Optimisation of reactive dye removal by sequential electrocoagulation- flocculation method: Comparing ANN and RSM prediction

Water Science and Technology

Volumn 63, Issue 5, 2011, Pages 984-995

  Nourouzi, M Mohsen ^a   Chuah, T G ^a   Choong, Thomas S Y ^a  

^a UNIVERSITY PUTRA MALAYSIA   (Malaysia)

Author keywords

Artificial neural network (ANN); Electrocoagulation (EC); Energy consumption; Flocculation; Optimisation; Response surface method (RSM)

Indexed keywords

ARTIFICIAL NEURAL NETWORK; ELECTROCOAGULATION (EC); ENERGY CONSUMPTION; OPTIMISATIONS; RESPONSE SURFACE METHOD (RSM);

COAGULATION; CURRENT DENSITY; ENERGY UTILIZATION; FLOCCULATION; OPTIMIZATION; POLYMERS; SURFACE PROPERTIES;

NEURAL NETWORKS;

DYE; POLYMER;

AQUEOUS SOLUTION; ARTIFICIAL NEURAL NETWORK; COAGULATION; COMPARATIVE STUDY; CONDUCTIVITY; DYE; ENERGY USE; EXPERIMENTAL STUDY; FLOCCULATION; OPTIMIZATION; POLLUTANT REMOVAL; POLYMER;

AQUEOUS SOLUTION; ARTICLE; ARTIFICIAL NEURAL NETWORK; CONDUCTANCE; ELECTROCOAGULATION; FLOCCULATION; INTERMETHOD COMPARISON; MATHEMATICAL MODEL; PROCESS OPTIMIZATION; RESPONSE SURFACE METHOD; WASTE COMPONENT REMOVAL;

COLORING AGENTS; ELECTROCHEMICAL TECHNIQUES; FLOCCULATION; HYDROGEN-ION CONCENTRATION; NAPHTHALENESULFONATES; NEURAL NETWORKS (COMPUTER); SURFACE PROPERTIES; TIME FACTORS; WATER POLLUTANTS, CHEMICAL; WATER PURIFICATION;

EID: 79955427430     PISSN: 02731223     EISSN: None     Source Type: Journal    
DOI: 10.2166/wst.2011.280     Document Type: Article

References (27)

