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Water quality index and fractal dimension analysis of water parameters

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Abstract

Statistical analysis of water quality parameters were analyzed at Harike Lake on the confluence of Beas and Sutlej rivers of Punjab (India). Mean, median, mode, standard deviation, kurtosis, skewness, coefficient of variation, regression lines, correlation coefficient, Hurst exponent, fractal dimension and predictability index were estimated for each water parameter. Monthly variation of water quality index using month-wise and parameter-wise value of quality rating and actual value present in water sample was calculated and compared with World Health Organization/Environmental Protection Agency standard value of these parameters. It was observed that Brownian time series behavior exists of potential of hydrogen with total dissolved solids, hardness, alkalinity, sulfate, chloride and conductance parameters; biochemical oxygen demand with total dissolved solids, hardness, alkalinity, sulfate, chloride, conductance and calcium parameters; dissolved oxygen with total dissolved solids, hardness, alkalinity, sulfate, chloride, conductance and calcium parameters; ferrous with total dissolved solids, hardness, alkalinity, sulfate, conductance and calcium parameters; chromium with total dissolved solids, hardness, alkalinity, sulfate, chloride, conductance and zinc parameters; zinc with total dissolved solids, hardness, sulfate, chloride, conductance and calcium parameters; fluoride with total dissolved solids, hardness, alkalinity, sulfate, chloride and conductance parameters; nitrate with total dissolved solids, sulfate and conductance parameters; nitrite with potential of hydrogen, total dissolved solids, hardness, alkalinity, sulfate, chloride, conductance and calcium parameters. Also, using water quality index, it was observed that water of the lake was severely contaminated and became unfit for drinking and industrial use.

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References

  • Akoto O, Adiyiah J (2007) Chemical analysis of drinking water from some communities in the Brong Ahafo region. Int J Environ Sci Technol 4(2):211–214

    CAS  Google Scholar 

  • Aksoy H, Toprak ZF, Aytek A, Ünal NE (2004) Stochastic generation of hourly mean wind speed data. Renew Energy 29(14):2111–2131

    Article  Google Scholar 

  • Alam JB, Muyen Z, Islam MR, Islam S, Mamun M (2007) Water quality parameters along rivers. Int J Environ Sci Tech 4(1):159–167

    CAS  Google Scholar 

  • APHA (1995) Standard methods for examination of water and waste water. 19th edn, American Public Health Association, Washington D.C.

  • Banu JR, Kaliappan S, Yeom IT (2007) Treatment of domestic wastewater using upflow anaerobic sludge blanket reactor. Int J Environ Sci Technol 4(3):363–370

    CAS  Google Scholar 

  • Carlson E, Ecker MD (2002) A statistical examination of water quality in two Iowa Lakes. Am J Undergrad Res 1(2):31–45

    Google Scholar 

  • Chenini I, Khemiri S (2009) Evaluation of ground water quality using multiple linear regression and structural equation modeling. Int J Environ Sci Technol 6(3):509–519

    CAS  Google Scholar 

  • Chenini I, Ben Mammou A, Turki MM (2008) Groundwater resources of a multi-layered aquiferous system in arid area: data analysis and water budgeting. Int J Environ Sci Technol 5(3):361–374

    CAS  Google Scholar 

  • Imo TS, Oomori T, Toshihiko M, Tamaki F (2007) The comparative study of trihalomethanes in drinking waters. Int J Environ Sci Technol 4(4):421–426

    CAS  Google Scholar 

  • Jain P, Sharma JD, Sohu D, Sharma P (2005) Chemical analysis of drinking water of villages of Sanganer Tehsil, Jaipur District. Int J Environ Sci Technol 2(4):373–379

    Google Scholar 

  • Joarder MAM, Raihan F, Alam JB, Hasanuzzaman S (2008) Regression analysis of ground water quality data of Sunamganj District, Bangladesh. Int J Environ Res 2(3):291–296

    CAS  Google Scholar 

  • Juang DF, Tsai WP, Liu WK, Lin JH (2008) Treatment of polluted river water by a gravel contact oxidation system constructed under riverbed. Int J Environ Sci Technol 5(3):305–314

    CAS  Google Scholar 

  • Kahya E, Kalayci S (2004) Trend analysis of streamflow in Turkey. J Hydrol 289:128–144

    Article  Google Scholar 

  • Korashey R (2009) Using regression analysis to estimate water quality constituents in Bahr El Baqar drain. J Appl Sci Res 5(8):1067–1076

    Google Scholar 

  • Kumar A, Dua A (2009) Water quality index for assessment of water quality of river Ravi at Modhopur (India). G J Environ Sci 8(1):49–57

