DOI QR코드

DOI QR Code

Auto-Tuning of Reference Model Based PID Controller Using Immune Algorithm

  • Kim, Dong-Hwa (Dept. of Instrumentation and Control Eng., Hanbat National University) ;
  • Park, Jin-Ill (Dept. of Instrumentation and Control Eng., Hanbat National University)
  • Published : 2002.06.01

Abstract

In this paper auto-tuning scheme of PID controller based on the reference model has been studied for a Process control system by immune algorithm. Up to this time, many sophisticated tuning algorithms have been tried in order to improve the PID controller performance under such difficult conditions. Also, a number of approaches have been proposed to implement mixed control structures that combine a PID controller with fuzzy logic. However, in the actual plant, they are manually tuned through a trial and error procedure, and the derivative action is switched off. Therefore, it is difficult to tune. Since the immune 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. Simulation results reveal that reference model basd tuning by immune network suggested in this paper is an effective approach to search for optimal or near optimal process control.

Keywords

References

  1. Assilian and E.H. Mamdani, 'An experiment inlinguistic synthesis with fuzzy logic controllers,' IntJ. Man-Machine Studies, vol. 7, pp. 1-13, 1974
  2. A. Homaifar and E. Mccormick, 'Simultaneousdesign of membership functions and rule sets forfuzzy conoIlers using genetic algorithms,' IEEETrans. Fuzzy Systems, vol. 3 pp. 129-139, 1995 https://doi.org/10.1109/91.388168
  3. 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 https://doi.org/10.1016/0165-0114(94)00189-E
  4. Dong. Hwa. Kim, 'A application of intelligentcontrol algohthms,' Conference of ICASE, pp.15-17, 1997. Seoul
  5. Dong. Hwa. Kim, 'Application of a multivanablePID controller with a neural network tuningmethod to the heat exchange,' FUZZ-IEEE, pp.23-25, Aug.1998, Seoul
  6. J. D. Farmer, N. H. Packard and A. S. Perelson,'The immune system, adaptation, and machinelearning,' Physica. D 22, pp.187-204, 1986
  7. J. Stewart, 'The Immune System: Emergentself-assertion in an autonomous network,' In Proceedings of ECAL-93, pp.1012-1018, 1993
  8. Kazuyuki Mori and Mokoto Tsukiyama, 'Immunealgorithm with searching diversity and itsapplication to resource allocation problem,' Trans.JIEE, vol. 113-C, no. 10, '1993
  9. Dong Hwa Kim, 'Tuning of a PID controllerusing immune network model and fuzzy Set'June 15, ISIE2001, Pusan
  10. Dong Hwa Kim, 'Tuning of a PID controllerusing a artificial immune network model andfuzzy set' July 28, IFSA2001, Vancouver
  11. Chin-Teng Lin and George Lee, 'Neural Fuzzysystems,' Prentice Hall, 1996
  12. Dong Hwa Kim, 'Tuning of a PID controllerusing immune network model and fuzzy Set'June 15, ISIE2001, Pusan
  13. Dong Hwa Kim, 'Tuning of a PID controllerusing a artificial immune network model andfuzzy set' July 28, IFSA2001, Vancouver
  14. Kim, Eun Gee, 'Coinmissioning results of controlsystem in super critic one through boiler,'UTOPIA conference, Washington, Oct. 1999
  15. Dong Hwa Kim, 'Intelligent Tuning of the2-D0F PID 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
  16. Dong Hwa Kim, 'Intelligent tuning of a PIDcontroller using a immune algorithm,' Trans.KIEE , vol. 51-D, no.1, pp. 2002
  17. Dong Hwa Kim, 'Parameter tuning of fuzzyneural networks by immune algorithm,' IEEE-FUZZY2002, Hawaii, May 12-17, 2002
  18. Dong Hwa Kim, 'Neural networks control byimmune algorithun based auto-weight functiontuning,' IEEE-NN2002, Hawaii, May 12-17, 2002
  19. Dong Hwa Kim, 'Tuning of 2-D0F PIDcontroller by immune algorithm,' May 12-17,2002, IEEE international conference on evolution-ary computation, Hawaii
  20. Dong Hwa Kim, 'Auto-tuning of reference modelbased PID controller using immune algorithm,'May 12-17, 2002, IEEE intemnation conferenceon evolutionary computation, Hawaii

Cited by

  1. Research of a kind of improved immune controller based immune network vol.3, pp.2, 2010, https://doi.org/10.1108/17563781011049223
  2. Optimal fractional order PID controller design for automatic voltage regulator system based on reference model using particle swarm optimization vol.8, pp.5, 2017, https://doi.org/10.1007/s13042-016-0530-2