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Factor analysis and linear regression model (LRM) of metal speciation and physico-chemical characters of groundwater samples

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Abstract

An approach is described for viewing the interrelationship between different variables and also tracing the sources of pollution of groundwater of north Chennai (India). The data set of 43 variables which include major ions, minor ions and trace metal speciation (Cu, Pb, Cd and Zn) collected during the pre-monsoon and post-monsoon seasons of the year 2000–2001, was subjected to R-mode factor analysis to comprehend the distribution pattern of the said variables. It was found that first factor measures salinity and hardness which explained 19.12% of the total variance (comprised of variables EC, TDS, Na+, K+, Ca2+, Mg2+, total hardness, Cl and SO4 2−) during pre-monsoon, while it was 25.08% during post-monsoon. The second and third factors were attributed to speciation of zinc and copper ions during both pre-monsoon and post-monsoon. Although there were two more factors, loaded with speciation parameters of lead and cadmium, the variance of them were less than 10%. From this study it is seen that sea water intrusion, municipal solid waste disposal are the identified sources of component of pollution. The importance of metal ions is taking a secondary role and the anthropogenic origin-industrial activity, is the reason in the evaluation of pollution status as they come in the second, third, fourth and fifth factors. As the trace metal speciation was grouped in separate factors, linear regression model (LRM) with correlation analysis was applied to check its validity for prediction of speciation and to apply LRM for rapid monitoring of water pollution.

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References

  • American Public Health Association (1998). Standard methods for the examination of water and wastewater (20th ed.).Washington, DC: American Public Health Association.

    Google Scholar 

  • Ballukraya, P. N., & Ravi, R. (1995). Hydrogeology of Madras City aquifiers. Journal of Geological Society of India, 45, 87–96.

    Google Scholar 

  • Ballukraya, P. N., & Ravi, R. (1999). Characterization of groundwater in the unconfined aquifers of Chennai City, India. Journal of Geological Society of India, 54, 13–22.

    CAS  Google Scholar 

  • Batley, G. E., & Florence, T. M. (1976). The effect of dissolved organics on the stripping voltammetry of sea water. Journal of Electroanalytical Chemistry, 72, 121–126.

    Article  CAS  Google Scholar 

  • Beceiro-Gonzalez, E., Andrade-Garda, J. M., Serrano-Velaso, E., & Lopez-Mahia, P. (1997). Metals in airborne particulate matter in La Coruna (NW Spain). Science of the Total Environment, 196, 131–139.

    Article  CAS  Google Scholar 

  • Bonofer, A. (2004). Manali industrial town and water pollution. Report of Observer Research Foundation (ORF), Chennai, India.

  • Clean Air Act Amendments (1990) Public Law, pp. 101-549. Washington, DC: Environmental Protection Agency.

  • De Luca Rebello, A., Harkel, W., Moreira, I., Santelli, R., & Schroeder, F. (1986). The fate of heavy metals in a estuarine tropical system. Marine Chemistry, 18, 215–225.

    Article  CAS  Google Scholar 

  • Domenico, P. A., & Schwartz, F. W. (1990). Physical and chemical hydrogeology. New York: Wiley.

    Google Scholar 

  • Eick, M. J., Peak, J. D., Brady, P. V., & Pesek, J. D. (1999). Kinetics of lead adsorption and desorption on goethite: Residence time effect. Soil Science, 164, 28–39.

    Article  CAS  Google Scholar 

  • Einax, J. W., Zwanziger, H. W., & Geib, S. (1997). Chemometrics in environmental analysis. D-69451 Weinheim, Germany: VCH Verlagsgesellschaft mbh.

    Google Scholar 

  • Florence, T. M. (1986). Electrochemical approaches to trace element speciation in waters - A review. Analyst, 111, 489–505.

    Article  CAS  Google Scholar 

  • Giesy, P., & Briese, A. (1980). Metal binding capacity of Northern European surface waters for Cd, Cu and Pb. Organic Geochemistry, 2, 57–67.

    Article  CAS  Google Scholar 

  • Gnansundar, D., & Elango, L. (1999). Groundwater quality assessment of a coastal aquifer using geoelectrical techniques. Journal of Environmental Hydrology, 7, 1–8.

    Google Scholar 

  • Helena, B., Pardo, R., Vega, M., Barrado, E., Fernandez, J. M., & Fernandez, L. (2000). Temporal evaluation of groundwater composition in an alluvial aquifer (Pisuerga River, Spain) by principal component analysis. Water Research, 34, 807–816.

    Article  CAS  Google Scholar 

  • Join, J. L., Coadray, J., & Longworth, K. (1997). Using principal components analysis and Na/Cl ratios to trace groundwater circulation in a volcanic island: The example of reunion. Journal of Hydrology, 190, 1–18.

