Spatial and Temporal Assessment of Titiwangsa Lake Water Quality Using Chemometrics Analysis

  • Authors

    • Hafizan Juahir
    • Adiana Ghazali
    • Azimah Ismail
    • Mahadzirah Mohamad
    • Firdaus Mohamad Hamzah
    • Sunardi Sudianto
    • Mohd Lokman Mohd Lasim
    • Mohamed Aidi Shahriz
    • Rahmah Elfithri
    2018-07-25
    https://doi.org/10.14419/ijet.v7i3.14.16856
  • Discriminant analysis, hierarchical agglomerative cluster analysis, principal component analysis, Titiwangsa Lake, Malaysia, water quality.
  • Titiwangsa Lake is a renowned recreational lake in Kuala Lumpur, Malaysia. The present study was purposely to define the current status of Titiwangsa Lake water quality and propose a water quality monitoring program to conserve and sustain the health of this lake. Samples were collected in January 2017 during the day and night-time periods. Spatial classification using hierarchical agglomerative cluster analysis (HACA) has clustered the sampling stations into low, medium and high contaminated areas. Temporal classification of discriminant analysis (DA) forward stepwise mode has highlighted DO, chlorophyll-a and E-coli are the significant variables. They showed a lower range of data during the day-time period compared to night-time period. DA backward stepwise model showed  significant variables of total suspended solid (TSS) and total phosphate (TP) were higher in concentration during the day-time period as compared to night-time period. The significant of varimax factors (VFs) in the principal component analysis (PCA) might contribute by the landscaping, small-scale domestic wastewater, urban stormwater and land erosion. In a nutshell, based on HACA classification, samples can be collected at only three stations represent each cluster during the next water quality monitoring activities as this could reduce the time and cost of sampling and sample analysis.

     

  • References

    1. [1] Shiklomanov I (1993), World freshwater resources. In Peter H. Gleick (Ed), Water in crisis: A guide to the world’s fresh water resources, Oxford University Press, New York, pp: 13-24.

      [2] Ashraf MA, Maah MJ & Yusoff I (2011), Bioaccumulation of heavy metals in fish species collected from former tin mining catchment. International Journal of Environmental Resources 6(1), 209-218.

      [3] Kazi TG, Arain MB, Jamali MK, Jalbani N, Afridi HI, Sarfraz RA, Baig JA & Shah AQ (2009), Assessment of water quality of polluted lake using multivariate statistical techniques: A case study, Ecotoxicology and Environmental Safety 72, 301-309.

      [4] Mokhtar M, Latif MT & Heng LY (2003), Kimia air, Utusan Publications & Distributors Sdn. Bhd., Malaysia, pp: 103.

      [5] Zhao Y, Xia XH, Yang ZF & Wang F (2012), Assessment of water quality in Baiyangdian Lake using multivariate statistical techniques, Procedia Environmental Sciences 13, 1213-1226.

      [6] Adiana G, Shazili NAM & Ariffin MM (2011), Cadmium, manganese and lead distribution in the South China Sea off the South Terengganu coast, Malaysia during post-monsoon and pre-monsoon, Journal of Sustainability Science and Management 6(2), 181-192.

      [7] Zhou Z & Zhao Y (2011), Research on the water quality monitoring system for inland lakes based on remote sensing, Procedia Environmental Sciences 10,1707-1711.

      [8] Parmar KS & Bhardwaj R (2013), Wavelet and statistical analysis of river water quality parameters, Applied Mathematics and Computation 219, 10172-10182.

      [9] Thackeray SJ, Nõges P, Dunbar MJ, Dudley BJ, Skjelbred B, Morabito G, Carvalho L, Phillips G, Mischke U, Catalan J, de Hoyos C, Laplace C, Austoni M, Padedda BM, Maileht K, Pasztaleniec A, Järvinen M, Solheim AL & Clarke RT (2013), Quantifying uncertainties in biologically-based water quality assessment: A pan-European analysis of lake phytoplankton community metrics, Ecological Indicators 29, 34-47.

      [10] Liu Y, Wang Y, Sheng H, Dong F, Zhao L, Guo H, Zhu X & He B (2014), Quantitative evaluation of lake eutrophication responses under alternative water diversion scenarios: A water quality modeling based statistical analysis approach, Science of the Total Environment 468-469, 219-227.

      [11] Yang L, Zhao X, Peng S & Li X (2016), Water quality assessment analysis by using combination of Bayesian and genetic algorithm approach in an urban lake, China, Ecological Modelling 339, 77-88.

      [12] Kovács J, Tanos P, Várbíró G, Anda A, Molnár S & Hatvani IG (2017), The role of annual periodic behavior of water quality parameters in primary production – Chlorophyll-a estimation, Ecological Indicators 78, 311-321.

      [13] Ikem A & Adisa S (2011), Runoff effect on eutrophic lake water quality and heavy metal distribution in recent littoral sediment, Chemosphere 82, 259-267.

      [14] Mohamad M, Mohammad M, Mamat I & Mamat M (2014), Modelling positive development, life satisfaction and problem behavior among youths in Malaysia, World Applied Sciences Journal 32(2), 231-238.

      [15] Mohamad M, Ali AM, Ab Ghani NI, Abdullah AR & Mokhlis S (2013), Positioning Malaysia as a tourist destination based on destination loyalty, Asian Social Science 9(1), 286-292.

      [16] Din HM, Toriman ME, Mokhtar M, Efithri R, Aziz NAA, Abdullah NM & Kamarudin MKA (2012), Loading concentrations of pollutant in Alur Ilmu at UKM Bangi campus: Event mean concentration (EMC) approach, Malaysian Journal of Analytical Science, 16(3), 353-365.

