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Groundwater Quality Assessment Using Chemometric Analysis in the Adyar River, South India

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Abstract

A multivariate statistical technique has been used to assess the factors responsible for the chemical composition of the groundwater near the highly polluted Adyar River. Basic chemical parameters of the groundwater have been pooled together for evaluating and interpreting a few empirical factors controlling the chemical nature of the water. Twenty-three groundwater samples were collected in the vicinity of the Adyar River. Box-whisker plots were drawn to evaluate the chemical variation and the seasonal effect on the variables. R-mode factor analysis and cluster analysis were applied to the geochemical parameters of the water to identify the factors affecting the chemical composition of the groundwater. Dendograms of both the seasons gives two major clusters reflecting the groups of polluted and unpolluted stations. The other two minor clusters and the movement of stations from one cluster to another clearly bring out the seasonal variation in the chemical composition of the groundwater. The results of the R-mode factor analysis reveal that the groundwater chemistry of the study area reflects the influence of anthropogenic activities, rock-water interactions, saline water intrusion into the river water, and subsequent percolation into the groundwater. The complex geochemical data of the groundwater were interpreted by reducing them to seven major factors, and the seasonal variation in the chemistry of water was clearly brought out by these factors. The higher concentration of heavy metals such as Fe and Cr is attributed to the rock-water interaction and effluents from industries such as tanning, chrome-plating, and dyeing. In the urban area, the Pb concentration is high due to industrial as well as urban runoff of the atmospheric deposition from automobile pollution. Factor score analysis was used successfully to delineate the stations under study with the contributing factors, and the seasonal effect on the sample stations was identified and evaluated.

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References

  • Ahmed SM, Hussain M, Abderrahman W (2005), Using multivariate factor analysis to assess surface/logged water quality and source of contamination at a large irrigation project at Al, Fadhli, Eastern Province, Saudi Arabia Bull Eng Geol Environ 64: 319–327

    CAS  Google Scholar 

  • Akpan ER, Ekpe UJ, Ibok UJ (2002) Heavy metal trends in the Calabar-Nigeria River. Environ Geol 42:47–51

    Article  CAS  Google Scholar 

  • APHA (1995) Standard methods for the examination of water and wastewater. 19th ed. American Public Association, Washington, DC

    Google Scholar 

  • Ashley RP, Lloyd JW (1978) An example of the use of factor analysis and cluster analysis in ground water chemistry interpretation. J Hydrol 39:355–364

    Article  CAS  Google Scholar 

  • American Water Works Association (AWWA) (1971) Water quality and treatment. McGraw-Hill, New York

    Google Scholar 

  • Briz-kishore BH, Murali G (1992) Factor analysis for revealing hydrochemical characteristics of a water shed. Environ Geol 19:3–9

    CAS  Google Scholar 

  • Brown E, Skougslad MW, Fishman MJ (1970) Methods for collection and analysis of water samples for dissolved minerals and gases. In: U.S. Geological Survey, Techniques for water resources investigations. USGS, Washington, DC, Book 5, chap A1

  • Bulger PR, Kehew AE, Nelson RA (1989) Dissimilatory nitrate reduction in a waste, water contaminated aquifer. Groundwater 5:664–671

    Google Scholar 

  • Chandu SN, Subbarao NV, Raviprakash S (1995) Suitability of groundwater for domestic and irrigational purposes in some parts of Jhansi District, UP. Bhu-jal News 10:12–18

    Google Scholar 

  • Clesceri LS, Greenberg AE, Eaton AD (1998) Standard methods for the examination of water and wastewater. 20th ed. American Public Health Association, American Water Works Association, Water Environment Federation, Washington, DC

    Google Scholar 

  • Davis JC (2002) Statistics and data analysis in geology. John Wiley & Sons, New York, pp 526–540

    Google Scholar 

  • Dawdy DR, Feth JH (1967) Application of factor analysis in study of chemistry of groundwater quality, Mojave River Valley, California. Water Resource Res 3:505–510

    Article  CAS  Google Scholar 

  • Douglas EB, Leo WN (1977) Hydrogeochemical relationships using partial correlation coefficient. Water Resource Bull 13:843–846

