Utilization of 2k Factorial Experiments For the Determination of Factors That Influence Electrochemical Process
Keywords:
factorial experiments, electrochemical treatment process, efficiency, wastewater, factors, interactions, mathematical modelAbstract
As a follow up of previous studies, in this paper a report on a two-level factorial experiment that provides information on the impact of selected operational variables on efficiency of electrochemical method using aluminium/carbon-resin electrodes in a synthetic wastewater was presented. Carbon –resin electrodes were developed from used dry cells using a non-heat treatment process. 24 factorial experiments were used to determine the influence of selected factors (volume of the wastewater, distance between the electrodes, contact surface area and current through the electrodes) on efficiency of an electrochemical treatment process. Factors with significant effects were optimized using a steepest ascent method. The results of the optimization were analyzed using least squares method and confirmed with further studies.
The study revealed that volume of the wastewater and clear distance between the electrodes had negative effects on efficiency of an electrochemical treatment process, while contact surface area and current through the electrodes had positive effects. The significant factors at 90.0 % significant level (p<0.0005) were distance between the electrodes (F = 6.91; 12.28), contact surface area (F = 16.83; 30.08) and current through the electrodes (F = 13.00; 23.10), while volume of the wastewater used was not a significant factor at the same level (F = 1.62; 2.91). Optimization values for current, separation distance, volume and contact surface area were 1.85 A, 0.50 cm, 0.60 L and 0.240 cm2 respectively. Results of the verification showed that the mathematical model agreed with experimental responses and an optimum model had correlation coefficients (R2) of 0.984 for first order model.
References
Chen, G (2004). Electrochemical technologies in wastewater treatment Separation. Purification Technologies 38(1), 11-41
Chen, X., Chen, G., and Yue, P.L. (2000). Separation of pollutants from restaurant wastewater by electrocoagulation. Sep. Purif. Technol. 19, 153.
Devore, J.L. (2000). Introduction to Probability and Statistics for Engineers and Scientists. 1st edn. Duxubury Thomas Learning, Spain.
Devore, J.L. and Farnum, N. R. (1999). Applied Statistics for Engineers and Scientists, 1st edn, Duxubury Press, Toronto.
Díaz, B.C, B; Bilyeu, G; Morales,R and Hernández. P. B. (2008). A Comparison of Iron and Aluminium Electrodes in Hydrogen Peroxide-Assisted Electrocoagulation of Organic Pollutants. Environmental Engineering Science, 25 (4), 529-538.
Gardiner, W. P. and Gettinby, G. (1998). Experimental Design Techniques in Statistical Practice, 2nd edn, Harwood Publishing, Chichester.
Golder, A.K., Samanta, A.N. and Ray, S. (2006). Anionic reactive dye removal from aqueous solution using a new adsorbent- sludge generated in removal of heavy metal by electrocoagulation. Chem. Eng. J. 122, 107.
Guttman, I; Wilks, S.S and Hunter, J.S. (1971). Introductory Engineering Statistics, 2nd edn, John Wiley and Sons Inc, New York.
Holderness, A. and Lambert, L. J. (1978). A new Certificate Chemistry, 5th edn, Heinemann Educational Books, Ibadan.
Holt, P.K., Barton, G.W., Wark, M., and Mitchell, C.A. (2002). A quantitative comparison between chemical dosing and electrocoagulation. Colloids Surfaces A: Physicochem. Eng. Aspects 211, 233.
Khemis, M., Leclerc, J.P., Tanguy, G., Valenti˙N, G., and Lapicque, F. (2006). Treatment of industrial liquid wastes by electrocoagulation: Experimental investigations and an overall interpretation model. Chem. Eng. Sci. 61, 3602.
Kobya, M., Can, O.T., and Bayramoglu, M. (2003). Treatment of textile wastewater by electrocoagulation using iron and aluminum electrodes. J. Hazard Mater. B100, 163.
Koparal, A.S., and Ogutveren, U.B. (2002). Removal of nitrate from water by electroreduction and electrocoagulation. J. Hazar. Mater. 89, 83.
Kobya, M., Hiz, H., Senurk, E., Aydiner, C., and Demirbas E. (2006). Treatment of potato chips manufacturing wastewater by electrocoagulation. Desalination 190, 201.
