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Spatial variation of water quality parameters in a mangrove estuary

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Abstract

Spatial variations of the water quality parameters of the Merbok estuary were interpreted by multivariate statistical techniques, such as cluster analysis (CA), principal component analysis (PCA), and factor analysis (FA). Data from January to December 2011 were collected to monitor 13 parameters at six sampling stations along the river stretch (two stations at each river section: upstream, midstream, and downstream). Cluster analysis results revealed two different groups between the sampling stations, reflecting different physicochemical properties and pollution levels in the study area. Factor analysis was used for the parameters of the surface and bottom water quality, yielding four factors that were responsible for 72.93 and 68.90 % of the total variance of data sets. PCA also found conductivity, salinity, dissolved oxygen, chlorophyll a, and NO3 − to be the most important parameters contributing to the fluctuations of surface water and bottom water quality in the Merbok estuary. This study presents the usefulness of multivariate statistical techniques for assessing water quality data sets and for understanding spatial variations in water quality parameters to effectively manage water quality in estuaries.

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References

  • Adam S, Pawert M, Lehmann R, Roth B, Müller E, Triebskorn R (2001) Physicochemical and morphological characterization of two small polluted streams in southwest Germany. J Aquat Ecosyst Stress Recover 8(3–4):179–194

    Article  CAS  Google Scholar 

  • Adams VD (1991) Water and wastewater examination manual. Lewis, Michigan

    Google Scholar 

  • Aiken RS, Leigh CH, Leinbach TR, Moss MR (1982) Development and environment in peninsular Malaysia. McGraw-Hill International Book Company, Singapore

    Google Scholar 

  • Alberto WD, Fabiana PS, Cecilia HA (2001) Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality. A case study: Suquia a River Basin (Córdoba-Argentina). Water Res 35(12):2881–2894

    Article  CAS  Google Scholar 

  • Alkarkhi AFM, Ahmad A, Easa AM (2009) Assessment of surface water quality of selected estuaries of Malaysia: multivariate statistical techniques. Environmentalist 29(3):255–262

    Article  Google Scholar 

  • Anila Kumary KS, Azis PA, Natarajan P (2007) Water quality of the Adimalathura Estuary, southwest coast of India. J Mar Biol Assoc India 49(1):01–06

    Google Scholar 

  • Anitha G, Kumar SP (2013) Seasonal variations in physico-chemical parameters of Thengapattanam estuary, South west coastal zone, Tamilnadu, India. Int J Environ Sci 3(4):1253–1261

    CAS  Google Scholar 

  • ANZECC/ARMCANZ (2000) Australian and New Zealand guidelines for fresh and marine water quality, Volume 1. The guidelines (Chapters 1–7). Canberra, Australian and New Zealand Environment and Conservation Council and Agriculture and Resource Management Council of Australia and New Zealand

  • APHA (1991) Standard methods for the examination of water and waste water. American Public Health Association (18th Ed.), Washington, DC, USA

  • Boyer JN, Kelble CR, Ortner PB, Rudnick DT (2009) Phytoplankton bloom status: chlorophyll a biomass as an indicator of water quality condition in the southern estuaries of Florida, USA. Eco Indic 9(6):56–67

    Article  Google Scholar 

  • Bu H, Tan X, Li S, Zhang Q (2010) Water quality assessment of the Jinshui River (China) using multivariate statistical techniques. Environ Earth Sci 60(8):1631–1639

    Article  CAS  Google Scholar 

  • Correl DL, Jordan TE, Weller DE (1992) Nutrients flux in a landscape: effects of coastal land use and terrestrial community mosaic on nutrient transport to coastal waters. Estuaries 15:431–442

    Article  Google Scholar 

  • Damme SV, Struyf E, Maris T, Ysebaert T, Dehairs F, Tackx M, Meire P (2005) Spatial and temporal patterns of water quality along the estuarine salinity gradient of the Scheldt estuary (Belgium and The Netherlands): results of an integrated monitoring approach. Hydrobiology 540(1):29–45

    Article  Google Scholar 

  • DDI PM (1974) Hydrological data: stream flow records, 1965–70. Ministry of Agricultural and Rural Development, Malaysia

