Application of ANN to the Sorption Equilibrium Modelling of Heavy Metal Ions on Clinoptilolite

Gomonaj VI, Golub NP, Szekeresh KY, Leboda R, Skubiszewska-Zięba J. Badania nad przydatnością zakarpackiego klinoptylolitu do sorpcji jonów Hg(II), Cr(III) i Ni(II) z roztworów wodnych. Ochr Środ. 1998;4(71):3-6.Search in Google Scholar

Erdem E, Karapinar N. Donat R. The removal of heavy metal cations by natural zeolites. J Colloid Interf Sci. 2004;280:309-314. DOI: 10.1016/j.jcis.2004.08.028.10.1016/j.jcis.2004.08.02815533402Search in Google Scholar

Sprynskyy M, Lebedynets M, Zbytniewski R, Namieśnik J, Buszewski B. Ammonium removal from aqueos solution by natura zeolite. Transcarpathian modernite: kinetics, equilibrium and column test. Sep Purif Technol. 2005;46:155-160. DOI: 10.1016/j.seppur.2005.05.004.10.1016/j.seppur.2005.05.004Search in Google Scholar

Kosobucki P, Kruk M, Buszewski B. Immobilization of selected heavy metals in sewage sludge by natural zeolites. Bioresource Technol. 2008;99:5972-5976. DOI: 10.1016/j.biortech.2007.10.023.10.1016/j.biortech.2007.10.02318083511Search in Google Scholar

Tomczak E, Sulikowski R. Opis równowagi i kinetyki sorpcji jonów metali ciężkich na klinoptylolicie. Inż Aparat Chem. 2010;1:113-15.Search in Google Scholar

Tomczak E. Sorption equilibrium of heavy metal ions on modified chitosan beads. Ecol Chem Eng A. 2008;15(7):694-702.Search in Google Scholar

Petrus R, Warchoł J. Heavy metal removal by clinoptilolite. An equilibrium study in multi-component system. Water Res. 2005;39:819-830. DOI: 10.1016/j.watres.2004.12.003.10.1016/j.watres.2004.12.00315743627Search in Google Scholar

Charlet L, Tournassat Ch. Fe(II)-Na(II)-Ca(II) cations exchange on montmorillonite in chloride medium: evidence for preferential clay adsorption of chloride - metal ion pairs in seawater. Aquat Geochem. 2005;11:115-137. DOI: 10.1016/j.compchemeng.2010.05.012.10.1016/j.compchemeng.2010.05.012Search in Google Scholar

Krishna BS, Murty DS, Prakash BSJ. Thermodynamics of chromium(VI) anionic species sorption onto surfactant-modified montmorillonite clay. J Colloid Interf Sci. 2000;229:230-236. DOI: 10.1016/jcis.2000.7015.Search in Google Scholar

Tarasevich YI, Krysenko DA, Polyakow VE. Equilibria and heats of ion exchange in the system of mordenite- alkali and alkaline earth cations. Theor Experim Chem. 2006;5(42):320-326. DOI: 10.1007/s11237-006-0060-1.10.1007/s11237-006-0060-1Search in Google Scholar

Pehlivan E, Altun T. The study of various parameters affecting the ion exchange of Cu²⁺, Zn²⁺, Ni²⁺, Cd²⁺ and Pb ²⁺ from aqueous solution on Dowex 50W synthetic resin. J Hazard Mat. B. 2006;134:149-156. DOI: 10.1016/j.jhazmat.2005.10.052.10.1016/j.jhazmat.2005.10.05216352392Search in Google Scholar

Abo-Fara SA, Abdel-Aal AY, Ashour IA, Garamon SE. Removal of some heavy metal cations by synthetic resin purolite C100. J Hazard Mat. 2009;169:190-194. DOI: 10.1016/j.jhazmat.2009.03.86.Search in Google Scholar

Tomczak E, Kaminski W. Drying kinetics simulation by means of artificial neural networks. In: Levy A, Kalman H, editors. Handbook of Powder Technology. Conveying and Handling of Particulate Solids. Amsterdam: Elsevier; 2001;10:569-580. DOI: 10.1016/S0163-3785(01)80059-2.Search in Google Scholar

Haykin S. Neural Networks. A Comprehensive Foundation. New York: Macmillan College Publishing Company; 1994.Search in Google Scholar

Bulsari AB. Neural Networks for Chemical Engineers. Computer-Aided Chemical Engineering, 6, Bulsari AB. editor. Amsterdam: Elsevier; 1995.Search in Google Scholar

Rutkowski L. Metody i techniki sztucznej inteligencji. Inteligencja obliczeniowa. Warszawa: Wyd. Nauk. PWN; 2005 (in Polish).Search in Google Scholar

Tomczak E. Application of ANN and EA for description of metal ions on chitosan foamed structure - Equilibrium and dynamics of packed column. Comp Chem Eng. 2011;35:226-235. DOI: 10.1016/j.compchemeng.2010.05.012.10.1016/j.compchemeng.2010.05.012Search in Google Scholar