Journal of Industrial and Engineering Chemistry, Vol.18, No.6, 2083-2091, November, 2012
Design and optimization of Bi-metallic Ag-ZSM5 catalysts for catalytic oxidation of volatile organic compounds
E-mail:
A neural network model was coupled with genetic algorithm to find an optimal catalyst for elimination of volatile organic compounds (VOCs). The model was based on simultaneous investigation of catalyst formulation, preparation condition, and loaded metal atomic descriptors as representative of each metal, which enables us to evaluate catalyst composition with much fewer experimental data. We have investigated oxides of first transition metal series (V, Cr, Mn, Fe, Co, Ni, Cu and Zn) as a promoter for Ag-ZSM-5 catalyst. Three optimum catalysts, Fe-Ag-ZSM-5, Ni-Ag-ZSM-5, and V-Ag-ZSM-5 were found to have more catalytic activity for VOC (ethyl acetate) oxidation than Ag-ZSM-5.
Keywords:Volatile organic compounds;Ethyl acetate;ZSM-5;Catalyst design;Genetic algorithm;Artificial neural network
- Kim HS, Kim TW, Koh HL, Lee SH, Min BR, Appl. Catal. A: Gen., 280(2), 125 (2005)
- Backman LB, Rautiainen A, Krause AOI, Lindblad M, Catal. Today, 43(1-2), 11 (1998)
- Pierella LB, Saux C, Caglieri SC, Bertorello HR, Bercoff PG, Appl. Catal. A: Gen., 347(1), 55 (2008)
- Zahmakiran M, Kodaira T, Ozkar S, Appl. Catal. B: Environ., 96(3-4), 533 (2010)
- Niaei A, Salari D, Aghazadeh F, Caylak N, Sepehrianazar A, Part A Environmental Science., 45, 454 (2010)
- de Menorval B, Ayrault P, Gnep NS, Guisnet M, J. Catal., 230(1), 38 (2005)
- Bortnovsky O, Sazama P, Wichterlova B, Appl. Catal. A: Gen., 287(2), 203 (2005)
- Hosseini SA, Niaei A, Salari D, Jodaei A, Bull. Korean Chem. Soc., 31, 808 (2010)
- Jodaei A, Salari D, Niaei A, Khatamian M, Hosseini SA, Journal of Environment Science and Health, Part A Environmental Science., 46, 50 (2011)
- Borko L, Koppany Z, Schay Z, Guczi L, Catalysis Today., 143, 269 (2009)
- Tamm S, Ingelsten HH, Skoglundh M, Topics in Catalysis., 52, 1813 (2009)
- Persson K, Ersson A, Jansson K, Iverlund N, Jaras S, J. Catal., 231(1), 139 (2005)
- Omata K, Kobayashi Y, Yamada M, Catal. Today, 117(1-3), 311 (2006)
- Guenay ME, Yildirim R, Chem. Eng. J., 140(1-3), 324 (2008)
- Umegaki T, Masuda A, Omata K, Yamada M, Appl. Catal. A: Gen., 351(2), 210 (2008)
- Huang K, Zhan XL, Chen FQ, Lu DW, Chem. Eng. Sci., 58(1), 81 (2003)
- Baumes L, Farrusseng D, Lengliz M, Mirodatos C, QSAR & Combinatorial Science., 23, 767 (2004)
- Omata K, Watanabe Y, Hashimoto M, Umegaki T, Yamada M, Ind. Eng. Chem. Res., 43(13), 3282 (2004)
- Tornpos A, Hegedus M, Margitfalvi JL, Szabo EG, Vegvari L, Appl. Catal. A: Gen., 334(1-2), 348 (2008)
- Valero S, Argente E, Botti V, Serra JM, Serna P, Moliner M, Corma A, Comput. Chem. Eng., 33(1), 225 (2009)
- Klanner C, Farrusseng D, Baumes L, Mirodatos C, Schuth F, QSAR & Combinatorial Science., 22, 729 (2003)
- Klanner C, Farrusseng D, Baumes L, Lengliz M, Angewandte Chemie International Edition., 43, 5347 (2004)
- Farrusseng D, Surface Science Reports., 63, 487 (2008)
- Maier WF, Stowe K, Sieg S, Angewandte Chemie International Edition., 46, 6016 (2007)
- Niaei A, Salari D, Hosseini A, Khatamian M, Jodaei A, Chinese Journal of Chemistry., 27, 1 (2009)
- Hormik K, Stinchcombe M, White H, Neural Networks., 2, 359 (1989)
- Molga EJ, Chem. Eng. Process., 42(8-9), 675 (2003)
- Garson GD, Artificial Intelligence Expert., 6, 47 (1991)
- Batiot C, Hodnett BK, Appl. Catal. A: Gen., 137(1), 179 (1996)
- Smith DW, Polyhedron., 26, 519 (2006)
- Kuo HK, Ganesan P, De Angelis RJ, Journal of Catalysis., 64, 303 (1980)
- http://www.webelements.com (14.11.2010).