Model-free optimization of fuzzy rulebased systems using evolution strategies

IEEE Transactions on Systems, Man, and Cybernetics, Part B: Cybernetics

Volumn 27, Issue 2, 1997, Pages 270-277

  Fathi Torbaghan, Madjid ^a   Hildebrand, Lars ^a  

^a TU DORTMUND UNIVERSITY   (Germany)

Author keywords

[No Author keywords available]

Indexed keywords

ALGORITHMS; KNOWLEDGE BASED SYSTEMS; LEARNING SYSTEMS; MEMBERSHIP FUNCTIONS; OPTIMIZATION;

APPROXIMATE REASONING; EVOLUTION STRATEGIES; EVOLUTIONARY ALGORITHMS; FUZZY RULEBASED SYSTEMS; MODEL FREE OPTIMIZATION;

FUZZY SETS;

EID: 0031117802     PISSN: 10834419     EISSN: None     Source Type: Journal    
DOI: 10.1109/3477.558814     Document Type: Article

References (17)

1. T. Bäck, "Evolutionary algorithms," Chair of Systems Analysis, University of Dortmund, 1992.
2. K. DeJong, "An analysis of the behavior of a class of genetic adaption systems," Ph.D. dissertation, Univ. Michigan, Ann Arbor, 1975.
3. M. Fathi, "A fuzzy expert system for real-time monitoring in manufacturing," 12th World Congr. Int. Federation of Automatic Control, 1993.
4. M. Fathi and L. Hildebrand, "Evolution strategies for the optimization of fuzzy rules," Conf. IPMU, Pans, France, 1994.
5. _, "The application of evolution strategies to the problem of parameter optimization in fuzzy rulebased system," in IEEE Int. Conf. Evolutionary Computing, Perth, Australia, 1995.
6. L. J. Fogel, A. J. Owens, and M. J. Walsh, Artificial Intelligence Through Simulated Evolution. New York: Wiley, 1966.
7. S. D. Foley et al., Computer Graphics: Principles and Practice. Reading, MA: Addison-Wesley, 1991.
8. D. E. Goldberg, Genetic Algorithms in Search, Optimization and Machine Learning. Reading, MA: Addison-Wesley, 1989.
9. J. H. Holland, Adaption in Natural and Artificial Systems. Ann Arbor, MI: Univ. of Michigan Press, 1975.
10. A. Kandel, Ed., Fuzzy Expert Systems. Boca Raton, FL: CRC, 1992.
11. C. L. Karr, "Design of an adaptive fuzzy logic controller using a genetic algorithm," in Proc. 4th Int. Conf. Genetic Algorithms Applications, Univ. California, San Diego, 1991.
12. I. Rechenberg, "Cybernetic solution path of an experimental problem," Tech. Rep., Farnborough, Hants, 1965.
13. _, Evolutionsstrategie: Optimierung Technischer Systeme Nach Prinzipien Der Biologischen Evolution. Stuttgart, Germany: Frommann-Holzboog Verlag, 1973.
14. H.-P. Schwefel, "Evolutionsstrategie und numerische Optimierung," Ph.D. dissertation, Technische Universität Berlin, Berlin, Germany, 1975.
15. P. Thrift, "Fuzzy logic synthesis with genetic algorithms," in Proc. 4th Int. Conf. Genetic Algorithms Applications, Univ. California, San Diego, 1991.
16. L. A. Zadeh, "Quantitative fuzzy semantics," Inform. Sci., vol. 3, pp. 159-176, 1971.
17. _, "A theory of approximate reasoning," in Machine Intelligence, L. I. Mikulich, J. E. Hayes, and D. Mitchie, Eds. New York: Wiley, 1979, vol. 9.