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Experimental investigation and mathematical modeling for microbial removal using potassium permanganate as an oxidant—case study: water treatment plant No. 1, Mashhad, Iran

  • Mohammad Gheibi
  • Nima Emrani
  • Mohammad EftekhariEmail author
  • Mehran Akrami
  • Javad Abdollahi
  • Mahmood Ramezani
  • Alireza Sedghian
Article
  • 9 Downloads

Abstract

Preoxidation is an important unit process which can partially remove organic and microbial contaminations. Due to the high concentrations of organic matter entering the water treatment plant, originating from surface water resources, preoxidation by using chlorinated compounds may increase the possibility of trihalomethane (THM) formation. Therefore, in order to reduce the concentration of THMs, different alternatives such as injection of potassium permanganate are utilized. The present study attempts to investigate the efficiency of the microbial removal from raw water entering the water treatment plant No. 1 in Mashhad, Iran, through various doses of potassium permanganate. Then, an examination of the predictive models is done in order to indicate the residual Escherichia coli and total coliform resulted from injecting the potassium permanganate. Finally, the coefficients of the proposed models were optimized using the genetic algorithm. The results of the study show that 0.5 mg L−1 of potassium permanganate would remove 50% of total coliform as well as 80% of Escherichia coli in the studied water treatment plant. Also, assessing the performance of different models in predicting the residual microbial concentration after injection of potassium permanganate suggests the Gaussian model as the one resulting the highest conformity. Moreover, it can be concluded that employing smart models leads to an optimization of the injected potassium permanganate at the levels of 27% and 73.5%, for minimum and maximum states during different seasons of a year, respectively.

