THE ASSESSMENT OF THE VARIATION OF PHYSICO-CHEMICAL SOURCES FOR DRINKING WATER QUALITY USING CHEMOMETRICS: A CASE STUDY AT WATER TREATMENT PLANTS IN KLANG VALLEY
DOI:
https://doi.org/10.11113/.v78.4170Keywords:
Chemometric techniques, discriminant analysis, principal component analysis, drinking water qualityAbstract
This case study characterizes the drinking water quality by using the multivariate technique. The spatial variation of the physico-chemical and heavy metals parameters toxicity with the drinking water quality based on 28 water treatment plants in Selangor, Malaysia from 2009 to 2012 was evaluated. The objectives of this study are to analyze the physio-chemical activities and heavy metals activities in the collected drinking water samples from the treatment plants, and to detect the source of pollution for the most revealing parameters. The discriminant analysis (DA) and the principal component analysis (PCA) are the chemometric techniques used to investigate the spatial variation of the most significant physico-chemical and heavy metal parameters of the drinking water samples. The classification matrix accuracy for standard mode of DA, forward stepwise and backward stepwise for the physico-chemical and heavy metal parameters are excellent. PCA highlighted 13 significant parameters out of 18 physico-chemical water quality parameters and 14 significant parameters out of 16 heavy metal parameters. PCA was carried out to identify the origin and source of pollution of each water quality parameters. For that reason, this study proves that chemometric method is the principle way to explain the characteristic of the drinking water quality.
References
Baloch, M. K., Jan, I. and Ashour, S. T. 2000. Effect Of Septic Tank Effluents On Quality Of Ground Water. Pakistan Journal Of Food Science.10: 31-34.
WHO. 2011. Guidelines For Drinking-Water Quality. 4th Edition. Vol. 1. Geneva.
Rizak, S. and Hrudey, S. 2008. Drinking-water Safety-Challenges for Community Managed Systems. Journal of Water Health. 6: 33-41.
Zhou, X., Liu, Y., Calvert, L., Munoz, C.G.W. Otim-Nape, D., Robinson, J. and Harrison, B. D. 1997. Evidence that DNA-A of a Geminivirus Associated With Severe Cassava Mosaic Disease In Uganda Has Arisen By Interspecific Recombination. Journal of General Virology. 78: 2101-2111.
Brookes, J. D., Antenucci, J., Hipsey, M., Burch, M. D. N. Ashbolt, J. and Ferguson, C. 2004. Fate And Transport Of Pathogens In Lakes And Reservoirs. Environ International. 4(5): 741-759.
Prudham, S. 2004. Poisoning The Well: Neoliberalism And The Contamination Of Municipal Water In Walterton, Ontario. Geoforum. 35(3): 343-359.
Winston, G. and Leventhal. A. 2008. Unintentional Drinking-Water Contamination Events Of Unknown Origin:Surrogate For Terrorism Preparedness. Journal of Water Health 6 (Suppl. 1). 11-19.
Jakopanec, I., Borgen, K., Vold, L., Lund, H., Forseth, T., Hannula, R. and Nygård, K. 2008. A Large Waterborne Outbreak Of Campylobacteriosis In Norway: The Need To Focus On Distribution System Safety. BMC Infect. 128.10.1186/1471-2334-8-128.
Van de Poel, E., O’Donnell, O. and Van Doorslaer, E. 2007. Are Urban Children Really Healthier? Evidence From 47developing Countries. Social Science & Medicine. 65(10): 1986-2003.
Mahmud, S. G., Shamsuddin, S. A. J., Ahmed, M. F. Davison, A., Deere, D. and Howard, G. 2007. Development And Implementation Of Water Safety Plans For Small Water Supplies In Bangladesh: Benefits And Lessons Learned. Journal of Water Health. 5(4): 585-597.
Huck, P. M. and Coffey, B. M. 2004. The Importance Of Robustness In Drinking-Water Systems. Journal of Toxicology and Environmental Health. Part A. 67: 1581-1590.
