Skip to main content
Erschienen in: Environmental Earth Sciences 3/2019

01.02.2019 | Original Article

Application of multivariate statistics in the analysis of groundwater geochemistry in and around the open cast coal mines of Barjora block, Bankura district, West Bengal, India

verfasst von: Kalyan Adhikari, Ujjal Mal

Erschienen in: Environmental Earth Sciences | Ausgabe 3/2019

Einloggen

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

search-config
loading …

Abstract

Inappropriate environmental management systems of open cast coal mines (OCCMs) often become a potential threat to aquifers, specifically unconfined alluvium aquifers. The present study area, a part of lower Gondwana coalfield, is an example of upper alluvium unconfined aquifer with shallow water table and lower multi-layered confined aquifers. Multivariate statistics has been effectively used as an aid to interpret different hydrogeochemical parameters to identify the prospective risk from OCCM and probable reasons responsible for variability in groundwater chemistry. Factor analysis has been used to identify the possible factors that control the variability of various chemical parameters in both pre-monsoon and post-monsoon times. Natural hydrogeologic environment (factor 1) is the major factor causing 53.34% and 51.01% of total groundwater-quality variation in post- and pre-monsoon times, respectively. In post-monsoon season, 13.33% variability is caused by anthropogenic activity (factor 2). Cluster analysis classifies 46 post-monsoon groundwater samples in three groups (clusters). Cluster 3, representing worst water qualities among the three clusters, has been significantly found in close proximity to the mines. ANOVA one-way analysis of cluster 3 groundwater samples shows higher concentration of TDS, Ca, Na, Cl, HCO3, and lower pH value in post-monsoon season than pre-monsoon season. Weathering and leaching of silicate minerals present in mine tailings and/or spoils by rain water may be the possible reason for degrading quality of groundwater. If this trend continues, then groundwater may become alkaline in nature with high (Na + K) concentrations in the long run, as indicated by Piper plot of all clustered samples.

