Optimization of adiabatic styrene reactor: A hybrid multiobjective differential evolution (H-MODE) approach

Industrial and Engineering Chemistry Research

Volumn 48, Issue 24, 2009, Pages 11115-11132

  Gujarathi, Ashish M ^a   Babu, B V ^a  

^a BIRLA INSTITUTE OF TECHNOLOGY AND SCIENCE   (India)

Author keywords

[No Author keywords available]

Indexed keywords

ADIABATIC STYRENE REACTORS; BENCHMARK TESTS; DECISION VARIABLES; DETERMINISTIC ALGORITHMS; EVOLUTIONARY APPROACH; EVOLUTIONARY STRATEGIES; GLOBAL SEARCH; HYBRID STRATEGIES; HYBRID-MODE; LOCAL SEARCH; MULTI-OBJECTIVE DIFFERENTIAL EVOLUTIONS; NON-DOMINATED SORTING GENETIC ALGORITHM - II; NONDOMINATED SOLUTIONS; OBJECTIVE OPTIMIZATION; PARETO FRONT; REAL-CODED; STAND -ALONE; STRENGTH PARETO EVOLUTIONARY ALGORITHM; TWO-OBJECTIVE OPTIMIZATION;

FUNCTION EVALUATION; GENETIC ALGORITHMS; PARETO PRINCIPLE; STYRENE;

MULTIOBJECTIVE OPTIMIZATION;

EID: 73349142316     PISSN: 08885885     EISSN: None     Source Type: Journal    
DOI: 10.1021/ie901074k     Document Type: Article

References (32)