Yanga, B., Uchidab, M., Kimc, H. M., Zhanga, X. and Kokubo, T. 2004. Preparation Of Bioactive Titanium Metal Via Anodic Oxidation Treatment. Biomaterials. 25: 1003-1010.
Damikouka, I. and Tzia. K. C. 2007. Application of HACCP Principles In Drinking Water Treatment. Desalination. 210: 138-145.
Hrudey, S. E., Hrudey, E. J. and Pollard, S. J. T. 2006. Risk Management For Assuring Safe Drinking Water. Environ. International. 32: 948-957
Pollard, S. J. T., Estrutt, J. E., MacGillivra, B. H., Hamilton, P.D. and Hrudey, S. E. 2004. Risk Analysis And Management In The Water 28 Utility Sector-A Review Of Drivers, Tools And Techniques. Trans IChemE Part B: Process Saf. Environ. Protect. 82. 29(B6): 453-462.
Yu, G., Sun, D. and Zheng, Y. 2007. Health Effects Of Exposure To Natural Arsenic In Groundwater And Coal In China: An Overview Of Occurrence. Environmental Health Perspectives. 115(4): 636-642.
Chapman, M. S. and Verma. I. M. 1996. Transcriptional Activation By BRCA1. Nature. 382: 678-679.
Rännar, S., Geladi, P., Lindgren, F. and Wold, S. 1995. A PLS Kernel Algorithm For Data Sets With Many Variables And Few Objects. Part II: Crossâ€Validation, Missing Data And Examples. Journal of Chemometrics. 9(6): 459-470.
Astel, A., Tsakovski, S., Barbier, P. and Simenov, V. 2007. Multivariate Classification And Modelling In Surface Water Pollution Estimation. Water Resources. 41: 4566-4578.
Georgieva, M., Ivana, N., Kiril, M., Nikolina, Y., Jasenka, G. K. and Zelimir, K. 2013. Application Of NIR Spectroscopy And Chemometrics In Quality Control Of Wild Berry Fruit Extracts During Storage. Croation Journal of Food Technoloy. Biotechnology a Nutrition. 8: 67-73.
Osei, J., Nyame, F. K., Armah, T. K., Osae, S. K. Dampare, S. B., Fianko, J. R., Adomako, D. and Bentil, N. 2012. Application Of Multivariate Analysis For Identification Of Pollution Sources In The Densu Delta Wetland In The Vicinity Of A Landfill Site In Ghana. J Journal of Water Resource and Protection. 2(12): 1020-1029. doi:10.4236/jwarp.2010.212122.
Revenga, C. and Mock, C. 2000. Dirty Water: Pollution Problems Persist. A Pilot Analysis of Global Ecosystems: Freshwater Systems, Earth Trends. World Resource Institute, Washington. 156p.
Shrestha, S. and Kazama, F. 2007. Assessment Of Surface Water Quality Using Multivariate Statistical Techniques; A Case Study Of The Fuji River Basin, Japan. Environmental Modelling and Software. 22: 464-475.
Juahir, H., Zain, M.K., Yusoff, M. K., Hanidza, T. I. T., Armi, M. A. S., Toriman, E. and Mokthar, M. 2010. Spatial Water Quality Assessment Of Langat River Basin (Malaysia) Using Environmetric Techniques. Environmental Monitoring Assess. 173: 625-641.
Feret, J. B., Francois, C., Gitelson, A., Asner, G. P., Barry, K. M., Panigada, C., Richardson, A. D. and Jacquemoud, S. Optimizing Spectral Indices And Chemometric Analysis Of Leaf Chemical Properties Using Radiative Transfer Modelling. Remote Sensing Of Environment. 115: 2742-2750.
Simeonov, V., Stratis, J. A., Samara, C., Zachariadis, G., Voutsa, D., Anthemidis, A., Sofoniou, M. and Kouimtzis, T. 2003. Asessment Of The Surface Water Quality In Northern Greece. Water Research. 37: 4119-4124.
Brodnjak-Voncing, D., Dobcnik, D., Novic, M and Zupan, J. 2002. Chemometric Characterization Of The Quality Of River Water. Anal Chim Acta. 462: 87-100.
