Skip to main content
Erschienen in: Environmental Earth Sciences 22/2018

01.11.2018 | Original Article

Assessment of groundwater quality using multivariate statistical techniques in the Azmak Spring Zone, Mugla, Turkey

verfasst von: Sukran Acikel, Mehmet Ekmekci

Erschienen in: Environmental Earth Sciences | Ausgabe 22/2018

Einloggen

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

search-config
loading …

Abstract

About 150 coastal spring outlets discharging from a karstified carbonate rock aquifer constitute the Azmak streamflow which is slightly brackish with 3000 mg/l of total dissolved solids. In this study, multivariate statistical methods were applied including the use of factor analysis, correlation analysis and cluster analysis to evaluate groundwater quality of Azmak Spring Zone using eight variables (Ca, Mg, Na, K, Cl, SO4, EC25 and B) at 19 water points sampled in the dry and wet seasons. Hydrochemical analysis results revealed that for majority of the sampling points, the abundance of cations and anions were ordered as Na + K > Mg > Ca and Cl > SO4 > HCO3 + CO3, respectively. Factor analysis results indicated that three factors explain 98% and 91% of the total variance in the dry and wet seasons, respectively. Factor 1 was found to be associated with the seawater, factor 2 indicated the effect of fresh water and factor 3 was defined to reflect the effect of seasonal fresh surface water contribution. Cluster analysis results indicated that two main groups and four subgroups could be defined with respect to the ratio of the seawater contribution. Cluster A (A1 and A2) represents the waters affected by seawater while waters less affected by the seawater intrusion are grouped in cluster B (B1 and B2).