    Google Scholar 

  • DID (2001) Annual report. Department of Irrigation and Drainage, Kuala Lumpur

    Google Scholar 

  • DOE (1999) Environmental quality report. Ministry of Science, Technology and Environment, Kuala Lumpur

    Google Scholar 

  • Fianko JR, Lowor ST, Donkor A, Yeboah PO (2010) Nutrient chemistry of the Densu River in Ghana. Environmentalist 30(2):145–152

    Article  Google Scholar 

  • Grafny S, Goren M, Gasith A (2000) Habitat condition and fish assemblage structure in a coastal Mediterranean stream (Yarqon, Israel) receiving domestic effluent. Hydrobiology 422:319–330

    Article  Google Scholar 

  • Hu J, Qiao Y, Zhou L, Li S (2012) Spatiotemporal distributions of nutrients in the downstream from Gezhouba Dam in Yangtze River, China. Environ Sci Pollut Res 19(7):2849–2859

    Article  CAS  Google Scholar 

  • Huang J, Ho M, Du P (2011) Assessment of temporal and spatial variation of coastal water quality and source identification along Macau peninsula. Stoch Environ Res Risk Assess 25(3):353–361

    Article  Google Scholar 

  • Huot Y, Babin M, Bruyant F, Grob C, Twardowski MS, Claustre H (2007) Does chlorophyll a provide the best index of phytoplankton biomass for primary productivity studies? Biogeosci Discuss 4(2):707–745

    Article  Google Scholar 

  • Iscen CF, Emiroglu Ö, Ilhan S, Arslan N, Yilmaz V, Ahiska S (2008) Application of multivariate statistical techniques in the assessment of surface water quality in Uluabat Lake, Turkey. Environ Monit Assess 144:269–276

    Article  CAS  Google Scholar 

  • Jonnalagadda S, Mhere G (2001) Water quality of the Odzi River in the eastern highlands of Zimbabwe. Water Res 35(10):2371–2376

    Article  CAS  Google Scholar 

  • Juahir H, Zain SM, Yusoff MK, Hanidza TIT, Armi ASM, Toriman ME, Mokhtar M (2011) Spatial water quality assessment of Langat River Basin (Malaysia) using environmetric techniques. Environ Monit Assess 173(1):625–641

    Article  Google Scholar 

  • Kjerfve B (1979) Measurement and analysis of water current, temperature, salinity and density. Estua. Hydro. Sediment. Cambridge: 186–216

  • Langford TEL (1990) Ecological effects of thermal discharges. Elsevier Applied Science Publication Ltd, England

    Google Scholar 

  • Liu CW, Lin KH, Kuo YM (2003) Application of factor analysis in the assessment of ground water in a blackfoot disease area in Taiwan. Sci Total Environ 313:77–89

    Article  CAS  Google Scholar 

  • Madramootoo CA, Johnston WR, Willardson LS (1997) Management of agricultural drainage water quality (Vol. 13), International Commission

  • Meera S, Nandan SB (2010) Water quality status and primary productivity of Valanthakad Backwater in Kerala. Indian J Mar Sci 39(1):105–113

    CAS  Google Scholar 

  • Muduli PR, Vinithkumar N, Begum M, Robin R, Vardhan KV, Venkatesan R, Kirubagaran R (2011) Spatial variation of hydrochemical characteristics in and around port Blair Bay Andaman and Nicobar Islands, India. World Appl Sci J 13(3):564–571

    CAS  Google Scholar 

  • Murugan A, Ayyakkannu K (1991) Ecology of uppanar backwaters, Cuddalore: 1. physico-chemical parameters. Mahasagar 24(1):31–38

    CAS  Google Scholar 

  • Mustapha A, Abdu A (2012) Application of principal component analysis and multiple regression models in surface water quality assessment. J Environ Earth Sci 2(2):16–23

    Google Scholar 

  • Mustapha A, Aris AZ (2012) Spatial aspects of surface water quality in the Jakara Basin, Nigeria using chemometric analysis. J Environ Sci Health Part A 47(10):1455–1465