Kowalkowski, T., Zbytniewski, R. and Szpeina, J. 2006. Application Chemometrics In River Water Classification. Wat Res. 40: 744-752.
Massart, D. L., Vandeginste, B. G. M., Buydens, L. M. C. De Jong, S., Lewi, P. J. and J. Smeyers-Verbeke. 1997. Handbook of Chemometrics and Qualimetrics: Part A. Data Handling in Science and Technology 20A. Elsevier. 355-356.
Helena, B., Pardo, R., Vega, M., Barrado, E., Fernandez, J. M. and Fernandez, L. 2000. Temporal Evaluation Of Groundwater Composition In An Alluvial Aquifer (Pisuerga River, Spain) By Principal Component Analysis. Water Research. 34: 807-816.
Singh, K. P., Malik, A., Mohan, D., Sinha, S and Singh, V. K. Chemometric Data Analysis Of Pollutants In Wastewater – A Case Study. Analytica Chimica Acta. 532(1): 15-25.
Azid, A., Juahir, H., Latiff, M.T., Zain, S. M. and Osman, M. R. 2013. Source Apportionment of Air Pollution: A Case Study in Malaysia. Journal of Environmental Protection. 4(12A).
Bierman, P., Lewis, M., Ostendrof, B. and Tanner, J. 2009. A Review Of Methods For Analyzing Spatial And Temporal Patterns In Coastal Water Quality. Ecological Indicators. 103-114.
Johnson, R. A. and Wichern, D. W. 1992. Applied Multivariate Statistical Analysis. Third Editon. Prentice Hall, Englewood Cliffs, New Jersey. 642 p.
Wunderline, D. A., Diaz, M. D., Ame, V., Pesce, S., Hued, A, and Bistoni, M. 2000. Pattern Recognition Techniques From The Evaluation Of Spatial And Temporal Variations In Water Quality. A Case Study: Suquia River Basin (Cordoba-Argentina). Water Research. 35(12): 2881-2894.
Polit, D. F. 1996. Data Analysis and Statistics for Nursing Research. Appleton and Lange. 320-321.
Choudhary, R., Rawtani, P. and Vishwakarma, M. 2011. Comparative Study of Drinking Water Quality Parameters of three Manmade Reservoirs i.e Kolar, Kaliasote and Kerwa Dam. Current World Environment. 6(1): 145-149.
Scatena, F. N., 2000. Drinking Water from Forests and Grasslands. A Synthesis of the Scientific Literature. 246p.
Tadesse, D., Desta, A., Geyid, A., Girma, W., Fisseha, S. and Schmoll, O. 2010. Rapid Assessment Of Drinking Water Quality In The Federal Democratic Republic Of Ethiophia: Country Report Of The Pilot Project Implementation In 2004-2005. Geneva: World Health Organization & United Nations Children’s Fund. 28-235.
Kim, J. O. and Mueller, C. W. 1978. Introduction To Factor Analysis: What It Is And How To Do It. Newbury Park: Sage University Press.
Vega, M., Pardo, R., Barrado, E. and Deban, L. 1998. Assessment Of Seasonal And Polluting Effects On The Quality Of River Water By Exploratory Data Analysis. Jurnal of Sustainable Development. 32: 3581-3592.
Liu, C. W., Lin, K. H. and Kuo, Y. M. 2003. Application Of Factor Analysis In The Assessment Of Ground Water Quality In A Blackfoot Disease Area In Taiwan. The Science of the Total Environment. 313: 77-89.
WHO. 2004. Guidelines For Drinking-Water Quality. 3rd edition. Vol 1.
IARC On The Evaluation Of Carcinogenic Risks To Humans. Chlorinated Drinking-water; Chlorination By- products; Some Other Halogenated Compounds; Cobalt and Cobalt Compounds. Volume 52. World Health Organization International Agency For Research On Cancer.