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 Adhikari K, Sadhu K, Chakroborty B, Gangopadhyay A (2013) Effect of mining on geochemistry of groundwater in Permocarboniferous Gondwana coalfields: Raniganj Basin, India. J Geol Soc India 82:392–402CrossRef Adhikari K, Sadhu K, Chakroborty B, Gangopadhyay A (2013) Effect of mining on geochemistry of groundwater in Permocarboniferous Gondwana coalfields: Raniganj Basin, India. J Geol Soc India 82:392–402CrossRef
Zurück zum Zitat Andreasen DC, Fleck WB (1997) Use of bromide: chloride ratios to differentiate potential sources of chloride in a shallow, unconfined aquifer affected by brackish-water intrusion. Hydrogeol J 5(2):17–26CrossRef Andreasen DC, Fleck WB (1997) Use of bromide: chloride ratios to differentiate potential sources of chloride in a shallow, unconfined aquifer affected by brackish-water intrusion. Hydrogeol J 5(2):17–26CrossRef
Zurück zum Zitat APHA (1995) Standard methods for the examination of water and waste water, 19th edn. American Public Health Association, Washington, DC APHA (1995) Standard methods for the examination of water and waste water, 19th edn. American Public Health Association, Washington, DC
Zurück zum Zitat Appelo CAJ, Postma D (2005) Geochemistry, groundwater and pollution, 2nd edn. Balkema, Amsterdam, pp 375–410 Appelo CAJ, Postma D (2005) Geochemistry, groundwater and pollution, 2nd edn. Balkema, Amsterdam, pp 375–410
Zurück zum Zitat Ballukraya PN, Ravi R (1999) Characterisation of groundwater in the unconfined aquifers of Chennai City, India. J Geol Soc India 54:1–11 Ballukraya PN, Ravi R (1999) Characterisation of groundwater in the unconfined aquifers of Chennai City, India. J Geol Soc India 54:1–11
Zurück zum Zitat Belkhiri L, Mouni L (2014) Geochemical characterization of surface water and groundwater in Soummam Basin, Algeria. Nat Resour Res 23(4):393–407CrossRef Belkhiri L, Mouni L (2014) Geochemical characterization of surface water and groundwater in Soummam Basin, Algeria. Nat Resour Res 23(4):393–407CrossRef
Zurück zum Zitat Belkhiri L, Boudoukha A, Mouni L, Baouz T (2010) Application of multivariate statistical methods and inverse geochemical modeling for characterization of groundwater a case study: Ain Azel plain (Algeria). Geoderma 159(3–4):390–398CrossRef Belkhiri L, Boudoukha A, Mouni L, Baouz T (2010) Application of multivariate statistical methods and inverse geochemical modeling for characterization of groundwater a case study: Ain Azel plain (Algeria). Geoderma 159(3–4):390–398CrossRef
Zurück zum Zitat Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353(3–4):294–313CrossRef Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353(3–4):294–313CrossRef
Zurück zum Zitat Davis JC (1973) Statistics and data analysis in geology. Wiley, New York Davis JC (1973) Statistics and data analysis in geology. Wiley, New York
Zurück zum Zitat Davis JC (1986) Statistics and data analysis in geology, 2nd edn. Wiley, New York, p 646 Davis JC (1986) Statistics and data analysis in geology, 2nd edn. Wiley, New York, p 646
Zurück zum Zitat Hossain G, Reza S, Lutfun-Nessa M, Ahmed SS (2013) Factor and cluster analysis of water quality data of the groundwater wells of Kushtia, Bangladesh: implication for arsenic enrichment and mobilization. J Geol Soc India 81:377–384CrossRef Hossain G, Reza S, Lutfun-Nessa M, Ahmed SS (2013) Factor and cluster analysis of water quality data of the groundwater wells of Kushtia, Bangladesh: implication for arsenic enrichment and mobilization. J Geol Soc India 81:377–384CrossRef
Zurück zum Zitat Jiang Y, Wue Y, Groves C, Yuan D, Kambesis P (2009) Natural and anthropogenic factors affecting the groundwater quality in the Nandong karst underground river system in Yunan, China. J Contam Hydrol 109:49–61CrossRef Jiang Y, Wue Y, Groves C, Yuan D, Kambesis P (2009) Natural and anthropogenic factors affecting the groundwater quality in the Nandong karst underground river system in Yunan, China. J Contam Hydrol 109:49–61CrossRef
