Tabu 탐색법과 신경회로망을 이용한 SVC용 적응 퍼지제어기의 설계

Design of Adaptive Fuzzy Logic Controller for SVC using Tabu Search and Neural Network

  • 손종훈 (부산대 전기공학과 석사) ;
  • 황기현 (부산대 컴퓨터 및 정보통신연구소 기금) ;
  • 김형수 (부산대 전기공학과 박사) ;
  • 박준호 (부산대 전기공학과) ;
  • 박종근 (서울대 전기공학과)
  • 발행 : 2002.04.01

초록

We proposed the design of SVC adaptive fuzzy logic controller(AFLC) using Tabu search and neural network. We tuned the gains of input-output variables of fuzzy logic controller(FLC) and weights of neural network using Tabu search. Neural network was used for adaptively tuning the output gain of FLC. The weights of neural network was learned from the back propagation algorithm in real-time. To evaluate the usefulness of AFLC, we applied the proposed method to single-machine infinite system. AFLC showed the better control performance than PD controller and GAFLS[10] for three-phase fault in nominal load which had used when tuning AFLC. To show the robustness of AFLC, we applied the proposed method to disturbances such as three-phase fault in heavy and light load. AFLC showed the better robustness than PD controller and GAFLC[10].

키워드

참고문헌

  1. N. G. Hingorani, L. Gyugyi, Understanding FACTS : Concepts and Technology of Flexible AC Transmission Systems, IEEE, 2000
  2. N. G. Hingorani, 'FACTS - Flexible AC Transmission System', EPRI Workshop, Cincinnati, Ohio, Nov., pp.14-16, 1990
  3. 박종근, '신 전력 전송 시스템', 대한전기학회 춘계 전력 계통 연구회 논문집, 1993
  4. 'FACTS 기기 개발 Ⅰ단계 연구(1MVA급 IGBT형 Statcon 개발)', TM96EJ29.97.628, 전력연구원, 1997
  5. C. S. Chen and C. T. Hsu, 'The Simplified Linear Model Derivation of Power System with Static Var Compensators to Improve System Dumping', IEEE/KTH Stockholm Power Technology, pp. 370-375, June, 1995
  6. M. Nayebzadeh and A. R. Messina, 'Advanced Concepts of Analysing Static Var Compensators to Damp Inter-Area Oscillation Modes', ETEP, Vol. 9, No. 3, pp.159-165, May, 1999 https://doi.org/10.1002/etep.4450090303
  7. Q. Zhao and J. Jiang, 'Robust SVC Controller Design for Improving Power System Damping', IEEE Transactions on Power Systems, Vol. 10, No. 4, pp.1927-1932, Nov., 1995 https://doi.org/10.1109/59.476059
  8. T. Hiyama, M. Mishiro, and H. Kihara, 'Fuzzy Logic Switching of Thyristor Controlled Braking Resistor Considering Coordination with SVC', IEEE Transactions on Power Delivery, Vol. 10, No. 4, pp. 2020-2026, Oct., 1995 https://doi.org/10.1109/61.473348
  9. Fred Glover and Manuel Laguna, Tabu Search, Kluwer Academic Publishers, 1997
  10. 정근영, '전력계통 안정도 향상을 위한 정지형 무효 전력보상기의 설계', 석사논문 2000