Which method is better for the kinetic modeling: Decimal encoded or Binary Genetic Algorithm?

Chemical Engineering Journal

Volumn 130, Issue 1, 2007, Pages 29-37

  Boozarjomehry, Ramin B ^a   Masoori, Mohammad ^a  

^a SHARIF UNIVERSITY OF TECHNOLOGY   (Iran)

Author keywords

Binary encode GA; Decimal encoding GA; Fischer Tropsch (FT); Genetic Algorithm; Kinetic modeling; Water Gas shift (WGS)

Indexed keywords

BINARY CODES; CHEMICAL REACTORS; COMPUTATION THEORY; GENETIC ALGORITHMS; MATHEMATICAL MODELS; PARAMETER ESTIMATION;

BINARY ENCODE GENETIC ALGORITHMS; DECIMAL ENCODING GENETIC ALGORITHMS; FISCHER-TROPSCH (FT); KINETIC MODELING;

PROCESS CONTROL;

BINARY CODES; CHEMICAL REACTORS; COMPUTATION THEORY; GENETIC ALGORITHMS; MATHEMATICAL MODELS; PARAMETER ESTIMATION; PROCESS CONTROL;

EID: 34247219232     PISSN: 13858947     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.cej.2006.11.017     Document Type: Article

References (20)

1. van der Laan G.P., and Beenackers A.C.M. Intrinsic kinetics of the gas-solid Fischer-Tropsch and water-gas-shift reactions over a precipitated iron catalyst. Appl. Catal. 193 (2000) 39-53
2. G.P. van der Laan, Kinetics, selectivity and scale up of the Fischer-Tropsch synthesis, Ph.D. Thesis. University of Groningen, 1999.
3. M. Masoori, R. Boozarjomehry, J.M. Sarnavi, N. Reshadi, Application of Genetic Algorithm in kinetic modeling of Fischer-Tropsch synthesis, Iran. J. Chem. Chem. Eng., Submitted for publication, 2006.
4. Brunette A. A fast and precise Genetic Algorithm for a non-linear fitting problem. Comput. Phys. Commun. 124 (2000) 204-211
5. Wang Y., et al. Heterogeneous modeling for fixed-bed Fischer-Tropsch synthesis: reactor model and its application. Chem. Eng. Sci. 58 (2003) 867-875
6. Zennaro R., Tagliabue M., and Bartholomew C.H. Kinetics of Fischer-Tropsch synthesis on titania-supported Cobalt. Catal. Today 58 (2000) 309-319
7. Goldberg D.E. Genetic Algorithms in search, optimization and machine learning (1989), Addison-Wesley Publication
8. Dawkins R. Evolutionary Design by Computers (1999), Morgan Kaufmann Publication, San Francisco
9. Balland L., Estel L., Cosmao J.M., and Mouhab N. A Genetic Algorithm with decimal coding for the estimation of kinetic and energetic parameters. Chemom. Intell. Lab. Syst. 50 (2000) 121-135
10. Elliot L., Inghen D.B., Kyne A.G., Mera N.S., Pourkashanian M., and Wilson C.W. Genetic Algorithms for optimization of chemical kinetic mechanisms. Prog. Energy Combust. Sci. 30 (2004) 297-328
11. Moros R., Kalies H., Rex H.G., and Schaffarczyk S. A Genetic Algorithm from generating initial parameter estimations for kinetic models of catalytic processes. Comput. Chem. Eng. 20 (1995) 1257-1270
12. Froment G.F., and Park T.Y. A hybrid Genetic Algorithm for the estimation of parameters in detailed kinetic models. Comput. Chem. Eng. 22 (1998) 103-110
13. Michalewicz Z. Genetic Algorithms + Data Structures = Evolution Programs (1996), Springer
14. Goldberg D.E. The Design of Innovation: Lessons from and for Competent Genetic Algorithms (2002), Kluwer Academic Publishers, Boston, MA
15. Langdon W.B., and Poli R. Foundations of Genetic Programming (2001), Springer-Verlag Publication
16. Schmitt L.M. Fundamental study theory of genetic algorithms. Theor. Comput. Sci. 259 (2001) 1-61
17. Masoori M., Fatemi S., and Boozarjomehry R. Application of Genetic Algorithm in kinetic modeling and reaction mechanism studies. Iran. J. Chem. Chem. Eng. 24 (2005) 37-46
18. Goldberg D.E. Zen and art of Genetic Algorithms. International Conference on Genetic Algorithms and Their Applications. France (1989)
19. Hertz A., and Kobler D. A framework for the description of evolutionary algorithms. Eur. J. Operational Res. 126 (2000) 1-12
20. Holland J.H. Adaptation in Natural and Artificial Systems (1975), The University of Michigan Press, Ann Arbor, Michigan