Keywords

Escherichia coli Optimization Oxidant Potassium permanganate Total coliform 

Notes

References

  1. Banach, J. L., van Bokhorst-van de Veen, H., van Overbeek, L. S., van der Zouwen, P. S., van der Fels-Klerx, H. J., & Groot, M. N. (2017). The efficacy of chemical sanitizers on the reduction of Salmonella typhimurium and Escherichia coli affected by bacterial cell history and water quality. Food Control, 81, 137–146.CrossRefGoogle Scholar
  2. Baranyi, J., & Roberts, T. A. (1994). A dynamic approach to predicting bacterial growth in food. International Journal of Food Microbiology, 23(3–4), 277–294.CrossRefGoogle Scholar
  3. Bichsel, Y., & Von Gunten, U. (1999). Oxidation of iodide and hypoiodous acid in the disinfection of natural waters. Environmental Science & Technology, 33(22), 4040–4045.CrossRefGoogle Scholar
  4. Cancho, B., Ventura, F., Galceran, M., Diaz, A., & Ricart, S. (2000). Determination, synthesis and survey of iodinated trihalomethanes in water treatment processes. Water Research, 34(13), 3380–3390.CrossRefGoogle Scholar
  5. Chang, Y., Bai, Y., & Qu, J. (2016). Does KMnO 4 preoxidation reduce the genotoxicity of disinfection by-products? Chemosphere, 163, 73–80.CrossRefGoogle Scholar
  6. Chen, X., Xiao, B., Liu, J., Fang, T., & Xu, X. (2005). Kinetics of the oxidation of MCRR by potassium permanganate. Toxicon, 45(7), 911–917.CrossRefGoogle Scholar
  7. Chen, J. J., Yeh, H. H., & Tseng, I. C. (2008). Potassium permanganate as an alternative preoxidant for enhancing algal coagulation–pilot and bench scale studies. Environmental Technology, 29(7), 721–729.CrossRefGoogle Scholar
  8. Clesceri, L. S., Greenberg, A. E., & Trussell, R. (1996). Standard methods for the examination of water and wastewater. Washington DC: APHA, AWWA and WPCF.Google Scholar
  9. Colthurst, J. M., & Singer, P. C. (1982). Removing trihalomethane precursors by permanganate oxidation and manganese dioxide adsorption. Journal (American Water Works Association), 74, 78–83.CrossRefGoogle Scholar
  10. Damm, J. H., Hardacre, C., Kalin, R. M., & Walsh, K. P. (2002). Kinetics of the oxidation of methyl tert-butyl ether (MTBE) by potassium permanganate. Water Research, 36(14), 3638–3646.CrossRefGoogle Scholar
  11. Fan, J., Daly, R., Hobson, P., Ho, L., & Brookes, J. (2013). Impact of potassium permanganate on cyanobacterial cell integrity and toxin release and degradation. Chemosphere, 92(5), 529–534.CrossRefGoogle Scholar
  12. Gad, A. A., & El-Tawel, S. (2016). Effect of pre-oxidation by chlorine/permanganate on surface water characteristics and algal toxins. Desalination and Water Treatment, 57(38), 17922–17934.CrossRefGoogle Scholar
  13. Grunert, A., Frohnert, A., Selinka, H. C., & Szewzyk, R. (2018). A new approach to testing the efficacy of drinking water disinfectants. International Journal of Hygiene and Environmental Health, 221(8), 1124–1132.CrossRefGoogle Scholar
  14. Guibai, M., & Yongxin, F. C. (1992). Study on the efficiency of permanganate as a coagulation aid. China Water and Wastewater, 4, 203–218.Google Scholar
  15. Han, H., & Qiao, J. (2014). Nonlinear model-predictive control for industrial processes: an application to wastewater treatment process. IEEE Transactions on Industrial Electronics, 61(4), 1970–1982.CrossRefGoogle Scholar
  16. He, Q., Wang, H., Zhong, L., Yang, K., & Zou, Z. (2017). The use of potassium permanganate, ozone and associated coupled processes for odor removal in drinking water: bench and pilot scale tests. Journal of Water Supply: Research and Technology-AQUA, 66(4), 249–256.CrossRefGoogle Scholar
  17. Jones, D. B., Song, H., & Karanfil, T. (2012). The effects of selected preoxidation strategies on I-THM formation and speciation. Water Research, 46(17), 5491–5498.CrossRefGoogle Scholar
  18. Kao, C., Huang, K., Wang, J., Chen, T., & Chien, H. (2008). Application of potassium permanganate as an oxidant for in situ oxidation of trichloroethylene-contaminated groundwater: a laboratory and kinetics study. Journal of Hazardous Materials, 153(3), 919–927.CrossRefGoogle Scholar
  19. Kawamura, S. (2000). Integrated design and operation of water treatment facilities: John Wiley & Sons.Google Scholar
  20. Kim, C. M., & Parnichkun, M. (2017). Prediction of settled water turbidity and optimal coagulant dosage in drinking water treatment plant using a hybrid model of k-means clustering and adaptive neuro-fuzzy inference system. Applied Water Science, 7(7), 3885–3902.CrossRefGoogle Scholar
  21. Knocke, W. R., Van Benschoten, J. E., Kearney, M. J., Soborski, A. W., & Reckhow, D. A. (1991). Kinetics of manganese and iron oxidation by potassium permanganate and chlorine dioxide. Journal-American Water Works Association, 83(6), 80–87.CrossRefGoogle Scholar
