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Received September 20, 2012
Accepted January 30, 2013
- This is an Open-Access article distributed under the terms of the Creative Commons Attribution Non-Commercial License (http://creativecommons.org/licenses/bync/3.0) which permits unrestricted non-commercial use, distribution, and reproduction in any medium, provided the original work is properly cited.
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Application of Doehlert experimental design for the optimization of cadmium biosorption in an aqueous solution by marine yeast biomass of Yarrowia lipolytica
Department of Biotechnology, GITAM Institute of Technology, GITAM University, Gandhinagar, Rushikonda, Visakhapatnam 530 045, AP, India 1Department of Environmental studies, GITAM Institute of Sciences, GITAM University, Gandhinagar, Rushikonda, Visakhapatnam 530 045, AP, India 2UGC Affairs & Research Activities, GITAM University, Gandhinagar, Rushikonda, Visakhapatnam 530 045, AP, India
saratbabuimandi@gmail.com, saratbabuimandi@gitam.edu
Korean Journal of Chemical Engineering, May 2013, 30(5), 1067-1075(9), 10.1007/s11814-013-0012-0
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Abstract
A cadmium biosorption process was optimized by varying three independent variables pH (4.5-7.5), initial cadmium ion concentration (10-30 mg L^(-1)), and Yarrowia lipolytica dosage (3-5 g L^(-1)) by using a Doehlert experimental design (DD) involving response surface methodology (RSM). For the maximum biosorption of cadmium ion in an aqueous solution by Y. lipolytica, a total of fifteen experimental runs were set and the experimental data fitted to the empirical second-order polynomial model of a suitable degree. The analysis of variance of the quadratic model demonstrates that the model was highly significant. Three-dimensional plots demonstrate relationships between the cadmium ion uptake with the paired variables (when other variable was kept at its optimal level), describing the behavior of biosorption system in a batch process. The model showed that cadmium uptake in aqueous solution was affected by all the three variables studied. The optimum values of the variables were found to be 6.43, 17.56 mg L^(-1) and 3.63 g_x000D_
L^(-1) for pH, initial cadmium ion concentration and biomass dosage, respectively, at a contact time of 40 min. At these optimal conditions, the maximum percentage biosorption of cadmium was predicted to be 48.89. The experimental values were in good agreement with predicted values and the correlation coefficient was found to be 0.9985. It showed that both monolayer adsorption and intra-particle diffusion mechanisms were effective in the cadmium biosorption_x000D_
process. Therefore, it is apparent that the DD involving RSM not only gives valuable information on interactions between the variables but also leads to identification of feasible optimum values of the studied variables.
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Fickers P, Benetti PH, Wache Y, Marty A, Mauersberger S, Smit MS, Nicaud JM, FEMS Yeast Res., 5, 527 (2005)
Margesin R, Schinner F, FEMS Microbiol. Ecol., 24, 243 (1997)
Zinjarde SS, Pant AA, Mar. Pollut. Bull., 44, 118 (2002)
Jain MR, Zinjarde SS, Deobagkar DD, Deobagkar DN, Mar. Pollut. Bull., 49, 783 (2004)
Johnson V, Patel SJ, Patel KA, Mehta MH, World J. Microbiol.Biotechnol., 10, 524 (1994)
De Felice B, Pontecorvo G, Carfagna M, Acta Biotechnol., 17, 231 (1997)
Oswal N, Sarma PM, Zinjarde SS, Pant A, Bioresour. Technol., 85(1), 35 (2002)
Lanciotti R, Gianotti A, Baldi D, Angrisani R, Suzzi G, Mastrocola D, Guerzoni ME, Bioresour. Technol., 96(3), 317 (2005)
Achremowicz B, Kosikowski FV, Masuyama K, Acta Microbiol.Pol., 26, 265 (1977)
Papanikolaou S, Chevalot I, Komaitis M, Marc I, Aggelis G, Appl. Microbiol. Biotechnol., 58(3), 308 (2002)
Bankar AV, Kumar AR, Zinjarde SS, J. Hazard. Mater., 170(1), 487 (2009)
Garcia S, Prado M, Degano R, Dominguez A, J. Biol. Chem., 277, 37359 (2002)
Strouhal M, Kizek R, Vacek J, Trnkova L, Nemec M, Bioelectrochemistry., 60, 29 (2003)
Ito H, Inouche M, Tohoyama H, Joho M, Biometals., 20, 773 (2007)
Agnihotri M, Joshi S, Kumar AR, Zinjarde S, Kulkarni S, Mater. Lett., 63, 1231 (2009)
Kapoor A, Viraraghavan T, Cullimore DR, Bioresour. Technol., 70(1), 95 (1999)
Aksu Z, Sep. Purif. Technol., 21(3), 285 (2001)
Kaewsarn P, Yu Q, Environ. Pollut., 112, 209 (2001)
Benguella B, Benaissa H, Water Res., 36, 2463 (2002)
Gin KYH, Tang YZ, Aziz MA, Water Res., 36, 1313 (2002)
Doehlert DH, Appl. Stat., 19, 231 (1970)
Amini M, Younesi H, Bahramifar N, Colloids and Surfaces A: Physicochem. Eng. Aspects., 337, 67 (2009)
Ghorbani F, Younesi H, Ghasempouri SM, Zinatizadeh AA, Amini M, Daneshi A, Chem. Eng. J., 145(2), 267 (2008)
Singh R, Chadetrik R, Kumar R, Bishnoi K, Bhatia D, Kumar A, Bishnoi NR, Singh N, J. Hazard. Mater., 174(1-3), 623 (2010)
Fereidouni M, Daneshi A, Younesi H, J. Hazard. Mater., 168(2-3), 1437 (2009)
Imandi SB, Bandaru VVR, Somalanka SR, Bandaru SR, Garapati HR, Bioresour. Technol., 99(10), 4445 (2008)
Schiewer S, Volesky B, Environ. Sci. Technol., 29, 3049 (1995)
Goksungur Y, Uren S, Guvenc U, Bioresour. Technol., 96(1), 103 (2005)
Bahadir T, Bakan G, Altas L, Buyukgungor H, Enzyme Microb. Technol., 41(1-2), 98 (2007)
Imandi SB, Bandaru VR, Somalanka SR, Garapati HR, Enzyme Microb. Technol., 40(5), 1367 (2007)
Esposito A, Pagnanelli F, Lodi A, Solisio C, Veglio F, Hydrometallurgy., 60, 129 (2001)
Vinod VTP, Sashidhar RB, Sreedhar B, J. Hazard. Mater., 178(1-3), 851 (2010)
Lazi Z, Design of experiments in chemical engineering, WILEYVCH Verlag GmbH & Co. KGaA, Weinheim (2004)