef Mathes SE, Rasmussen TC (2006) Combining multivariate statistical analysis with geographic information systems mapping: a tool for delineating groundwater contamination. J Hydrogeol 14:1493–1507CrossRef
Zurück zum Zitat Matthess G (1982) The properties of groundwater. Wiley, New York Matthess G (1982) The properties of groundwater. Wiley, New York
Zurück zum Zitat Mazlum N, Ozer A, Mazlum S (1996) Interpretation of water quality data by principal components analysis. J Eng Environ Sci 23:19–26 Mazlum N, Ozer A, Mazlum S (1996) Interpretation of water quality data by principal components analysis. J Eng Environ Sci 23:19–26
Zurück zum Zitat Mehrotra P, Mehrotra S (2000) Pollution of groundwater by manganese in Hindon–Yamuna Doab (Noida area) District, Ghaziabad. In: Proceedings of the international seminar on applied hydrogeochemistry, Annamalai University, pp 106–112 Mehrotra P, Mehrotra S (2000) Pollution of groundwater by manganese in Hindon–Yamuna Doab (Noida area) District, Ghaziabad. In: Proceedings of the international seminar on applied hydrogeochemistry, Annamalai University, pp 106–112
Zurück zum Zitat Meybeck M (1987) Global chemical weathering of surficial rocks estimated from river dissolved loads. Am J Sci 287:401–428CrossRef Meybeck M (1987) Global chemical weathering of surficial rocks estimated from river dissolved loads. Am J Sci 287:401–428CrossRef
Zurück zum Zitat Miller DW (1985) Ground water quality. Wiley-Interscience, New York Miller DW (1985) Ground water quality. Wiley-Interscience, New York
Zurück zum Zitat Mueller TG, Pusuluri NB, Mathias KK, Cornelius PL, Barnhisel RI, Shearer SA (2004) Map quality for ordinary kriging and inverse distance weighted interpolation. Soil Sci Soc Am J 68:2042–2047CrossRef Mueller TG, Pusuluri NB, Mathias KK, Cornelius PL, Barnhisel RI, Shearer SA (2004) Map quality for ordinary kriging and inverse distance weighted interpolation. Soil Sci Soc Am J 68:2042–2047CrossRef
Zurück zum Zitat Naidu AS, Mowatt TC, Somayajulu BKL, Sreeramachandra Rao K (1985) Characteristics of clay minerals in the bed loads of major rivers of India. In: Degens ET, Kempe S, Herrera R (eds) Transport of carbon and minerals in major world rivers, part 3, SCOPE/UNEP, Special issue 58, Mitt Geol Palaont Inst Univ Hamburg, Hamburg, pp 559–568 Naidu AS, Mowatt TC, Somayajulu BKL, Sreeramachandra Rao K (1985) Characteristics of clay minerals in the bed loads of major rivers of India. In: Degens ET, Kempe S, Herrera R (eds) Transport of carbon and minerals in major world rivers, part 3, SCOPE/UNEP, Special issue 58, Mitt Geol Palaont Inst Univ Hamburg, Hamburg, pp 559–568
Zurück zum Zitat Noy-Meir I (1973) Data transformations in ecological ordination. I. Some advantages of non-centering. J Ecol 61:329–341CrossRef Noy-Meir I (1973) Data transformations in ecological ordination. I. Some advantages of non-centering. J Ecol 61:329–341CrossRef
Zurück zum Zitat Piper AM (1944) A graphic procedure in the chemical interpretation of water analysis. Am Geophys Union Trans 25:914–923 Piper AM (1944) A graphic procedure in the chemical interpretation of water analysis. Am Geophys Union Trans 25:914–923
Zurück zum Zitat Praus P (2005) Water quality assessment using SVD-based principal component analysis of hydrological data. Water SA 31(4):417–422 Praus P (2005) Water quality assessment using SVD-based principal component analysis of hydrological data. Water SA 31(4):417–422
Zurück zum Zitat Rajmohan N, Elango L (2004) Identification and evolution of hydrogeochemical processes in the groundwater environment in an area of the Palar and Cheyyar River Basins, Southern India. Environ Geol 46:47–61 Rajmohan N, Elango L (2004) Identification and evolution of hydrogeochemical processes in the groundwater environment in an area of the Palar and Cheyyar River Basins, Southern India. Environ Geol 46:47–61