    Article  CAS  Google Scholar 

  • Kannan, N., & Vallinayagam, P. (1992). Correlation analysis of water quality parameters of industrial effluents: Match industry. Indian Journal of Environmental Protection, 12, 521–527.

    CAS  Google Scholar 

  • Kebbekus, B. B., & Mitra, S. (1998). Environmental chemical analysis. New York: Blackie Academic and Professional.

    Google Scholar 

  • Krzysztoz, L., Jan, C., Jacek, P., Danuta, W., & Jerzy, K. (1997). Use of enrichment and contamination factors together with geo-accumulation indexes to evaluate the content of Cd, Cu and Ni in the Rybnik water reservoir in Poland. Water Air Soil Pollution, 93, 347–365.

    Google Scholar 

  • Kuppusamy, M. R., & Giridhar, V. V. (2006). Factor analysis of water quality characteristics including trace metal speciation in the coastal environmental system of Chennai Ennore. Environment International, 32, 174–179.

    Article  CAS  Google Scholar 

  • Kuwabava, J. S., Chang, C. C. Y., Cloern, J. E., Fries, T. L., Davis, J. A., & Luoma, S. N. (1989). Trace metal associations in the water column of South Francisco Bay, California. Estuarine Coastal and Shelf Science, 28, 307–325.

    Article  Google Scholar 

  • Lawrence, F. W., & Upchurch, S. B. (1982). Identification of recharge areas using geochemical factor analysis. Groundwater, 20, 680–687.

    CAS  Google Scholar 

  • Lee, C. S., Li, X., Shi, W., Cheung, S. C., & Thornton, I. (2006). Metal contamination in urban, suburban and country park soils of Hong Kong: A study based on GIS and multivariate statistics. Science of the Total Environment, 356, 45–61.

    Article  CAS  Google Scholar 

  • Liu, C. W., Lin, K. H., & Kuo, Y. M. (2003). Application of factor analysis in the assessment of groundwater quality in a black foot disease area in Taiwan. Science of the Total Environment, 313, 77–89.

    Article  CAS  Google Scholar 

  • Mehra, A., Farago, M. E., & Banerjee, D. K. (1998). Impact of fly ash from coal-fired power station in Delhi, with particular reference to metal contamination. Environmental Monitoring and Assessment, 50, 15–35.

    Article  CAS  Google Scholar 

  • Melloul, A. J. (1995). Use of principal components analysis for studying deep aquifers with scarce data-application to the Nubian sandstone aquifer, Egypt and Israel. Hydrogeology Journal, 3, 19–39.

    Article  Google Scholar 

  • Mohammad, S., & Alam, I. (1997). Metal concentrations in a shallow groundwater aquifer underneath petrochemical complex. Water Research, 31, 3089–3097.

    Article  Google Scholar 

  • Montes-Botella, C., & Tenoria, M. D. (2003). Water characterizations and seasonal heavy metal distribution in the Odiel River (Huelva, Spain) by means of PCA. Archives of Environmental Contamination and Toxicology, 45, 436–444.

    Article  CAS  Google Scholar 

  • Morell, I., Gimenz, E., & Esteller, M. V. (1996). Application of principal components analysis to the study of salinization on the Castellon Plain (Spain). Science of the Total Environment, 177, 161–171.

    Article  CAS  Google Scholar 

  • Nriagu, J. O. (1978). Production and uses of sulphur. In Sulphur in the environment. Part I: The anthropogenic cycle (pp. 1–22). New York: Wiley.

  • Nriagu, J. O.(1990). Global metal pollution. Poisoning the biosphere? Environment, 32(7), 7–11, 28–33.

  • Nriagu, J. O., & Pacyna, J. M. (1988). Qualitative assessment of world-wide contamination of air, water and soils with trace metals. Nature, 333, 134–139.

    Article  CAS  Google Scholar 

  • Olobaniya, S. B., & Owoyemi, F. B. (2006). Characterization by factor analysis of the chemical facies of groundwater in the deltaic plain sands aquifer of Warri, Western Niger delta, Nigeria. African Journal of Science and Technology, 7, 73–81.

    Google Scholar 

  • Padma, S., & Periakali, P. (1999). Physico–chemical and geological studies in Pulicat Lake, East Coast of India. Indian Journal of Marine Science, 28, 434–437.

    Google Scholar 

  • Paul, C. B., Singh G., Eslingh, S., Chaturvedula, S., & Pandel, H. (1998). The impact of scrubber sludge on groundwater quality at an abandoned mine site. Environmental Monitoring and Assessment, 50, 1–13.