      [17] Bidai J, Adiana G & Shazili NAM (2016), Particle sizes effect of the elements in the South China Sea sediment off Pahang coastal during the Northeast monsoon (pre-) and the Southwest monsoon (post-) periods, Environmental Earth Sciences 75(7), 614.

      [18] Juahir, H., Zain, S.M., Aris, A.Z., Yusof, M.K., Samah, M.A.A., Mokhtar, M. (2010). Hydrological trend analysis due to land use changes at Langat River Basin. EnvironmentAsia, 3(2010), 20-31.

      [19] Massart DL & Kaufman L (1983), The interpretation of analytical data by the use of cluster analysis, Wiley, NewYork.

      [20] McKenna JEJr. (2003), An enhanced cluster analysis program with bootstrap significance testing for ecological community analysis, Environmental Modelling & Software 18(2), 205–220.

      [21] Willet P (1987), Similarity and clustering in chemical information systems, Research Studies Press,Wiley: New York.

      [22] Adams MJ (1998), The principles of multivariate data analysis. In P. R. Ashurst & M. J. Dennis (Eds.), Analytical methods of food authentication. Blackie Academic & Professional, London, pp. 350.

      [23] Otto M (1998), Multivariate methods. In R. Kellner, J. M. Mermet, M. Otto, & H. M. Widmer (Eds.), Analytical chemistry, Wiley-VCH, Wenheim.

      [24] Forina M, Armanino C & Raggio V (2002), Clustering with dendograms on interpretation variables, Analytica Chimica Acta 454, 13–19.

      [25] Singh KP, Malik A & Sinha S (2005), Water quality assessment and apportionment of pollution sources of Gomti River (India) using multivariate statistical techniques: A case study, Analytica Chimica Acta 35, 3581–3592.

      [26] Johnson RA & Wichern DW (1992), Applied multivariate statistical analysis (3rd ed.), Prentice-Hall Int.: New Jersey.

      [27] Kamaruddin AF, Toriman ME, Juahir H, Zain SM, Rahman MNA, Amri Kamarudin MK & Azid A (2015), Spatial characterization and identification sources of pollution using multivariate analysis at Terengganu River Basin, Malaysia, Jurnal Teknologi 77(1), 269-273.

      [28] Reghunath R, Murthy STR & Raghavan BR (2002), The utility of multivariate statistical techniques in hydrogeochemical studies: An example from Karnataka, India, Water Research 36, 2437–2442.

      [29] Kim J-O & Mueller CW (1987), Introduction to factor analysis: What it is and how to do it. Quantitative applications in the social sciences series, Sage University Press: Newbury Park.

      [30] Adiana G, Juahir H, Joseph B & Shazili NAM (2017), Tracing the sources of lead (Pb) in Brunei Bay, Borneo by using integrated spectrometry ICP-MS and chemometrics techniques, Marine Pollution Bulletin 123, 232-240.

      [31] Liu CW, Lin KH & Kuo YM (2003), Application of factor analysis in the assessment of groundwater quality in a Blackfoot disease area in Taiwan, The Science of the Total Environment 313, 77–89.

      [32] Low-Décarie E, Bell G & Fussmann GF (2015), CO2 alters community composition and response to nutrient enrichment of freshwater phytoplankton, Oecologia 177(3), 875-883.

      [33] Phillips JC, McKinley GA, Bennington V, Bootsma HA, Pilcher DJ, Sterner RW & Urban NR (2015), The potential for CO2-induced acidification in freshwater: A great lakes case study, Oceanography 28(2), 136-145.

      [34] Enns T, Scholander PF & Bradstreet ED (1965), Effect of hydrostatic pressure on gases dissolved in water, The Journal of Physical Chemistry 69(2), 389-391.

      [35] Butler IA, Schoonen AA & Rickard DT (1994), Removal of dissolved oxygen from water: A comparison of four common techniques, Talanta 41(2), 211-215.

      [36] Manasrah R, Raheed M & Badran MI (2006), Relationships between water temperature, nutrients and and dissolved oxygen in the northern Gulf of Aqaba, Red Sea, Oceanologica 48(2), 237-354.

      [37] Abelson PH (1999), A potential phosphate crisis. Science, 283. http://www.sciencemag.org.

      [38] Dick WA (1983), Organic carbon, nitrogen, and phosphorus concentrations and pH in soil profiles as affected by tillage intensity, Soil Science Society of America Journal 47, 102-107.

      [39] Frenzel SA & Couvillion ES (2002), Fecal indicator bacteria in streams along a gradient of residential development, Journal of the American Water Resources Association 28(1), 265-273.

      [40] Ong MC, Joseph B, Shazili NAM, Ghazali A & Mohamad MN (2015), Heavy metals concentration in surficial sediments of Bidong Island, South China Sea off the East Coast of Peninsular Malaysia, Asian Journal of Earth Sciences 8(3), 74.

  • Downloads

  • How to Cite

    Juahir, H., Ghazali, A., Ismail, A., Mohamad, M., Mohamad Hamzah, F., Sudianto, S., Lokman Mohd Lasim, M., Aidi Shahriz, M., & Elfithri, R. (2018). Spatial and Temporal Assessment of Titiwangsa Lake Water Quality Using Chemometrics Analysis. International Journal of Engineering & Technology, 7(3.14), 20-25. https://doi.org/10.14419/ijet.v7i3.14.16856