U.S. Geological Survey (USGS). 2007. Water Quality In The Upper Anacostia River, Maryland: Continuous And Discrete Monitoring With Simulations To Estimate Concentrations And Yields, 2003–05. Scientific Investigation Report 2007-5142.
Goonetilleke, A., Thomas, E., Ginn, S., & Gilbert, D. 2005. Understanding The Role Of Land Use In Urban Stormwater Quality Management. Journal of Environmental Management. 74: 31-42.
Schlosser, I. J. and Karr, J. R. 1981. Water Quality In Agricultural Watershed: Impact Of Riparian Vegetation During Base Flow. Water Resources Bulletin. 17: 233-240.
Brijesh, M. K., Sunil, K. G. and Alok, S. 2014. Human Health Risk Analysis From Disinfection By-Products (Dbps) In Drinking And Bathing Water Of Some Indian Cities. Journal of Environmental Health Science and Engineering. 73.
World Health Organization. 2011. Guidelines For Drinking-Water Quality. 4nd ed. Vol. 2.
Leland, H. V. and McNurney, J. M. 1979. Lead Transport In A River Ecosystem. Proc. Int. Conf. Transport of Persistent Chemicals in Aquatic Ecosystems III. 17-23.
Sukiman, S. and A. P. Md. 1993. Chemical Quality Of Malaysian Drinking Water Sources. Drinking Water Health Aspects. Edited by Jangi, M. S. Bangi: Universiti Kebangsaan Malaysia.
Abdullah, J. 2014. Assessment of Potential Risks from Trihalomethanes in Water Supply at Alexandria Governorate. J Pollut Eff Cont. 2: 119. doi:10.4172/2375-4397.1000119.
Abdul Aziz, H., Omran, A. and Zakaria, W. R. 2010. H2O2 Oxidation of Pre-Coagulated Semi Aerobic Leachate. International Journal Environmental Research. 4(2): 209-216.
EPA. 1992. Guidance for Nuisance Chemicals. 92-001. Environmental Protection Agency, United States.
Prasad, D. A. and Mishra, S. 2008. Hexavalent Chromium (VI): Environment Pollutant And Health Hazard. Journal of Environmental Research a Development. 2(3): 386-392.
World Health Organization. 1996. Guidelines For Drinking- Water Quality. 2nd ed. Vol. 2.
Soylak, M., Divrikii, U., Saracoglu, S. and Elci, L. 1998. Membrane Filteration – Atomic Absorption Spectrometry Combination for Copper, Cobalt, Cadmium, Lead and Chromium in Environmental Sample. Environmental Monitoring and Assessment. 127: 1-3.
US EPA. 1995. Effect of pH, DIC, Orthophosphate Sulfate On Drinking Water Cuprosolvency. US Environmental Protection Agency, Office of Research and Development (EPA/600/R-95/085).
Department of Environment. 2009. Ministry of Natural Resources and Environment, Malaysia. ISSN:0127-6433.
Zulkifli, S. Z., Mohamat-Yusuff, F., Arai, T., Ismail, A. and Miyazaki, N. 2010. An Assessment Of Selected Trace Elements In Intertidal Surface Sediments Collected From The Peninsular Malaysia. Environmental Monitoring and Assessment. 169: 457-72.
Yap, C. K. and Pang, B. H. 2011. Assessment of Cu, Pb and Zn Contamination In Sediment Of North Western Peninsular Malaysia By Using Sediment Quality Values Different Geochemical Indices. Environmental Monitoring and Assessment. 183: 23-39.
Rwoo, M. A., Juahir, H., Azid, A., Sharif, S. M., Roslan, N. M. Zain, S. M. and Toriman, M. E. 2014. Spatial Variations of Drinking Water Quality Monitoring in Water Treatment Plant Using Environmetric Techniques. Springer Singapore. 325- 329.
Downloads
Published
Issue
Section
License
Copyright of articles that appear in Jurnal Teknologi belongs exclusively to Penerbit Universiti Teknologi Malaysia (Penerbit UTM Press). This copyright covers the rights to reproduce the article, including reprints, electronic reproductions, or any other reproductions of similar nature.