Zurück zum Zitat Rama Rao NV (1982) Geochemical factors influencing the distribution of fluoride in the rocks, soil and water sources of Nalgonda district. AP thesis, Osmania University, Hyderabad Rama Rao NV (1982) Geochemical factors influencing the distribution of fluoride in the rocks, soil and water sources of Nalgonda district. AP thesis, Osmania University, Hyderabad
Zurück zum Zitat Rani VR (2007) Ground water information booklet Ropar district. CGWB, Ministry of Water Resources, Punjab Rani VR (2007) Ground water information booklet Ropar district. CGWB, Ministry of Water Resources, Punjab
Zurück zum Zitat Reghunath R, Murthy TRS, Raghavan BR (2002) The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India. Water Res 36:2437–2442CrossRef Reghunath R, Murthy TRS, Raghavan BR (2002) The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India. Water Res 36:2437–2442CrossRef
Zurück zum Zitat Romesburg HC (1984) Clustering analysis for researchers. Lifetime Learning Publications, Belmont, CA, USA Romesburg HC (1984) Clustering analysis for researchers. Lifetime Learning Publications, Belmont, CA, USA
Zurück zum Zitat Sandow MY (2009) The hydrochemical framework of surface water basins in southern Ghana. Environ Geol 57:789–796CrossRef Sandow MY (2009) The hydrochemical framework of surface water basins in southern Ghana. Environ Geol 57:789–796CrossRef
Zurück zum Zitat Schoeller H (1965) Qualitative evaluation of groundwater resource. In: Methods and techniques of ground-water investigation and development. UNESCO, pp 54–83 Schoeller H (1965) Qualitative evaluation of groundwater resource. In: Methods and techniques of ground-water investigation and development. UNESCO, pp 54–83
Zurück zum Zitat Schroeder HA (1960) Relation between mortality from cardiovascular disease and treated water supplies. J Am Med Assoc 172:1902–1908 Schroeder HA (1960) Relation between mortality from cardiovascular disease and treated water supplies. J Am Med Assoc 172:1902–1908
Zurück zum Zitat Shanyengana MK, Seely MK, Sanderson RD (2004) Major-ion chemistry and groundwater salinization in ephemeral floodplains in some arid regions of Namibia. J Arid Env 57:71–83CrossRef Shanyengana MK, Seely MK, Sanderson RD (2004) Major-ion chemistry and groundwater salinization in ephemeral floodplains in some arid regions of Namibia. J Arid Env 57:71–83CrossRef
Zurück zum Zitat Singh M, Ansari AA, Müller G, Singh IB (1997) Heavy metals in freshly deposited sediments of the Gomati River (a tributary of the Ganga River): effects of human activities. Environ Geol 29 (3/4) Singh M, Ansari AA, Müller G, Singh IB (1997) Heavy metals in freshly deposited sediments of the Gomati River (a tributary of the Ganga River): effects of human activities. Environ Geol 29 (3/4)
Zurück zum Zitat Singh SK, Singh CK, Kewat SK, Gupta R, Mukherjee S (2009) Spatial–temporal monitoring of groundwater using multivariate statistical techniques in Bareilly district of Uttar Pradesh, India. J Hydrol Hydromech 57(1):45–54 Singh SK, Singh CK, Kewat SK, Gupta R, Mukherjee S (2009) Spatial–temporal monitoring of groundwater using multivariate statistical techniques in Bareilly district of Uttar Pradesh, India. J Hydrol Hydromech 57(1):45–54
Zurück zum Zitat Singh SK, Singh CK, Mukherjee S (2010) Impact of land-use and land-cover change on groundwater quality in the Lower Shiwalik Hills: a remote sensing and GIS-based approach. Cent Eur J Geosci 2:124–131CrossRef Singh SK, Singh CK, Mukherjee S (2010) Impact of land-use and land-cover change on groundwater quality in the Lower Shiwalik Hills: a remote sensing and GIS-based approach. Cent Eur J Geosci 2:124–131CrossRef