    Google Scholar 

  • Gupta AK, Gupta SK, Patil RS (2005) Statistical analyses of coastal water quality for a port and harbour region in India. Environ Monit Assess 102:179–200

    Article  CAS  Google Scholar 

  • Gupta LP, Subramanian V (1994) Environmental geochemistry of the River Gomti: A tributary of the Ganges River. Environ Geol 24:235–243

    Article  CAS  Google Scholar 

  • Grande JA, González A, Beltrán R, Sánchez-Rodas D (1996) Application of factor analysis to the study of contamination in the aquifer system of Ayamonte, Huelva (Spain). Groundwater 34(1):155–161

    CAS  Google Scholar 

  • Hamilton PA, Helsel DR (1995) Effects of agriculture on ground, water quality in five regions of the United States. Groundwater 33:217–226

    CAS  Google Scholar 

  • Harman HH (1960) Modern factor analysis. University of Chicago Press, Chicago

    Google Scholar 

  • Hem JD (1991) Study and interpretation of the chemical characteristics of natural water. 3rd ed. Scientific Publ, Jodhpur, India, p 2254

    Google Scholar 

  • Hitchon B, Billings GK, Kolvan JE (1971) Geochemistry and origin of formation waters in the western Canada sedimentary basin. III. Factors controlling chemical composition. Geochim Cosmochim Acta 35:567–598

    Article  CAS  Google Scholar 

  • Kaiser HF (1960) The application of electronic computers to factor analysis. Educ Psychol Meas 20:141–151

    Article  Google Scholar 

  • Kayabalı K, Çelik M, Karatosun H, Arıgün Z, Koçbay A (1999) The influence of a heavily polluted urban river on the adjacent aquifer systems. Environ Geol 38(3):233–243

    Article  Google Scholar 

  • Lawrence FW, Upchurch SB (1976) Identification of geochemical patterns in groundwater by numerical analysis. In: Advances in Groundwater Hydrology. American Water Resources Association, Middleburg, VA, pp 199–214

  • Lawrence FW, Upchurch SB (1982) Identification of recharge areas using geochemical factor analysis. Ground Water 20:680–687

    Article  CAS  Google Scholar 

  • Mcgarial K, Cushman S, Stafford S (2000) Multivariate statistics for wildlife & ecology research. Springer, New York

    Google Scholar 

  • Moldan B, Cerny J (1994) Biogeochemistry of small catchments. Wiley, New York

    Google Scholar 

  • Mukherjee S, Pandey DS (1994) Nitrate pollution in groundwater at Jaunpur and its environs, Uttar Pradesh. Bhu-Jal News 9:22–25

    Google Scholar 

  • Nammalwar P, Pakshirajan P (1995) Ecotoxicological effects of industrial pollution in the estuarine. Grey mullets with reference to aquaculture along the Madras coast. In: Proceedings, IV National Symposium on Environment. Anna University, Madras, pp 52–56

  • Pacheco J (2001) Nitrate temporal and spatial patterns in 12 water-supply wells, Yucatan, Mexico. Environ Geol 40(6):708–715

    Article  CAS  Google Scholar 

  • Prasad R (1998) Fertilizer urea, food security, health and the environments. Curr Sci 75:667–683

    Google Scholar 

  • Rainwater FH, Thatcher LL (1960) Methods for collection and analysis of water samples. U.S. Geological Survey Water Supply Paper 1454. USGS, Washington, DC

  • 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

    CAS  Google Scholar 

  • Rajmohan N, Elango L (2005) Nutrient chemistry of groundwater in an intensively irrigated region of southern India. Environ Geol 47:820–830

    Article  CAS  Google Scholar 

  • Rajnikant S, Shamsh P (2003) Enrichment and exposure of particulate lead in a traffic environment in India. Environ Geochem Health 25:297–306

    Article  Google Scholar 

  • Ramamohana Rao NV, Suryaprakash Rao K, Schuiling RD (1993) Fluorine distribution in waters of Nalconda District, Andhra Pradesh, India. Environ Geol 231:4–89

