Application of PSO-artificial neural network and response surface methodology for removal of methylene blue using silver nanoparticles from water samples

Mostafa Khajeh; Massoud Kaykhaii; Arezoo Sharafi

Journal of Industrial and Engineering Chemistry, Vol.19, No.5, 1624-1630, September, 2013

DOI10.1016/j.jiec.2013.01.033 Export Citation

Application of PSO-artificial neural network and response surface methodology for removal of methylene blue using silver nanoparticles from water samples

Mostafa Khajeh^†, Massoud Kaykhaii¹, and Arezoo Sharafi¹

Department of Chemistry, University of Zabol, P.O. Box 98615-538, Zabol, Iran
¹Department of Chemistry, Faculty of Sciences, University of Sistan & Baluchestan, Zahedan, Iran

E-mail:

In this study, a simple and fast method for preconcentration and determination of trace amount of methylene blue (MB) from water samples was developed by silver nanoparticles based solid-phase extraction method and UV.Vis spectrophotometry. Response surface methodology and hybrid of artificial neural network- particle swarm optimization (ANN-PSO) have been used to develop predictive models for simulation and optimization of solid phase extraction method. Under the optimum conditions, the detection limit and relative standard deviation were 15.0 mg L^(-1) and <2.7%, respectively. The preconcentration factor was 83. The method was applied to preconcentration and determination of methylene blue from water samples.

Keywords:Methylene blue;Silver nanoparticles;Artificial neural network;Particle swarm optimization;Response surface methodology

[References]

Feng Y, Zhou H, Liu G, Qiao J, Wang J, Lu H, Yang L, Wu Y, Bioresource Technology., 125, 138 (2012)
Liu Y, Wang J, Zheng Y, Wang A, Chemical Engineering Journal., 184, 248 (2012)
Vargas AMM, Cazetta AL, Martins AC, Moraes JGG, Garcia EE, Gauze GF, Costa WF, Almeida VC, Chemical Engineering Journal., 181-182, 243 (2012)
Uddin MT, Islam MA, Mahmud S, Rukanuzzaman M, J. Hazard. Mater., 164(1), 53 (2009)
Zhang SJ, Li XY, Chen JP, Carbon., 48, 60 (2010)
Ma Y, Meng YM, Chen JP, J. Colloid Interface Sci., 354(2), 785 (2011)
Khajeh M, Musavi Zadeh F, Bulletin of Environment Contamination and Toxicology., 89, 38 (2012)
Desai KM, Survase SA, Saudagar PS, Lele SS, Singhal RS, Biochemical Engineering Journal., 41, 266 (2008)
Shah F, Kazi TG, Naeemullah G, Afridi HI, Soylak M, Microchemical Journal., 101, 5 (2012)
Baig A, Kazi TG, Shah AQ, Arain MB, Khan S, Afridi HI, Kandhro GA, Kolachi NF, Analytica Chimica Acta., 651, 57 (2009)
Desai KM, Vaidya BK, Singhal RS, Bhagwat SS, Process Biochemistry., 39, 2193 (2004)
Lazzus JA, J. Supercrit. Fluids, 51(3), 312 (2010)
Kousha M, Daneshvar E, Dopeikar H, Taghavi D, Bhatnagar A, Chemical Engineering Journal., 179, 158 (2012)
Khayet M, Cojocaru C, Separation and Purification Technology., 86, 171 (2012)
Zafar M, Kumar S, Kumar S, Dhiman A, Biocatalysis and Agricultural Biotechnology., 1, 70 (2012)
Kennedy J, Eberhart RC, Shi Y, Swarm Intelligence, Morgan Kaufmann Publishers, New York, 141 (2001)
Che ZH, Computer & Industrial Engineering., 58, 625 (2010)
Kennedy J, Spears MW, Proceedings of the IEEE Conference on Evolutionary Computation., 19, 78 (1998)
Khajeh M, Ghaffari Moghaddam M, Shakeri M, The Journal of Supercritical Fluids., 69, 91 (2012)
Khajeh M, Food Chemistry., 129, 1832 (2011)

[Referenced By]

[1] Feng Y, Zhou H, Liu G, Qiao J, Wang J, Lu H, Yang L, Wu Y, Bioresource Technology., 125, 138 (2012)

[2] Liu Y, Wang J, Zheng Y, Wang A, Chemical Engineering Journal., 184, 248 (2012)

[3] Vargas AMM, Cazetta AL, Martins AC, Moraes JGG, Garcia EE, Gauze GF, Costa WF, Almeida VC, Chemical Engineering Journal., 181-182, 243 (2012)

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

[5] Zhang SJ, Li XY, Chen JP, Carbon., 48, 60 (2010)

[6] Ma Y, Meng YM, Chen JP, J. Colloid Interface Sci., 354(2), 785 (2011)

[7] Khajeh M, Musavi Zadeh F, Bulletin of Environment Contamination and Toxicology., 89, 38 (2012)

[8] Desai KM, Survase SA, Saudagar PS, Lele SS, Singhal RS, Biochemical Engineering Journal., 41, 266 (2008)

[9] Shah F, Kazi TG, Naeemullah G, Afridi HI, Soylak M, Microchemical Journal., 101, 5 (2012)

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

[11] Desai KM, Vaidya BK, Singhal RS, Bhagwat SS, Process Biochemistry., 39, 2193 (2004)

[12] Lazzus JA, J. Supercrit. Fluids, 51(3), 312 (2010)

[13] Kousha M, Daneshvar E, Dopeikar H, Taghavi D, Bhatnagar A, Chemical Engineering Journal., 179, 158 (2012)

[14] Khayet M, Cojocaru C, Separation and Purification Technology., 86, 171 (2012)

[15] Zafar M, Kumar S, Kumar S, Dhiman A, Biocatalysis and Agricultural Biotechnology., 1, 70 (2012)

[16] Kennedy J, Eberhart RC, Shi Y, Swarm Intelligence, Morgan Kaufmann Publishers, New York, 141 (2001)

[17] Che ZH, Computer & Industrial Engineering., 58, 625 (2010)

[18] Kennedy J, Spears MW, Proceedings of the IEEE Conference on Evolutionary Computation., 19, 78 (1998)

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

[20] Khajeh M, Food Chemistry., 129, 1832 (2011)