Skip to main content
Erschienen in: Sustainable Water Resources Management 1/2020

01.02.2020 | Original Article

Hydrochemistry of tropical springs using multivariate statistical analysis in Ithikkara and Kallada river basins, Kerala, India

verfasst von: Hema C. Nair, Ammini Joseph, Vinod Padmakumari Gopinathan

Erschienen in: Sustainable Water Resources Management | Ausgabe 1/2020

Einloggen

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

search-config
loading …

Abstract

Spring waters are the most important natural resource used for drinking by many people around the world, especially in arid and semi-arid areas. This resource cannot be optimally used and sustained, unless the quality of groundwater is assessed. The main objective of this study is to understand the quality and hydrochemistry of spring water sources of two important river basins of Southern Western Ghats—the Ithikkara and the Kallada river basins draining Kollam district of Southern Kerala as an example. Water Quality Index (WQI) values are used to assess the drinking suitability of spring water samples. Multivariate statistical approach (factor analysis and principal component analysis) allow driving hidden information from the data set about their possible influences of the environment on water quality. Multivariate analysis was performed on matrix of hydro-geochemical data. To study the influences of the environment on water quality, multivariate statistical approach is applied. A total of 57 samples were collected and analyzed for major cations and anions for pre-monsoon, monsoon and post-monsoon seasons of 2011–2012 periods from lowland and highland regions of the study area. The results of the WQI values show that majority of the samples fall in Excellent to Good category rendering these water samples suitable for drinking purposes. From the statistical analysis, it is inferred that in catchments rich with pyrite in rocks and clays, drainage of sulphuric acid may significantly contribute to acidity. The negative loading in pH and DO is due to anaerobic conditions in the spring source from the loading of high-dissolved organic matter, which results in the formation of ammonia and organic acids leading to a decrease in pH. The positive loading of SiO2 reflects the dissolution of silica minerals and high temperature. The evaluation of the saturation index of the water samples in highland regions indicted that water was oversaturated with respect to iron minerals and undersaturated with fluorite minerals. The chemistry of the spring waters favors kaolinization and subsequent leaching of mobile elements like alkali and alkaline earth elements. The study is helpful in understanding the relationship between individual ions and for the classification of groundwater types.