    CAS  Google Scholar 

  • Mousavi M, Kiani S, Lotfi S, Naeemi N, Honarmand M (2008) Transient and spatial modelling and simulation of polybrominated diphenyl ethers reaction and transport in air, water and soil. Int J Environ Sci Technol 5(3):323–330

    CAS  Google Scholar 

  • Movahed M, Hermanisc E (2008) Fractal analysis of river flow fluctuations. Phys A 387:915–932

    Article  Google Scholar 

  • Park J, Park C (2009) Robust estimation of the Hurst parameter and selection of an onset scaling. Stat Sinica 19:1531–1555

    Google Scholar 

  • Parmar KS, Chugh P, Minhas P, Sahota HS (2009) Alarming pollution levels in rivers of Punjab. Indian J Environ Prot 29(11):953–959

    Google Scholar 

  • Phiri O, Mumba P, Moyo BHZ, Kadewa W (2005) Assessment of the impact of industrial effluents on water quality of receiving rivers in urban areas of Malawi. Int J Environ Sci Technol 2(3):237–244

    CAS  Google Scholar 

  • Prasad BG, Narayana TS (2004) Subsurface water quality of different sampling stations with some selected parameters at Machilipatnam Town. Nat Environ Pollut Tech 3(1):47–50

    CAS  Google Scholar 

  • Psargaonkar A, Gupta A, Devotta S (2008) Multivariate analysis of ground water resources in Ganga-Yamuna Basin(India). J Environ Sci Eng 50(3):215–222

    Google Scholar 

  • Rangarajan G (1997) A climate predictability index and its applications. Geophys Res Lett 24(10):1239–1242

    Article  Google Scholar 

  • Rangarajan G, Ding M (2000) Integrated approach to the assessment of long range correlation in time series data. Phys Rev E 61(5):4991–5001

    Article  CAS  Google Scholar 

  • Rangarajan G, Sant DA (2004) Fractal dimensional analysis of Indian climatic dynamics. Chaos, Solitons Fractals 19:285–291

    Article  Google Scholar 

  • Shukla JB, Misra AK, Chandra P (2008) Mathematical modeling and analysis of the depletion of dissolved oxygen in eutrophied water bodies affected by organic pollutant. Non-Linear Anal Real world Appl 9:1851–1865

    Article  CAS  Google Scholar 

  • Sinha DK, Kumar N (2010) Drinking water quality management through correlation studies among various physico-chemical parameters: a case study. Int. J Environ Sci 1(2):253–259

    Google Scholar 

  • Toprak ZF (2009) Flow discharge modeling in open canals using a new fuzzy modeling technique (SMRGT). CLEAN-Soil Air Water 37(9):742–752

    Article  CAS  Google Scholar 

  • Toprak ZF, Cigizoglu HK (2008) Predicting longitudinal dispersion coefficient in natural streams by artificial intelligence methods. Hydrol Process 22(20):4106–4129

    Article  Google Scholar 

  • Toprak ZF, Savci ME (2007) Longitudinal dispersion coefficient modeling in natural channels using fuzzy logic. CLEAN-Soil Air Water 35(6):626–637

    Article  CAS  Google Scholar 

  • Toprak ZF, Sen Z, Savci ME (2004) Comment on Longitudinal dispersion coefficients in natural channels. Water Res 38(13):3139–3143

    Article  CAS  Google Scholar 

  • Toprak ZF, Eris E, Agiralioglu N, Cigizoglu HK, Yilmaz L, Aksoy H, Coskun G, Andic G, Alganci U (2009) Modeling monthly mean flow in a poorly gauged basin by fuzzy logic. CLEAN-Soil Air Water 37(7):555–564

    Article  CAS  Google Scholar 

  • Vassilis Z, Antonopoulos M, Mitsiou AK (2001) Statistical and trend analysis of water quality and quantity data for the Strymon River in Greece. Hydrol Earth Syst Sci 5(4):679–691

    Article  Google Scholar 

  • WHO (1971) International standards for drinking water. World Health Organization, Geneva

    Google Scholar 

Download references

Acknowledgments

The authors are thankful to Guru Gobind Singh, Indraprastha University, Delhi (India) for providing research facilities and financial support (F.IPU/GGSIPU/USBAS/Ph.D./2010/452 dated 15/04/10).

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Correspondence to R. Bhardwaj.

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Parmar, K.S., Bhardwaj, R. Water quality index and fractal dimension analysis of water parameters. Int. J. Environ. Sci. Technol. 10, 151–164 (2013). https://doi.org/10.1007/s13762-012-0086-y

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  • DOI: https://doi.org/10.1007/s13762-012-0086-y

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