    Article  CAS  Google Scholar 

  • Piper, A. M. (1953). A graphic procedure in the geo-chemical interpretation of water analysis. US Geological Survey Groundwater Note No.12.

  • Rajathy, S., & Azariah, J. (1996). Spatial and seasonal variation in heavy metals iron, zinc, manganese and copper in the industrial region of the Ennore Estuary, Madras. Journal of Marine Biological Association of India, 38, 68–78.

    Google Scholar 

  • Ramesh, R., Shivkumar, K., Eswaramoorthi, S., & Purvaja, G. R. (1995). Migration and contamination of major and trace elements in groundwater of Madras City, India. Environmental Geology, 25, 126–136.

    Article  CAS  Google Scholar 

  • Razak, M., & Dazy, J. (1990). Hydrogeochemical characterization of groundwater mixing on sedimentary and metamorphic reservoirs with combined use of piper’s principle and factor analysis. Journal of Hydrology, 114, 371–393.

    Article  Google Scholar 

  • Saadia, R., Munir, H., Shaheen, N., Khalique, A., Manzar, S., & Jaffar, M. (2006). Multivariate analysis of trace metal levels in tannery effluents in relation to soil and water: A case study from Peshawar, Pakistan. Journal of Environmental Management, 79, 20–29.

    Article  Google Scholar 

  • Sahayadas, P., & Azariah. J. (1997). Perception of environmental ethics of buffalo rearing on the banks of the River Cooum in Chennai, Tamil Nadu. In: Proceedings of the International Bioethics Workshop in Madras, 16–19 Jan. 1997. Chennai: University of Madras.

  • Sahoo, C., Patel, R. N., & Patel, M. K. (1997). Chemical oxygen demand and total suspended solids in effluent water: An empirical relation. Indian Journal of Environmental Protection, 17, 886–888.

    CAS  Google Scholar 

  • Shirish, B., Jennnifer, M., Jacobs Hatfield, K., & Prenger, J. (2006). Relationships between stream water chemistry and military land use in forested watersheds in Fort Benning, Georgia. Ecological Indicators, 6, 456–466.

    Google Scholar 

  • Somasundaram, M. V., Ravindran, G., & Tellam, J. H. (1993). Groundwater pollution of Madras urban aquifer, India. Ground Water, 31, 4–11.

    Article  CAS  Google Scholar 

  • Sponza, D., & Karaoglu, N. (2002). Environmental geochemistry and pollution studies of Aliag Metal Industry District. Environment International, 27, 541–553.

    Article  CAS  Google Scholar 

  • Subbarao, C., Subbarao, N. V., & Chandu, S. N. (1996). Characterization of groundwater contamination using factor analysis. Environmental Geology, 28, 175–180.

    Article  CAS  Google Scholar 

  • Swaminathan, S. S., & Narayanan, S. (1994). Groundwater quality monitoring in Manali (Tamilnadu) (pp. 61–80). Report of Public Works Department, (Groundwater Wing) Chennai, India.

  • Tuncer, G., Tuncel, G., & Balkas, T. I. (2001). Evaluation of metal pollution in the golden horn(Turkey) sediments between 1912 and 1987. Marine Pollution Bulletin, 42, 350–360.

    Article  CAS  Google Scholar 

  • Vignati, D. A. L., Camusso, M., & Dominik, J. (2005). Estimation of the truly dissolved concentrations of Cd, Cu, Ni, Zn in contrasting aquatic environments with a simple empirical model. Ecological Modeling, 184, 125–139.

    Article  CAS  Google Scholar 

  • Villanveva, M., Kogevinas, C. M. J., & Grimalt, J. O. (2003). Haloaceticacids and trihalomethanes in finishing drinking waters from heterogeneous sources. Water Research, 37, 953–958.

    Article  Google Scholar 

  • Visconti Reluy, F., De Paz Becares, J. M., Zapataka Hernandez, R. D., & Sanchez Diaz, J. (2004). Development of an equation to relate electrical conductivity to soil and water salinity in a Mediterranean agricultural environment. Australian Journal of Soil Research, 42, 381–388.

    Article  CAS  Google Scholar 

  • Weerasooriya, S. V. R., Senaratne, A., & Dissanayake, C. B. (1983). Environmental impact of polluted city canals – A case study from Colombo, Sri Lanka. Environment International, 9, 401–407.

    Article  CAS  Google Scholar 

  • World Health Organization (1992). Cadmium. Environmental Health Criteria. Vol. 135. ISBN 9241571357.

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Kumaresan, M., Riyazuddin, P. Factor analysis and linear regression model (LRM) of metal speciation and physico-chemical characters of groundwater samples. Environ Monit Assess 138, 65–79 (2008). https://doi.org/10.1007/s10661-007-9761-8

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