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 Ako AA, Eyong GET, Shimada J, Koike K, Hosono T, Ichiyanagi K, Richard A, Tandia BK, Nkeng GE, Roger NN (2014) Nitrate contamination of groundwater in two areas of the Cameroon Volcanic Line (Banana Plain and Mount Cameroon area). Appl Water Sci 4(2):99–113 Ako AA, Eyong GET, Shimada J, Koike K, Hosono T, Ichiyanagi K, Richard A, Tandia BK, Nkeng GE, Roger NN (2014) Nitrate contamination of groundwater in two areas of the Cameroon Volcanic Line (Banana Plain and Mount Cameroon area). Appl Water Sci 4(2):99–113
Zurück zum Zitat Alam F, Umar R, Ahmad S, Dar AF (2012) A new model (DRASTIC-LU) for evaluating groundwater vulnerability in parts of Central Ganga plain, India. Arab J Geosci 7:927–937 Alam F, Umar R, Ahmad S, Dar AF (2012) A new model (DRASTIC-LU) for evaluating groundwater vulnerability in parts of Central Ganga plain, India. Arab J Geosci 7:927–937
Zurück zum Zitat Alaya MB, Saidi S, Zemni T, Zargouni F (2014) Suitability assessment of deep groundwater for drinking and irrigation use in the Djeffara aquifers (Northern Gabes, south-eastern Tunisia). Environ Earth Sci 71(8):3387–3421 Alaya MB, Saidi S, Zemni T, Zargouni F (2014) Suitability assessment of deep groundwater for drinking and irrigation use in the Djeffara aquifers (Northern Gabes, south-eastern Tunisia). Environ Earth Sci 71(8):3387–3421
Zurück zum Zitat Annapoorna H, Janardhana MR (2015) Assessment of groundwater quality for drinking purpose in rural areas surrounding a defunct copper mine. Aquat Proc 4:685–692 Annapoorna H, Janardhana MR (2015) Assessment of groundwater quality for drinking purpose in rural areas surrounding a defunct copper mine. Aquat Proc 4:685–692
Zurück zum Zitat BIS (2012) Specifications for drinking water. Bureau of Indian Standards (BIS), New Delhi BIS (2012) Specifications for drinking water. Bureau of Indian Standards (BIS), New Delhi
Zurück zum Zitat Bityukova L, Birke M (2011) Urban geochemistry of Tallinn (Estonia): major and trace-elements distribution in topsoil. In: Johnson CC, Demetriades A, Locutura J, Ottesen RT (eds) Mapping the chemical environment of urban areas, vol 20. Wiley, Hoboken Bityukova L, Birke M (2011) Urban geochemistry of Tallinn (Estonia): major and trace-elements distribution in topsoil. In: Johnson CC, Demetriades A, Locutura J, Ottesen RT (eds) Mapping the chemical environment of urban areas, vol 20. Wiley, Hoboken
Zurück zum Zitat Boateng TK, Opoku F, Acquaah SO, Akoto O (2016) Groundwater quality assessment using statistical approach and water quality index in Ejisu-Juaben Municipality, Ghana. Environ Earth Sci 75:489 Boateng TK, Opoku F, Acquaah SO, Akoto O (2016) Groundwater quality assessment using statistical approach and water quality index in Ejisu-Juaben Municipality, Ghana. Environ Earth Sci 75:489
Zurück zum Zitat Boateng TK, Opoku F, Akoto O (2019) Heavy metal contamination assessment of groundwater quality: a case study of Oti landfill site, Kumasi. Appl Water Sci 9:33 Boateng TK, Opoku F, Akoto O (2019) Heavy metal contamination assessment of groundwater quality: a case study of Oti landfill site, Kumasi. Appl Water Sci 9:33
Zurück zum Zitat Cao Y, Tang C, Song X, Liu C, Zhang Y (2016) Identifying the hydrochemical characteristics of rivers and groundwater by multivariate statistical analysis in the Sanjiang Plain, China. Appl Water Sci 6:169–178 Cao Y, Tang C, Song X, Liu C, Zhang Y (2016) Identifying the hydrochemical characteristics of rivers and groundwater by multivariate statistical analysis in the Sanjiang Plain, China. Appl Water Sci 6:169–178
Zurück zum Zitat CGWB (2013) Ground water information booklet of Kollam district. Central Ground Water Board, Thiruvananthapuram CGWB (2013) Ground water information booklet of Kollam district. Central Ground Water Board, Thiruvananthapuram
Zurück zum Zitat Deutsch WJ (1997) Groundwater geochemistry, fundamentals and applications to contamination. Leis Publishers, Boca Raton Deutsch WJ (1997) Groundwater geochemistry, fundamentals and applications to contamination. Leis Publishers, Boca Raton
