Artificial neural network model with the parameter tuning assisted by a differential evolution technique: The study of the hold up of the slurry flow in a pipeline

Chemical Industry and Chemical Engineering Quarterly

Volumn 15, Issue 2, 2009, Pages 103-117

  Lahiri, S K ^a   Ghanta, K C ^a  

^a NATIONAL INSTITUTE OF TECHNOLOGY   (India)

Author keywords

Artificial neural network; Differential evolution; Slurry flow; Slurry hold up

Indexed keywords

EID: 74049137227     PISSN: 14519372     EISSN: None     Source Type: Journal    
DOI: 10.2298/CICEQ0902103L     Document Type: Article

References (24)

1. D.R. Baughman, Y.A. Liu, Neural Networks in Bioprocessing and Chemical Engineering, Academic Press, New York, 1995
2. S. S Tambe, B. D Kulkarni, P. B. Deshpande, Elements of Artificial Neural Networks with selected applications in Chemical Engineering and Chemical and Biological Sciences, Simulations & Advanced Controls, Louisville, KY, 1996
3. A. B. Bulsari, J. Syst. Eng. 4 (1994) 131-170
4. K. Huang, X.L. Zhan, F.Q Chen, W. Lü, Chem. Eng. Sci. 58 (2003) 58-63
5. G. Stephanopoulos, C. Han, Comp. Chem. Eng. 20 (1996) 743-791
6. M. Riedmiller, H. Braun, Proc. of the IEEE Int. Conf. On Neural Networks, San Fransisco CA, Mar 28-Apr 1 (1993)
7. J. Bandyopadhyay, S. Annamalai, K.L. Gauri, AIChE J. 42 (1996) 2295-2302
8. N. Bhatt, T.J. McAvoy, Comp. Chem. Eng. 14 (1990) 573-582
9. V. Venkatasubramanian, K. Chan, K, AIChE J. 35 (1989) 1993
10. K. Price, R. Storn, Differential Evolution: Numerical Optimization Made Easy, Dr. Dobb's Journal, April 97, pp. 18-24
11. K.K. N Sastry, L. Behra, I.J Nagrath, Fundamenta Informaticae, Special Issue on Soft Comput., (1998)
12. B.V. Babu, K.K.N Sastry, Comp. Chem. Engg. 23 (1999) 327-339
13. R. Hecht-Nielsen, Proceedings of the International Joint Conference on Neural Networks 1 (1989) 593-611
14. R.P King, Introduction to practical fluid flow, Butterworthheinemann, Burlington, MA01803, 2002
15. D.M. Newitt, J.F Richardson, M. Abbott, R.B. Turtle, Trans. Inst. Chem. Eng., 33 (1955) 93-113
16. F.L. Hsu, Flow of non-colloidal slurries in pipelines: Experiments and numerical simulations, PhD Thesis, University of Illinois, Chicago, IL, 1987
17. P. Doron, D. Granica, D. Barnea, Int. J. of Multiphase Flow 13 (1987) 535-547
18. R.G. Gillies, C.A Shook, Can. J. Chem. Eng. 78 (2000) 709-716
19. G.W. Govier, K. Aziz, The Flow of Complex Mixtures in Pipes. Krieger, Malabar, FL, 1982
20. D.R. Kaushal, Y. Tomita, Inter. J. Multiphase Flow 28 (2002) 1697-1717
21. W. Schriek, L.G. Smith, D.B Hass, W.H.W Husband, report E73-10, Saskatchewan research council, Saskatoon, Canada, August, 1973
22. rd International Conference on Hydraulic Transport of Solids, BHRA Fluid Engineering, Cranfield UK Paper 3 (1974) pp. 23
23. M.C. Roco, C.A. Shook, PCH Physicochem. Hydrodyn. J. 2 (1982) 5-7
24. th Technical Conference, Slurry Transport Association, (1983) 131-142.