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Application of genetic algorithms to determine heavy metal ions sorption dynamics on clinoptilolite bed

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Warianty tytułu
Języki publikacji
PL
Abstrakty
EN
In the last decade a growing interest was observed in low-cost adsorbents for heavy metal ions. Clinoptilolite is a mineral sorbent extracted in Poland that is used to remove heavy metal ions from diluted solutions. The experiments in this study were carried out in a laboratory column for multicomponent water solutions of heavy metal ions, i.e. Cu(II), Zn(II) and Ni(II). A mathematical model to calculate the metals' concentration of water solution at the column outlet and the concentration of adsorbed substances in the adsorbent was proposed. It enables determination of breakthrough curves for different process conditions and column dimensions. The model of process dynamics in the column took into account the specificity of sorption described by the Elovich equation (for chemical sorption and ion exchange). Identification of the column dynamics consisted in finding model coefficients [beta], KE and Deff and comparing the calculated values with experimental data. Searching for coefficients which identify the column operation can involve the use of optimisation methods to find the area of feasible solutions in order to obtain a global extremum. For that purpose our own procedure of genetic algorithm is applied in the study.
Rocznik
Strony
103--116
Opis fizyczny
Bibliogr. 34 poz., rys., tab.
Twórcy
  • Technical University of Lodz, Faculty of Process and Environmental Engineering, ul. Wólczańska 213, 90-924 Łódź, Poland
Bibliografia
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  • 11. Gupta S., Babu B.V., 2009. Modeling, simulation, and experimental validation of continuous Cr(VI) removal from aqueous solutions using sawdust as an adsorbent. Bioresource Technol, 100, 5633-5640. DOI:1016/j.biotech.2009.06.025.
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  • 23. Petrus R., .Warchol J., 2005. Heavy metal removal by clinoptilolite. An equilibrium study in multi-component system. Water Res., 39, 819-830. DOI: 10.1016/j.watres.2004.12.003.
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  • 25. Sag Y., Aktay Y., 2001. Application of equilibrium and mass transfer models to dynamic removal of Cr (VI) ions by chitin in packed column reactor. Process Biochem., 36, 1187-1197. DOI: 10.1016/S0032-9592(01)00150-9.
  • 26. Sprynskyy M., Lebedynets M., Zbytniewski R., Namiesnik J., Buszewski B., 2005. Ammonium removal from aqueous solution by natural zeolite. Transcarpathian modernite: kinetics, equilibrium and column tests. Sep. Purif. Technol., 46, 155-160. DOI: 10.1016/j.seppur.2005.05.004.
  • 27. Suguna M., Kumar N.S., Subbaiah M., Krishnaiaha V., 2010. Removal of divalent manganese from aqueous solution using Tamarindus indica ferut nut shell. J. Chem. Pharm. Res., 2, 1, 7-20.
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  • 29. Tomczak E., 2011. Application of ANN and EA for description of metal ions on chitosan foamed structure -Equilibrium and dynamics of packed column. Comp. Chem. Eng., 35, 226-235. DOI: 10.1016/j .compchemeng.2010.05.012.
  • 30. Tomczak E., 2011a. Contamination removal from water solution in packed column - problems of adsorption dynamics modelling. Scientific Bulletin of Lodz Technical University, 1102, 412, 172.
  • 31. Tomczak E., Kaminski W., 2008. Evolutionary algorithm reinforce with linear projection and clustering. Proc. XlXIntern. Confer. On System Eng., Las Vegas, 427-430. DOI: 10.1109/ICSEng.2008.12.
  • 32. Tomczak E., Sulikowski R., 2010. Description of the equilibrium and sorption kinetics of heavy metals on clinoptilolite, Inz. Aparat. Chem., 1, 113-15(in Polish).
  • 33. Whitly D., 2001. An overview of evolutionary algorithms: practical issues and common pitfalls. Inform. Software Technol., 43, 817-831. DOI: 10.1016/S0950-5849(01)00188-4.
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Typ dokumentu
Bibliografia
Identyfikator YADDA
bwmeta1.element.baztech-article-BPK6-0021-0063
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