Zurück zum Zitat Dzakpasu M, Scholz M, Harrington R, McCarthy V, Jordan S (2014) Groundwater quality impacts from a full-scale integrated constructed wetland. Groundw Monit Rep 34:51–64 Dzakpasu M, Scholz M, Harrington R, McCarthy V, Jordan S (2014) Groundwater quality impacts from a full-scale integrated constructed wetland. Groundw Monit Rep 34:51–64
Zurück zum Zitat Eaton AD, Franson MH (2005) Standard methods for the examination of water and wastewater, 21st edn. American Public Health Association, Washington Eaton AD, Franson MH (2005) Standard methods for the examination of water and wastewater, 21st edn. American Public Health Association, Washington
Zurück zum Zitat Emenike PC, Nnaji CC, Tenebe IT (2018) Assessment of geospatial and hydrochemical interactions of groundwater quality, southwestern Nigeria. Environ Monit Assess 190:440 Emenike PC, Nnaji CC, Tenebe IT (2018) Assessment of geospatial and hydrochemical interactions of groundwater quality, southwestern Nigeria. Environ Monit Assess 190:440
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 490:123–138 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 490:123–138
Zurück zum Zitat Garrels RM, Mackenzie FT (1967) Origin of chemical composition of some springs and lakes. In: Stumm W (ed) Equilibrium concepts in natural water systems, advances in chemistry. American Chemical Society, Washington, DC Garrels RM, Mackenzie FT (1967) Origin of chemical composition of some springs and lakes. In: Stumm W (ed) Equilibrium concepts in natural water systems, advances in chemistry. American Chemical Society, Washington, DC
Zurück zum Zitat Gebrehiwot T, Veen AVD, Maathuis B (2011) Spatial and temporal assessment of drought in the Northern highlands of Ethiopia. Int J Appl Earth Obs Geoinf 13:309–321 Gebrehiwot T, Veen AVD, Maathuis B (2011) Spatial and temporal assessment of drought in the Northern highlands of Ethiopia. Int J Appl Earth Obs Geoinf 13:309–321
Zurück zum Zitat Gholikandi GB, Jalilzadeh E, Orumieh HR, Tashaouie HR (2011) Determination of thermal stratification and its effects on water quality in dams using analytical methods. WIT Trans Ecol Environ Water Resour Manag 6(145):379–388 Gholikandi GB, Jalilzadeh E, Orumieh HR, Tashaouie HR (2011) Determination of thermal stratification and its effects on water quality in dams using analytical methods. WIT Trans Ecol Environ Water Resour Manag 6(145):379–388
Zurück zum Zitat Golchin I, Azhdary MM (2016) Hydro-geochemical characteristics and groundwater quality assessment in Iranshahr plain aquifer, Iran. Environ Earth Sci 75:317 Golchin I, Azhdary MM (2016) Hydro-geochemical characteristics and groundwater quality assessment in Iranshahr plain aquifer, Iran. Environ Earth Sci 75:317
Zurück zum Zitat Gulgundi MS, Shetty A (2018) Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques. Appl Water Sci 8:43 Gulgundi MS, Shetty A (2018) Groundwater quality assessment of urban Bengaluru using multivariate statistical techniques. Appl Water Sci 8:43
Zurück zum Zitat Guo H, Wang Y (2004) Hydrogeochemical processes in shallow quaternary aquifers from the northern part of the Datong Basin, China. Appl Geochem 19(1):19–27 Guo H, Wang Y (2004) Hydrogeochemical processes in shallow quaternary aquifers from the northern part of the Datong Basin, China. Appl Geochem 19(1):19–27
Zurück zum Zitat Hakim MA, Juraimi AS, Begum M, Hasanuzzaman M, Uddin MK, Islam MM (2009) Suitability evaluation of groundwater for irrigation, drinking and industrial purposes. Am J Environ Sci 5(3):413–419 Hakim MA, Juraimi AS, Begum M, Hasanuzzaman M, Uddin MK, Islam MM (2009) Suitability evaluation of groundwater for irrigation, drinking and industrial purposes. Am J Environ Sci 5(3):413–419
Zurück zum Zitat Hem JD (1985) Study and interpretation of the chemical characteristics of natural water: Water Supply Paper. Scientific Publishers, United States Geological Survey, Jodhpur Hem JD (1985) Study and interpretation of the chemical characteristics of natural water: Water Supply Paper. Scientific Publishers, United States Geological Survey, Jodhpur
Zurück zum Zitat Hema CN, Padmalal D, Ammini J (2015) Hydrochemical assessment of tropical springs—a case study from SW India. Environ Monit Assess 187:48 Hema CN, Padmalal D, Ammini J (2015) Hydrochemical assessment of tropical springs—a case study from SW India. Environ Monit Assess 187:48
