Modelling the solid-liquid adsorption processes using artificial neural networks trained by pseudo second order kinetics

Chemical Engineering Journal

Volumn 148, Issue 1, 2009, Pages 20-25

  Kumar, K Vasanth ^a   Porkodi, K ^b  

^a UNIVERSITY OF PORTO   (Portugal)

^b HALLIBURTON   (India)

Author keywords

Adsorption; Artificial neural networks; Feed forward network; Kinetics; Pseudo second order kinetics; Solid liquid adsorption

Indexed keywords

ACTIVATED CARBON; ADSORPTION; BACKPROPAGATION; CADMIUM; CADMIUM COMPOUNDS; CHARCOAL; LIQUIDS; METAL IONS; SOLUTIONS;

AGITATION SPEED; ARTIFICIAL NEURAL NETWORKS; AURAMINE; CADMIUM IONS; CONSTRUCTED NETWORKS; CONTACT TIME; DIVALENT METAL IONS; DYE UPTAKES; EXPERIMENTAL KINETICS; FEED FORWARD NETWORK; FEED-FORWARD NEURAL NETWORKS; INITIAL DYE CONCENTRATIONS; INITIAL SOLUTIONS; INPUT DATUM; OPERATING CONDITIONS; OPERATING VARIABLES; PEAT PARTICLES; PSEUDO SECOND ORDER KINETICS; SECOND-ORDER KINETICS; SOLID-LIQUID ADSORPTION; SORPTION KINETICS; SORPTION SYSTEMS; THREE LAYERS; TRAINED NEURAL NETWORKS;

NEURAL NETWORKS;

ACTIVATED CARBON; ADSORPTION; CADMIUM COMPOUNDS; CHARCOAL; FEEDS; IONS; LIQUIDS; NEURAL NETWORKS; REACTION KINETICS; SOLIDS; SOLUTIONS;

FILICOPHYTA;

EID: 61449128394     PISSN: 13858947     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cej.2008.07.026     Document Type: Article

References (22)

1. Ioannidou O., and Zabaniotou A. Agricultural residues as precursors for activated carbon production-a review. Renew. Sustain. Energy Rev. 11 9 (2007) 1966-2005
2. Dias J.M., Alvim-Ferraz M.C.M., Almeida M.F., Utrilla J.R., and Sánchez-Polo M. Waste materials for activated carbon preparation and its use in aqueous-phase treatment: a review. J. Environ. Manage. 84 4 (2007) 833-846
3. Gupta V.K., Srivastava S.K., and Mohan D. Equilibrium uptake, sorption dynamics, process optimization and column operations for the removal and recovery of malachite green from wastewater using activated carbon and activated slag. Ind. Eng. Chem. Res. 36 (1997) 2207-2218
4. Lagergren S. Zur theorie der sogenannten adsorption gelöster stoffe. K. Svenska. Ventenskapsakad Handl. 24 4 (1898) 1-39
5. Y.S. Ho, Adsorption of heavy metals from waste streams by peat, Ph.D. Thesis, University of Birmingham, Birmingham, UK, 1995.
6. Sarkar D., and Chattoraj D.K. Activation parameters for kinetics of protein adsorption at silica-water interface. J. Colloid Interface Sci. 157 (1993) 219-226
7. Furusawa T., and Smith J.M. Fluid-particle and intraparticle mass transport rates in slurries. Ind. Eng. Chem. Fundam. 12 2 (1973) 197-203
8. Weber Jr. W.J., and Morris J.C. Kinetics of adsorption on carbon from solution. J. Sanit. Eng. Div. Am. Soc. Civ. Eng. 89 (1963) 31-60
9. Rao M.G., and Gupta A.K. Ion exchange processes accompanied by ionic reactions. Chem. Eng. J. 24 (1982) 181-190
10. Porkodi K., and Kumar K.V. Equilibrium, kinetics and mechanism modeling and simulation of basic and acid dyes sorption onto jute fiber carbon: eosin yellow, malachite green and crystal violet single component systems. J. Hazard. Mater. 143 1 (2007) 311-327
11. Kumar K.V., and Kumaran A. Removal of methylene blue by mango seed kernel powder. Biochem. Eng. J. 27 1 (2005) 83-93
12. Ho Y.S. Removal of copper ions from aqueous solution by tree fern. Water Res. 37 (2003) 2323-2330
13. Chow H., Chen H., Ng T., Myrdal P., and Yalkowsky S.H. Using back propagation networks for the estimation of aqueous activity coefficients of aromatic compounds. J. Chem. Inf. Comput. Sci. 35 (1995) 723
14. Aber S., Daneshvar N., Soroureddin S.M., Chabok A., and Zeynali K.S. Study of acid orange 7 removal from aqueous solutions by powdered activated carbon and modeling of experimental results by artificial neural network. Desalination 211 (2007) 87-95
15. Molga E.J., and Westerterp K.R. Neural network based model of the kinetics of catalytic hydrogeneration reactions. Stud. Surf. Sci. Catal. 109 (1997) 379-388
16. Naik A.D., and Bhagwat S.S. Optimization of an artificial neural network for modelling protein solubility. J. Chem. Eng. Data 50 (2005) 460-467
17. Preetha B., and Viruthagiri T. Batch and continuous biosorption of chromium(VI) by Rhizopus arrhizus. Sep. Purif. Technol. 57 (2007) 126-133
18. Ho Y.S. Review of second order model for adsorption systems. J. Hazard. Mater. 136 (2006) 681-689
19. Ho Y.S. Second-order kinetic model for the sorption of cadmium onto tree fern: a comparison of linear and non-linear methods. Water Res. 40 1 (2006) 119-125
20. Ho Y.S., and McKay G.S. The kinetics of sorption of divalent metal ions onto sphagnum moss peat. Water Res. 34 3 (2000) 735-742
21. Kumar K.V., Porkodi K., Rondon R.L.A., and Rocha F. Neural network modeling and simulation of the solid/liquid adsorption process. Ind. Eng. Chem. Res. 47 (2008) 486-490
22. Yang M., and Wei H. Application of neural network for the prediction of crystallization kinetics. Ind. Eng. Chem. Res. 45 (2006) 70-75