Journal of Aerospace System Engineering (항공우주시스템공학회지)
- Volume 6 Issue 1
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- Pages.13-18
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- 2012
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- 1976-6300(pISSN)
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- 2508-7150(eISSN)
DOI QR Code
Structural Health Monitoring of Aircraft Reciprocating Engine Based on Principal Component Analysis (PCA)
주성분 분석(PCA)에 의한 항공기 왕복 엔진의 구조 건전도 모니터링
- Received : 2012.01.05
- Accepted : 2012.02.22
- Published : 2012.03.31
Abstract
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.
Keywords
- Vibration Analysis;
- Structural Health Monitoring;
- Aircraft Reciprocating Engine;
- Principal Component Analysis;
- Averaged Normalized Power Spectral Density