A new approach to fuzzy controller designing and coding via genetic algorithms

Examines the applicability of genetic algorithms to fuzzy controller optimization and presents a methodology to simultaneously design membership functions and rule sets for them. We propose a new approach to fuzzy controller coding via genetic algorithms which achieves a reduction in the number of parameters that define the membership functions, and a better understanding of the resulting system with no loss of efficiency.

[1]  Lotfi A. Zadeh,et al.  Fuzzy Sets , 1996, Inf. Control..

[2]  J. Dombi Membership function as an evaluation , 1990 .

[3]  Charles L. Karr,et al.  Genetic algorithms for fuzzy controllers , 1991 .

[4]  Chyck Karr,et al.  Applying genetics to fuzzy logic , 1991 .

[5]  V. Kreinovich,et al.  Gaussian membership functions are most adequate in representing uncertainty in measurements , 1992 .

[6]  C. L. Karr,et al.  Fuzzy control of pH using genetic algorithms , 1993, IEEE Trans. Fuzzy Syst..

[7]  Michio Sugeno,et al.  A fuzzy-logic-based approach to qualitative modeling , 1993, IEEE Trans. Fuzzy Syst..

[8]  H. Surmann,et al.  Self-Organizing and Genetic Algorithms for an Automatic Design of Fuzzy Control and Decision Systems , 1993 .

[9]  M.A. Lee,et al.  Integrating design stage of fuzzy systems using genetic algorithms , 1993, [Proceedings 1993] Second IEEE International Conference on Fuzzy Systems.

[10]  Yau-Hwang Kuo,et al.  Evaluation of fuzzy operators with membership function translation approach , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[11]  A. Tsoi,et al.  Importance of membership functions: a comparative study on different learning methods for fuzzy inference systems , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[12]  W. Pedrycz Why triangular membership functions , 1994 .

[13]  G. Langholz,et al.  Genetic-Based New Fuzzy Reasoning Models with Application to Fuzzy Control , 1994, IEEE Trans. Syst. Man Cybern. Syst..

[14]  M. G. Cooper,et al.  Genetic design of fuzzy controllers: the cart and jointed-pole problem , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[15]  J. Liska,et al.  Complete design of fuzzy logic systems using genetic algorithms , 1994, Proceedings of 1994 IEEE 3rd International Fuzzy Systems Conference.

[16]  Chuen-Tsai Sun,et al.  Neuro-fuzzy modeling and control , 1995, Proc. IEEE.

[17]  Juan Luis Castro,et al.  Fuzzy logic controllers are universal approximators , 1995, IEEE Trans. Syst. Man Cybern..

[18]  Zbigniew Michalewicz,et al.  Genetic Algorithms + Data Structures = Evolution Programs , 1996, Springer Berlin Heidelberg.