A study of finding many desirable solutions in multiobjective optimization of chemical processes

Computers and Chemical Engineering

Volumn 31, Issue 10, 2007, Pages 1257-1271

  Tarafder, A ^a   Rangaiah, G P ^a   Ray, Ajay K ^a  

^a NATIONAL UNIVERSITY OF SINGAPORE   (Singapore)

Author keywords

Ethylene reactor optimization; Multi modal solutions; Multiobjective optimization; Neighbourhood solutions; Secondary objective; Styrene process optimization

Indexed keywords

ETHYLENE REACTOR OPTIMIZATION; MULTIMODAL SOLUTIONS; NEIGHBOURHOOD SOLUTIONS; SECONDARY OBJECTIVE; STYRENE PROCESS OPTIMIZATION;

DECISION THEORY; EVOLUTIONARY ALGORITHMS; MULTIOBJECTIVE OPTIMIZATION; PARETO PRINCIPLE;

CHEMICAL ENGINEERING;

CHEMICAL ENGINEERING; DECISION THEORY; EVOLUTIONARY ALGORITHMS; MULTIOBJECTIVE OPTIMIZATION; PARETO PRINCIPLE;

EID: 34447498617     PISSN: 00981354     EISSN: None     Source Type: Journal    
DOI: 10.1016/j.compchemeng.2006.10.010     Document Type: Article

References (28)

1. Abbass H.A. Automatic generation of controllers for embodied legged organisms: A Pareto evolutionary multi-objective approach. Evolutionary Computing 12 (2004) 355
2. Andersson J., and Krus P. Multiobjective optimization of mixed variable design problems. Proceedings of 1st international conference on evolutionary multi criteria optimization. Zurich, Switzerland, March 7-9 (2001)
3. Babu B.V., Chakole P.G., and Syed Mubeen J.H. Multiobjective differential evolution (MODE) for optimization of adiabatic styrene reactor. Chemical Engineering Science 60 (2005) 4822
4. Bhaskar V., Gupta S.K., and Ray A.K. Applications of multiobjective optimization in chemical engineering. Reviews in Chemical Engineering 16 (2000) 1
5. Bhaskar V., Gupta S.K., and Ray A.K. Multiobjective optimization of an industrial wiped film pet reactor. AIChE Journal 46 (2000) 1046
6. Bhaskar V., Gupta S.K., and Ray A.K. Multiobjective optimization of an industrial wiped film ploy(ethylene terephthalate) reactor: Some further insights. Computers & Chemical Engineering 25 (2001) 391
7. Bhutani N., Ray A.K., and Rangaiah G.P. Modeling, simulation, and multi-objective optimization of an industrial hydrocracking unit. Industrial Engineering Chemistry Research 45 (2006) 1354
8. Coello C.A., Veldhuizen D.A.V., and Lamont G.B. Evolutionary algorithms for solving multi-objective problems (2002), Kluwer Academic Publishers, New York
9. Deb K. Multiobjective optimization using evolutionary algorithms (2001), Wiley, Chichester, UK
10. Deb K., and Agrawal R.B. Simulated binary crossover for continuous search space. Complex Systems 9 (1995) 115
11. Deb K., and Gulati S. Design of truss-structures for minimum weight using genetic algorithms. Journal of Finite Elements in Analysis and Design 37 (2001) 447
12. Deb K., and Reddy A.R. Classification of two-class cancer data reliably using evolutionary algorithms. BioSystems 72 (2003) 111
13. Deb, K., & Reddy, A. R. (2004). Classification of two and multi-class cancer data reliably using multiobjective evolutionary algorithms, supplementary-ea.ps document available at: http://www.iitk.ac.in/kangal/bioinfo.shtml (Accessed in March 2006).
14. Deb K., Pratap A., Agarwal S., and Meyarivan T.A. Fast and elitist multiobjective genetic algorithm: NSGA-II. IEEE Transactions on Evolutionary Computation 6 (2002) 182
15. Harik G. Finding multimodal solutions using restricted tournament selection. Proceedings of the Sixth International Conference on Genetic Algorithms (1995), Morgan Kaufmann Publishers Inc. 24-31
16. Kasat R.B., Kunzru D., Saraf D.N., and Gupta S.K. Multiobjective optimization of industrial FCC unit using elitist non-dominated sorting genetic algorithm. Industrial Engineering Chemistry Research 41 (2002) 4765
17. Mitra K., Deb K., and Gupta S.K. Multiobjective dynamic optimization of an industrial Nylon-6 semi-batch reactor using genetic algorithm. Journal of Applied Polymer Science 69 (1998) 69
18. Nandasana A., Ray A.K., and Gupta S.K. Dynamic model of an industrial steam reformer and its use for multiobjective optimization. Industrial Engineering Chemistry Research 42 (2003) 4028
19. Nandasana A., Ray A.K., and Gupta S.K. Applications of non-dominated sorting genetic algorithm in chemical reaction engineering. International Journal of Chemical Reactor Engineering 1 R2 (2003) 1
20. Rajesh J.K., Gupta S.K., Rangaiah G.P., and Ray A.K. Multiobjective optimization of industrial hydrogen plants. Chemical Engineering Science 56 (2001) 999
21. Sarkar D., and Modak J.M. Pareto-optimal solutions for multiobjective optimization of fed batch bioreactors using nondominated sorting genetic algorithm. Chemical Engineering Science 60 (2005) 481
22. Tarafder A., Rangaiah G.P., and Ray A.K. Multiobjective optimization of an industrial styrene monomer manufacturing process. Chemical Engineering Science 60 (2005) 347
23. Tarafder A., Lee B.C.S., Ray A.K., and Rangaiah G.P. Multiobjective optimization of an industrial ethylene reactor using a non-dominated sorting genetic algorithm. Industrial Engineering Chemistry Research 44 (2005) 124
24. Yee A.K.Y., Ray A.K., and Rangaiah G.P. Multiobjective optimization of an industrial styrene reactor. Computers and Chemical Engineering 27 (2003) 111
25. Yuen C.C., Aatmeeyata, Gupta S.K., and Ray A.K. Multiobjective optimization of membrane separation modules using genetic algorithm. Journal of Membrane Science 176 (2000) 177
26. Zhang Z., Hidajat K., and Ray A.K. Multiobjective optimization of simulated moving bed reactor for MTBE synthesis. Industrial Engineering Chemistry Research 41 (2002) 3213
27. Zhang Z., Hidajat K., Ray A.K., and Morbidelli M. Multiobjective optimization of SMB and Varicol process for chiral separation. AIChE Journal 48 (2002) 2800
28. Zhou F., Gupta S.K., and Ray A.K. Multiobjective optimization of the continuous casting process for poly(methyl methacryalate) using adaptive genetic algorithm. Journal of Applied Polymer Science 78 (2000) 1439