    Article  CAS  Google Scholar 

  • Mustapha A, Aris AZ, Juahir H, Ramli MF, Kura NU (2013) River water quality assessment using environmentric techniques: case study of Jakara River Basin. Environ Sci Pollut Res, 1–15

  • Nandan BS (2004) Ecology of retting zones. In: Impact of retting on the aquatic ecosystems (Limnological Association of Kerala ISBN: 81-901939-0-2) pp 15

  • Nasnolkar CM, Shirodhkar PV, Singbal SVS (1996) Studies of organic carbon, nitrogen and phosphorus in the sediments of Mandovi estuary, Goa. Indian J Mar Sci 25:120–124

    Google Scholar 

  • Nichol SL, Howard FJF, Kool J, Stowar M, Bouchet P, Radke L, Siwabessy J, Przeslawski R, Picard K, de Glasby BA, Colquhoun J, Letessier T, Heyward A (2013) Oceanic shoals Commonwealth Marine Reserve (Timor Sea) biodiversity survey GA0339/SOL5650 - post-survey report. National Environmental Research Program. Available: www.ga.gov.au

  • Ong J, Gong W, Wong C, Din ZH, Kjerfve B (1991) Characterization of a Malaysian mangrove estuary. Estuar Coasts 14(1):38–48

    Article  Google Scholar 

  • Pejman AH, Nabi Bidhendi GR, Karbassi AR, Mehradi N, Esmaeili Bidhendi M (2009) Evaluation of spatial and seasonal variations in surface water quality using multivariate statistical techniques. Int J Environ Sci Tech 6(3):467–476

    Article  CAS  Google Scholar 

  • Pradhan U, Shirodkar P, Sahu B (2009) Physico-chemical characteristics of the coastal water off Devi estuary, Orissa and evaluation of its seasonal changes using chemometric techniques. Curr Sci 96(9):1203–1209

    CAS  Google Scholar 

  • Qadir A, Malik RN, Husain SZ (2008) Spatio-temporal variations in water quality of Nullah Aik-tributary of the river Chenab, Pakistan. Environ Monit Assess 140(1):43–59

    Article  CAS  Google Scholar 

  • Qasim SZ (2004) Environmental features and biological characteristics. Handbook of tropical estuarine biology. Narendra Publishing House, Delhi, pp 1–72

    Google Scholar 

  • Raj MV, Padmavathy S, Sivakumar S (2013) Water quality parameters and it influences in the Ennore estuary and near Coastal environment with respect to industrial and domestic sewage. Int Res J Environ Sci 2(7):20–25

    Google Scholar 

  • Rosnani I (2000) River water quality status in Malaysia. In Proceedings national conference on sustainable river basin management in Malaysia. Kuala Lumpur, Malaysia

  • Rossouw N (2003) Chlorophyll a as indicator of algal abundance. http://www.ru.ac.za/static/institutes/iwr/software/reserve/wqdss/Algal_Abundance_V01.htm. Accessed 11 March 2014

  • Sarupria J, Bhargava R (1998) Seasonal distribution of chlorophyll-a in the exclusive economic zone (EEZ) of India. Indian J Mar Sci 27:292–297

    CAS  Google Scholar 

  • Satpathy K, Mohanty A, Natesan U, Prasad M, Sarkar S (2010) Seasonal variation in physicochemical properties of coastal waters of Kalpakkam, east coast of India with special emphasis on nutrients. Environ Monit Assess 164:153–171

    Article  CAS  Google Scholar 

  • Selvam V, Hariprasad RMA, Ramasubramanian R (1994) Diurnal variations in the water quality of sewage polluted Adayar mangrove water, east coast of India. Ibid 23:94–97

    CAS  Google Scholar 

  • Shrestha S, Kazama F (2007) Assessment of surface water quality using multivariate statistical techniques: a case study of the Fuji river basin, Japan. Environ Model Softw 22(4):64–475

    Article  Google Scholar 

  • Shuhaimi-Othman M, Lim EC, Mushrifah I (2007) Water quality changes in Chini Lake, Pahang, West Malaysia. Environ Monit Assess 131(1):279–292

    Article  CAS  Google Scholar 

  • 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. Anal Chim Acta 35:3581–3592

