Journal of Industrial and Engineering Chemistry, Vol.32, 246-258, December, 2015
Modelling and optimization of syngas production from methane dry reforming over ceria-supported cobalt catalyst using artificial neural networks and Box.Behnken design
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In the present study, synthesis gas was produced from dry reforming of methane over ceria supported cobalt catalyst in a fixed bed stainless steel reactor. Artificial neural network (ANN) and Box Behnken design (BBD) were employed to investigate the effects of reactant partial pressures, reactant feed ratios, reaction temperature and their optimum conditions. Good agreement was shown between the predicted outputs from the ANN model and the experimental data. Optimum reactant feed ratio of 0.60 and CH4 partial pressure of 46.85 kPa were obtained at 728 ℃ with corresponding conversions of 74.84% and 76.49% for CH4 and CO2, respectively.
- Mathiesen BV, Lund H, Karlsson K, Appl. Energy, 88(2), 488 (2011)
- Guo S, Shao L, Chen H, Li Z, Liu JB, Xu FX, et al., Ecol. Inform., 12, 93 (2012)
- Ediger VS, Hosgor E, Surmeli AN, Tatlidil H, Energy Policy, 35(5), 2969 (2007)
- Samimi A, Zarinabadi S, J. Am. Sci., 8, 1011 (2012)
- Braga TP, Santos RCR, Sales BMC, da Silva BR, Pinheiro AN, Leite ER, et al., Chin. J. Catal., 35, 514 (2014)
- Clarke L, Wise M, Edmonds J, Placet M, Kyle P, Calvin K, et al., CO2 Emissions Mitigation and Technological Advance: An Updated Analysis of Advanced Technology Scenarios, Pacific Northwest National Laboratory, Richland, 2009.
- Bowen F, Energy Policy, 39(5), 2256 (2011)
- Er H, Bouallou C, Werkoff F, Chem. Eng. Trans., 29, 163 (2012)
- Laosiripojana N, Sutthisripok W, Assabumrungrat S, Chem. Eng. J., 112(1-3), 13 (2005)
- Khodakov AY, Chu W, Fongarland P, Chem. Rev., 107(5), 1692 (2007)
- Xiong HF, Moyo M, Motchelaho MA, Tetana ZN, Dube SMA, Jewell LL, Coville NJ, J. Catal., 311, 80 (2014)
- Timko MT, Herndon SC, Blanco ED, Wood EC, Yu ZH, Miake-Lye RC, Knighton WB, Shafer L, DeWitt MJ, Corporan E, Combust. Sci. Technol., 183(10), 1039 (2011)
- Yuan CS, Lin HY, Lee WJ, Lin YC, Wu TS, Chen KF, J. Air Waste Manage. Assoc., 57, 465 (2007)
- Guerra C, Lanzini A, Leone P, Santarelli M, Brandon NP, J. Power Sources, 245, 154 (2014)
- Ocsachoque M, Pompeo F, Gonzalez G, Catal. Today, 172(1), 226 (2011)
- Gokon N, Yamawaki Y, Nakazawa D, Kodama T, Int. J. Hydrog. Energy, 36(1), 203 (2011)
- Ozkara-Aydinoglu S, Aksoylu AE, Int. J. Hydrog. Energy, 36(4), 2950 (2011)
- Legras B, Ordomsky VV, Dujardin C, Virginie M, Khodakov AY, ACS Catal., 4, 2785 (2014)
- Sehested J, Catal. Today, 111(1-2), 103 (2006)
- Budiman AW, Song SH, Chang TS, Shin CH, Choi MJ, Catal. Surv. Asia, 16, 25 (2007)
