Multivariate statistical assessment of heavy metal pollution sources of groundwater around a lead and zinc plant

Abbas Ali Zamani1, Mohammad Reza Yaftian1, Abdolhossein Parizanganeh2
1Phase Equilibria Research Laboratory, Department of Chemistry, Faculty of Science, University of Zanjan, Zanjan, Iran
2Environmental Science Research Laboratory, Department of Environmental Science, Faculty of Science, University of Zanjan, Zanjan, Iran

Tóm tắt

The contamination of groundwater by heavy metal ions around a lead and zinc plant has been studied. As a case study groundwater contamination in Bonab Industrial Estate (Zanjan-Iran) for iron, cobalt, nickel, copper, zinc, cadmium and lead content was investigated using differential pulse polarography (DPP). Although, cobalt, copper and zinc were found correspondingly in 47.8%, 100.0%, and 100.0% of the samples, they did not contain these metals above their maximum contaminant levels (MCLs). Cadmium was detected in 65.2% of the samples and 17.4% of them were polluted by this metal. All samples contained detectable levels of lead and iron with 8.7% and 13.0% of the samples higher than their MCLs. Nickel was also found in 78.3% of the samples, out of which 8.7% were polluted. In general, the results revealed the contamination of groundwater sources in the studied zone. The higher health risks are related to lead, nickel, and cadmium ions. Multivariate statistical techniques were applied for interpreting the experimental data and giving a description for the sources. The data analysis showed correlations and similarities between investigated heavy metals and helps to classify these ion groups. Cluster analysis identified five clusters among the studied heavy metals. Cluster 1 consisted of Pb, Cu, and cluster 3 included Cd, Fe; also each of the elements Zn, Co and Ni was located in groups with single member. The same results were obtained by factor analysis. Statistical investigations revealed that anthropogenic factors and notably lead and zinc plant and pedo-geochemical pollution sources are influencing water quality in the studied area.

