Abstract
Located in the northeastern part of Tunisia, Wadi El Bey drains the watershed through farmland, industrial, and urban areas of the region. It serves to discharge treated wastewater of different types. In this work, the variations of the water quality of Wadi El Bey were studied and evaluated, during 2 years (2012–2013), using multivariate statistical techniques such as principal component analysis (PCA) and cluster analysis (CA). In addition, the similarities or dissimilarities among the sampling points were as well analyzed to identify spatial and temporal variations. The results obtained based on the cluster analysis, led to identify three similar water quality zones: relatively polluted (LP), moderately polluted (MP), and highly polluted (HP). The inorganic and organic parameters, temperature, conductivity, dissolved oxygen, chemical oxygen demand, salmonella, and enterococcus, seemed to be the most significant parameters of water quality. Three factors were identified as responsible for the data structure, explaining 60.95% of the total variance. The first factor is the physical and non-organic chemical parameters explaining 23.48% of the total variance. The second and third factors are, respectively, the microbiological (21.26%) and organic-nutrient (16.2%).This study shows that multivariate statistical methods can help the water managers to understand the factors affecting the water quality.
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Adebowale KO, Agunbiade FO, Olu-Owolabi BI (2008) Impacts of natural and anthropogenic multiple sources of pollution on the environmental conditions of Ondo state costal water Nigeria. J Envi Agri F Chem 7–4:2797–2811
APHA, (2008) Standard methods for the examination of water and wastewater. American Public Health Association.
Arauzo M, Valladolid M, Martínez-Bastida JJ (2011) Spatio-temporal dynamics of nitrogen in river-alluvial aquifer systems affected by diffuse pollution from agricultural sources: implications for the implementation of the nitrates directive. J Hydrol 411:155–168
Arvanitidou M, Kanellou K, Vagiona DG (2005) Diversity of salmonella spp and fungi in northern Greek rivers and their correlation to fecal pollution indicators. Environ Res 99:278–284
Astel A, Biziuk M, Przyjazny A, Namiesnik J (2006) Chemometrics in monitoring spatial and temporal variations in drinking water quality. Water Res 40:1706–1716
Ayoko GA, Singh K, Balerea S, Kokot S (2007) Exploratory multivariate modeling and prediction of the physico-chemical properties of surface water and groundwater. J Hydrol 336:115–124
Bierman P, Lewis M, Ostendorf B, Jason T (2011) A review of methods for analyzing spatial and temporal patterns in coastal water quality. Ecol Indic 11:103–114
Bonadonna L, Briancesco R, Donia D, Ottaviani M, Veschetti E, Divizia M (2003) Aspetti igienico-sanitari delle acque del fiume Tevere: presenza di protozoa patogeni e rapporti di correlazione con parametri microbiologici e chimico-fisici. Annali di Igiene Medicina Preventiva e di Comunità 16:273–280
Charfi S, Zouari K, Feki S, Mami E (2013) Study of variation in groundwater quality in a coastal aquifer in North-Eastern Tunisia using multivariate factor analysis. Quat Int 302:199–209
Chen J, Liao CM (2002) Dynamic process fault monitoring based on neural network and PCA. Journal of Proceedings Contents 12:277–289
Chen JC, Lin KY (2008) Diagnosis for monitoring system of municipal solid waste incineration plant. Expert Syst Appl 34:247–255
Cloutier V, Lefebvre R, Therrien R, Savard MM (2008) Multivariate statistical analysis of geochemical data as indicative of the hydrogeochemical evolution of groundwater in a sedimentary rock aquifer system. J Hydrol 353:294–313. doi:10.1016/j.jhydrol.2008. 02.015
Cox LJ, Morton F (2003) Agriculturally based leisure attractions. Journal of Tourism Studies 14(1):49–58
Dheenan PS, Jha DK, Vinithkumar NV, Ponmalar AA, Venkateshwaran P, Kirubagaran R (2014) Spatial variation of physicochemical and bacteriological parameters elucidation with GIS in Rangat Bay, Middle Andaman, India. J Sea Res 85:534–541
Eloussaief M, Benzina M (2010) Efficiency of natural and acid-activated clays in the removal of Pb (II) from aqueous solutions. Hazardous Materials Journal 178(1–3):753–757
Eloussaief M, Jarraya I, Benzina M (2009) Adsorption of copper ions on two clays from Tunisia: pH and temperature effects. Appl Clay Sci 46(4):409–413
Emily JV, Kelly DG, Kevan MY, Blythe AL, Lauren MS, Siobhan LB, Hsin-I T, Simon HC, Yuanan L, Alexandria BB (2011) Bacterial pathogens in Hawaiian coastal streams-associations with fecal indicators, land cover, and water quality. Water Res 45:3279–3290
Ennabli M (1980) Etude hydrogéologique des aquifères du Nord-Est de la Tunisie pour une gestion intégrée des ressources en eau. Thèse de Doctorat d ’ Etat. Nice, 570 p
Food and Drug Administration (FDA) (2011) Bacteriological analytical manual on line. http://www.fda.gov/Food/ScienceResearch/LaboratoryMethods/BacteriologicalAnalyticalManualBAM/default.htm. 2011Accessed 2 March 2012
Fosso-Kankeu E, Mulaba-Bafubiandi AF, Barnard TG (2014) Clayey materials in river basin enhancing microbial contamination of river water. Phys Chem Earth 67:236–241
Gasmi T, Khouni I, Ghrabi A (2016) Assessment of heavy metals pollution using multivariate statistical analysis methods in Wadi El Bey (Tunisia). Desalin Water Treat:1–14. doi:10.1080/19443994.2016.1147377
Ghadimi A, Sadrzadeh M, Mohammadi T (2010) Prediction of ternary gas permeation through synthesizedPDMS membranes by using Principal Component Analysis (PCA) and fuzzy logic (FL). Journal ofMembrane Science 360: 509–521.
