Melt index prediction by adaptively aggregated RBF neural networks trained with novel ACO algorithm

Journal of Applied Polymer Science

Volumn 125, Issue 2, 2012, Pages 943-951

  Li, Jiubao ^a   Liu, Xinggao ^a   Jiang, Huaqin ^a   Xiao, Yundu ^a  

^a STATE KEY LABORATORY OF INDUSTRIAL CONTROL TECHNOLOGY   (China)

Author keywords

ACO; aggregated RBF networks; computer modeling; melt; poly(propylene)

Indexed keywords

ACO; ACO ALGORITHMS; ADAPTIVE METHODS; ANT COLONY OPTIMIZATION ALGORITHMS; APPLICATION PROSPECT; COMPLEX RELATIONSHIPS; COMPUTER MODELING; ESTIMATION MODELS; INDIVIDUAL NETWORK; MELT; MELT INDEX; OPTIMIZATION PROBLEMS; OVERFITTING; PREDICTION ACCURACY; PREDICTION ERRORS; PREDICTION MODEL; PRODUCT SPECIFICATIONS; QUALITY INDICATORS; RADIAL BASIS FUNCTION NEURAL NETWORKS; RBF NEURAL NETWORK; SINGLE NETWORKS; THREE MODELS;

ALGORITHMS; FORECASTING; INDUSTRIAL PLANTS; MATHEMATICAL MODELS; NEURAL NETWORKS; POLYPROPYLENES; RADIAL BASIS FUNCTION NETWORKS;

AGGREGATES;

EID: 84859588245     PISSN: 00218995     EISSN: 10974628     Source Type: Journal    
DOI: 10.1002/app.35688     Document Type: Article

References (36)

1. Bafna, S. S.; Beall, A. M., J Appl Polym Sci 1997, 65, 277.
2. McAuley, K. B.; MacGregor, J. F., AIChE J 1991, 37, 825.
3. Ahmad, S.; Mohamed, A. H.; Farouq, S. M.; Navid, M., Chem Eng J 2010, 161, 240.
4. Lee, E. H.; Kim, T. Y.; Yeo, Y. K., Korean J Chem Eng 2008, 25, 613.
5. Palmer, G.; Demarquette, N. R., Polymer 2005, 46, 8169.
6. Achilias, D. S.; Verros, G. D., J Appl Polym Sci 2010, 116, 1142.
7. Kanellopoulos, V.; Tsiliopoulou, E.; Dompazis, G.; Touloupides, V.; Kiparissides, C., Ind Eng Chem Res 2007, 46, 1928.
8. Khare, N. P.; Lucas, B.; Seavey, K. C.; Liu, Y. A.; Sirohi, A.; Ramanathan, S.; Lingard, S.; Song, Y. H.; Chen, C. C., Ind Eng Chem Res 2004, 43, 884.
9. Lo, D. P.; Ray, W. H., Ind Eng Chem Res 2006, 45, 993.
10. Chen, Y.; Liu, X. G., Polymer 2005, 46, 9434.
11. Ghasemi, S. M.; Sadeghi, G. M. M., J Appl Polym Sci 2008, 108, 2988.
12. Nele, M.; Latado, A.; Pinto, J. C., Macromol Mater Eng 2006, 291, 272.
13. Ahmed, F.; Nazir, S.; Yeo, Y. K., Korean J Chem Eng 2009, 26, 14.
14. Sharmin, R.; Sundararaj, U.; Shah, S.; Griend, L. V.; Sun, Y. J., Chem Eng Sci 2006, 61, 6372.
15. Rallo, R.; Ferre-Gine, J.; Arenas, A.; Giralt, F., Comput Chem Eng 2002, 26, 1735.
16. Kaneko, H.; Arakawa, M.; Funatsu, K., AIChE J 2009, 55, 87.
17. Neumann, G. A.; Finkler, T. F.; Cardozo, N. S. M.; Secchi, A. R., Ind Eng Chem Res 2006, 45, 2651.
18. Sarimveis, H.; Alexandridis, A.; Mazarakis, S.; Bafas, G., Comput Chem Eng 2004, 28, 209.
19. Han, I. S.; Han, C. H.; Chung, C. B., J Appl Polym Sci 2005, 95, 967.
20. Shi, J.; Liu, X. G., J Appl Polym Sci 2006, 101, 285.
21. Shi, J.; Liu, X. G.; Sun, Y. X., Neurocomputing 2006, 70, 280.
22. Chaudhuri, B. B.; Bhattacharya, U., Neurocomputing 2000, 34, 11.
23. Hunt, K. J.; Sbarbaro, D.; Zbikowski, R.; Gawthrop, P. J., Automatica 1992, 28, 1083.
24. Zhang, J.; Jin, Q. B.; Xu, Y. M., Chem Eng Technol 2006, 29, 442.
25. Sanchez, V. D., Neurocomputing 2002, 42, 147.
26. Lee, C. M.; Ko, C. N., Neurocomputing 2009, 73, 449.
27. Saha, B.; Ghoshal, A. K., Ind Eng Chem Res 2007, 46, 5485.
28. Ahmada, Z.; Zhang, J., Comput Chem Eng 2005, 30, 295.
29. Ahmada, Z.; Zhang, J., Neurocomputing 2009, 72, 1198.
30. Scarselli, F.; Tsoi, A. C., Neural Networks 1998, 11, 15.
31. Elanayar, S.; Shin, Y. C., IEEE Trans Neural Networks 1994, 5, 594.
32. Rivas, V. M.; Merelo, J. J.; Castillo, P. A.; Arenas, M. G.; Castellano, J. G., Inf Sci 2004, 165, 207.
33. Yu, D. L.; Gomm, J. B.; Williams, D., Control Eng Pract 1999, 7, 49.
34. Dorigo, M.; Blum, C., Theor Comp Sci 2005, 344, 243.
35. Lee, Z. J.; Su, S. F.; Chuang, C. C.; Liu, K. H., Appl Soft Comput 2008, 8, 55.
36. Murray-Smith, D. J., Math Compt Model Dyn Syst 1998, 4, 5.