On-line prediction of a fixed-bed reactor using K-L expansion and neural networks

Chinese Journal of Chemical Engineering

Volumn 6, Issue 4, 1998, Pages 299-305

  Xinggui, Zhou ^a   Lianghong, Liu ^a   Yingchun, Dai ^a   Weikang, Yuan ^a   Hudson, J L ^b  

^a EAST CHINA UNIVERSITY OF SCIENCE AND TECHNOLOGY   (China)

^b University of Virginia   (United States)

Author keywords

Artificial neural network; Fixed bed reactor; Karhunen Lo ve expansion

Indexed keywords

MATHEMATICAL MODELS; RECURRENT NEURAL NETWORKS;

FIXED-BED REACTORS; KARHUNEN-LOEVE EXPANSION;

CHEMICAL REACTORS;

EID: 0032314957     PISSN: 10049541     EISSN: None     Source Type: Journal    
DOI: None     Document Type: Article

References (22)

1. Thibault, J., Chem.Eng.Commun., 105, 109-128 (1991).
2. Hecht-Nielson, R., Neural Networks 1, supplement 1, 445-489 (1988).
3. Hudson, J. L., Kube, M., Adomaitis, R. A., Kevrekidis, I. G., Lapedes, A. S., Farber, R. M., Chem.Eng.Sci., 45, 2705-2081 (1990).
4. Rico-Martinez, R., Krischer, K., Kevrekidis, I. G., Kube, M. C., Hudson, J. L., Chem.Eng.Comm., 118, 25-18 (1992).
5. Scott, G. M., Ray, W. H., Advanced control of chemical processes, IFAC Symposium, Kyoto, Japan, 25-27 May, 389-394 (1994).
6. Willis, M. J., Montague, G. A., Massimo, C. D., Tham, M. T., Morris, A. J, Automatica, 28 1181-1187 (1992).
7. Savakovic-Stovanovic, J., Computers & Chem. Eng., 18, 1149-1155 (1994).
8. Ishida, M., Zhan, J., AIChE J., 41 2333-2336 (1995).
9. MacMurray, J. C., Himmelblau, D. M., Computer&Chem.Eng., 19, 1077-1088 (1995).
10. Tan, H., Dai, Y. C., Yuan, W. K., Chem, Eng.Sci., 49, 5563-5569 (1994).
11. Chen, C. C., Chang, H. C., AIChE J., 38, 1461-1476 (1992).
12. Krischer, K., Rico-Martinez, R., Keverkidis, I. G., Rotermund, H. H., Ertl, G., Hudson, J. L., AIChEJ., 39, 89-98 (1993).
13. Graham, M. D., Lane, S. L., Luss, D., J.Phys.Chem., 97, 889 (1993).
14. Graham, M. D., Kevrekidis, I. G., Hudson, J. L., Veser, G, krischer, K., Imbihl, R., Chaos, Solitons&Fractals, 5, 1817-1831 (1995).
15. Zhou, X. G., Liu, L. H., Dai, Y. C., Yuan, W. K., Hudson, J. L., Chem.Eng.Sci., 51, 2179-2188 (1996a).
16. Zhou, X. G., Liu, L. H., Yuan, W. K., Hudson, J. L., Canadian J. of ChE., 74, 638-646 (1996b).
17. Lumley, J. L., Stochastic Tools in Turbulence, Academic Press, New York (1970).
18. Cooper, D., Megan, L., Hinde, R. F., AIChEJ., 38, 41-55 (1992).
19. Edgar, T. F., Himmelblau, D. M., Optimization of Chemical Processes, McGraw-Hill, New York (1998).
20. Yuan, Y., Numerical Methods for Nonlinear Programming, Shanghai Scientific & Technical Publishers, Shanghai (1990).
21. Su, H. T., McAvoy, T. J., Ind, Eng.Chem.Res., 31, 1338-1352 (1992).
22. Froment, G. F., Bischoff, K. B., Chemical Reactor Analysis and Design, 2nd ed., John Wiley & Sons, New York (1990).