Structural health monitoring of an annular component using a statistical approach

F. Mustapha, G. Manson, S.G. Pierce, K. Worden

Research output: Contribution to journalArticle

37 Citations (Scopus)

Abstract

For aerospace components there is undoubtedly a critical need to detect incipient damage in the structure, as any microscopic crack or defect can potentially lead to catastrophic failure and loss of human life. This paper investigates the scattering of an ultrasonic-guided wave into a hollow cylinder-like structure, under both damaged and undamaged conditions. Hollow cylinder structures are widely used not only in aerospace components but also in other engineering applications. The wave was sequentially transmitted and captured by means of a 'real-time data-acquisition system' combined with integrated disc-shaped piezoceramic transducers. The integration of the tested structure and the transducers formed a structural health monitoring system. Wave responses were recorded from both of the structural conditions for the purpose of damage identification using a novelty detection method called 'outlier analysis'. The principal component analysis method of reducing the dimensionality of the feature space is also presented in this paper, with its main aim being to visualise how the data sets behave as a function of the structural conditions.
Original languageEnglish
Pages (from-to)117-127
Number of pages10
JournalStrain
Volume41
Issue number3
DOIs
Publication statusPublished - 2005

Keywords

  • hollow cylinder
  • outlier analysis
  • principal component analysis
  • structural health monitoring
  • ultrasonic guided waves

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