    Google Scholar 

  • Ramesh R, Shivkumar K, Eswaramoorthi S, Purvaja GR (1995) Migration and contamination of major and trace elements in groundwater of Madras City, India. Environ Geol 25:126–136

    Article  CAS  Google Scholar 

  • Razack M, Dazy J (1990) Hydrochemical characterization of groundwater mixing in sedimentary and metamorphic reservoirs with combined use of piper’s principal and factor analysis. J Hydrol 114:371–393

    Article  CAS  Google Scholar 

  • Reeder SW, Hitchon B, Levinson AA (1972) Hydrogeochemistry of the surface waters of the Mackenzie River drainage basin, Canada. I. Factors controlling inorganic composition. Geochim Cosmochim Acta 36:825–865

    Article  CAS  Google Scholar 

  • Rowell DJ (1994) Soil science: methods and applications. Longman Scientific and Technical, London

    Google Scholar 

  • Ruiz F, Gomis V, Blasco P (1990) Application of factor analysis to the hydrogeochemical study of a coastal aquifer. J Hydrol 119:169–177

    Article  CAS  Google Scholar 

  • Santchez-Martos F, Jimenezespinosa R, Pulido-Bosch A (2001). Mapping groundwater quality variables using PCA and geostatistics: a case study of Bajo Andarax, southeastern Spain. Hydrol Sci 46(2):227–242

    Article  Google Scholar 

  • Saxena VK, Shakeel A (2003) Inferring the chemical parameters for the dissolution of fluoride in groundwater. Environ Geol 43:731–736

    CAS  Google Scholar 

  • Seyhan EV, Van de Caried AA, Engelen GB (1985) Multivariate analysis and interpretation of the hydrochemistry of a dolomite reef aquifer, northern Italy. Water Resource Res 21:1010–1024

    Article  CAS  Google Scholar 

  • Shuxia Y, Shang J, Zhao J, Guo H (2003) Factor analysis and dynamics of water quality of the Songhua River, northeast China. Water Air Soil Pollut 144(1):159–169

    Article  Google Scholar 

  • Subba Rao N, Devadas J (2003) Fluoride incidence in groundwater in an area of Peninsular India. Environ Geol 45:243–251

    Article  CAS  Google Scholar 

  • Subba Rao N, Krishna Rao G, Devadas J (1998a) Vccariation of fluoride in groundwaters of crystalline terrain. J Environ Hydrol 6:3

    Google Scholar 

  • Subba Rao N, Prakasa Rao J, Nagmalleswara Rao, Niranjan Babu P, Madhusudhana Reddy P, Devadas J (1998b) A preliminary report on fluoride content in groundwaters of Guntur area, Andhra Pradesh, India. Curr Sci 75(3):887–888

    Google Scholar 

  • Usunoff EJ, Guzman AG (1989) Multivariate analysis in hydrochemistry. An example of the use of factor and correspondence analysis. Ground Water 17:27–34

    Article  Google Scholar 

  • Varrica D, Dongarra G, Sabatino G, Monna F (2003) Inorganic geochemistry of roadway dust from the metropolitan area of Palermo, Italy. Environ Geol 44:222–230

    CAS  Google Scholar 

  • Ward JH (1963). Hierachical grouping to optimize an objective function. J Am Stat Assoc 58:236–244

    Article  Google Scholar 

  • Wodeyar BK, Srinivasan G (1996) Occurrence of fluoride in the groundwaters and its impact in Peddavankahalla basin, Bellary District, Karnataka—a preliminary study. Curr Sci 70(1):71–74

    CAS  Google Scholar 

  • Yu S, Shang J, Zhao J, Guo H (2003) Factor analysis and dynamics of water quality of the Songhua River, Northeast China. Water Air Soil Pollut 144:159–169

    Article  CAS  Google Scholar 

Download references

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Venugopal, T., Giridharan, L. & Jayaprakash, M. Groundwater Quality Assessment Using Chemometric Analysis in the Adyar River, South India. Arch Environ Contam Toxicol 55, 180–190 (2008). https://doi.org/10.1007/s00244-007-9117-y

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