1. Bakshi, R. & Fedkiw, P. S. 1994 Optimal Time-Varying Cell-Voltage Control of a Parallel-Plate Reactor. Journal of Applied Electrochemistry 24, 1116.
2. Chen, G. 2004 Electrochemical technologies in wastewater treatment. Separation and Purification Technology 38, 11-41. (Pubitemid 38717764)
3. Daneshvar, N., Oladegaragoze, A. & Djafarzadeh, N. 2006 Decolorization of basic dye solutions by electrocoagulation: An investigation of the effect of operational parameters. Journal of Hazardous Materials 129, 116-122.
4. Donini, J. C., Kan, J., Szynkarczuk, J., Hassan, T. A. & Kar, K. L. 1994 Operating cost of electrocoagulation. Canadian Journal of Chemical Engineering 72, 1007-1012.
5. Ferreira-Leitao, V. S., Carvalho, M. E. A. D. & Bon, E. P. S. 2007 Lignin peroxidase efficiency for methylene blue decolouration: Comparison to reported methods. Dyes and Pigments 74, 230-236. (Pubitemid 44810549)
6. Gupta, S. & Babu, B. V. 2009 Removal of toxic metal Cr (VI) from aqueous solutions using sawdust as adsorbent: Equilibrium, kinetics and regeneration studies. Chemical Engineering Journal 150, 352-365.
7. Hartman, M. O., Kinder, D. J., Rainey, R. E., Helmich, A. R., Arthur, R. & Willis, D. E. 1996 Water distilling apparatus and method, United States Patent 5587055.
8. Holt, P., Barton, G. & Mitchell, C. 1999 Electrocoagulation as a wastewater treatment, Paper at Third Annual Australian Environmental Engineering Research Event. Castlemaine, Victoria.
9. Holt, P. K., Barton, G. W. & Mitchell, C. A. 2005 The future for electrocoagulation as a localised water treatment technology. Chemosphere 59, 355-367. (Pubitemid 40341901)
10. Ives, K. J. 1987 Coagulation and flocculation part II-orthokinetic flocculation. In Nitrocellulose particle stability: Coagulation thermodynamics. pp 130-165. Oxford University Press.
11. Kim, S. Y., An, J. Y. & Kim, B. W. 2008 The effects of reductant and carbon source on the microbial decolorization of azo dyes in an anaerobic sludge process. Dyes Pigments 76, 256-263.
12. Kobya, M., Demirbas, E., Can, O. T. & Bayramoglu, M. 2006 Treatment of levafix orange textile dye solution by electrocoagulation. Journal of Hazardous Materials 132, 183-188.
13. Lu, S., Pugh, R. J. & Forssberg, E. 2005 Studies in Interface Science. Elsevier.
14. Mollah, M. Y. A., Morkovsky, P., Gomes, J. A. G., Kesmez, M., Parga, J. & Cocke, D. L. 2004a Fundamentals, present and future perspectives of electrocoagulation. Journal of Hazardous Materials 114, 199-210. (Pubitemid 39423493)
15. Mollah, M. Y. A., Schennach, R., Parga, J. R. & Cocke, D. L. 2001 Electrocoagulation-science and applications. Journal of Hazardous Materials 84, 29-41.
16. Mollah,M. Y. A., Pathak, S. R., Patil, P. K., Vayuvegula,M., Agrawal, T. S., Gomes, J. A. G., Kesmez, M. & Cocke, D. L. 2004b Treatment of orange II azo-dye by electrocoagulation (EC) technique in a continuous flow cell using sacrificial iron electrodes. Journal of Hazardous Materials 109, 165-171. (Pubitemid 38744573)
17. Montgomery, D. C. 1991 Design and Analysis of Experiments. Wiley, New York.
18. Mouedhen, G., Feki, M., Wery, D. P. & Ayedi, H. F. 2008 Behavior of aluminum electrodes in electrocoagulation process. Journal of Hazardous Materials 150, 124-135. (Pubitemid 350278647)
19. Phaniraj, M. P. & Lahiri, A. K. 2003 The applicability of neural network model to predict flow stress for carbon steels. Journal of Materials Processing Technology 141, 219-227.
20. Records, A. & Sutherland, K. 2001 Decanter Centrifuge Handbook. Elsevier.
21. Robinson, I. M., McMullan, G., Marchant, R. & Nigam, P. 2001 Remediation of dyes in textile effluent: a critical review on current treatment technologies. Bioresour. Technology 77, 247-255. (Pubitemid 32015869)
22. Rosenblatt, F. 1958 The perceptron: A probabilistic model for information storage organization in A the brain. Journal of Psychology Review 65, 386-408.
23. Salari, D., Daneshvar, N., Aghazadeh, F. & Khataee, A. R. 2005 Application of artificial neural networks for modeling of the treatment of wastewater contaminated with methyl tert-butyl ether (MTBE) by UV/H2O2 process. Journal of Hazardous Materials 125, 205-210.
24. Sun, Y., Peng, Y., Chen, Y. & Shukla, A. J. 2003 Application of artificial neural networks in the design of controlled release drug delivery systems. Advanced Drug Delivery Reviews 55, 1201-1215. (Pubitemid 37087924)
25. Vik, E. A., Carlson, D. A., Aril, E. A. S. & Gjessing, E. T. 1984 Electrocoagulation of potable water. Water Research 18, 1355-1360.
26. Vorobiev, E., Larue, O., Vu, C. & Durand, B. 2003 Electrocoagulation and coagulation by iron of latex particles in aqueous suspensions. Separation and Purification Technology 31, 177-192. (Pubitemid 36421277)
27. Yousuf, M., Mollah, A., Schennach, R., Parga, J. R. & Cocke, D. L. 2001 Electrocoagulation (EC) - science and applications. Journal of Hazardous Materials 84, 29-41. (Pubitemid 32453307)