    Google Scholar 

  • Strickland J, Parsons (1972) A practical handbook of seawater analysis. Fish Res Bd Can Bull 167:310

    Google Scholar 

  • Sujatha CH, Niffy B, Ranjitha R, Fanimol CL, Samantha NK (2009) Nutrient dynamics in two lakes of Kerela, India. Indian J Mar Sci 38(4):451–456

    Google Scholar 

  • Upadhyay S (1988) Physico-chemical characteristics of the Mahanadi estuarine ecosystem, east coast of India. Indian J Mar Sci, New Delhi 17(1):19–23

    CAS  Google Scholar 

  • US Environmental Protection Agency (2002) Integrated water quality monitoring and assessment report. Available: www.epa.gov/…/2002wq. Accessed 8 March 2014

  • Van Duyl FC, Gast G, Steinhoff W, Kloff S, Veldhuis M, Bak R (2002) Factors influencing the short-term variation in phytoplankton composition and biomass in coral reef waters. Coral Reefs 21:293–306

    Article  Google Scholar 

  • Varol M, Sen B (2009) Assessment of surface water quality using multivariate statistical techniques: a case study of Behrimaz Stream, Turkey. Environ Monit Assess 159(1):543–553

    Article  CAS  Google Scholar 

  • Varol M, Gökot B, Bekleyen A, Şen B (2012) Spatial and temporal variations in surface water quality of the dam reservoirs in the Tigris River basin, Turkey. Catena 92:11–21

    Article  CAS  Google Scholar 

  • Vega M, Pardo R, Barrado E, Debán L (1998) Assessment of seasonal and polluting effects on the quality of river water by exploratory data analysis. Water Res 32(12):3581–3592

    Article  CAS  Google Scholar 

  • Vincy MV, Rajan B, Pradeep Kumar AP (2012) Water quality assessment of a tropical wetland ecosystem with special reference to Backwater Tourism, Kerala, South India. Int Res J Environ Sci 1(5):62–68

    Google Scholar 

  • Wang Y, Wang P, Bai Y, Tian Z, Li J, Shao X, Li BL (2012) Assessment of surface water quality via multivariate statistical techniques: a case study of the Songhua river-Harbin region, China. J Hydro-environ Res 7(1):30–40

    Article  Google Scholar 

  • Wetzel RG, Likens GE (2000) Limnological analyses. Springer, Berlin

    Book  Google Scholar 

  • Yang L, Song X, Zhang Y, Yuan R, Ma Y, Han D, Bu H (2012) A hydrochemical framework and water quality assessment of river water in the upper reaches of the Huai River Basin, China. Environ Earth Sci 67(7):2141–2153

    Article  CAS  Google Scholar 

  • Zhang X, Wang Q, Liu Y, Wu J, Yu M (2011) Application of multivariate statistical techniques in the assessment of water quality in the Southwest New Territories and Kowloon, Hong Kong. Environ Monit Assess 173(1–4):17–27

    Article  Google Scholar 

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Acknowledgments

The study was funded through USM Grant Number 1001/PBIOLOGI/844083, Research University Grant 1001/PBIOLOGI/815048 and 1001/PBIOLOGI/815053. The author acknowledges USM (Universiti Sains Malaysia) for providing all research facilities, TWOWS (Third World Organization for Women in Science) and Sida (Swedish International Development Cooperation Agency) for supporting this study.

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Authors and Affiliations

  1. School of Biological Sciences, Universiti Sains Malaysia, 11800, Penang, Malaysia

    K. Fatema, W. O. Wan Maznah & M. M. Isa

  2. Department of Fisheries, University of Dhaka, Dhaka, 1000, Bangladesh

    K. Fatema

  3. Center for Marine and Coastal Studies (CEMACS), Universiti Sains Malaysia, 11800, Penang, Malaysia

    W. O. Wan Maznah & M. M. Isa

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  1. K. Fatema
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Correspondence to W. O. Wan Maznah.

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Fatema, K., Wan Maznah, W.O. & Isa, M.M. Spatial variation of water quality parameters in a mangrove estuary. Int. J. Environ. Sci. Technol. 12, 2091–2102 (2015). https://doi.org/10.1007/s13762-014-0603-2

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