본문 바로가기
KERD
논문KCI 등재

부하추종 냉각수 시스템의 온도 제어를 위한 유전알고리즘 기반 비선형 PID 제어기 설계

Genetic algorithm-based design of a nonlinear PID controller for the temperature control of load-following coolant systems

1

조회

0

다운로드

1

인용

0

참고문헌

키워드

주제분류수산학

초록

본 연구에서는 선박용 2행정 저속 디젤 주기관 자켓 냉각수 온도 제어 시스템의 외란으로 작용하는 주기관의 부하 변동에 따라 변화되는 부하를 피드포워딩(Feedforward) 시켜 제시된 기준 설정치를 추종하고 만족할만한 외란 제거 성능을 갖는 비선형(Nonlinear) PID 온도 제어 시스템을 설계하였다. 피드포워딩 되는 변동 부하는 이중 루프 제어 시스템의 내, 외부 루프의 설정치를 변경할 수 있도록 고려되었다. 비선형 PID 제어기 파라미터를 최적으로 동조하기 위해 최적화 도구인 RCGA를 이용하였고, 평가 함수로는 ITAE를 사용하였다. 이때 평가함수는 주기관 자켓 냉각수 출구측 온도 뿐만 아니라 입구측 온도를 함께 고려하였다. 설계된 캐스케이드 비선형 PID 제어시스템을 모의 실험한 결과 만족할만한 성능으로 부하변동에 의한 외란을 제거했고, 변경되는 설정치를 추종해 가는 것을 확인하였다.

Abstract

In this study, the load fluctuation of the main engine is considered to be a disturbance for the jacket coolant temperature control system of the low-speed two-stroke main diesel engine on the ships. A nonlinear PID temperature control system with satisfactory disturbance rejection performance was designed by rapidly transmitting the load change value to the controller for following the reference set value. The feed-forwarded load fluctuation is considered the set points of the dual loop control system to be changed. Real-coded genetic algorithms were used as an optimization tool to tune the gains for the nonlinear PID controller. ITAE was used as an evaluation function for optimization. For the evaluation function, the engine jacket coolant outlet temperature was considered. As a result of simulating the proposed cascade nonlinear PID control system, it was confirmed that the disturbance caused by the load fluctuation was eliminated with satisfactory performance and that the changed set value was followed.

참고문헌 (25)

  1. 안종갑, "피드포워드 제어와 안티와인드업 기법을 결합한 셀-튜브 열교환기 시스템의 PID 제어", 제어.로봇.시스템학회 논문지, 20(5), pp.543~550 (2014), 제어·로봇·시스템학회[DOI]
  2. Aidan O, "Handbook of PI and PID controller tuning rules(3rd Edition)", pp.1~2 (2009), Imperial College Press
  3. Åström KJ, "PID controllers : theory, design and tuning(2nd Edition)", pp.1~4 (1995), ISA Press
  4. Ji Peng Chen, "A Nonlinear PID Controller for Electro-Hydraulic Servo System Based on PSO Algorithm", Applied Mechanics and Materials, 141, pp.157~161 (2011), Trans Tech Publications, Ltd.[DOI]
  5. 최순만, "주기관 쟈케트냉각수 온도를 위한 피드포워드 제어시스템의 구성과 분석", 한국마린엔지니어링학회지, 32(8), pp.1303~1308 (2008), 한국마린엔지니어링학회
  6. De Jong KA, "An analysis of the behavior of a class of genetic adaptation systems", Ph.D., pp.1975
  7. John Grefenstette, "Optimization of Control Parameters for Genetic Algorithms", IEEE Transactions on Systems, Man, and Cybernetics, 16(1), pp.122~128 (1986), Institute of Electrical and Electronics Engineers (IEEE)[DOI]
  8. Jacobsen SB, "Cold corrosion control", MAN Diesel Course 2014 Busan, pp.6~7 (2014)
  9. Janikow CZ, "An experimental comparison of binary and floating point representations in genetic algorithms", Proceedings of the 4th ICGA, pp.31~36 (1991)
  10. Jin GG, "Genetic algorithms as optimisation tools and their applications", Journal of Advanced Marine Engineering and Technology, 21, pp.108~116 (1997)
  11. Jin GG, "A study on a real-coded genetic algorithm", Journal of Institute of Control. Robotics and Systems, 6, pp.268~275 (2000)
  12. Jin GG, "Genetic algorithms and their applications", pp.149~261 (2004), KyoWooSa
  13. Kim DH, "Prevention of the cold corrosion", pp.1~17 (2014), MAN Diesel & Turbo Korea
  14. 김덕경, "선박용 디젤기관의 재킷 냉각청수시스템 성능 비교에 관한 연구", 한국마린엔지니어링학회지, 41(1), pp.8~14 (2017), 한국마린엔지니어링학회[DOI]
  15. Korkmaz M, "Design and performance comparison of variable parameter nonlinear PID controller and genetic algorithm based PID controller", 2012 International Symposium on Innovations in Intelligent Systems and Applications, pp.1~5 (2012)
  16. 이윤형, "RCGA에 기초한 선박 가스터빈 엔진용 PID 제어기의 동조", 한국마린엔지니어링학회지, 29(1), pp.116~123 (2005), 한국마린엔지니어링학회
  17. MAN Diesel, "Design update note - jacket cooling water system S", G50ME-B9.2 & 9.3 and all engines from 60 bore and above, 2012, pp.1~2
  18. MAN Diesel & Turbo, "Jacket cooling water temperature control", Copenhagen, 1~3 (2012), No.: 375633
  19. Aws Abdulsalam Najm, "Nonlinear PID controller design for a 6-DOF UAV quadrotor system", Engineering Science and Technology, an International Journal, 22(4), pp.1087~1097 (2019), Elsevier BV[DOI]
  20. So GB, "RCGA-based design of a nonlinear PID controller", Master, pp.2014
  21. 소건백, "Fuzzy-based nonlinear PID controller and its application to CSTR", Korean Journal of Chemical Engineering, 35(4), pp.819~825 (2018), 한국화학공학회[DOI]
  22. Wartsila, "Ancillary system of W-X engine", WARTSILA, 12~24 (2014)
  23. WINGD., "Continuous low load operation (slow steaming)", Service Letter SL-0009-3, 1~4 (2022)
  24. WINGD, "entral cooling water system", PTAA036137, 1~3 (2022)
  25. Hong Zhang, "The Application of Nonlinear PID Controller in Generator Excitation System", Energy Procedia, 17, pp.202~207 (2012), Elsevier BV[DOI]

관련 논문AI추천

이 간행물의 다른 논문 (9건)