Guan Q, Wang L, Wang F, Pan B, Song N, Li F, Lu M (2016) Phosphorus in the catchment of high sedimentload river: A case of the Yellow River, China. Science of The Total Environment 572 : 660-670
Hahn BL, Sohnle PG (2013) Direct translocation of staphylococci from the skin surface to deep organs. Microb Pathog 63:24–29
Hussain M, Ahmed SM, Abderrahman W (2008) Cluster analysis and quality assessment of logged water at an irrigation project, eastern Saudi Arabia. J Environ Manag 86:279–307
Jang HM, Kim M-S, Ha JH, Park JM (2015) Reactor performance and methanogenic archaea species in thermophilic anaerobic co-digestion of waste activated sludge mixed with food wastewater. Chem Eng J 276:20–28
Jyoti A, Ram S, Vajpayee P, Singh G, Dwivedi PD, Jain SK (2010) Contamination of surface and potablewater in South Asia by salmonellae: Culture-independent quantification with molecular beacon real-timePCR. Science of the Total Environment 408: 1256–1263
Kalff J (2002) Limnology: inland water ecosystems. Prentice-Hall, Upper Saddle River, NJ
Kavka GG, Poetsch E (2002) Microbiology. In: Technical Report of the International Commission for the Protection of the Danbue River. Literáthy P, Kreimel VK, Liska I (Eds.) Eigenverlag ICPDR: 138–150
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. Ecotoxicol Environ Saf 72:301–309
Kibena J, Nhapi I, Gumindoga W (2014) Assessing the relationship between water quality parameters and changes in land use patterns in the Upper Manyame River, Zimbabwe. Phys Chem Earth 67–69:153–163
Kolarevic S, Knezevic-Vukcevic J, Paunovic M, Vasiljevic B, Kracun M, Gacic Z, Vukovic-gacic B (2012) Seasonal variations of microbiological parameters of water quality of the velika morava River, Serbia. Arch Biol Sci 64(3):1017–1027
Kunwar PS, Amrita M, Dinesh M, Sarita S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India)—a case study. Water Res 38:3980–3992
Levantesi C, Bonadonna L, Briancesco R, Grohmann E, Toze S, Tandoi V (2012) Salmonella in surface and drinking water: occurrence and water-mediated transmission. Food Res Int 45:587–602
Lim WY, Aris AZ, Praveena SM (2013) Application of the chemometric approach to evaluate the spatialvariation of water chemistry and the identification of the sources of pollution in Langat River, Malaysia. ArabJ Geosci 6:4891–4901. doi10.1007/s12517-012-0756-6
Master RN, Clark RB, Karlowsky JA, Ramirez J, Bordon JM (2011) Analysis of resistance, cross-resistance and antimicrobial combinations for Pseudomonas Aeruginosa isolates from 1997 to 2009. Int J Antimicrob Agents 38(4):291–295
McKenna JE (2003) An enhanced cluster analysis program with bootstrap significance testing for ecological community analysis. Environ Model Softw 18:205–220
Mehrabadi ZS, Inatizadeh AAL (2014) Performance of a compartmentalized activated sludge (CAS) system treating a synthetic antibiotics industrial wastewater (SAW). Journal of Water Process Engineering 3:26–33
Mhamdi F, Khouni I, Ghrabi A (2016) Diagnosis and characteristics of water quality along the Wadi El Bey river (Tunisia). Coagulation/flocculation essays of textile effluents discharged into the Wadi. Desalin Water Treat:1–23. doi:10.1080/19443994.2016.1147378
Michael RM, John PB, Ardeshir A (2012) Temporal flux and spatial dynamics of nutrients, fecal indicators, and zoonotic pathogens in anaerobic swine manure lagoon water. Water Res 46:4949–4960
Minh TLT, Phuoc DN, Quoc TD, Ngo HH, Lan CDH (2016) Presence of e-EDCs in surface water and effluents of pollution sources in Sai Gon and Dong Nai river basin. Sustainable Environment Research 26:20–27
Norme Tunisienne (NT. 106.002) (1989) Relative aux rejets d’effluents dans le milieu hydrique (Protection de l’environnement) (Relating to discharges in the water environment (Environmental Protection))
Office Excel 2013, https://fr.softonic.com/s/microsoft-office-word-excel-2013-gratuitement
Olyaie E, Abyaneh HZ, Meher AD (2016) A comparative analysis among computational intelligence techniques for dissolved oxygen prediction in Delaware River. Geoscience Frontiers 1–11
Ouyang T, Zhu Z, Kuang Y (2006a) Assessing impact of urbanization on river water quality in the Pearl River delta economic zone, China. Environ Monit Assess 120:313–325
