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주성분 분석(PCA)에 의한 항공기 왕복 엔진의 구조 건전도 모니터링

Structural Health Monitoring of Aircraft Reciprocating Engine Based on Principal Component Analysis (PCA)

  • 김지환 (한양대학교 전기공학과 대학원) ;
  • 박성은 (한양대학교 전기공학과 대학원) ;
  • 이형철 (한양대학교 전기.생체공학부)
  • 투고 : 2012.01.05
  • 심사 : 2012.02.22
  • 발행 : 2012.03.31

초록

This paper presents a structural health monitoring method of aircraft reciprocating engine using Principal Component Analysis (PCA) which analyzes vibration expressed by Averaged Normalized Power Spectral Density (ANPSD). Because ANPSD of the rotating shaft is sensitive to the rotating speed, this paper proposes to use a post-processing method of ANPSD is used to reduce the sensitivity. The PCA extracts compressed information from the post-processed ANPSDs and the information means the difference between current and normal cases of the engine. The experimental results demonstrate the feasibility and effectiveness of the proposed method to detect abnormal cases of the engine.

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