Title :
Structural Damage Detection Using PCA and Improved FRF Curvature Method
Author :
Xiaoyan, Xiong ; Feng, Wang ; Liang, Wang ; Tailong, Qing
Author_Institution :
Inst. of Mechatron. Eng., Taiyuan Univ. of Technol., Taiyuan, China
Abstract :
The rationality of frequency response function (FRF) curvature method instead of curvature modality analysis method for damage detection is demonstrated. An improved frequency response curvature method is proposed. In order to locate structural damage, the method of combining the principal component analysis with ellipse control chart is studied. Improved FRF curvature is the basic variable of this method. The method does not use modal analysis and avoids the error of modal fitting, and it only deals with frequency response function. The result of cantilever experiment shows that the proposed method is effective and feasible.
Keywords :
cantilevers; condition monitoring; control charts; frequency response; principal component analysis; structural engineering; PCA; cantilevers; ellipse control chart; frequency response function curvature method; improved FRF curvature method; principal component analysis; structural damage detection; Control charts; Covariance matrix; Frequency response; Modal analysis; Principal component analysis; Resonant frequency; Shape; Improved FRF Curvature; PCA; ellipse control chart; structural damage detection;
Conference_Titel :
Intelligent Computation Technology and Automation (ICICTA), 2011 International Conference on
Conference_Location :
Shenzhen, Guangdong
Print_ISBN :
978-1-61284-289-9
DOI :
10.1109/ICICTA.2011.188