Zurück zum Zitat Hounslow AW (1995) Water quality data-analysis and interpretations. Lewis Publishers, New York Hounslow AW (1995) Water quality data-analysis and interpretations. Lewis Publishers, New York
Zurück zum Zitat Howladar MF, Al Numanbakth MA, Faruque MO (2018) An application of Water Quality Index (WQI) and multivariate statistics to evaluate the water quality around Maddhapara Granite Mining Industrial Area, Dinajpur, Bangladesh. Environ Syst Res 6:13 Howladar MF, Al Numanbakth MA, Faruque MO (2018) An application of Water Quality Index (WQI) and multivariate statistics to evaluate the water quality around Maddhapara Granite Mining Industrial Area, Dinajpur, Bangladesh. Environ Syst Res 6:13
Zurück zum Zitat Jolliffe IT (1986) Principal component analysis and factor analysis. In: Principal component analysis. Springer Series in Statistics. Springer, New York Jolliffe IT (1986) Principal component analysis and factor analysis. In: Principal component analysis. Springer Series in Statistics. Springer, New York
Zurück zum Zitat Krishan G, Kumar CP, Purandara BK, Singh S, Ghosh NC, Gurjar S, Chachadi AG (2016) Assessment of variation in water quality index (WQI) of groundwater in North Goa, India. Curr World Environ 11(1):39–46 Krishan G, Kumar CP, Purandara BK, Singh S, Ghosh NC, Gurjar S, Chachadi AG (2016) Assessment of variation in water quality index (WQI) of groundwater in North Goa, India. Curr World Environ 11(1):39–46
Zurück zum Zitat Kumar SV, Amarender B, Dhakate R, Sankaran S, Rajkumar K (2016) Assessment of groundwater quality for drinking and irrigation use in shallow hard rock aquifer of Pudunagaram, Palakkad District Kerala. Appl Water Sci 6:149–167 Kumar SV, Amarender B, Dhakate R, Sankaran S, Rajkumar K (2016) Assessment of groundwater quality for drinking and irrigation use in shallow hard rock aquifer of Pudunagaram, Palakkad District Kerala. Appl Water Sci 6:149–167
Zurück zum Zitat Lawrence FW, Upchurch SB (1982) Identification of recharge areas using geochemical factor analysis. Groundwater 20:680–687 Lawrence FW, Upchurch SB (1982) Identification of recharge areas using geochemical factor analysis. Groundwater 20:680–687
Zurück zum Zitat Ledesma-Ruiz R, Pastén-Zapata E, Parra R, Harter T, Mahlknecht J (2015) Investigation of the geochemical evolution of groundwater under agricultural land: a case study in northeastern Mexico. J Hydrol 521:410–423 Ledesma-Ruiz R, Pastén-Zapata E, Parra R, Harter T, Mahlknecht J (2015) Investigation of the geochemical evolution of groundwater under agricultural land: a case study in northeastern Mexico. J Hydrol 521:410–423
Zurück zum Zitat Machiwal D, Jha MK (2015) Identifying sources of groundwater contamination in a hard-rock aquifer system using multivariate statistical analyses and GIS-based geostatistical modeling techniques. J Hydrol Reg Stud 4:80–110 Machiwal D, Jha MK (2015) Identifying sources of groundwater contamination in a hard-rock aquifer system using multivariate statistical analyses and GIS-based geostatistical modeling techniques. J Hydrol Reg Stud 4:80–110
Zurück zum Zitat Mahapatra SS, Sahu M, Patel RK, Panda BN (2012) Prediction of water quality using principal component analysis. Water Qual Expo Health 4:93 Mahapatra SS, Sahu M, Patel RK, Panda BN (2012) Prediction of water quality using principal component analysis. Water Qual Expo Health 4:93
Zurück zum Zitat Mazlum N, Ozer A, Mazlum S (1996) Interpretation of water quality by principal component analysis. J Eng Environ Sci 23:19–26 Mazlum N, Ozer A, Mazlum S (1996) Interpretation of water quality by principal component analysis. J Eng Environ Sci 23:19–26
Zurück zum Zitat Merz C, Lischeid G (2019) Multivariate analysis to assess the impact of irrigation on groundwater quality. Environ Earth Sci 78:274 Merz C, Lischeid G (2019) Multivariate analysis to assess the impact of irrigation on groundwater quality. Environ Earth Sci 78:274
Zurück zum Zitat Mishra PC, Patel RK (2001) Study of the pollution load in the drinking water of Rairangpur, a small tribal dominated town of North Orissa. Indian J Environ Ecoplanning 5(2):293–298 Mishra PC, Patel RK (2001) Study of the pollution load in the drinking water of Rairangpur, a small tribal dominated town of North Orissa. Indian J Environ Ecoplanning 5(2):293–298
