Application of a genetic algorithm and a neural network for the discovery and optimization of new solid catalytic materials

Applied Surface Science

Volumn 223, Issue 1-3, 2004, Pages 168-174

  Rodemerck, U ^a   Baerns, M ^a   Holena, M ^a   Wolf, D ^a,b  

^a LEIBNIZ INSTITUT FÜR KATALYSE E V AN DER UNIVERSITÄT ROSTOCK   (Germany)

^b EVONIK INDUSTRIES AG   (Germany)

Author keywords

Catalytic materials; Genetic algorithm; Neural network

Indexed keywords

COMPOSITION; COMPUTER SOFTWARE; DEHYDROGENATION; GENETIC ALGORITHMS; NEURAL NETWORKS; PROPANE; THROUGHPUT; VIRTUAL REALITY;

CATALYST FUNCTIONS; PARAMETER SPACE;

CATALYSTS;

EID: 0346304811     PISSN: 01694332     EISSN: None     Source Type: Journal    
DOI: 10.1016/S0169-4332(03)00919-X     Document Type: Article

References (36)

1. Cong P., Doolen R.D., Fan Q., Giaquinta D.M., Guan S., McFarland E.W., Poojary D.M., Self K., Turner H.W., Weinberg W.H. Angew. Chem. 111:1999;867.
2. Liu Y., Cong P., Doolen R.D., Turner H.W., Turner W.H. Catal. Today. 61:2000;87.
3. Senkan S.M., Ozturk S. Angew. Chem. 111:1999;867.
4. Krantz K., Ozkru S., Senkan S. Catal. Today. 62:2000;281.
5. Richter M., Langpape M., Kolf S., Grubert G., Eckelt R., Radnik J., Schneider M., Pohl M.-M., Fricke R. Appl. Catal. B: Environ. 36:2002;261.
6. Akporiaye D.E., Dahl I.M., Karlsson A., Wendelbo R. Angew. Chemie. 110:1998;629.
7. Akporiaye D., Dahl I., Karlsson A., Plassen M., Wendelbo R., Bem D.S., Broach R.W., Lewis G.J., Miller M., Moscoso J. Microporous Mesoporous Mater. 48:2001;367.
8. Klein J., Lehmann C.W., Schmidt H.-W., Maier W.F. Angew. Chemie. 110:1998;3557.
9. Wolf A., Schüth F. Appl. Catal. A: Gen. 226:2002;1.
10. Hahndorf I., Buyevskaya O., Langpape M., Grubert G., Kolf S., Guillon E., Baerns M. Chem. Eng. J. 89:2002;119.
11. Hoffmann C., Schmidt H.-W., Schüth F. J. Catal. 198:2001;348.
12. Lettmann C., Hinrichs H., Maier W.F. Angew. Chemie. 113:2001;3258.
13. Rodemerck U., Wolf D., Buyevskaya O.V., Claus P., Senkan S., Baerns M. Chem. Eng. J. 82:2001;3.
14. Buyevskaya O.V., Brückner A., Kondratenko E.V., Wolf D., Baerns M. Catal. Today. 67:2001;369.
15. Senkan S. Angew. Chem. 113:2001;322.
16. Holzwarth A., Denton P., Zanthoff H., Mirodatos C. Catal. Today. 67:2001;309.
17. Wolf D., Buyevskaya O.V., Baerns M. Appl. Catal. A: Gen. 200:2000;63.
18. J.N. Cawse, Experimental Design for Combinatorial and High Throughput Materials Development, Wiley, Hoboken, New Jersey, 2003.
19. A. Corma, J.M. Serra, A. Chica, in: E.G. Derouane, V. Parmon, F. Lemos, F.R. Ribeiro (Eds.), Principles and Methods for Accelerated Catalyst Design and Testing, Kluwer, Dordrecht, 2002, p. 153.
20. D. Wolf, M. Baerns, in: J.N. Cawse (Ed.), Experimental Design for Combinatorial and High Throughput Materials Development, Wiley, Hoboken, New Jersey, 2003, p. 147.
21. G. Grubert, D. Wolf, N. Dropka, S. Kolf, M. Baerns, Rapid discovery of new catalytic materials for the oxidative dehydrogenation of ethane to ethylene by an evolutionary approach, in: Proceedings of the Fourth World Congress on Oxidation Catalysis, Berlin/Potsdam, Germany, 2001, p. 113.
22. M. Baerns, O. Buyevskaya, G. Grubert, U. Rodemerck, in: E.G. Derouane, V. Parmon, F. Lemos, F.R. Ribeiro (Eds.), Principles and Methods for Accelerated Catalyst Design and Testing, Kluwer, Dodrecht, 2002, p. 85.
23. Grubert G., Kondratenko E., Kolf S., Baerns M., Geem P.v., Parton R. Catal. Today. 81:2003;337.
24. Buyevskaya O.V., Wolf D., Baerns M. Catal. Today. 62:2000;91.
25. Langpape M., Grubert G., Wolf D., Baerns M. DGMK-Tagungsbericht. 4:2001;227.
26. J.N. Cawse, M. Baerns, personal communication.
27. Hattori T., Kito S., et al. Catal. Today. 23:1995;347.
28. Kito S., Hattori T., Murakami Y., et al. Appl. Catal. A: Gen. 114:1994;L173.
29. Sasaki M., Hamada H., Kintaichi Y., Ito T., et al. Appl. Catal. A: Gen. 132:1995;261.
30. Hou Z.-Y., Dai Q., Wu X.-Q., Chen G.-T., et al. Appl. Catal. A: Gen. 161:1997;183.
31. Sharma B.K., Sharma M.P., Roy S.K., Kumar S., Tendulkar S.B., Tambe S.S., Kulkarni B.D., et al. Fuel. 77:1998;1763.
32. Huang K., Chen F.-Q., Lü D.-W., et al. Appl. Catal. A: Gen. 219:2001;61.
33. M. Holena, M. Baerns, in: J.N. Cawse (Ed.), Experimental Design for Combinatorial and High Throughput Materials Development, Wiley, Hoboken, New Jersey, 2003, p. 163.
34. Holena M., Baerns M. Catal. Today. 81:2003;485.
35. Schittkowski K. Ann. Operations Res. 5:1985;485.
36. M. Holena, M. Baerns, in preparation.