Zurück zum Zitat Khalil B, Ouarda TBMJ, St-Hilaire A, Chebana F (2010) A statistical approach for the rationalization of water quality indicators in surface water quality monitoring networks. J Hydrol 386(1):173–185CrossRef Khalil B, Ouarda TBMJ, St-Hilaire A, Chebana F (2010) A statistical approach for the rationalization of water quality indicators in surface water quality monitoring networks. J Hydrol 386(1):173–185CrossRef
Zurück zum Zitat Kim K, Moon JT, Kim SH, Ko KS (2009) Importance of surface geologic conditioning regulating as concentration of groundwater in the alluvial plain. Chemosphere 77:478–484CrossRef Kim K, Moon JT, Kim SH, Ko KS (2009) Importance of surface geologic conditioning regulating as concentration of groundwater in the alluvial plain. Chemosphere 77:478–484CrossRef
Zurück zum Zitat Koklu R, Sengorur B, Topal B (2010) Water quality assessment using multivariate statistical methods—a case study: Melen River System (Turkey). Water Resour Manag 24(5):959–978CrossRef Koklu R, Sengorur B, Topal B (2010) Water quality assessment using multivariate statistical methods—a case study: Melen River System (Turkey). Water Resour Manag 24(5):959–978CrossRef
Zurück zum Zitat Li J, Wang Y, Xie X, Su C (2012) Hierarchical cluster analysis of arsenic and fluoride enrichments in groundwater from the Datong basin, Northern China. J Geochem Explor 118:77–89CrossRef Li J, Wang Y, Xie X, Su C (2012) Hierarchical cluster analysis of arsenic and fluoride enrichments in groundwater from the Datong basin, Northern China. J Geochem Explor 118:77–89CrossRef
Zurück zum Zitat Liu CQ, Lang YC, Satake H, Wu J, Li SL (2008) Identification of anthropogenic and natural inputs of sulfate and chloride into the karstic ground water of Guiyang, SW China: Combined δ37Cl and δ34S Approach. Environ Sci Technol 42(15):5421–5427. https://doi.org/10.1021/es800380w CrossRef Liu CQ, Lang YC, Satake H, Wu J, Li SL (2008) Identification of anthropogenic and natural inputs of sulfate and chloride into the karstic ground water of Guiyang, SW China: Combined δ37Cl and δ34S Approach. Environ Sci Technol 42(15):5421–5427. https://​doi.​org/​10.​1021/​es800380w CrossRef
Zurück zum Zitat Liu WC, Yu HL, Chung CE (2011) Assessment of water quality in a subtropical Alpine lake using multivariate statistical techniques and geostatistical mapping: a case study. Int J Environ Res Public Health 8:1126–1140CrossRef Liu WC, Yu HL, Chung CE (2011) Assessment of water quality in a subtropical Alpine lake using multivariate statistical techniques and geostatistical mapping: a case study. Int J Environ Res Public Health 8:1126–1140CrossRef
Zurück zum Zitat Lovchinov V, Tsakovski S (2006) Multivariate statistical approaches as applied to environmental physics studies. Cent Eur J Phys 4(2):277 Lovchinov V, Tsakovski S (2006) Multivariate statistical approaches as applied to environmental physics studies. Cent Eur J Phys 4(2):277
Zurück zum Zitat Lowrance R, Altier LS, Newbold JD, Schnabel RR, Groffman PM, Denver JM, Correll DL, Gilliam JW, Robinson JL, Brinsfield RB, Staver KW, Lucas W, Todd AH (1997) Water quality functions of riparian forest buffers in Chesapeake Bay watersheds. Environ Manag 21:687–712CrossRef Lowrance R, Altier LS, Newbold JD, Schnabel RR, Groffman PM, Denver JM, Correll DL, Gilliam JW, Robinson JL, Brinsfield RB, Staver KW, Lucas W, Todd AH (1997) Water quality functions of riparian forest buffers in Chesapeake Bay watersheds. Environ Manag 21:687–712CrossRef
Zurück zum Zitat Ou C, St-Hilaire A, Ouarda TB, Conly FM, Armstrong N, Khalil B, Proulx-McInnis S (2012) Coupling geostatistical approaches with PCA and fuzzy optimal model (FOM) for the integrated assessment of sampling locations of water quality monitoring networks (WQMNs). J Environ Monit 14(12):3118–3128CrossRef Ou C, St-Hilaire A, Ouarda TB, Conly FM, Armstrong N, Khalil B, Proulx-McInnis S (2012) Coupling geostatistical approaches with PCA and fuzzy optimal model (FOM) for the integrated assessment of sampling locations of water quality monitoring networks (WQMNs). J Environ Monit 14(12):3118–3128CrossRef