  22. March, J., & Gual, M. (2009). Studies on chlorination of greywater. Desalination, 249(1), 317–322.CrossRefGoogle Scholar
  23. McBride, R. (1912). The standardization of potassium permanganate solution by sodium oxalate. Journal of the American Chemical Society, 34(4), 393–416.CrossRefGoogle Scholar
  24. Naceradska, J., Pivokonsky, M., Pivokonska, L., Baresova, M., Henderson, R. K., Zamyadi, A., & Janda, V. (2017). The impact of pre-oxidation with potassium permanganate on cyanobacterial organic matter removal by coagulation. Water Research, 114, 42–49.CrossRefGoogle Scholar
  25. Petrusevski, B. V., Van Breemen, A., & Alaerts, G. (1996). Effect of permanganate pre-treatment and coagulation with dual coagulants on algae removal in direct filtration. Aqua, 45(6), 316–326.Google Scholar
  26. Shahabadi, S. M. S., & Reyhani, A. (2014). Optimization of operating conditions in ultrafiltration process for produced water treatment via the full factorial design methodology. Separation and Purification Technology, 132, 50–61.CrossRefGoogle Scholar
  27. Singer, P. C., Borchardt, J. H., & Colthurst, J. M. (1980). The effects of permanganate pretreatment on trihalomethane formation in drinking water. Journal (American Water Works Association), 72, 573–578.CrossRefGoogle Scholar
  28. Sorlini, S., Gialdini, F., Biasibetti, M., & Collivignarelli, C. (2014). Influence of drinking water treatments on chlorine dioxide consumption and chlorite/chlorate formation. Water Research, 54, 44–52.CrossRefGoogle Scholar
  29. USEPA, A. D., & Manual, O. G. (1999). EPA 815-R-99-014. Washington, DC.Google Scholar
  30. Van Haute, S., Tryland, I., Escudero, C., Vanneste, M., & Sampers, I. (2017). Chlorine dioxide as water disinfectant during fresh-cut iceberg lettuce washing: disinfectant demand, disinfection efficiency, and chlorite formation. LWT-Food Science and Technology, 75, 301–304.CrossRefGoogle Scholar
  31. Wang, W., Li, H., Ding, Z., & Wang, X. (2011). Effects of advanced oxidation pretreatment on residual aluminum control in high humic acid water purification. Journal of Environmental Sciences, 23(7), 1079–1085.CrossRefGoogle Scholar
  32. Xie, P., Ma, J., Fang, J., Guan, Y., Yue, S., Li, X., & Chen, L. (2013). Comparison of permanganate preoxidation and preozonation on algae containing water: cell integrity, characteristics, and chlorinated disinfection byproduct formation. Environmental Science & Technology, 47(24), 14051–14061.CrossRefGoogle Scholar
  33. Yahya, M., Landeen, L., & Gerba, C. (1990). Inactivation of Legionella pneumophila by potassium permanganate. Environmental Technology, 11(7), 657–662.CrossRefGoogle Scholar
  34. Yang, X., Guo, W., & Lee, W. (2013a). Formation of disinfection byproducts upon chlorine dioxide preoxidation followed by chlorination or chloramination of natural organic matter. Chemosphere, 91(11), 1477–1485.CrossRefGoogle Scholar
  35. Yang, X., Guo, W., Zhang, X., Chen, F., Ye, T., & Liu, W. (2013b). Formation of disinfection by-products after pre-oxidation with chlorine dioxide or ferrate. Water Research, 47(15), 5856–5864.CrossRefGoogle Scholar
  36. Yoon, Y., Chung, H. J., Di, D. Y. W., Dodd, M. C., Hur, H. G., & Lee, Y. (2017). Inactivation efficiency of plasmid-encoded antibiotic resistance genes during water treatment with chlorine, UV, and UV/H2O2. Water Research, 123, 783–793.CrossRefGoogle Scholar
  37. Zamyadi, A., Henderson, R. K., Newton, K., Capelo-Neto, J., & Newcombe, G. (2018). Assessment of the water treatment process’s empirical model predictions for the management of aesthetic and health risks associated with cyanobacteria. Water, 10(5), 590.CrossRefGoogle Scholar
  38. Zhang, T.-Y., Xu, B., Hu, C.-Y., Lin, Y.-L., Lin, L., Ye, T., & Tian, F. X. (2015). A comparison of iodinated trihalomethane formation from chlorine, chlorine dioxide and potassium permanganate oxidation processes. Water Research, 68, 394–403.CrossRefGoogle Scholar

Copyright information

© Springer Nature Switzerland AG 2019

Authors and Affiliations

  • Mohammad Gheibi
    • 1
  • Nima Emrani
    • 1
  • Mohammad Eftekhari
    • 2
    Email author
  • Mehran Akrami
    • 1
  • Javad Abdollahi
    • 1
  • Mahmood Ramezani
    • 3
  • Alireza Sedghian
    • 1
  1. 1.Department of Civil and Environmental EngineeringFerdowsi University of MashhadMashhadIran
  2. 2.Department of Chemistry, Faculty of SciencesUniversity of NeyshaburNeyshaburIran
  3. 3.Department of Mechanical EngineeringIslamic Azad UniversityMashhadIran

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