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 Acikel S (2012) Conceptual modelling of hydrodynamics of discharge and salt water mixing in Gokova-Azmak (Mugla) karst springs, Dissertation, Hacettepe University Acikel S (2012) Conceptual modelling of hydrodynamics of discharge and salt water mixing in Gokova-Azmak (Mugla) karst springs, Dissertation, Hacettepe University
Zurück zum Zitat Behera B, Das M (2018) Application of multivariate statistical techniques for the characterization of groundwater quality of Bacheli and Kirandul Area, Dantewada District, Chattisgarh. J Geol Soc India 91:76–80CrossRef Behera B, Das M (2018) Application of multivariate statistical techniques for the characterization of groundwater quality of Bacheli and Kirandul Area, Dantewada District, Chattisgarh. J Geol Soc India 91:76–80CrossRef
Zurück zum Zitat Belkhiri L, Boudoukha A, Mouni L (2011) A multivariate statistical analysis of groundwater chemistry data. Int J Environ Res 5(2):537–544 Belkhiri L, Boudoukha A, Mouni L (2011) A multivariate statistical analysis of groundwater chemistry data. Int J Environ Res 5(2):537–544
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 Ekmekci M (2003) Review of Turkish karst with emphasis on tectonic and paleogeographic controls. Acta Carsol 32:205–218 Ekmekci M (2003) Review of Turkish karst with emphasis on tectonic and paleogeographic controls. Acta Carsol 32:205–218
Zurück zum Zitat Filho CADC, Moreira RB, Branco OEA, Dutra PH, Dos Santos EA, Moura IFS, Fleming PM, Palmieri HEL (2017) Combined hydrochemical, isotopic, and multivariate statistics techniques to assess the effects of discharges from a uranium mine on water quality in neighboring streams. Environ Earth Sci 76:830. https://doi.org/10.1007/s12665-017-7165-9 CrossRef Filho CADC, Moreira RB, Branco OEA, Dutra PH, Dos Santos EA, Moura IFS, Fleming PM, Palmieri HEL (2017) Combined hydrochemical, isotopic, and multivariate statistics techniques to assess the effects of discharges from a uranium mine on water quality in neighboring streams. Environ Earth Sci 76:830. https://​doi.​org/​10.​1007/​s12665-017-7165-9 CrossRef
Zurück zum Zitat Güler C, Thyne GD, McCray JE, Turner AK (2002) Evaluation of graphical and multivariate statistical methods for classification of water chemistry data. Hydrogeol J 10:455–474CrossRef Güler C, Thyne GD, McCray JE, Turner AK (2002) Evaluation of graphical and multivariate statistical methods for classification of water chemistry data. Hydrogeol J 10:455–474CrossRef
Zurück zum Zitat Kalaycı S (2016) SPSS Uygulamalı cok degiskenli istatistik teknikleri. Asil Yayın Dagıtım, Ankara (in Turkish) Kalaycı S (2016) SPSS Uygulamalı cok degiskenli istatistik teknikleri. Asil Yayın Dagıtım, Ankara (in Turkish)
Zurück zum Zitat Li S, Li J, Zhang Q (2011) Water quality assessment in the rivers along the water conveyance system of the Middle Route of the South to North Water Transfer Project (China) using multivariate statistical techniques and receptor modeling. J Hazard Mater 195:306–317CrossRef Li S, Li J, Zhang Q (2011) Water quality assessment in the rivers along the water conveyance system of the Middle Route of the South to North Water Transfer Project (China) using multivariate statistical techniques and receptor modeling. J Hazard Mater 195:306–317CrossRef
Zurück zum Zitat Liu CW, Lin KH, Kuo YM (2003) Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan. Sci Total Environ 313:77–89CrossRef Liu CW, Lin KH, Kuo YM (2003) Application of factor analysis in the assessment of groundwater quality in a blackfoot disease area in Taiwan. Sci Total Environ 313:77–89CrossRef
Zurück zum Zitat Martinez-Tavera E, Rodriguez-Espinosa PF, Shruti VC, Sujitha SB, Morales-Garcia SS, Munoz-Sevilla NP (2017) Monitoring the seasonal dynamics of physicochemical parameters from Atoyac River basin (Puebla), Central Mexico: multivariate approach. Environ Earth Sci 76:95. https://doi.org/10.1007/s12665-017-6406-2 CrossRef Martinez-Tavera E, Rodriguez-Espinosa PF, Shruti VC, Sujitha SB, Morales-Garcia SS, Munoz-Sevilla NP (2017) Monitoring the seasonal dynamics of physicochemical parameters from Atoyac River basin (Puebla), Central Mexico: multivariate approach. Environ Earth Sci 76:95. https://​doi.​org/​10.​1007/​s12665-017-6406-2 CrossRef
Zurück zum Zitat Masoud AA, El-Horiny MM, Atwia MG, Gemail KS, Koike K (2018) Assessment of groundwater and soil quality degradation using multivariate and geostatistical analyses, Dakhla Oasis, Egypt. J Afr Earth Sci 142:64–81CrossRef Masoud AA, El-Horiny MM, Atwia MG, Gemail KS, Koike K (2018) Assessment of groundwater and soil quality degradation using multivariate and geostatistical analyses, Dakhla Oasis, Egypt. J Afr Earth Sci 142:64–81CrossRef