Zurück zum Zitat Srinivasamoorthy K, Chidambaram S, Prasanna MV, Vasanthavihar M, Peter J, Anandhan P (2008) Identification of major sources controlling groundwater chemistry from a hard rock terrain—a case study from Mettur taluk, Salem district, Tamil Nadu, India. J Earth Syst Sci 117(1):49–58 Srinivasamoorthy K, Chidambaram S, Prasanna MV, Vasanthavihar M, Peter J, Anandhan P (2008) Identification of major sources controlling groundwater chemistry from a hard rock terrain—a case study from Mettur taluk, Salem district, Tamil Nadu, India. J Earth Syst Sci 117(1):49–58
Zurück zum Zitat Subba Rao N (2002) Geochemistry of groundwater in parts of Guntur district, Andhra Pradesh, India. Environ Geol 41:552–562CrossRef Subba Rao N (2002) Geochemistry of groundwater in parts of Guntur district, Andhra Pradesh, India. Environ Geol 41:552–562CrossRef
Zurück zum Zitat Subramani T, Elango L, Damodarasamy SR (2005) Groundwater quality and its suitability for drinking and agricultural use in Chithar River Basin, Tamil Nadu, India. J Environ Geol 47:1099–1110CrossRef Subramani T, Elango L, Damodarasamy SR (2005) Groundwater quality and its suitability for drinking and agricultural use in Chithar River Basin, Tamil Nadu, India. J Environ Geol 47:1099–1110CrossRef
Zurück zum Zitat Suk H, Lee KK (1999) Characterization of a groundwater hydrochemical system through multivariate analysis: clustering into groundwater zones. Groundwater 37(3):358–366 Suk H, Lee KK (1999) Characterization of a groundwater hydrochemical system through multivariate analysis: clustering into groundwater zones. Groundwater 37(3):358–366
Zurück zum Zitat Tabachnick BG, Fidell LS (1996) Using multivariate statistics, 3rd edn. Harper Collins College Publishers, New York Tabachnick BG, Fidell LS (1996) Using multivariate statistics, 3rd edn. Harper Collins College Publishers, New York
Zurück zum Zitat Tabios GQ, Salas JD (1985) A comparative analysis of techniques for spatial interpolation of precipitation. Water Resour Bull 21:365–380 Tabios GQ, Salas JD (1985) A comparative analysis of techniques for spatial interpolation of precipitation. Water Resour Bull 21:365–380
Zurück zum Zitat Thyne G, Güler C, Poeter E (2004) Sequential analysis of hydrochemical data for watershed characterization. Ground Water 42(5):711–723CrossRef Thyne G, Güler C, Poeter E (2004) Sequential analysis of hydrochemical data for watershed characterization. Ground Water 42(5):711–723CrossRef
Zurück zum Zitat Tomczak M (1998) Spatial interpolation and its uncertainty using automated anisotropic inverse distance weighting (IDW)—cross-validation/jackknife approach. J Geogr Inform Decis Anal 2:18–30 Tomczak M (1998) Spatial interpolation and its uncertainty using automated anisotropic inverse distance weighting (IDW)—cross-validation/jackknife approach. J Geogr Inform Decis Anal 2:18–30
Zurück zum Zitat Woocay A, Walton J (2008) Multivariate analyses of water chemistry: surface and ground water interactions. Ground Water 46(3):437–449CrossRef Woocay A, Walton J (2008) Multivariate analyses of water chemistry: surface and ground water interactions. Ground Water 46(3):437–449CrossRef
Metadaten
Titel
Integrating multivariate statistical analysis with GIS for geochemical assessment of groundwater quality in Shiwaliks of Punjab, India
verfasst von
Chander Kumar Singh
Satyanarayan Shashtri
Saumitra Mukherjee
Publikationsdatum
01.04.2011
Verlag
Springer-Verlag
Erschienen in
Environmental Earth Sciences / Ausgabe 7/2011
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-010-0625-0

Weitere Artikel der Ausgabe 7/2011

Environmental Earth Sciences 7/2011 Zur Ausgabe