본문 바로가기
HOME> 논문 > 논문 검색상세

논문 상세정보

신경망무고장모델과 이중퍼지로직을 사용한 냉방기 고장진단 알고리즘
Fault Diagnosis Algorithm of an Air-conditioning System by using a Neural No-fault Model and a Dual Fuzzy Logic

한도영   (국민대학교 기계.자동차공학부UU0000250  ); 정남철   (국민대학교 기계공학과 대학원UU0000250  );
  • 초록

    The fault diagnosis technologies may be applied in order to decrease the energy consumption and the maintenance cost of an air-conditioning system. In this paper, a fault diagnosis algorithm was developed by using a neural no-fault model and a dual fuzzy logic. Five different faults, such as the compressor valve leakage, the liquid line blockage, the condenser fouling, the evaporator fouling, and the refrigerant leakage of an air-conditioning system, were considered. The fault diagnosis algorithm was tested by using a fault simulation facility. Test results showed that the algorithm developed for this study was effective to detect and diagnose various faults. Therefore, this algorithm may be practically used for the fault diagnosis of an air-conditioning system.


  • 주제어

    고장진단 알고리즘 .   신경망무고장모델 .   이중퍼지로직 .   압축기밸브누설 .   액배관막힘 .   응축기오염 .   증발기오염 .   냉매누설.  

  • 참고문헌 (13)

    1. Fuente, M.J. and Saludes, S., 2000, Fault detection and isolation in a nonlinear plant via neural networks, Proc. of 4th IFAC Symp., Fault Detection, Supervision and Safety for Technical Processes, Vol. 1, pp.472-477 
    2. Breuker, M. S. and Braun, J. E., 1998, Common faults and their impacts for rooftop air conditioners, HVAC & R Research, Vol. 4, No.3, pp.303-318 
    3. McIntosh, I. B. D., Mitchell, J. W. and Beckman, W. A., 2000, Fault detection and diagnosis in chillers, ASHRAE Transactions 2000, Vol. 106, Pt. 2, Paper #4395 
    4. Han, D. and Kim, J., 2004, An experimental study on the rule based fault detection and diagnosis system for a constant air volume air handling unit, Korean Journal of the Air-Conditioning and Refrigeration Engineering, Vol. 16, No.9, pp.872-880     
    5. Simon, H., 1999, Neural networks, Prentice-Hall, pp. 156-255 
    6. Han, D. and Ha, S., 2000, Fault detection and diagnosis of air-conditioning system by using curve fitted type fuzzy algorithm, Proceedings of the SAREK Winter Annual Conference, Vol. 1, pp.302-307 
    7. Han, D. and Joo, M., 2002, Fault detection and diagnosis of an air handling unit based on rule bases, Korean Journal of the Air-Conditioning and Refrigeration Engineering, Vol. 14, No.7, pp.552-559     
    8. Han, D. and Ryoo, B., 2005, Fault detection of an air-conditioning system by using a residual input RBF neural network, Korean Journal of Air-Conditioning and Refrigeration Engineering, Vol. 17, No.8, pp.780-788     
    9. Han, D. and Hwang, J., 2003, The partial fault detection of an air-conditioning system by the neural network algorithm using normalized input data, Korean Journal of Air-Conditioning and Refrigeration Engineering, Vol. 15, No.3, pp. 159-165 
    10. Yu, D. L., Gomm, J. B. and Williams, D., 1999, Sensor fault diagnosis in a chemical process via RBF neural networks, Control Engineering Practice, Vol. 7, No.1, pp.1410-1420 
    11. Madan, M. G., Liang, J. and Noriyasu, H., 2003, Static and dynamic neural networks, 1st ed., Wiley-Interscience, pp.144-170 
    12. Che, B. and Braun, J. E., 2001, Simple rulebased methods for fault detection and diagnostics applied to packaged air conditioners, ASHRAE Transactions, Vol. 107, Pt. I, Paper #AT-0l-14-2 
    13. Frank, D. and Pletta, J. B., 1992, Neural network sensor fusion for security application, Intelligent Engineering Systems through Artificial Neural Networks, Vol. 2, pp.745-750 
  • 이 논문을 인용한 문헌 (2)

