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Damage Diagnosis of Beam-like Structures Based on Sensitivities of Principal Component Analysis Results
Nguyen, Viet Ha; Golinval, Jean-Claude
2010In IMAC-XXVIII A Conference on Structural Dynamics
 

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Keywords :
Damage diagnosis; Beam-like structures; Principal Component Analysis
Abstract :
[en] This paper addresses the problem of damage detection and localization in linear-form structures. Principal Component Analysis (PCA) is a popular technique for dynamic system investigation. The aim of the paper is to present a damage diagnosis method based on sensitivities of PCA results in the frequency domain. Starting from Frequency Response Functions (FRFs) measured at different locations on the beam, PCA is performed to determine the main features of the signals. Sensitivities of principal directions obtained from PCA to beam parameters are then computed and inspected according to the location of sensors; their variation from the healthy state to the damaged state indicates damage locations. It is worth noting that damage localization is performed without the need of modal identification. Once the damage has been localized, its evaluation may be quantified if a structural model is available. This evaluation is based on a model updating procedure using previously estimated sensitivities. The efficiency and limitations of the proposed method are illustrated using numerical and experimental examples.
Disciplines :
Mechanical engineering
Civil engineering
Author, co-author :
Nguyen, Viet Ha ;  Université de Liège - ULiège > Doct. sc. ingé. (aérosp. & méca. - Bologne)
Golinval, Jean-Claude  ;  Université de Liège - ULiège > Département d'aérospatiale et mécanique > LTAS - Vibrations et identification des structures
Language :
English
Title :
Damage Diagnosis of Beam-like Structures Based on Sensitivities of Principal Component Analysis Results
Publication date :
2010
Event name :
International Modal Analysis Conference (IMAC XXVIII)
Event organizer :
Society of Experimental Mechanics
Event place :
Jacksonville, United States - Florida
Event date :
du 1 février 2010 au 4 février 2010
Audience :
International
Main work title :
IMAC-XXVIII A Conference on Structural Dynamics
Publisher :
The Printing House, Inc., Stoughton, United States - Wisconsin
ISBN/EAN :
978-1-935116-04-2
Available on ORBi :
since 24 February 2010

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