Kumar, P.R., Chaudhari, S.C., Khilar, K.C., and Majahan, S.P. (2004). Removal of arsenic from wastewater by electrocoagulation. Chemosphere 55, 1245.
Manisankar, P. ; Rani, C. and Viswanathan, S. (2004) Effect of halides in the electrochemical treatment of distillery effluent Chemosphere 57(8) , 961-966.
Mollah, M.Y., Schennach, R., Parga, J.R., and Cocke, D.L. (2001). Electrocoagulation (EC)—Science and applications. J. Hazard. Mater. B84, 29.
Mondal, S. (2008) Methods of Dye removal from Dye House effluent- An Overview. Environmental Engineering Sciences, 25(3), 383- 396
Naumczyk, J; Szpyrkowicz, L and Zilio-Grandi, F.(1996) Electrochemical treatment of textile wastewater. Water Science and Technology 34 (11), 17-24 .
Oke, I. A (2006) Development and Performance-Testing of electrochemical treatment for selected Industrial Wastewater. Unpublished Ph.D Thesis, Department Civil Engineering Obafemi Awolowo University, Ile-Ife, Nigeria.
Oke, I. A (2008). Orthogonal Experiments in the Development of Carbon –Resin For Chloride Ions Removal. An accepted paper for publication in Statistical Methodology.
Oke, I. A and Ogedengbe, M.O. (2007). The Performance of A Locally Developed Electrolysing Equipment. FUTAJEET. 5(2), 142-146
Oke, I. A Umoru, L.E and Ogedengbe, M.O. (2007) Properties and Stability of A Carbon-Resin Electrode. Journal of Materials and Design. 28(7), 2251-2254.
Oke, S.A and Awofeso, K.O (2006). A Factorial Analysis Experimentation of inappropriate waste disposal. Iran Journal of Environmental Health Sciences Engineering. 3(2), 123-132.
Oturan, M.A., and Pinson, J. (1995). Hydoxylation by electrochemically generated OH radicals. Mono and polyhydroxylation of benzoic acid: Products and isomers distribution. J. Phys. Chem. 99, 13948.
Oturan, M.A., Oturan, N., Líate, C., and Trevin, S. (2001). Production of hydroxyl radicals by electrochemically assisted Fenton’s reagent. Aplication to the mineralization of an organic micropollutnat, pentachlorophenol. J. Electroanal. Chem. 507, 96.
Oturan, M.A., Peiroten, J., Chartrin, P., and Acher, A.J. (2000). Complete destruction of p-nitrophenol in aqueous medium by electro-Fenton method. Environ. Sci. Technol. 34, 3474.
Pouet, M.F., and Grasmick, A. (1995). Urban wastewater treatment by electrocoagulation and flotation. Water Sci. Technol. 31, 275.
Rajkumar, D., Song, B.J., and Kim, J.G. (2006). Electrochemical degradation of reactive blue 19 in chloride medium for the treatment of textile dyeing wastewater with identification of intermediate compounds. Dyes Pigments 71, 244.
Roa, M.G., Ramírez, S.M.T., Lopez, G.R., Galicia, L., and Romero, R.M. (2005). Electrochemical characterization and determination of mercury using carbon paste electrodes modified with cyclodextrins. Electroanalysis 17, 694.
Sanroman, M.A., Pazos, M., Ricart, M.T., and Cameselle,C. (2005). Decolourisation of textile indigo dye by DC electric current. Eng. Geol. 77, 253.
Shen, Y; Chen, X; Jia, J and Wang, W. (2006). Preparation and application of Nano-TiO2 catalyst in dye electrochemical treatment. Water SA, 32 (2); 206-210
Smith, D.W; Mavinc, D.S and Zytner, A.W (2002) Future directions of Environmental Engineering in Canada. Journal of Environmental Engineering Sciences. 1, 9 -16
Vlyssides, A., Barampouti, E.M., Mai, S., Arapoglou, D., and Kotronarou, A. (2004). Degradation of methylparation in aqueous solution by electrochemical oxidation. Environ. Sci. Technol. 38, 6125.
Zhou, H and Smith, D.W (2002) Advanced Technologies in Wastewater Treatment. Journal of Environmental Engineering Sciences. 1, 247 -264