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MEMBERSHIP FUNCTION TUNING OF FUZZY NEURAL NETWORKS BY IMMUNE ALGORITHM

Kim, Dong-Hwa   (Dept. of Instrumentation and Control Eng., Hanbat National University, 16-1 San Duckmyong-dong Yusong-Gu, Deajon City Seoul,UU0001501  );
  • 초록

    This paper represents that auto tunings of membership functions and weights in the fuzzy neural networks are effectively performed by immune algorithm. A number of hybrid methods in fuzzy-neural networks are considered in the context of tuning of learning method, a general view is provided that they are the special cases of either the membership functions or the gain modification in the neural networks by genetic algorithms. On the other hand, since the immune network system possesses a self organizing and distributed memory, it is thus adaptive to its external environment and allows a PDP (parallel distributed processing) network to complete patterns against the environmental situation. Also, it can provide optimal solution. Simulation results reveal that immune algorithms are effective approaches to search for optimal or near optimal fuzzy rules and weights.


  • 주제어

    Immune networks .   Fuzzy neural network .   Auto-tuning .   Membership function.  

  • 참고문헌 (19)

    1. Dong Hwa Kim, 'Tuning of a PID controllerusing a artificial immune network model andfuzzy set', July 28, IFSA2001, Vancouver 
    2. Dong Hwa Kim, 'Tuning of a PID controllerusing a artificial immune network model andfuzzy set', July 28, IFSA2001, Vancouver 
    3. Kim, Eun Gee, 'CommissioninK results of controlsystem in super critical one through boiler',UTOPIA conference, Washington, Oct. 1999 
    4. Dong Hwa Kim, 'Intelligent tuning of a PIDcontroller using a immune algorithm', Trans.KIEE , vol. 51-D, no.1, pp. 2002 
    5. Dong Hwa Kim, 'Neural networks control byimmune algorithm based auto-weight functiontuning', IEEE-NN2002, Hawaii, May 12-17, 2002 
    6. Dong. Hwa. Kim, 'A application of intelligentcontrol algorithms,' Conference of ICASE, pp.15-17, 1997. Seoul 
    7. Dong Hwa Kim, 'Tuning of 2-D0F PIDcontroller by immune algorithm', May 12-17,2002, IEEE international conference onevolutionary computation, Hawaii 
    8. Dong Hwa Kim, 'Tuning of a PID controllerusing immune network model and fuzzy Set',June 15, ISIE2001, Pusan 
    9. Assilian and E.H. Mamdani, 'An experiment inlinguistic synthesis with fuzzy logic controllers',Int. J. Man-Machine Studies, vol. 7, pp. 1-13,1974 
    10. Dong Hwa Kim, 'Parameter tuning of fuzzyneural networks by immune algorithm',IEEE-FUZZY2002, Hawaii, May 12-17, 2002 
    11. J. D. Farmer, N. H. Packard and A. S. Perelson,'The immune system, adaptation, and machinelearning', Physica. D 22, pp.187-204, 1986 
    12. Dong Hwa Kim, 'Tuning of a PID controllerusing immune network model and fuzzy Set',June 15, ISIE2001, Pusan 
    13. Kazuyuki Mori and Makoto Tsukiyama, 'Immunealgorithm with searching diversity and itsapplication to resource allocation problem', Trans.JIEE, vol. 113-C, no. 10, 1993 
    14. R. Ketata, D. De Geest and A. Titli,'Fuzzycontroller: design, evaluation, parallel andhierarchical combination with a PID controller',Fuzzy Sets and Systems, vol. 71, pp. 113-129,1995 
    15. J. Stewart, 'The Immune System: Emergentself-assertion in an autonomous network', InProceedings of ECAL-93, pp.1012-1018, 1993 
    16. Dong. Hwa. Kim, 'Application of a multivariablePID controller with a neural network tuningmethod to the heat exchange', FUZZ-IEEE, pp.23-25, Aug.1998, Seoul 
    17. Chin-Teng Lin and George Lee, 'Neural Fuzzysystems', Prentice Hall, 1996 
    18. A. Homaifar and E. Mccormick, 'Simultaneousdesign of membership functions and rule sets forfuzzy controllers using genetic algorithms', IEEETrans. Fuzzy Systems, vol. 3 pp. 129-139, 1995 
    19. Dong Hwa Kim, 'Intelligent Tuning of the2-D0F Pm Controller On the DCS for SteamTemperature Control of Thermal Power Plant',IEEE Industrial Application Society. I&CPS 2002,May 5-8, 2002, Savannah, GA, USA 

 저자의 다른 논문

  • Kim, Dong-Hwa (6)

    1. 2002 "Auto-Tuning of Reference Model Based PID Controller Using Immune Algorithm" 퍼지 및 지능시스템학회 논문지 = Journal of fuzzy logic and intelligent systems 12 (3): 246~254    
    2. 2002 "면역 알고리즘을 이용한 PID 제어기의 지능 튜닝" 전기학회논문지. The transactions of the Korean Institute of Electrical Engineers. D / D, 시스템 및 제어부문 51 (1): 8~17    
    3. 2003 "Multiobjective PI Controller Tuning of Multivariable Boiler Control System Using Immune Algorithm" International journal of fuzzy logic and intelligent systems : IJFIS 3 (1): 78~86    
    4. 2003 "Adaptive Intelligent Control of Nonlinear dynamic system Using Immune Fuzzy Fusion" International journal of fuzzy logic and intelligent systems : IJFIS 3 (2): 146~156    
    5. 2004 "Intelligent Control of Nonlinear dynamic system Using Immune Fuzzy Fusion" International journal of fuzzy logic and intelligent systems : IJFIS 4 (1): 70~78    
    6. 2004 "면역 알고리즘의 개선된 클론선택에 의한 퍼지 뉴로 네트워크와 교통경로선택으로의 응용" 퍼지 및 지능시스템학회 논문지 = Journal of fuzzy logic and intelligent systems 14 (4): 402~410    

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