Evolutionary algorithms for multi-objective optimization: Fuzzy preference aggregation and multi-sexual EAs

Proceedings of SPIE - The International Society for Optical Engineering

Volumn 4479, Issue , 2001, Pages 157-164

  Bonissone, Stefano R ^a  

^a NONE   (United States)

Author keywords

Fuzzy rule based systems; Multi objective Evolutionary Algorithms; Multi sexual Evolutionary Algorithms; Preference Aggregation

Indexed keywords

FUZZY SETS; GENETIC ALGORITHMS; KNOWLEDGE BASED SYSTEMS; NEURAL NETWORKS; OPTIMIZATION;

SOFT COMPUTING (SC);

ARTIFICIAL INTELLIGENCE;

EID: 0035765591     PISSN: 0277786X     EISSN: None     Source Type: Conference Proceeding    
DOI: 10.1117/12.448334     Document Type: Conference Paper

References (20)

1. Back T., Fogel D.B. and Michalewicz Z. (1997). Handbook of Evolutionary Computation, Bristol, UK: Institute of Physics, and New York, NY: Oxford University Press.
2. Bonissone P., Chen Y.-T., Goebel K. and Khedkar P. (1999). Hybrid Soft Computing Systems: Industrial and commercial Applications, Proceedings of the IEEE, 87(9):1641-1667.
3. Coello Coello C.A. (2001) A Short Tutorial on Evolutionary Multiobjective Optimization, Evolutionary Multi-Criterion Optimization, Zitzler E., Deb K., Thiele L., Coello Coello C., Corne D., eds., Lecture Notes in Computer Science # 1993, Spriger-Verlag, Berlin, Germany.
4. Eiben A.E., Hinterding R. and Michaelwicz Z. (1999). Parameter Control in Evolutionary Algorithms, IEEE Transactions on Evolutionary Computation 3(2): 124-141.
5. Esquivel S., Leiva H. and Gallard R. (1999a). Multiplicity in Genetic Algorithms to Face Multicriteria Optimization, Proc. of the 1999 Congress Evolutionary Computation (CEC'99), vol. 1, pp. 85-90.
6. Esquivel S., Leiva, H. and Gallard, R. (1999b). Multiple Crossovers between Parents to Improve Search in Evolutionary Algorithms, Proc of the 1999 Congress Evolutionary Computation (CEC'99), vol. 2, pp. 1589-1594.
7. Fonseca C.M. and Fleming P.J. (1997). Multi-Objective Optimization, Handbook of Evolutionary Computation, Back T., Fogel D.B. and Michalewicz Z. eds., pp. C4.5:1-9, Bristol, UK: Institute of Physics, and New York, NY: Oxford University Press.
8. Hajela P. and Lin C.Y. (1992) Genetic search strategies in multicriterion optimal design, Structural Optimization, vol. 4, pp 99-107.
9. Herrera F. and Lozano M. (1996). Adaptation of Genetic Algorithms Parameters Based in Fuzzy Logic Controllers, Genetic Algorithms and Soft Computing (Herrera and Verdegay, eds.), Physica-Verlag, pp. 95-125.
10. Horn J. (1997). Multicriterion Decision Making, Handbook of Evolutionary Computation, (Back T., Fogel D.B. and Michalewicz Z. eds.), pages F1.9:1-F1.9:15, IOP Publ. Ltd and Oxford University Press.
11. Horn J., Nafpiolitis N. and Goldberg D. (1994). A niched Pareto genetic algorithm for multiobjective optimization. Proceedings of the First IEEE Conference on Evolutionary Computation, Orlando, Florida, June 1994.
12. Ishibushi H. and Murata T. (1998). A multi-objective genetic local search algorithm and its application to flowshop scheduling, IEEE Transactions on Systems, Man, and Cybernetics-Part C, vol. 28, No.3.
13. Lee M. and Takagi H. (1993). Dynamic Control of Genetic Algorithms using Fuzzy Logic Techniques, Proc. Fifth Int. Conf. on Genetic Algorithms, Forester S. ed., pp 76-83, Urbana-Champaign, IL.
14. Lis J. and Eiben A. (1997). A Multi-sexual Genetic Algorithm for Multiobjective Optimization, Proceedings of ICEC '97, pp. 59-64.
15. Schaffer J.D. and Grefenstette J.J. (1985). Multi-objective learning via genetic algorithms, Proceedings of the Ninth International Joint Conference on Artificial Intelligence, 1985.
16. Sprinkhuizen-Kuyper I.G., Schippers C.A., and Eiben A. (1999). On the real arity of multiparent recombination, Proc. of CEC'99, pp. 680-686.
17. Srinivas N. and Deb K. (1995) Multiobjective optimization using nondominated sorting in genetic algorithms. Evolutionary Computation, 2(3), 1995.
18. Subbu R. Anderson A. and Bonissone P. (1998). Fuzzy Logic Controlled Genetic Algorithms versus Tuned Genetic Algorithms: An Agile Manufacturing Application, Proc. IEEE International Symposium on Intelligent Control, NIST, Gaithersburg, MD, September 14-15, 1998.
19. Tsutsui S. and Jain L.C. (1998). On the effect of Multi-parents Recombination in Binary Coded Genetic Algorithms, Proc 2nd. Int. Conf. on Knowledge based Intelligent Electronic Systems (KES'98), pp. 155-160.
20. Zitler E., Deb K., Thiele L., Coello Coello C.A., and Corne D., eds. (2001). Evolutionary Multi-Criterion Optimization, Lecture Notes in Computer Science # 1993, Springer-Verlag, Berlin, Germany, 2001.