Modeling of solid-phase tea waste extraction for the removal of manganese and cobalt from water samples by using PSO-artificial neural network and response surface methodology

Arabian Journal of Chemistry

Volumn 10, Issue , 2017, Pages S1663-S1673

  Khajeh, Mostafa ^a   Sarafraz Yazdi, Ali ^b   Moghadam, Afsaneh Fakhrai ^a  

^a UNIVERSITY OF ZABOL   (Iran)

^b FERDOWSI UNIVERSITY OF MASHHAD   (Iran)

Author keywords

Artificial neural network; Cobalt; Manganese; Particle swarm optimization; Response surface methodology; Tea waste

Indexed keywords

ABSORPTION SPECTROSCOPY; ATOMIC ABSORPTION SPECTROMETRY; CHEMICALS REMOVAL (WATER TREATMENT); COBALT; COBALT COMPOUNDS; MANGANESE; NEURAL NETWORKS; PARTICLE SWARM OPTIMIZATION (PSO); PHASE SEPARATION; SURFACE PROPERTIES;

COMPLEXING AGENTS; FLAME ATOMIC ABSORPTION SPECTROMETRY; MODELING AND OPTIMIZATION; OPTIMUM CONDITIONS; PREDICTIVE CAPABILITIES; RESPONSE SURFACE METHODOLOGY; SIMULATION AND OPTIMIZATION; TEA WASTES;

EXTRACTION;

EID: 85020817358     PISSN: 18785352     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.arabjc.2013.06.011     Document Type: Article

References (17)

1. Beiraghi, A., Babaee, S., Roshdi, M., Simultaneous preconcentration of cadmium, cobalt, and nickel in water samples by cationic micellar precipitation and their determination by inductively coupled plasma-optical emission spectrometry. Microchem. J. 100 (2012), 66–71.
2. Che, Z.H., PSO-based back-propagation artificial neural network for product and mold cost estimation of plastic injection molding. Comput. Ind. Eng. 58 (2010), 625–637.
3. Desai, K.M., Vaidya, B.K., Singhal, R.S., Bhagwat, S.S., Use of an artificial neural network in modeling yeast biomass and yield of b-glucan. Process Biochem. 39 (2004), 2193–2198.
4. Desai, K.M., Survase, S.A., Saudagar, P.S., Lele, S.S., Singhal, R.S., Comparison of artificial neural network (ANN) and response surface methodology (RSM) in fermentation media optimization: case study of fermentative production of scleroglucan. Biochem. Eng. J. 41 (2008), 266–273.
5. Kennedy, J., Spears, M.W., Matching algorithms to problems: an experimental test of the particle swarm and some genetic algorithms on the multimodal problem generator. Proc. IEEE Conf. Evol. Comput. 19 (1998), 78–83.
6. Kennedy, J., Eberhart, R.C., Shi, Y., Swarm Intelligence. 2001, Morgan Kaufman Publishers, New York.
7. Khajeh, M., Response surface modelling of lead pre-concentration from food samples by miniaturised homogenous liquid–liquid solvent extraction: Box–Behnken design. Food Chem. 129 (2011), 1832–1838.
8. Khajeh, M., Musavi Zadeh, F., Response surface modeling of ultrasound-assisted dispersive liquid–liquid microextraction for determination of benzene toluene and xylenes in water samples: Box–Behnken design. Bull. Environ. Contam. Toxicol. 89 (2012), 38–43.
9. Khajeh, M., Sanchooli, E., Optimization of microwave-assisted extraction procedure for zinc and iron determination in celery by Box–Behnken design. Food analytical methods 3 (2010), 75–79.
10. Khajeh, M., Akbari Moghaddam, A.R., Sanchooli, E., Application of Doehlert design in the optimization of microwave-assisted extraction for determination of zinc and copper in cereal samples using FAAS. Food Analy. Methods 3 (2010), 133–137.
11. Khayet, M., Cojocaru, C., Artificial neural network modeling and optimization of desalination by air gap membrane distillation. Sep. Purif. Technol. 86 (2012), 171–182.
12. 2 + biomolecule system using a PSO algorithm. J. Supercrit. Fluids 51 (2010), 312–318.
13. Lemos, V.A., Baliza, P.X., Carvalha, A.L.D., Oliveria, R.V., Teixeira, L.S.G., Bezerra, M.A., Development of a new sequential injection in-line cloud point extraction system for flame atomic absorption spectrometric determination of manganese in food samples. Talanta 77 (2008), 388–393.
14. Lemos, V.A., Santos, L.N., Bezerra, M.A., Determination of cobalt and manganese in food seasoning by flame atomic absorption spectrometry after preconcentration with 2-hydroxyacetophenone-functionalized polyurethane foam. J. Food Compos. Anal. 23 (2010), 277–281.
15. Tee, T.W., Khan, A.R.M., Removal of lead, cadmium and zinc by waste tea leaves. Environ. Technol. Lett. 9 (1988), 12–23.
16. Uddin, M.T., Islam, M.A., Mahmud, S., Rukanuzzaman, M., Adsorptive removal of methylene blue by tea waste. J. Hazard. Mater. 164 (2009), 53–60.
17. Zafar, M., Kumar, Sh., Kumar, S., Dhiman, A., Optimization of polyhydroxybutyrate (PHB) production by Azohydromonas lata MTCC 2311 by using genetic algorithm based on artificial neural network and response surface methodology. Biocatal. Agr. Biotechnol. 1 (2012), 70–79.