Melt index prediction by RBF neural network optimized with an adaptive new ant colony optimization algorithm

Journal of Applied Polymer Science

Volumn 119, Issue 5, 2011, Pages 3093-3100

  Li, Jiubao ^a   Liu, Xinggao ^a  

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

Author keywords

adaptive ACO; computer modeling; melt; polypropylene

Indexed keywords

ADAPTIVE ACO; ADAPTIVE VERSIONS; ANT COLONY OPTIMIZATION ALGORITHMS; BEST MODEL; COMPUTER MODELING; MELT; MELT INDEX; OPTIMIZATION APPROACH; POLYMERIZATION PROCESS; PREDICTION ACCURACY; PROCESS VARIABLES; PRODUCT SPECIFICATIONS; PRODUCTION PLANT; PROPYLENE POLYMERIZATION; RBF MODEL; RBF NEURAL NETWORK; RBF(RADIAL BASIS FUNCTION); RESEARCH RESULTS; SOFT SENSOR MODELS; STRUCTURE PARAMETER;

COMPUTER SIMULATION; FORECASTING; NEURAL NETWORKS; OPTIMIZATION; ORGANIC POLYMERS; POLYMERIZATION; PROPYLENE; RADIAL BASIS FUNCTION NETWORKS; SENSORS; THERMOPLASTICS;

ALGORITHMS;

EID: 78649925428     PISSN: 00218995     EISSN: 10974628     Source Type: Journal    
DOI: 10.1002/app.33060     Document Type: Article

References (34)

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. McKenna, T. F.; Soares, J. B. P., Chem Eng Sci 2001, 56, 3931.
4. Sarkar, P.; Gupta, S. K., Polym Eng Sci 1993, 33, 368.
5. Lee, E. H.; Kim, T. Y.; Yeo, Y. K., Kor J Chem Eng 2008, 25, 613.
6. Castoldi, M. T.; Pinto, J. C.; Melo, P. A., Ind Eng Chem Res 2007, 46, 1259.
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. Azizi, H.; Ghasemi, I.; Karrabi, Q., Polym Test 2008, 27, 548.
10. Ghasemi, S. M.; Sadeghi, G. M. M., J Appl Polym Sci 2008, 108, 2988.
11. Nele, M.; Latado, A.; Pinto, J. C., Macromol Mater Eng 2006, 291, 272.
12. Ahmed, F.; Nazir, S.; Yeo, Y. K., Kor J Chem Eng 2009, 26, 14.
13. Sharmin, R.; Sundararaj, U.; Shah, S.; Griend, L. V.; Sun, Y., J Chem Eng Sci 2006, 61, 6372.
14. Rallo, R.; Ferre-Gine, J.; Arenas, A.; Giralt, F., Comput Chem Eng 2002, 26, 1735.
15. Kaneko, H.; Arakawa, M.; Funatsu, K., AIChE J 2009, 55, 87.
16. Han, I. S.; Han, C.; Chung, C. B., J Appl Polym Sci 2005, 95, 967.
17. Shi, J.; Liu, X. G., J Appl Polym Sci 2006, 101, 285.
18. Shi, J.; Liu, X. G., Neurocomputing 2006, 70, 280.
19. Chaudhuri, B. B.; Bhattacharya, U., Neurocomputing 2000, 34, 11.
20. Hunt, K. J.; Sbarbaro, D.; Zbikowski, R.; Gawthrop, P., J Automatica 1992, 28, 1083.
21. Zhang, J.; Jin, Q. B.; Xu, Y. M., Chem Eng Technol 2006, 29, 442.
22. Park, J.; Sandberg, I. W., Neural Comput 1993, 5, 305.
23. Ahmad, S.; Simonovic, S. P., J Hydrol 2005, 315, 236.
24. Chen, S.; Cowan, C. F. N.; Grant, P. M., IEEE Trans Neural Network 1991, 2, 302.
25. Li, L.; Qiao, F.; Wu, Q. D., Int J Adv Manuf Technol 2009, 44, 985.
26. Aymerich, F.; Serra, M., Compos A Appl Sci Manuf 2008, 39, 262.
27. Ho, C. K.; Ewe, H. T., Appl Artif Intell 2009, 23, 570.
28. Kanan, H. R.; Faez, K., Appl Math Comput 2008, 205, 716.
29. Kaveh, A.; Azar, B. F.; Hadidi, A.; Sorochi, F. R.; Talatahari, S., J Constr Steel Res 2010, 66, 566.
30. Baskan, O.; Haldenbilen, S.; Ceylan, H.; Ceylan, H., Appl Math Comput 2009, 211, 75.
31. Lee, Z. J.; Su, S. F.; Chuang, C. C.; Liu, K. H., Appl Soft Comput 2008, 8, 55.
32. Yang, Y. J.; Wu, C., Expert Syst Appl 2009, 36, 3034.
33. Lin, Y.; Zhang, J.; Xiao, J., Appl Math Comput 2008, 205, 677.
34. Duan, H. B.; Zhang, X. Y.; Wu, J.; Ma, G. J., J Bionic Eng 2009, 6, 161.