Zurück zum Zitat Pal S, Adhikari K, Ghosh S, Mukherjee S (2011) Characterization of subsurface water near an industrial wastewater disposal site. Int J Earth Sci Eng 4(06 SPL):429–433 (ISSN 0974–5904) Pal S, Adhikari K, Ghosh S, Mukherjee S (2011) Characterization of subsurface water near an industrial wastewater disposal site. Int J Earth Sci Eng 4(06 SPL):429–433 (ISSN 0974–5904)
Zurück zum Zitat Papaioannou A, Mavridou A, Hadjichristodoulou C, Papastergiou P, Pappa O, Dovriki E, Rigas I (2010) Application of multivariate statistical methods for groundwater physicochemical and biological quality assessment in the context of public health. Environ Monit Assess 170:87–97. https://doi.org/10.1007/s10661-009-1217-x CrossRef Papaioannou A, Mavridou A, Hadjichristodoulou C, Papastergiou P, Pappa O, Dovriki E, Rigas I (2010) Application of multivariate statistical methods for groundwater physicochemical and biological quality assessment in the context of public health. Environ Monit Assess 170:87–97. https://​doi.​org/​10.​1007/​s10661-009-1217-x CrossRef
Zurück zum Zitat Rajmohan N, Elango L (2006) Hydrogeochemistry and its relation to groundwater level fluctuation in the Palar and Cheyyar river basins, southern India. Hydrol Process 20:2415–2427CrossRef Rajmohan N, Elango L (2006) Hydrogeochemistry and its relation to groundwater level fluctuation in the Palar and Cheyyar river basins, southern India. Hydrol Process 20:2415–2427CrossRef
Zurück zum Zitat Spanos T, Ene A, Xatzixristou C, Papaioannou A (2015) Assessment of groundwater quality and hydrogeological profile of Kavala area, Northern Greece. Rom J Phys 60(7–8):1139–1150 Spanos T, Ene A, Xatzixristou C, Papaioannou A (2015) Assessment of groundwater quality and hydrogeological profile of Kavala area, Northern Greece. Rom J Phys 60(7–8):1139–1150
Zurück zum Zitat Stumm W, Morgan JJ (1996) Aquatic chemistry. Wiley-Interscience, New York Stumm W, Morgan JJ (1996) Aquatic chemistry. Wiley-Interscience, New York
Zurück zum Zitat Vassilev SV, Vassileva CG (1996) Occurrence, abundance and origin of minerals in coals and coal ashes. Fuel Process Technol 48:85–106CrossRef Vassilev SV, Vassileva CG (1996) Occurrence, abundance and origin of minerals in coals and coal ashes. Fuel Process Technol 48:85–106CrossRef
Zurück zum Zitat Wayland KG, Long DT, Hyndman DW, Pijanowski BC, Woodhams SM, Haack SK (2003) Identifying relationships between baseflow geochemistry and land use with synoptic sampling and R-mode factor analysis. J Environ Qual 32:180–190CrossRef Wayland KG, Long DT, Hyndman DW, Pijanowski BC, Woodhams SM, Haack SK (2003) Identifying relationships between baseflow geochemistry and land use with synoptic sampling and R-mode factor analysis. J Environ Qual 32:180–190CrossRef
Zurück zum Zitat Yidana SM (2010) Groundwater classification using multivariate statistical methods: Southern Ghana. J Afr Earth Sci 57(5):455–469CrossRef Yidana SM (2010) Groundwater classification using multivariate statistical methods: Southern Ghana. J Afr Earth Sci 57(5):455–469CrossRef
Zurück zum Zitat Yidana SM, Ophori D, Banoeng-Yakubo B (2008) A multivariate statistical analysis of surface water chemistry data: the Ankobra Basin, Ghana. J Environ Manag 86(1):80–87CrossRef Yidana SM, Ophori D, Banoeng-Yakubo B (2008) A multivariate statistical analysis of surface water chemistry data: the Ankobra Basin, Ghana. J Environ Manag 86(1):80–87CrossRef
Metadaten
Titel
Application of multivariate statistics in the analysis of groundwater geochemistry in and around the open cast coal mines of Barjora block, Bankura district, West Bengal, India
verfasst von
Kalyan Adhikari
Ujjal Mal
Publikationsdatum
01.02.2019
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 3/2019
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-019-8071-0

Weitere Artikel der Ausgabe 3/2019

Environmental Earth Sciences 3/2019 Zur Ausgabe