Combination of ACO-artificial neural network method for modeling of manganese and cobalt extraction onto nanometer SiO2 from water samples

Mostafa Khajeh; Sheida Hezaryan

Journal of Industrial and Engineering Chemistry, Vol.19, No.6, 2100-2107, November, 2013

DOI10.1016/j.jiec.2013.03.026 Export Citation

Combination of ACO-artificial neural network method for modeling of manganese and cobalt extraction onto nanometer SiO2 from water samples

Mostafa Khajeh^†, and Sheida Hezaryan

Department of Chemistry, University of Zabol, P.O. Box 98615-538, Zabol, Iran

E-mail:

In this study, modeling based on ant-colony optimization - artificial neural network have been employed to develop the model for simulation and optimization of nanometer SiO2 for the extraction of manganese and cobalt from water samples. The pH, time, amount of SiO2 nanoparticles and concentration of 1-(2-pyridylazo)-2-naphthol (PAN) were the input variables, while the extraction% of analytes was the output. Under the optimum conditions, the detection limits were 0.52 and 0.7 mg L^(-1), for manganese and cobalt, respectively. The method was applied to the extraction of manganese and cobalt from water samples and one certified reference material.

Keywords:Manganese;Cobalt;SiO2 nanoparticles;Artificial neural network;Ant colony optimization

[References]

Zou X, Cui Y, Zhu X, Hu Z, Chang X, Journal of Sol.Gel Science and Technology., 50, 35 (2009)
Beiraghi A, Babaee S, Roshdi M, Microchemical Journal., 100, 66 (2012)
Lemos VA, Baliza PX, Carvalha ALD, Oliveria RV, Teixeira LSG, Bezerra MA, Talanta., 77, 388 (2008)
Baig JA, Kazi TG, Shah AQ, Arain MB, Khan S, Afridi HI, Kandhro GA, Kolachi NF, Analytica Chimica Acta., 651, 57 (2009)
Khan S, Kazi TG, Baig JA, Afridi HI, Kolachi NF, Kumar S, Shah AQ, Talanta., 80, 158 (2009)
Khan S, Kazi TG, Baig JA, Afridi HI, Kumar S, Shah AQ, Kandhro GA, Journal of the Iranian Chemical Society., 8, 897 (2011)
Khajeh M, Sanchooli E, International Journal of Environmental Analytical Chemistry., 92, 613 (2012)
Graham MC, Gavin KG, Kirika A, Farmer JG, Science of the Total Environment., 424, 239 (2012)
Cui Y, Chang X, Zhai Y, Zhu X, Zheng H, Lian N, Microchemical Journal., 83, 35 (2006)
Vereda Alanso E, Garcia de torres A, Cano Pavon JM, Talanta., 55, 219 (2001)
Khayet M, Cojocaru C, Desalination., 287, 138 (2012)
Khajeh M, Ghaffari Moghaddam M, Shakeri M, The Journal of Supercritical Fluids., 69, 91 (2012)
Bin Y, Zhong-Zhen Y, Baozhen Y, European Journal of Operational Research., 196, 171 (2009)
Simon SP, Padhy NP, Anand RS, Journal of Energy and Environment., 4, 21 (2005)
Badley RD, Ford WT, McEnroe FJ, Assink A, Langmuir., 6, 792 (1990)
Dorigo M, Di Caro G, The Ant Colony Optimization Meta-Heuristic, McGraw-Hill, London, UK, 11 (1999)
Uddin MT, Islam MA, Mahmud S, Rukanuzzaman M, J. Hazard. Mater., 164(1), 53 (2009)
Yetilmezsoy K, Demirel S, J. Hazard. Mater., 153(3), 1288 (2008)

[1] Zou X, Cui Y, Zhu X, Hu Z, Chang X, Journal of Sol.Gel Science and Technology., 50, 35 (2009)

[2] Beiraghi A, Babaee S, Roshdi M, Microchemical Journal., 100, 66 (2012)

[3] Lemos VA, Baliza PX, Carvalha ALD, Oliveria RV, Teixeira LSG, Bezerra MA, Talanta., 77, 388 (2008)

[4] Baig JA, Kazi TG, Shah AQ, Arain MB, Khan S, Afridi HI, Kandhro GA, Kolachi NF, Analytica Chimica Acta., 651, 57 (2009)

[5] Khan S, Kazi TG, Baig JA, Afridi HI, Kolachi NF, Kumar S, Shah AQ, Talanta., 80, 158 (2009)

[6] Khan S, Kazi TG, Baig JA, Afridi HI, Kumar S, Shah AQ, Kandhro GA, Journal of the Iranian Chemical Society., 8, 897 (2011)

[7] Khajeh M, Sanchooli E, International Journal of Environmental Analytical Chemistry., 92, 613 (2012)

[8] Graham MC, Gavin KG, Kirika A, Farmer JG, Science of the Total Environment., 424, 239 (2012)

[9] Cui Y, Chang X, Zhai Y, Zhu X, Zheng H, Lian N, Microchemical Journal., 83, 35 (2006)

[10] Vereda Alanso E, Garcia de torres A, Cano Pavon JM, Talanta., 55, 219 (2001)

[11] Khayet M, Cojocaru C, Desalination., 287, 138 (2012)

[12] Khajeh M, Ghaffari Moghaddam M, Shakeri M, The Journal of Supercritical Fluids., 69, 91 (2012)

[13] Bin Y, Zhong-Zhen Y, Baozhen Y, European Journal of Operational Research., 196, 171 (2009)

[14] Simon SP, Padhy NP, Anand RS, Journal of Energy and Environment., 4, 21 (2005)

[15] Badley RD, Ford WT, McEnroe FJ, Assink A, Langmuir., 6, 792 (1990)

[16] Dorigo M, Di Caro G, The Ant Colony Optimization Meta-Heuristic, McGraw-Hill, London, UK, 11 (1999)

[17] Uddin MT, Islam MA, Mahmud S, Rukanuzzaman M, J. Hazard. Mater., 164(1), 53 (2009)

[18] Yetilmezsoy K, Demirel S, J. Hazard. Mater., 153(3), 1288 (2008)