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Model-based Tuning Rules of the PID Controller Using Real-coded Genetic Algorithms

RCGA를 이용한 PID 제어기의 모델기반 동조규칙

  • 김도응 (한국해양대학교 제어계측공학과) ;
  • 진강규 (한국해양대학교 기계ㆍ정보공학부)
  • Published : 2002.12.01

Abstract

Model-based tuning rules of the PID controller are proposed incorporating with real-coded genetic algorithms. The optimal parameter sets of the PID controller for step set-point tracking are obtained based on the first-order time delay model and a real-coded genetic algorithm as an optimization tool. As for assessing the performance of the controllers, performance indices(ISE, IAE and ITAE) are adopted. Then tuning rules are derived using the tuned parameter sets, potential rule models and another real-coded genetic algorithm A set of simulation works is carried out to verify the effectiveness of the proposed rules.

Keywords

References

  1. Y. Nozaka, 'Trend of new control theory application in industrial process control (survey),' Proc. IFAC 12th Triennial World Cong., Vol. 4, pp. 215-218, 1993
  2. J. G. Ziegler and N. B. Nichols, 'Optimum setting for PID controllers,' Trans. ASME, Vol. 64, pp. 759-768, 1942
  3. G. H. Cohen and G. A. Coon, 'Theoretical considerations of retarded control,' Trans. ASME, Vol. 75, pp. 827-834, 1953
  4. K. J. Astrom and T. Hagglund, 'Automatic tuning of simple regulators with specifications on phase and amplitude margins,' Automatica, Vol. 20, pp. 645-651, 1984 https://doi.org/10.1016/0005-1098(84)90014-1
  5. T. Yamamoto et al., 'Intelligent tuning PID controllers,' Proc. IEEE Int. Conf. on SMC, Vol. 5, pp. 2610-2615, 1995
  6. E. H. Bristol, 'Pattern recognition: an alternative to parameter identification in adaptive control,' Automatica, Vol. 13, pp. 197-202, 1977 https://doi.org/10.1016/0005-1098(77)90046-2
  7. S. W. Sung, T. Y. Lee and S. W. Park, 'Optimal PID controller tuning method for single-input/ single-output processes,' AIChE J., Vol. 48, No. 6, pp. 1358-1361, 2002 https://doi.org/10.1002/aic.690480622
  8. A. M. Lopez, C. L. Miller and C. L. Murill, 'Tuning controller with error-integral criteria,' Instrumentation Technology, Vol. 14(2), 57-62, 1967
  9. M. Morari, E. Zafiriou, Robust Proces Control, Prentice-Hall, Englewood Cliffs, NJ, 1989
  10. M. Yuwana and D. E. Seborg, 'A new method for on-line cotroller tuning,' AIChE J., Vol. 28, No. 3, pp. 434-440, 1982 https://doi.org/10.1002/aic.690280311
  11. P. Wang and D. P. Kwok, 'Optimal design of PID process controller based on genetic algorithms,' Proc. 12th Triennial World Congress of IFAC, Sydney, Australia, Vol. 4, pp. 193-197, 1993
  12. S. W. Sung and I. B. Lee, PID Controllers and Automatic Tuning, A-Jin Publishing co., Korea, 1999
  13. 이현식, 진강규, '유전알고리즘을 이용한 연속시스템의 온라인 퍼래미터 추정,' 제어 . 자동화 . 시스템공학 논문지, 제4권, 제1호, pp. 76-81, 1998
  14. 진강규, 유전알고리즘과 그 응용, 교우사, 2000

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