Screening of additives to a Co/SrCO3 catalyst by artificial neural network for preferential oxidation of CO in excess H2

Industrial and Engineering Chemistry Research

Volumn 49, Issue 4, 2010, Pages 1541-1549

  Kobayashi, Yasukazu ^a   Omata, Kohji ^a   Yamada, Muneyoshi ^a  

^a TOHOKU UNIVERSITY   (Japan)

Author keywords

[No Author keywords available]

Indexed keywords

ACTIVE SPECIES; ARTIFICIAL NEURAL NETWORK; BORON ADDITIONS; CATALYST PREPARATION; CO CONVERSION; CO OXIDATION; COBALT CATALYST; COBALT OXIDES; EXCESS HYDROGEN; EXPERIMENTAL VERIFICATION; FEED COMPOSITIONS; MULTI VARIATE ANALYSIS; PERIODIC TABLE; PHYSICOCHEMICAL PROPERTY; PREFERENTIAL OXIDATION; PROX OF CO; REACTION TEMPERATURE; REVERSE WATER-GAS SHIFT REACTION; SIDE REACTIONS; SPACE VELOCITIES; TRAINING DATA; X RAY PHOTOELECTRON SPECTRA; XPS ANALYSIS;

ADDITIVES; BORON; BORON COMPOUNDS; CATALYSIS; CATALYST SELECTIVITY; COBALT; COBALT COMPOUNDS; DECISION MAKING; MANGANESE; MANGANESE COMPOUNDS; MULTIVARIANT ANALYSIS; NEURAL NETWORKS; OXIDATION; SCANDIUM; SILVER; TEMPERATURE PROGRAMMED DESORPTION; X RAY PHOTOELECTRON SPECTROSCOPY; ZINC;

CATALYST SUPPORTS;

EID: 77649104621     PISSN: 08885885     EISSN: 15205045     Source Type: Journal    
DOI: 10.1021/ie901435h     Document Type: Article

References (42)