Zurück zum Zitat Mitra BK, Sasaki C, Enari K, Matsuyama N (2007) Suitability assessment of shallow groundwater for irrigation in Sand Dune area of Northwest Honshu Island, Japan. Int J Agric Res 2(6):518–527 Mitra BK, Sasaki C, Enari K, Matsuyama N (2007) Suitability assessment of shallow groundwater for irrigation in Sand Dune area of Northwest Honshu Island, Japan. Int J Agric Res 2(6):518–527
Zurück zum Zitat Murugesan A, Rajesh BV (2014) Hydrochemistry of groundwater in chennai city using principal component and factor analysis—a case study. Res J Chem Environ Sci 2:78–88 Murugesan A, Rajesh BV (2014) Hydrochemistry of groundwater in chennai city using principal component and factor analysis—a case study. Res J Chem Environ Sci 2:78–88
Zurück zum Zitat Nagarajan R, Rajmohan N, Mahendran U, Senthamilkumar S (2010) Evaluation of groundwater quality and its suitability for drinking and agricultural use in Thanjavur city, Tamil Nadu, India. Environ Monit Assess 171:289–308 Nagarajan R, Rajmohan N, Mahendran U, Senthamilkumar S (2010) Evaluation of groundwater quality and its suitability for drinking and agricultural use in Thanjavur city, Tamil Nadu, India. Environ Monit Assess 171:289–308
Zurück zum Zitat Neven K (2006) Hydrogeology and groundwater modeling, 2nd edn. CRC Press, Boca Raton Neven K (2006) Hydrogeology and groundwater modeling, 2nd edn. CRC Press, Boca Raton
Zurück zum Zitat Odat S (2015) Cluster and factor analysis of groundwater in Mafraq Area, Jordan. Curr World Environ 10(2):422–431 Odat S (2015) Cluster and factor analysis of groundwater in Mafraq Area, Jordan. Curr World Environ 10(2):422–431
Zurück zum Zitat Papachristou M, Voudouris K, Karakatsanis S, D’Alessandro W, Kyriakopoulos K (2014) Geological setting, geothermal conditions and hydrochemistry of south and southeastern Aegean geothermal systems. In: Baba A, Bundschuh J, Chandrasekharam D (eds) Geothermal systems and energy resources: Turkey and Greece. CRC Press, Boca Raton Papachristou M, Voudouris K, Karakatsanis S, D’Alessandro W, Kyriakopoulos K (2014) Geological setting, geothermal conditions and hydrochemistry of south and southeastern Aegean geothermal systems. In: Baba A, Bundschuh J, Chandrasekharam D (eds) Geothermal systems and energy resources: Turkey and Greece. CRC Press, Boca Raton
Zurück zum Zitat Parkhurst DL, Appelo CAJ (1999) User’s guide to PHREEQC: a computer program for speciation, reaction-path, 1-D transport, and inverse geochemical calculations. U S Geol SurvWater Resour Invest Rep 99-4259 Parkhurst DL, Appelo CAJ (1999) User’s guide to PHREEQC: a computer program for speciation, reaction-path, 1-D transport, and inverse geochemical calculations. U S Geol SurvWater Resour Invest Rep 99-4259
Zurück zum Zitat Rama Rao NV (1982) Geochemical factors influencing the distribution of fluoride in rocks, soils and water sources of Nalgonda district. Doctoral Thesis, Osmania University Rama Rao NV (1982) Geochemical factors influencing the distribution of fluoride in rocks, soils and water sources of Nalgonda district. Doctoral Thesis, Osmania University
Zurück zum Zitat Rao SY, Reddy TVK, Nayudu PT (1997) Groundwater quality in the Niva River basin, Chittoor district, Andhra Pradesh. Environ Geol 32:56–63 Rao SY, Reddy TVK, Nayudu PT (1997) Groundwater quality in the Niva River basin, Chittoor district, Andhra Pradesh. Environ Geol 32:56–63
Zurück zum Zitat Rao R, Satyanarayan T, Machiraju PVS (2012) Assessment of ground water quality for application in Kakinada Coast. Der Chem Sin 3(1):287–291 Rao R, Satyanarayan T, Machiraju PVS (2012) Assessment of ground water quality for application in Kakinada Coast. Der Chem Sin 3(1):287–291
Zurück zum Zitat Reghunath R, Sreedhara Murthy TR, Raghavan BR (2002) The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India. Water Res 36:2437–2442 Reghunath R, Sreedhara Murthy TR, Raghavan BR (2002) The utility of multivariate statistical techniques in hydrogeochemical studies: an example from Karnataka, India. Water Res 36:2437–2442
