Investigation on the differential evolution driven by selected six chaotic systems in the task of reactor geometry optimization

2013 IEEE Congress on Evolutionary Computation, CEC 2013

Volumn , Issue , 2013, Pages 3087-3094

  Senkerik, Roman ^a   Pluhacek, Michal ^a   Oplatkova, Zuzana Kominkova ^a   Davendra, Donald ^b   Zelinka, Ivan ^b  

^a TOMAS BATA UNIVERSITY IN ZLIN   (Czech Republic)

^b VSB TECHNICAL UNIVERSITY OF OSTRAVA   (Czech Republic)

Author keywords

batch reactor; deterministic chaos; Differential evolution; optimization

Indexed keywords

CHAOTIC MAP; DETERMINISTIC CHAOS; DIFFERENTIAL EVOLUTION; PROCESS PARAMETERS; PSEUDO RANDOM NUMBER GENERATORS; REACTOR GEOMETRIES;

BATCH REACTORS; CHAOTIC SYSTEMS; OPTIMIZATION;

EVOLUTIONARY ALGORITHMS;

EID: 84881597693     PISSN: None     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1109/CEC.2013.6557946     Document Type: Conference Paper

References (34)

1. Q. He and L. Wang, " An effective co-evolutionary particle swarm optimization for constrained engineering design problems ". Engineering Applications of Artificial Intelligence,vol. 20, 2007, pp. 89-99.
2. V.V.R. Silva, W. Khatib and P.J. Fleming, " Performance optimization of gas turbine engine" . Engineering Applications of Artificial Intelligence,vol. 18, 2005, pp. 575-583.
3. W.W. Tan, F. Lu, A.P. Loh and K.C. Tan, " Modeling and control of a pilot pH plant using genetic algorithm" , Engineering Applications of Artificial Intelligence, vol. 18, 2005, pp. 485-494.
4. R. Lepore, A.V. Wouwer, M. Remy, R. Findeisen, Z. Nagy and F. Allgöwer, "Optimization strategies for a MMA polymerization reactor " , Computers and Chemical Engineering, vol. 31, 2007,.pp. 281-291.
5. B.K. Rout and R.K. Mittal, " Optimal manipulator parameter tolerance selection using evolutionary optimization technique ", Engineering Applications of Artificial Intelligence, vol. 21, 2008, pp. 509-524.
6. D. Davendra, I. Zelinka and R. Senkerik, " Chaos driven evolutionary algorithms for the task of PID control" , Computers & Mathematics with Applications, vol. 60, Issue 4, 2010, pp 1088-1104, ISSN 0898-1221.
7. I. Zelinka, .,SOMA-Self Organ izing Migrating Algorithm", In: New Optimization Techniques in Engineering, (B.V. Babu, G. Onwubolu (eds)), 33 p., Springer-Verlag, 2004.
8. R. Senkerik and I. Zelinka, .,Optimization and control of bat ch reactor by evolutionary algorithms", In Proceedings of 19th European Conference on Modelling and Simulation-ECMS, 2005, pp. 59-65.
9. R. Senkerik, D. Davendra, I. Zelinka, Z. Oplatkova and M. Pluhacek, "Optimization of the batch reactor by means of chaos driven differential evolution " , In Proceedings of SOCO 2012: Soft Computing Models in Industrial and Environmental Applications, Springer Series: "Advances in Inte lligent Systems and Computing", vol. 188, 2013, pp. 93-102, ISBN: 978-3-642-32922-7.
10. I. Aydin, M. Karakose and E. Akin, .,Chaotic-based hybrid negative selection algorithm and its applications in fault and anomaly detection", Expert Systems with Applications, vol. 37, no. 7, 2010, pp. 5285-5294.
11. W. Liang, L. Zhang and M. Wang, .,The chaos differential evolution optimization algorithm and its application to support vector regression machine", Journal Of Software, vol. 6, no. 7, 2011, pp. 1297-1304.
12. G. Zhenyu, Ch. Bo, Z. Min, C Binggang, .,Self-Adaptive Chaos Diff erential Evolution", Lecture Notes in Computer Science, vol. 4221, 2006, pp. 972-975.
13. M. Pluhacek, R. Senkerik, D. Davendra, Z. Kominkova Oplatkova and I. Zelinka, "On the behavior and performance of chaos driven PSO algorithm with inertia weight" , (article in press), ISSN 0898-1221, DOI 10.1016/j.camwa.2013.01.016.