1. Choudhary, T. V.; Goodman, D. W. CO-free fuel processing for fuel cell applications. Catal. Today 2002, 77, 65-78.
2. Lemons, R. A. Fuel cells for transportation. J. Power Sources 1990, 29, 251-264.
3. Igarashi, H.; Fujino, T.; Watanabe, M. Hydrogen electro-oxidation on platinum catalysts in the presence of trace carbon monoxide. J. Electroanal. Chem. 1995, 391, 119-123.
4. Takenaka, S.; Shimizu, T.; Otsuka, K. Complete removal of carbon monoxide in hydrogen-rich gas stream through methanation over supported metal catalysts. Int. J. Hydrogen Energy 2004, 29, 1065-1073.
5. Kikuchi, E. Membrane reactor application to hydrogen production. Catal. Today 2000, 56, 97-101.
6. 2. Catal. Lett. 2001, 76, 151-154.
7. Manasilp, A.; Gulari, E. Selective CO oxidation over Pt/alumina catalysts for fuel cell applications. Appl. Catal, B 2002, 37, 17-25.
8. 2-rich gas. Appl. Catal., A 2006, 307, 275-283.
9. Grisel, R. J. H.; Nieuwenhuys, B. E. Selective oxidation of CO, over supported Au catalysts. J. Catal. 2001, 199, 48-59.
10. Haruta, M.; Daté, M. Advances in the catalysis of Au nanoparticles. Appl. Catal., A 2001, 222, 427-437.
11. 3. J. Catal. 2004, 222, 32-40.
12. Lian, H.; Jia, M.; Pan, W.; Li, Y.; Zhang, W.; Jiang, D. Gold-base catalysts supported on carbonate for low-temperature CO oxidation. Catal. Commun. 2005, 6, 47-51.
13. Tanaka, H.; Ito, S.-I.; Kameoka, S.; Tomishige, K.; Kunimori, K. Promoting effect of potassium in selective oxidation of CO in hydrogenrich stream on Rh catalysts. Catal. Commun. 2003, 4, 1-4.
14. 2 catalysts. Catal. Today 2004, 93-95, 241-246.
15. Papavasiliou, J.; Avgouropoulos, G.; Ioannides, T. In situ combustion synthesis of structured Cu-Ce-O and Cu-Mn-O catalysts for the production and purification of hydrogen. Appl. Catal., B 2006, 66, 168-174.
16. 2 catalysts for the selective oxidation of carbon monoxide in excess hydrogen. Catal. Today 2002, 75, 157-167.
17. 2 system. J. Catal. 2004, 221, 455-465.
18. 3 catalysts promoted with cobalt in a fuel processor for proton exchange membrane fuel cells. J. Power Sources 2004, 132, 18-28.
19. 2 catalysts. Appl. Catal., A 2006, 302, 168-176.
20. 2 catalysts. Int. J. Hydrogen Energy 2006, 31, 427-435.
21. 4 catalysts. Catal. Lett. 1994, 25, 257-257.
22. Teng, Y.; Sakurai, H.; Ueda, A.; Kobayashi, T. Oxidative removal of CO contained in hydrogen by using metal oxide catalysts. Int. J. Hydrogen Energy 1999, 24, 355-358.
23. 2. Part II. Appl. Catal., A 1996, 146, 255-267.
24. 3 catalyst. Catal. Lett. 2004, 93, 55-60.
25. 3 catalysts for preferential oxidation of carbon monoxide from hydrogen-rich fuels. Appl. Catal., A 2005, 278, 181-186.
26. 2 with PROX). Catal. Lett. 2006, 111, 173-176.
27. Omata, K.; Nukui, N.; Hottai, T.; Showa, Y.; Yamada, M. Strontium carbonate supported cobalt catalyst for dry reforming of methane under pressure. Catal. Commun. 2004, 5, 755-758.
28. Omata, K.; Kobayashi, Y.; Yamada, M. Artificial neural networkaided development of supported Co catalyst for preferential oxidation of CO in excess hydrogen. Catal. Commun. 2005, 6, 563-567.
29. 3 catalyst for preferential oxidation of CO in excess hydrogen. Catal. Today 2006, 117, 311-315.
30. 3 catalyst for preferential oxidation of CO in excess hydrogen. Catal. Commun. 2007, 8, 1-5.
31. Oøye, G.; Sjöblom, J.; Stöcker, M. A multivariate analysis of the synthesis conditions of mesoporous materials. Microporous Mesoporous Mater. 2000, 34, 291-299.
32. Yang, W.; Hung, K.; Hsieh, C. Determination of optimal experimental conditions for the preparation of lead zirconate titanate via solprecipitate process by applying statistical methods. Mater. Sci. Eng., A 2002, 333, 123-133.
33. Amin, N. A. S.; Anggoro, D. D. Optimization of direct conversion of methane to liquid fuels over Cu loaded W/ZSM-5 catalyst. Fuel 2004, 83, 487-494.
34. Du, G.; Yang, Y.; Qiu, W.; Lim, S.; Pfefferle, L.; Haller, G. Statistical design and modeling of the process of methane partial oxidation using V-MCM-41 catalysts and the prediction of the formaldehyde production. Appl. Catal. A 2006, 313, 1-13.
35. R Development Core Team, R: A Language and Environment for Statistical Computing; R Foundation for Statistical Computing: Vienna, Austria, 2009; ISBN 3-900051-07-0.
36. Periodic Table X is downloadable from the site of Synergy Creations (http://www.synergycreations.com/).
37. Barin, I.; Sauert, F.; Schultze-Rhonhof, S.; Sheng, W. Thermochemical data of pure substances, 2nd ed.; VCH: Weinheim, Germany, 1993.
38. Omata, K.; Yamada, M. Prediction of effective additives to a Ni/active carbon catalyst for vapor-phase carbonylation of methanol by an artificial neural network. Ind. Eng. Chem. Res. 2004, 43, 6622-6625.
39. Omata, K.; Hashimoto, M.; Sutarto; Ishiguro, G.; Watanabe, Y.; Umegaki, T.; Yamada, M. Screening using artificial neural network of additives for Cu-Zn oxide catalyst for methanol synthesis from syngas. J. Jpn. Petrol. Inst. 2005, 48, 145-149.
40. Omata, K.; Sutarto; Hashimoto, M.; Ishiguro, G.; Watanabe, Y.; Umegaki, T.; Yamada, M. Design and development of Cu-Zn oxide catalyst for direct dimethyl ether synthesis using an artificial neural network and physicochemical properties of elements. Ind. Eng. Chem. Res. 2006, 45, 4905-4910.
41. 3 catalyst at low methane conversion of oxidative reforming for syngas formation. Appl. Catal. A 2008, 351, 54-58.
42. 2 catalyst prepared by a single-step citrate method for preferential oxidation of carbon monoxide. Appl Catal. B. 2005, 57, 43-53.