The Transactions of the Korean Institute of Electrical Engineers A (대한전기학회논문지:전력기술부문A)

The Korean Institute of Electrical Engineers (대한전기학회)
권호 표지

Design of an Adaptive Neurofuzzy-Based Power System Stabilizer

적응 뉴로 퍼지 전력계통 안정화 장치의 설계

  • 정형환 (동아대 공대 전기공학과) ;
  • 정문규 (동아대 공대 전기공학과) ;
  • 김상효 (동아대 정보기술연구소 특별연구원)
  • Published : 2001.11.01
Download PDF
⟨ Previous Next ⟩

Abstract

The power system stabilizer(PSS) is important for the suppression of low-frequency oscillation and the improvement of system stability. In this paper, An Adaptive Neurofuzzy-based Power System Stabilizer(ANF PSS) is proposed as the new PSS type. The proposed PSS employs a multi-layer adaptive network. The network is trained directly from the input and the output of the generating unit. The algorithm combines the advantages of the Artificial Neural Network(ANN) and Fuzzy Logic Control(FLC) schemes. Studies show that the proposed ANF PSS can provide good damping of the power system over the wide range of operating conditions and improve the dynamic performance of the system.

Keywords

References

  1. K. Bollinger, 'Power System Stabilizer-Design using Root-Locus Method', IEEE Trans. on PAS, Vol. 94, No. 5, pp. 1484-1488, 1975 https://doi.org/10.1109/T-PAS.1975.31990
  2. R. J. Fleming, M. A. Mohan and K. Parvatisam, 'Selection of Parameters of Stabilizers in Multimachine Power System', IEEE Trans. on PAS, Vol. 100, No.5, pp. 2329-2333, 1981 https://doi.org/10.1109/TPAS.1981.316752
  3. C. J. We and Y. Y. Hsu, 'Design of Self-Tuning PID Power System Stabilizer of Multimachine Power System', IEEE Trans. on PWRS, Vol. 3, No.3, 1988 https://doi.org/10.1109/59.14562
  4. P. Kundur, M. Klein, G. J. Rogers and M. S. Zywno, 'Application of Power System Stabilizers for Enhancement of Overall System Stability', IEEE Trans. on Power System, Vol. 4, No. 2, 1989 https://doi.org/10.1109/59.193836
  5. T. Hiyama and T. Sameshima, 'Fuzzy Logic Control Scheme for On-line Stabilization of Multi-machine Power System', Fuzzy Sets and Systems, Vol. 39, pp. 181-194, 1991 https://doi.org/10.1016/0165-0114(91)90211-8
  6. M. A. M. Hassan, O. P. Malik and G. S. Hope, 'A Fuzzy Logic based Stabilizer for a Synchronous Machine', IEEE Trans. on Energy Conversion, Vol. 6, No.3, pp. 407-413, 1991 https://doi.org/10.1109/60.84314
  7. Y. Zhang, G. P. Chen, O. P. Malik and G. S. Hope, 'An Artificial Neural Network based Adatptive Power System Stabilizer', IEEE Trans. on Energy Conversion, Vol. 8, No. 1, pp. 71-77, 1993 https://doi.org/10.1109/60.207408
  8. Y. Zhang, O. P. Malik, G. S. Hope and G. P. Chen, 'Application of an Inverse Input-output Mapped ANN as a Power System Stabilizer', IEEE Trans. on Energy Conversion, Vol. 9, No.3, pp. 433-441, 1994 https://doi.org/10.1109/60.326460
  9. T. C. Yang, 'Applying $H_{\infty}$ Optimisation Method to Power System Stabiliser Design', Electrical Power & Energy Systems, Vol. 19, No. 1, pp. 29-35, 1997 https://doi.org/10.1016/S0142-0615(96)00026-9
  10. Y. N. Yu, 'Electric Power System Dynamics', Academic Press, 1983
  11. A. J. Wood, B. F. Wollenberg, 'Power Generation, Opteration, and Control', John Wiley & Sons, 1984
  12. Kundur, 'Power System Stability and Control', McGraw-Hill, Inc., pp. 581-626, 1993
  13. K. R. Padiyar, 'Power System Dynamics, Stability and Control', John Wiley & Sons Pte Ltd, 1996
  14. 정형환, 왕용필, 정동일, 정문규, '유전 알고리즘을 이용한 전력시스템 안정화 장치의 최적 파라미터 선정', 전기학회논문지, 제48권, 제6호, pp. 683-691, 1999
  15. 정형환, 이준탁, 이정필, 한길만, '유전알고리즘을 이용한 전력계통 안정화 장치의 강인한 $H_{\infty}$ 최적 튜닝', 전기학회논문지, 제49권, 제3호, pp. 85-94, 2000
  16. J.-S. R. Jang, 'ANFIS : Adaptive-Network-Based Fuzzy Inference System', IEEE Trans. Syst. Cyber., Vol. 23, No.3, pp, 665-685, 1993 https://doi.org/10.1109/21.256541
  17. J.-S. R. lang and C.-T. Sun, 'Neuro-Fuzzy Modeling and Control', IEEE Proceedings, Vol. 83, No. 3, pp. 378-406, 1995 https://doi.org/10.1109/5.364486
  18. N. Gulley and J.-S. R. Jang, 'Fuzzy Logic Toolbox for Use with MATLAB', The MathWorks, Inc., 1995
  19. 오성권, 박병준, 박춘성, '적응 퍼지-뉴럴 네트워크를 이용한 비선형 공정의 온-라인 모델링', 전기학회논문지, 제48권, 제10호, pp. 1293-1302, 1999
  20. Y. N. Yu and M. A. El-Sharkawi, 'Estimation of external dynamic equivalents of a thirteen-machine system, IEEE Trans. Power Appar. Syst., pp. 1324-1332, 1981 https://doi.org/10.1109/TPAS.1981.316605
  21. Y. N. Yu and H. A. M. Moussa, 'Optimal stabilization of a multi-machine system', IEEE Trans. Power Appar, Syst., pp. 1174-1182, 1972 https://doi.org/10.1109/TPAS.1972.293474
  22. R. Asgharian, 'A robust Hoc power system stabilizer with no adverse effect on shaft torsional modes', IEEE Trans. on Energy Conversion, Vol. 9, No. 3, pp. 475-481, 1994 https://doi.org/10.1109/60.326465
  23. K. Zhou, J. C. Doyle and K. Glover, 'Robust optimal control', Prentice Hall, 1996
  24. H. Shu and T. Chen, 'Robust digital design of power system stabilizers', INT. J Control, Vol. 70, No.2, pp. 227-248, 1998 https://doi.org/10.1080/002071798222389