14. C.M. Silva and E.C. Biscaia, " Genetic algorithm development for multiobjective optimization of batch free-radical polymerization reactors " , Computers and Chemical Engineering, vol. 27, 2003, pp. 1329-1344.
15. A. Arpornwichanop, P. Kittisupakorn and M.I. Mujtaba, "On-line dynamic optimization and control strategy for improving the performance of batch reactors " . Chemical Engineering and Processing, vol. 44 (1), 2005, pp. 101-114.
16. B. Srinisavan, S. Palanki, and D. Bonvin, "Dynamic optimization of batch processes I: Characterization of the nominal solution ". Computers and Chemical Engineering, vol. 27, 2002, pp. 1-26.
17. B. Srinisavan, S. Palanki and D. Bonvin, "Dynamic optimization of batch processes II: Role of Measurement in handling uncertainly " . Computers and Chemical Engineering, vol. 27, 2002, pp. 27-44.
18. Y. Wang, D. Zhou and F. Gao, " Iterative learning model predictive control for multi-phase batch processes" , Journal of Process Control, vol. 18, 2008, pp. 543-557.
19. W. Cho, T.F. Edgar and J. Lee, " Iterative learning dual-mode control of exothermic batch reactors ", Control Engineering Practice, vol 16, 2008, pp. 1244-1249.
20. M. A. Beyer, W. Grote, G. Reinig, "Adaptive exact linearization control of batch polymerization reactors using a Sigma-Point Kalman Filter " , Journal of Process Control, vol.18,2008, pp. 663-675.
21. P. Sarma, " Multivariable gain-scheduled fuzzy logic control of an exothermic reactor ", Engineering Applications of Artificial Intelligence vol. 14, 2001, pp. 457-471.
22. J. Sjöberg and A. Mukul, "Trajectory tracking in batch processes using neural controllers ", Engineering Applications of Artificial Intelligence vol. 15, 2002, pp. 41-51.
23. A. Mukherjee and J. Zhang, "A reliable multi-objective control strategy for batch processes based on bootstrap aggregated neural network models ", Journal of Process Control, vol. 18, 2008, pp. 720-734.
24. M. Mujtaba, N. Aziz and M.A. Hussain, "Neural network based modelling and control in batch reactor ", Chemical Engineering Research and Design, vol. 84 (8), 2006, pp. 635-644
25. J. Causa, G. Karer, A. Nunez, D. Saez, I. Skrjanc and B. Zupancic, " Hybrid fuzzy predictive control based on genetic algorithms for the temperature control of a batch reactor" . Computers and Chemical Engineering, vol. 32 (8), 2008, pp. 3254-3263.
26. A. Altinten, F. Ketevanlioglu, S. Erdogan, H. Hapoglu and M. Alpbaz, "Self-tuning PID control of jacketed batch polystyrene reactor using genetic algorithm ", Chemical Engineering Journal, vol. 138, 2008, pp. 490-497.
27. R. Faber, T. Jockenhövel and G. Tsatsaronis, " Dynamic optimization with simulated annealing" , Computers and Chemical Engineering, vol. 29, 2005, pp. 273-290.
28. R. Storn, K. Price, " Differential evolution- A simple and efficient heuristic for global optimization over continuous spaces ", Journal of Global Optimization, vol. 11, 1997, pp. 341-359.
29. K. Price, " An Introduction to Differential Evolution" , In: New Ideas in Optimization, (D. Corne, M. Dorigo and F. Glover, Eds.), pp. 79-108, McGraw-Hill, London, UK, ISBN 007-709506-5, 1999.
30. K. Price and R. Storn, " Differential evolution homepage" (2001) [Online]. Available: http://www.icsi.berkeley.edu/~storn/code.html
31. K. Price, R. Storn and J. Lampinen, " Differential Evolution-A Practical Approach to Global Optimization" , 2005, Springer, ISBN: 3-540-20950-6.
32. R. Caponetto, L. Fortuna, S. Fazzino and M. Xibilia, "Chaotic sequences to improve the performance of evolutionary algorithms ", IEEE Trans. Evol. Comput, vol. 7:3,. 2003, pp. 289-304.
33. E. M. ELabbasy, H. N.Agiza, H. EL-Metwally and A. A. Elsadany, .,Bifurcation analysis, chaos and control in the Burg ers mapping", International Journal of Nonlinear Science, vol. 4(3), 2007, pp. 171-185.
34. Sprott J. C., Chaos and Time-Series Analysis, Oxford University Press, 2003.