Zurück zum Zitat Matiatos I, Alexopoulos A, Godelitsas A (2014) Multivariate statistical analysis of the hydrogeochemical and isotopic composition of the groundwater resources in northeastern Peloponnesus (Greece). Sci Total Environ 476–477:577–590CrossRef Matiatos I, Alexopoulos A, Godelitsas A (2014) Multivariate statistical analysis of the hydrogeochemical and isotopic composition of the groundwater resources in northeastern Peloponnesus (Greece). Sci Total Environ 476–477:577–590CrossRef
Zurück zum Zitat Michalik A (2008) The use of chemical and cluster analysis for studying spring water quality in Świętokrzyski National Park. Pol J Environ Stud 17(3):357–362 Michalik A (2008) The use of chemical and cluster analysis for studying spring water quality in Świętokrzyski National Park. Pol J Environ Stud 17(3):357–362
Zurück zum Zitat Najib S, Fadili A, Mehdi K, Riss J, Makan A (2017) Contribution of hydrochemical and geoelectrical approaches to investigate salinization process and seawater intrusion in the coastal aquifers of Chaouia, Morocco. J Contam Hydrol 198:24–36CrossRef Najib S, Fadili A, Mehdi K, Riss J, Makan A (2017) Contribution of hydrochemical and geoelectrical approaches to investigate salinization process and seawater intrusion in the coastal aquifers of Chaouia, Morocco. J Contam Hydrol 198:24–36CrossRef
Zurück zum Zitat Schoeller H (1977) Geochemistry of groundwaters in groundwater studies and international research and practice, vol 15. UNESCO, Paris, pp 1–18 Schoeller H (1977) Geochemistry of groundwaters in groundwater studies and international research and practice, vol 15. UNESCO, Paris, pp 1–18
Zurück zum Zitat Shrestha S, Kazama F (2007) Assessment of surface water quality using multivariate statistical techniques: a case study of the Fuji river basin, Japan. Environ Model Softw 22:464–475CrossRef Shrestha S, Kazama F (2007) Assessment of surface water quality using multivariate statistical techniques: a case study of the Fuji river basin, Japan. Environ Model Softw 22:464–475CrossRef
Zurück zum Zitat Simeonov V, Stratis JA, Samara C, Zachariadis G, Voutsa D, Anthemidis A, Sofoniou M, Kouimtzis T (2003) Assessment of the surface water quality in Northern Greece. Water Res 37:4119–4124CrossRef Simeonov V, Stratis JA, Samara C, Zachariadis G, Voutsa D, Anthemidis A, Sofoniou M, Kouimtzis T (2003) Assessment of the surface water quality in Northern Greece. Water Res 37:4119–4124CrossRef
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 SPSS (IBM Corp. Released 2010.) IBM SPSS Statistics for Windows, Version 11.0. IBM Corp, Armonk SPSS (IBM Corp. Released 2010.) IBM SPSS Statistics for Windows, Version 11.0. IBM Corp, Armonk
Zurück zum Zitat Subbarao C, Subbarao NV, Chandu SN (1996) Characterization of groundwater contamination using factor analysis. Environ Geol 28(4):175–180CrossRef Subbarao C, Subbarao NV, Chandu SN (1996) Characterization of groundwater contamination using factor analysis. Environ Geol 28(4):175–180CrossRef
Zurück zum Zitat Suk H, Lee K (1999) Characterization of a groundwater hydrochemical system through multivariate analysis: clustering into groundwater zones. Groundwater 37:358–366CrossRef Suk H, Lee K (1999) Characterization of a groundwater hydrochemical system through multivariate analysis: clustering into groundwater zones. Groundwater 37:358–366CrossRef
Zurück zum Zitat Yidana SM, Bawoyobie P, Sakyi P, Fynn OF (2018) Evolutionary analysis of groundwater flow: application of multivariate statistical analysis to hydrochemical data in the Densu Basin, Ghana. J Afr Earth Sci 138:167–176CrossRef Yidana SM, Bawoyobie P, Sakyi P, Fynn OF (2018) Evolutionary analysis of groundwater flow: application of multivariate statistical analysis to hydrochemical data in the Densu Basin, Ghana. J Afr Earth Sci 138:167–176CrossRef
Metadaten
Titel
Assessment of groundwater quality using multivariate statistical techniques in the Azmak Spring Zone, Mugla, Turkey
verfasst von
Sukran Acikel
Mehmet Ekmekci
Publikationsdatum
01.11.2018
Verlag
Springer Berlin Heidelberg
Erschienen in
Environmental Earth Sciences / Ausgabe 22/2018
Print ISSN: 1866-6280
Elektronische ISSN: 1866-6299
DOI
https://doi.org/10.1007/s12665-018-7937-x

Weitere Artikel der Ausgabe 22/2018

Environmental Earth Sciences 22/2018 Zur Ausgabe