Tài liệu tham khảo

Vanloon GW, Duffy SJ: The hydrosphere, in: environmental chemistry: a gold perspective. 2005, New York: Oxford University Press, 2 WHO: Water for pharmaceutical use, in quality assurance of pharmaceuticals: a compendium of guidelines and related materials. 2007, Geneva: World Health Organization, 2 Kumar R, Singh RN: Municipal water and wastewater treatment. 2006, New Delhi: Capital Publishing Company Vodela JK, Renden JA, Lenz SD, Henney WHM, Kemppainen BW: Drinking water contaminants (Arsenic, cadmium, lead, benzene, and trichloroethylene) 1. Interaction of contaminants with nutritional status on general performance and immune function in broiler chickens. Pollution Science. 1997, 76: 1474-1492. Öztürk M, Özözen G, Minareci O, Minareci E: Determination of heavy metals in fish, water and sediments of Avsar Dam Lake in Turkey. Iran J Environ Health Sci Eng. 2009, 6: 73-80. Marcovecchio JE, Botte SE, Freije RH: Heavy metals, major metals, trace elements. handbook of water analysis. Edited by: Nollet LM. 2007, London: CRC Press, 2 Khodabakhshi A, Amin MM, Mozaffari M: Synthesis of magnetic nanoparticles and evaluation efficiency for arsenic removal from simulated industrial wastewater. Iran J Environ Health Sci Eng. 2011, 8: 189-200. Ghasemi M, Keshtkar AR, Dabbagh R, Jaber Safdari S: Biosorption of uranium in a continuous flow packed bed column using Cystoseira indica biomass. Iran JEnviron Health Sci Eng. 2011, 8: 65-74. Underwood EJ: Trace elements in humans and animals nutrition. 1956, New York: Academic Press, 3 Wang LK, Chen JP, Hung YT, Shammas NK: Heavy metals in the environment. 2009, London: Taylor and Francis Borah KK, Bhuyan B, Sarma HP: Heavy metal contamination of groundwater in the tea garden belt of Darrang district, Assam, India. E-Journal of Chemistry. 2009, 6 (S1): S501-S507. 10.1155/2009/760953. EPA: Toxicological review of zinc and compounds. 2005, Washington D.C: U.S. Environmental Protection Agency Botkin BD, Keller EA: Environmental science: Earth as a living planet. 2005, New York: Wiley Thomson RM, Parry GJ: Neuropathies associated with excessive exposure to lead. Muscle Nerve. 2006, 33: 732-741. 10.1002/mus.20510. Dunnick JK, Elwell MR, Radovsky AE, Benson JM, Hahn FF, Nikula KJ, EBarr B, Hobbs CH: Comparative carcinogenic effects of nickel subsulfide, nickel oxide, or nickel sulfate hexahydrate chronic exposures in the lung. Cancer Res. 1995, 55: 5251-5256. Nassef M, Hannigan R, ELsayed KA, Tahawy EMS: Determination of some heavy metals in the environment of Sadat industrial city. 2006, Alexandria, Egypt: Proceeding of the 2nd Environmental Physics Conference Sanayei S, Norli I, Talebi SM: Determination of heavy metals in Zayandeh Rood river, Isfahan-Iran. World Appl Sci J. 2009, 6: 1209-1214. Samunding K, Abustan I, Abdulrahman MT, Hasnainisa M: Distribution of heavy metals profile in groundwater system at solid waste disposal site. Eur J Sci Res. 2009, 1: 58-66. Surindra S, Arvind KN, Maryuri C, Sanjay KG: Assessment of metals in water and sediments of Hindon river, India: impact of industrial and urban discenterges. J Hazard Mater. 2009, 171: 1088-1095. 10.1016/j.jhazmat.2009.06.109. Momodu MA, Anyakora CA: Heavy metal contamination of groundwater: the Surulere case study. Res J Environ Earth Sci. 2010, 2: 39-43. Electrochemistry for environmental protection. Edited by: Rao DB. 2001, New Delhi: Discovery Publishing House Ricenterdson DHS: Applications of voltammetry in environmental science. Environ Pollut; (Series B). 1985, 10: 261-276. 10.1016/0143-148X(85)90019-9. Prasad PR, Rajasekar Reddy S, Chandra Mohan M, Sreedhar NY: Differential pulse polarographic determination of Cr(VI) in various environmental and soil samples using 2,2'- {benzene-1,2-diylbis(nitrilomethylylidene]}diphenol. Int J ChemTech Res. 2010, 2: 295-302. National Geoscience Database of Iran, http://www.ngdir.ir, (Accessed on 9 August 2012). Chehregani A, Noori M, Lari Yazdi H: Phytoremediation of heavy metal polluted soils: screening for new accumulator plants in angouran mine (Iran) and evaluation of removal ability. Ecotoxicol Environ Saf. 2009, 72: 1349-1353. 10.1016/j.ecoenv.2009.02.012. Mohammadi H, Eslami A: Quantity and quality of special wastes in Zanjan province. Research report. 2007, Zanjan: Department of the Environment Parizanganeh AH, Bijnavand V, Zamani AA, Hajabolfath A: Concentration, distribution and comparison of total and bioavailable heavy metals in top soils of Bonab District in Zanjan province. Open J Soil Sci. 2012, 2: 123-132. 10.4236/ojss.2012.22018. Einax GW, Zwanziger HW, Geiss S: Chemometrics in environmental analysis. 1997, VCH Weinheim Miller JN, Miller JC: Statistics and chemometrics for analytical chemistry. 2005, London: Pearson, 5 Tabachnick BG, Fidell LS: Using multivariate statistics. 2007, London: Allyn and Bacon Shrestha S, Kazama F: Assessment of surface water quality using multivariate statistical techniques: A case study of the Fuji river basin. Japan Environ Model Software. 2007, 22: 464-475. 10.1016/j.envsoft.2006.02.001. Nkansah K, Dawson-Andoh B, Slahor J: Rapid centeracterization of biomass using near infrared spectroscopy coupled with multivariate data analysis: Part 1 Yellow-poplar (Liriodendron tulipifera L.). Bioresour Technol. 2010, 101: 4570-4576. 10.1016/j.biortech.2009.12.046.