Ouyang Y, Nkedi-kizza P, Wu QT, Shinde D, Huang CH (2006b) Assessment of seasonal variations in surface water quality. Water Res 40:3800–3810
Poma HR, Cacciabue DG, Garcé B, Gonzo EE, Rajal VB (2012) Towards a rational strategy for monitoring of microbiological quality of ambient waters. Sci Total Environ 433:98–109. doi:10.1016/j. scitotenv.2012.06.019
Prudenico MI, Dias MI, Waerenborgh JC, Duplay J, Marques R, Franco D, Ben Ahamed R, Gouveia MA, Abad M (2010) Soils in the semi-arid area of the el Melah lagoon (NE Tunisia)—variability associated with a closing evolution. Catena 80:9–22
Razmkhah H, Abrishamchi A, Torkian A (2010) Evaluation of spatial and temporal variation in water quality by pattern recognition techniques: a case study on Jajrood River (Tehran, Iran). J Environ Manag 91:852–860
Reder K, Flӧrke M, Alcamo J (2015) Modeling historical fecal coliform loadings to large European rivers and resulting in-stream concentrations. Environ Model Softw 63:251–263
Renter DG, Gnad DP, Sargeant JM, Hygnstrom SE (2006) Prevalence and serovars of salmonella in the feces of free-ranging white-tailed deer (Odocoileus virginianus) in Nebraska. Journal Wild life Dis 42(3):699–703
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 22:464–475
Singh KP, Malik A, Mohan D, Sinha S (2004) Multivariate statistical techniques for the evaluation of spatial and temporal variations in water quality of Gomti River (India): a case study. Water Res 38:3980–3992
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 538:355–374
Sivaraja R, Nagarajan R (2014) Levels of indicator microorganisms (Total and fecal coliforms) in surface waters of rivers Cauvery and Bhavani for circuitously predicting the pollution load and pathogenic risks. International Journal of Pharm Tech Research 6:455–461
Suzuki Y, Kajii S, Nishiyama M, Iguchi A (2013) Susceptibility of Pseudomonas Aeruginosa isolates collected from river water in Japan to antipseudomonal agents. Sci Total Environ 450-451:148–154
Varol M, Gökot B, Bekleyen A, Sen B (2012) Water quality assessment and apportionment of pollution sources of Tigris River (Turkey) using, multivariate statistical techniques—a case study. River Res Appl 27. doi:10.1002/rra 1553
Wahab MA, Ben Hassine R, Jellali S (2011) Removal of phosphorus from aqueous solution by Posidonia oceanic fibers using continuous stirring tank reactor. J Hazard Mater 189:577–585
Wang X, Cai Q, Ye L, Qu X (2012) Evaluation of spatial and temporal variation in stream water quality by multivariate statistical techniques: a case study of the Xiangxi River basin, China. Quat Int 282:137–144
Wang Y, Wang P, Bai Y, Tian Z, Li J, Shao X, Mustavich LF, Li BL (2013) Assessment of surface water quality via multivariate statistical techniques: a case study of the Songhua River Harbin region, China. J Hydro Environ Res 7:30–40
Winfield MD, Groisman EA (2003) Role of non host environments in the lifestyles of salmonella and Escherichia coli. Appl Environ Microbiol 69:3687–3694
World Health Organization (WHO) (2008) Guidelines for drinking water quality: recommendations, 3rd edn. World Health Organization, Geneva
Wunderlin DA, Diaz MP, Ame MV, Pesce SF, Hued AC, Bistoni MA (2001) Pattern recognition techniques for the evaluation of spatial and temporal variations in water quality. A case study: Suquia river basin (Cordoba Argentina). Water Res 35:2881–2894
XL STAT 2013, https://www.xlstat.com/fr/telechargement
Zeng X, Rasmussen TC (2005) Multivariate statistical characterization of water quality in lake Lanier, Georgia, USA. J Environ Qual 34:1980–1991
Zhang Q, Li ZW, Zeng GM, Li JB, Fang Y, Yuan QS, Wang YM, Ye FY (2009) Assessment of surface water quality using multivariate statistical techniques in red soil hilly region: a case study of Xiang Jiang watershed. China Environ Monit Assess 152:123–131
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
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Taoufik, G., Khouni, I. & Ghrabi, A. Assessment of physico-chemical and microbiological surface water quality using multivariate statistical techniques: a case study of the Wadi El-Bey River, Tunisia. Arab J Geosci 10, 181 (2017). https://doi.org/10.1007/s12517-017-2898-z
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DOI: https://doi.org/10.1007/s12517-017-2898-z