1. The Styrene Forum. http://www.styreneforum.org (accessed May 23, 2009).
2. Deb, K. Multi-Objective Optimization Using Evolutionary Algorithms; John Wiley & Sons: New York, 2001.
3. Deb, K.; Mitra, K.; Dewri, R.; Majumdar, S. Towards a better understanding of the epoxy polymerization process using multi-objective evolutionary computation. Chem. Eng. Sci. 2004, 59, 4261.
4. Gao, X.; Chen, B.; He, B.; Qiu, T.; Li, J.; Wang, C.; Zhang, L. Multi-objective optimization for the periodic operation of the naphtha pyrolysis process using a new parallel hybrid algorithm combining NSGAII with SQP. Comput. Chem. Eng. 2008, 32, 2801.
5. Agarwal, A.; Gupta, S. K. Jumping gene adaptations of NSGA-II and their use in the multi-objective optimal design of shell and tube heat exchangers. Chem. Eng. Res. Des. 2007, 86, 123.
6. Zitzler, E.; Laumanns, M.; Thiele, L. SPEA2: Improving the Strength Pareto Evolutionary Algorithm; Technical Report 103; Computer Engineering and Networks Laboratory (TIK), Swiss Federal Institute of Technology (ETH): Zurich, Switzerland, 2001. Available online at http://www.tik.ee.ethz.ch/sop/ publicationListFiles/zlt2001a.pdf.
7. Knowles, J. D.; Corne, D. W. The Pareto Archived Evolution Strategy: A New Baseline Algorithm for Pareto Multiobjective Optimisation. In Proceedings of the 1999 Congress on Evolutionary Computation (CEC 1999); IEEE Press: Piscataway, NJ, 1999; pp 98-105.
8. Babu, B. V.; Chakole, P. G.; Mubeen, J. H. S. Multi-objective Differential Evolution (MODE) for Optimization of Adiabatic Styrene Reactor. Chem. Eng. Sci. 2005, 60, 4822.
9. Corne, D.; Dorigo, M.; Glover, F. New Ideas in Optimization; McGraw-Hill Publications: London, 1999.
10. Onwubolu, G. C.; Babu, B. V. New Optimization Techniques in Engineering; Springer-Verlag: Heidelberg, Germany, 2004.
11. Price, K. V.; Storn, R. Differential evolutions -A simple evolution strategy for fast optimization. Dr. Dobb's J. 1997, 22, 18.
12. Babu, B. V.; Munawar, S. A. Differential Evolution Strategies for Optimal Design of Shell-and-Tube Heat Exchangers. Chem. Eng. Sci. 2007, 62, 3720.
13. Angira, R.; Babu, B. V. Optimization of Process Synthesis and Design Problems: A Modified Differential Evolution Approach. Chem. Eng. Sci. 2006, 61, 4707.
14. Babu, B. V.; Mubeen, J. H. S.; Chakole, P. G. Modeling, simulation, and optimization of wiped film poly ethylene terephthalate (PET) reactor using multi-objective differential evolution (MODE). Mater. Manuf. Processes 2007, 22, 541.
15. Reddy, J. M.; Kumar, N. D. Multiobjective Differential Evolution with Application to Reservoir System Optimization. J. Comput. Civil Eng. 2007, 21, 136.
16. Babu, B. V.; Gujarathi, A. M.; Katla, P.; Laxmi, V. B. Strategies of Multi-Objective Differential Evolution (MODE) for Optimization of Adiabatic Styrene Reactor. In Proceedings of the International Conference on Emerging Mechanical Technology: Macro to Nano (EMTMN-2007); p 243.
17. Gujarathi, A. M.; Babu, B. V. Improved Multi-objective Differential Evolution (MODE) Approach for Purified Terephthalic Acid (PTA) Oxidation Process. Mater. Manuf. Processes 2009, 24, 303.
18. Chiou, J. P.; Wang, F. S. Hybrid method of evolutionary algorithms for static and dynamic optimization problems with application to a fedbatch fermentation process. Comput. Chem. Eng. 1999, 23, 1277.
19. Poloni, C.; Giurgevich, A.; Onesti, L.; Pediroda, V. Hybridization of a multi-objective genetic algorithm, a neural network and a classical optimizer for a complex design problem in fluid dynamics. Comput. Methods Appl. Mech. Eng. 2000, 186, 403.
20. Fonseca, C. M.; Fleming, P. J. An overview of evolutionary algorithms in multiobjective optimization. Evol. Comput. 1995, 3, 1.
21. Rao, S. S. Optimization Theory and Applications; Wiley Eastern: New Delhi, India, 1991.
22. Babu, B. V. Process Plant Simulation; Oxford University Press: New York, 2004.
23. Nelder, J. M.; Mead, R. A simplex method for function minimization. Comput. J. 1965, 7, 308.
24. Li, C. H.; Hubbell, O. S. Styrene. In Encyclopedia of Chemical Processing and Design; Mcketta, J. J., Weismantel, G. E., Eds.; Wiley: New York, 1982.
25. Yee, A. K. Y.; Ray, A. K.; Rangiah, G. P. Multi-objective optimization of industrial styrene reactor. Comput. Chem. Eng. 2003, 27, 111.
26. Huang, V. L.; Suganthan, P. N.; Qin, A. K.; Baskar, S. Multiobjective Differential Evolution with External Archive and Harmonic Distance-Based Diversity Measure; Technical Report-MODE-2005; NTU: Singapore, 2005.Available online at http://www3.ntu.edu.sg/home/epnsugan/index-files/papers/Tech-Report- MODE-2005.pdf.
27. Sheel, J. G. P.; Crowe, C. M. Simulation and optimization of an existing ethyl benzene dehydrogenation reactor. Can. J. Chem. Eng. 1969, 47, 183.
28. Elnashaie, S. S. E. H.; Elshishini, S. S. Modeling, Simulation and Optimization of Industrial Fixed Bed Catalytic Reactors; Gordon and Breach Science Publishers: London, 1994.
29. Agrawal, S.; Dashora, Y.; Tiwari, M. K.; Son, Y. J. Interactive Particle Swarm: A Pareto-Adaptive Metaheuristic to Multi-objective Optimization. IEEE Trans. Syst., Man Cybernetics A 2008, 38, 258.
30. Purchasing.com. http://www.purchasing.com (accessed May 23, 2009).
31. Bird, R. B.; Stewart, W. E.; Lightfoot, E. N. Transport Phenomena; Wiley: New York, 1960.
32. Smith, J. M.; Van Ness, H. C. Introduction to Chemical Engineering Thermodynamics; McGraw-Hill: New York, 1975.