Proceedings of the KIEE Conference (대한전기학회:학술대회논문집)

The Korean Institute of Electrical Engineers (대한전기학회)
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A study on the design of fault diagnostic system based on PCA

PCA-기반 고장 진단 시스템 설계에 관한 연구

  • Lee, Young-Sam (School of Electronic and Information Eng., Kunsan National) ;
  • Kim, Sung-Ho (School of Electronic and Information Eng., Kunsan National) ;
  • Lee, Kee-Sang (Department of Electrical Eng., Dankook Univ.)
  • 이영삼 (군산대학교 전자정보공학부) ;
  • 김성호 (군산대학교 전자정보공학부) ;
  • 이기상 (단국대학교 전기공학과)
  • Published : 2002.07.10
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Abstract

PCA(Principle Component Analysis) has emerged as a useful tool for process monitoring and fault diagnosis. The general approach requires the user to identify the root cause by interpreting the residual or principle components. This could be tedious and often impossible for a large process. In this paper, PCA scheme is combined with the FCM-based fault diagnostic algorithm to enhance the diagnosistic results. The implementation of the PCA-FCM based fault diagnostic system is done and its application is illustrated on the two-tank system.

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