Zurück zum Zitat Saberinasr A, Morsali M, Hashemnejad A, Hassanpour J (2019) Determining the origin of groundwater elements using hydrochemical data (case study: Kerman water conveyance tunnel). Environ Earth Sci 78:198 Saberinasr A, Morsali M, Hashemnejad A, Hassanpour J (2019) Determining the origin of groundwater elements using hydrochemical data (case study: Kerman water conveyance tunnel). Environ Earth Sci 78:198
Zurück zum Zitat Shanmugasundharam A, Kalpana G, Mahapatra SR, Sudharson ER, Jayaprakash M (2015) Assessment of groundwater quality in Krishnagiri and Vellore Districts in Tamil Nadu, India. Appl Water Sci 7:1–11 Shanmugasundharam A, Kalpana G, Mahapatra SR, Sudharson ER, Jayaprakash M (2015) Assessment of groundwater quality in Krishnagiri and Vellore Districts in Tamil Nadu, India. Appl Water Sci 7:1–11
Zurück zum Zitat Shi Y, Davis KJ, Duffy CJ, Yu X (2013) Development of a coupled land surface hydrologic model and evaluation at a critical zone observatory. Am Meteorol Soc 14:1401–1420 Shi Y, Davis KJ, Duffy CJ, Yu X (2013) Development of a coupled land surface hydrologic model and evaluation at a critical zone observatory. Am Meteorol Soc 14:1401–1420
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 22:464–475 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 22:464–475
Zurück zum Zitat Singh S, Krsihnan G, Thomas T, Jaiswal S (2015) Development of an overall water quality index (OWQI) for surface water in Indian Context. Curr World Environ 10(3):813–822 Singh S, Krsihnan G, Thomas T, Jaiswal S (2015) Development of an overall water quality index (OWQI) for surface water in Indian Context. Curr World Environ 10(3):813–822
Zurück zum Zitat Sracek O, Mihaljevic M, Kríbek B, Majer V, Veselovsky F (2010) Geochemistry and mineralogy of Cu and Co in mine tailings at the Copperbelt, Zambia. J Afr Earth Sci 57:14–30 Sracek O, Mihaljevic M, Kríbek B, Majer V, Veselovsky F (2010) Geochemistry and mineralogy of Cu and Co in mine tailings at the Copperbelt, Zambia. J Afr Earth Sci 57:14–30
Zurück zum Zitat Thambavani SD, Mageswari DUTSR (2014) the use of principal component analysis for interpreting groundwater hydrographs. Int J Res Chem Environ 4(1):54–61 Thambavani SD, Mageswari DUTSR (2014) the use of principal component analysis for interpreting groundwater hydrographs. Int J Res Chem Environ 4(1):54–61
Zurück zum Zitat Thilagavathi R, Chidambaram S, Thivya S, Pethaperunal S, Tirumalesh K, Prasanna MV (2016) Application of statistical techniques to identify the hydrogeochemical processes in coastal aquifers of Pondicherry Region, Tamil Nadu. In: Raju NJ (eds) Geostatistical and geospatial approaches for the characterization of natural resources in the environment. Challenges, processes and strategies. Springer, New York Thilagavathi R, Chidambaram S, Thivya S, Pethaperunal S, Tirumalesh K, Prasanna MV (2016) Application of statistical techniques to identify the hydrogeochemical processes in coastal aquifers of Pondicherry Region, Tamil Nadu. In: Raju NJ (eds) Geostatistical and geospatial approaches for the characterization of natural resources in the environment. Challenges, processes and strategies. Springer, New York
Zurück zum Zitat Tiwari TN, Mishra MA (1985) A preliminary assignment of water quality index of major Indian rivers. Indian J Environ Prot 5:276–279 Tiwari TN, Mishra MA (1985) A preliminary assignment of water quality index of major Indian rivers. Indian J Environ Prot 5:276–279
Zurück zum Zitat WHO (2011) Guidelines for drinking-water quality, 4th edn. World Health Organization, Geneva WHO (2011) Guidelines for drinking-water quality, 4th edn. World Health Organization, Geneva
Zurück zum Zitat Yi X (2001) Metasilicic acid groundwater in the Sanjiang Plain. Ground Water 23(3):146–149 Yi X (2001) Metasilicic acid groundwater in the Sanjiang Plain. Ground Water 23(3):146–149
Metadaten
Titel
Hydrochemistry of tropical springs using multivariate statistical analysis in Ithikkara and Kallada river basins, Kerala, India
verfasst von
Hema C. Nair
Ammini Joseph
Vinod Padmakumari Gopinathan
Publikationsdatum
01.02.2020
Verlag
Springer International Publishing
Erschienen in
Sustainable Water Resources Management / Ausgabe 1/2020
Print ISSN: 2363-5037
Elektronische ISSN: 2363-5045
DOI
https://doi.org/10.1007/s40899-020-00363-1

Weitere Artikel der Ausgabe 1/2020

Sustainable Water Resources Management 1/2020 Zur Ausgabe