- Ferencz Z, Baan K, Oszko A, Konya Z, Kecskes T, Erdohelyi A, Catal. Today, 228, 123 (2014)
- Munera JF, Irusta S, Cornaglia LM, Lombardo EA, Cesar DV, Schmal M, J. Catal., 245(1), 25 (2007)
- Ozkara-Aydınoglu S, Aksoylu AE, Chem. Eng. J., 215-216, 542 (2013)
- Foo SY, Cheng CK, Nguyen TH, Adesina AA, Catal. Today, 164(1), 221 (2011)
- Adib H, Haghbakhsh R, Saidi M, Takassi MA, Sharifi F, Koolivand M, Rahimpour MR, Keshtkari S, J. Nat. Gas Sci. Eng., 14, 204 (2013)
- Istadi, Amin NAS, Ind. Eng. Chem. Res., 45(20), 6655 (2006)
- Shaikh A, Al-Dahhan M, Chem. Eng. Process., 42(8-9), 599 (2003)
- Nasr N, Hafez H, El Naggar MH, Nakhla G, Int. J. Hydrog. Energy, 38(8), 3189 (2013)
- Rajakarunakaran S, Venkumar P, Devaraj D, Rao KSP, Appl. Soft Comput., 8, 740 (2008)
- Aishah NOR, Amin S, Yusof KM, Isha R, J. Teknol., 43, 15 (2007)
- Catalkaya EC, Sengul F, J. Hazard. Mater., 128(2-3), 201 (2006)
- Fan MS, Abdullah AZ, Bhatia S, Int. J. Hydrog. Energy, 36(8), 4875 (2011)
- Elfghi FM, Amin NAS, Elgarni MM, J. Adv. Catal. Sci. Technol., 2, 1 (2015)
- Joo S, Yoon J, Kim J, Lee M, Yoon Y, Appl. Therm. Eng., 80, 436 (2015)
- Turan NG, Mesci B, Ozgonenel O, Chem. Eng. J., 171(3), 1091 (2011)
- Benardos PG, Vosniakos GC, Eng. Appl. Artif. Intell., 20, 365 (2007)
- Scott DJ, Coveney PV, Kilner JA, Rossiny JCH, Alford MNM, J. European Ceram. Soc., 27, 4425 (2007)
- Zamaniyan A, Joda F, Behroozsarand A, Ebrahimi H, Int. J. Hydrog. Energy, 38(15), 6289 (2013)
- Fattahi M, Kazemeini M, Khorasheh F, Rashidi A, J. Ind. Eng. Chem., 20(4), 2236 (2014)
- Kim S, Qadir K, Jin S, Reddy AS, Seo B, Mun BS, Joo SH, Park JY, Catal. Today, 185(1), 131 (2012)
- Yasyerli S, Filizgok S, Arbag H, Yasyerli N, Dogu G, Int. J. Hydrog. Energy, 36(8), 4863 (2011)
- Wang N, Chu W, Zhang T, Zhao XS, Int. J. Hydrog. Energy, 37(1), 19 (2012)
- Amini Y, Fattahi M, Khorasheh F, Sahebdelfar S, Appl. Petrochem. Res., 3, 47 (2013)
- San-Jose-Alonso D, Juan-Juan J, Illan-Gomez MJ, Roman-Martinez MC, Appl. Catal. A: Gen., 371(1-2), 54 (2009)
- Nikoo MK, Amin NAS, Fuel Process. Technol., 92(3), 678 (2011)
- Yaw TC, Aishah NOR, Amin S, J. Teknol., 43, 31 (2007)
- Sun Y, Ritchie T, Hla SS, McEvoy S, J. Nat. Gas Chem., 20, 568 (2011)
- Djaidja A, Libs S, Kiennemann A, Barama A, Catal. Today, 113(3-4), 194 (2006)
- Gallucci F, Tosti S, Basile A, J. Membr. Sci., 317(1-2), 96 (2008)
- Lu Y, Lee T, J. Nat. Gas Chem., 16, 329 (2007)
- Ding MY, Yang Y, Li YW, Wang TJ, Ma LL, Wu CZ, Appl. Energy, 112, 1241 (2013)
- Lahijani P, Zainal ZA, Mohamed AR, Mohammadi M, Bioresour. Technol., 132, 351 (2013)
- Maran JP, Sivakumar V, Thirugnanasambandham K, Sridhar R, Alexandria Eng. J., 52, 507 (2013)