Development of a high performance Cu-based ternary oxide catalyst for oxidative steam reforming of methanol using an artificial neural network

Applied Catalysis A: General

Volumn 351, Issue 2, 2008, Pages 210-216

  Umegaki, Tetsuo ^a   Masuda, Akihiro ^a   Omata, Kohji ^a   Yamada, Muneyoshi ^a  

^a TOHOKU UNIVERSITY   (Japan)

Author keywords

Artificial neural network; Catalyst; Cu; Grid search; Hydrogen production; L9 orthogonal array; Methanol; Oxidative steam reforming; Physicochemical properties

Indexed keywords

BACKPROPAGATION; CALCINATION; CALCIUM; CARBON MONOXIDE; CATALYSIS; CATALYST ACTIVITY; CATALYSTS; CERIUM; CERIUM COMPOUNDS; CHEMICAL ANALYSIS; CONCENTRATION (PROCESS); COPPER; GAS FUEL MANUFACTURE; HYDROGEN; HYDROGEN PRODUCTION; IMAGE CLASSIFICATION; MANGANESE; MANGANESE COMPOUNDS; METHANOL; NEURAL NETWORKS; REFORMING REACTIONS; STEAM; STEAM ENGINEERING; ZINC;

ARTIFICIAL NEURAL NETWORK; CU; GRID SEARCH; L9 ORTHOGONAL ARRAY; OXIDATIVE STEAM REFORMING; PHYSICOCHEMICAL PROPERTIES;

CATALYST SELECTIVITY;

EID: 56349121575     PISSN: 0926860X     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.apcata.2008.09.019     Document Type: Article

References (16)

1. Velu S., Suzuki K., and Osaki T. Chem. Commun. (23) (1999) 2341-2342
2. Velu S., Suzuki K., Okazaki M., Kapoor M.P., Osaki T., and Ohashi F. J. Catal. 194 2 (2000) 373-384
3. Velu S., Suzuki K., Kapoor M.P., Ohashi F., and Osaki T. Appl. Catal. A: Gen. 213 1 (2001) 47-63
4. Velu S., and Suzuki K. Top. Catal. 22 3 (2003) 235-244
5. Murcia-Mascarós S., Navarro R.M., Gómez-Sainero L., Costantino U., Nocchetti M., and Fierro J.L.G. J. Catal. 198 2 (2001) 338-347
6. Agrell J., Birgersson H., Boutonnet M., Melián-Cabrera I., Navarro R.M., and Fierro J.L.G. J. Catal. 219 2 (2003) 389-403
7. Shen J.P., and Song C. Catal. Today 77 1-2 (2002) 89-98
8. Kito S., Hattori T., and Murakami Y. Ind. Eng. Chem. Res. 31 3 (1992) 979-981
9. Kito S., Hattori T., and Murakami Y. Appl. Catal. A: Gen. 114 2 (1994) 173-178
10. Omata K., and Yamada M. Ind. Eng. Chem. Res. 43 20 (2004) 6622-6625
11. Huang K., Chen F.Q., and Lü D.W. Appl. Catal. A: Gen. 219 1-2 (2001) 61-68
12. Omata K., Watanabe Y., Hashimoto M., Umegaki T., and Yamada M. J. Jpn. Petrol. Inst. 46 6 (2003) 387-391
13. Omata K., Nukui N., Hottai T., Showa Y., and Yamada M. J. Jpn. Petrol. Inst. 47 6 (2004) 387-393
14. Kompany-Zareh M., Tavallali H., and Sajjadi M. Anal. Chim. Acta 469 2 (2002) 303-310
15. Marengo E., Gianotti V., Angioi S., and Gennaro M. J. Chrom. A 1029 1-2 (2004) 57-65
16. Lenarda M., Moretti E., Storaro L., Patrono P., Pinzari F., Rodríguez-Castellón E., Jiménez-López A., Busca G., Finocchio E., Montanari T., and Frattini R. Appl. Catal. A: Gen. 312 (2006) 220-228