    1. Han, Hwa-Taik ; Shin, Dong-Sin ; Choi, Chang-Ho ; Lee, Dae-Young ; Kim, Seo-Young ; Kwon, Yong-Il 2008. "Recent Progress in Air Conditioning and Refrigeration Research: A Review of Papers Published in the Korean Journal of Air-Conditioning and Refrigeration Engineering in 2006" 설비공학논문집 = Korean journal of air-conditioning and refrigeration engineering, 20(6): 427~446     
    2. Han, Do-Young ; Noh, Hee-Jeon 2010. "Mathematical Models of a Transformer Cooling System for the Control Algorithm Development" 설비공학논문집 = Korean journal of air-conditioning and refrigeration engineering, 22(2): 70~77     

 저자의 다른 논문

  • Han, Do-Young (35)

    1. 1992 "측정 오차가 계산 결과에 미치는 영향" 空氣調和冷凍工學 : magazine of the society of air-conditioning and refrigerating engineers of Korea =Air-conditioning and refrigeration engineering 21 (5): 388~391    
    2. 1992 "냉동공조 분야에서의 온도, 습도 및 압력계측" 空氣調和冷凍工學 : magazine of the society of air-conditioning and refrigerating engineers of Korea =Air-conditioning and refrigeration engineering 21 (5): 402~417    
    3. 1995 "HFC-134a를 대체냉매로 사용한 자동차 냉방시스템의 성능해석" 空氣 調和·冷凍 工學 論文集 = Korean journal of air-conditioning and refrigeration engineering 7 (3): 406~420    
    4. 1996 "소형디젤엔진용 연료분사장치 전자타이머의 동적모델링과 제어" 한국자동차공학회논문집 = Transactions of the Korean Society of Automotive Engineers 4 (6): 196~204    
    5. 1997 "이중관 열교환기를 사용한 물 대 공기 열펌프 시스템의 설계와 성능해석" 空氣 調和·冷凍 工學 論文集 = Korean journal of air-conditioning and refrigeration engineering 9 (4): 462~471    
    6. 1999 "빙축열 냉방 시스템의 동적 시뮬레이션" 空氣 調和·冷凍 工學 論文集 = Korean journal of air-conditioning and refrigeration engineering 11 (6): 815~823    
    7. 2000 "흡수식 공조 시스템의 동적 모델과 시뮬레이션" 설비공학논문집 = Korean journal of air-conditioning and refrigeration engineering 12 (11): 994~1003    
    8. 2000 "멀티형 히트펌프 시스템 컴퓨터 시뮬레이션과 실험적 검증" 空氣 調和·冷凍 工學 論文集 = Korean journal of air-conditioning and refrigeration engineering 12 (1): 12~19    
    9. 2000 "실시간 가중 회기최소자승법을 사용한 익일 부하예측" 설비공학논문집 = Korean journal of air-conditioning and refrigeration engineering 12 (6): 609~615    
    10. 2000 "퍼지룰을 이용한 멀티형 히트펌프 시스템의 제상 제어" 설비공학논문집 = Korean journal of air-conditioning and refrigeration engineering 12 (8): 711~716    
  • 정남철 (0)

 활용도 분석

  • 상세보기

    amChart 영역
  • 원문보기

    amChart 영역

원문보기

무료다운로드
  • NDSL :
유료다운로드

유료 다운로드의 경우 해당 사이트의 정책에 따라 신규 회원가입, 로그인, 유료 구매 등이 필요할 수 있습니다. 해당 사이트에서 발생하는 귀하의 모든 정보활동은 NDSL의 서비스 정책과 무관합니다.

원문복사신청을 하시면, 일부 해외 인쇄학술지의 경우 외국학술지지원센터(FRIC)에서
무료 원문복사 서비스를 제공합니다.

NDSL에서는 해당 원문을 복사서비스하고 있습니다. 위의 원문복사신청 또는 장바구니 담기를 통하여 원문복사서비스 이용이 가능합니다.

이 논문과 함께 이용한 콘텐츠
이 논문과 함께 출판된 논문 + 더보기