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Cited 39 time in webofscience Cited 39 time in scopus
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PCA-based damage classification of delaminated smart composite structures using improved layerwise theory

Authors
Huang, BinKoh, Bong-HwanKim, Heung Soo
Issue Date
Aug-2014
Publisher
PERGAMON-ELSEVIER SCIENCE LTD
Keywords
Delamination; Sensor; Composite laminates; System identification; Principal component analysis; Damage classification
Citation
COMPUTERS & STRUCTURES, v.141, pp 26 - 35
Pages
10
Indexed
SCI
SCIE
SCOPUS
Journal Title
COMPUTERS & STRUCTURES
Volume
141
Start Page
26
End Page
35
URI
https://scholarworks.dongguk.edu/handle/sw.dongguk/23541
DOI
10.1016/j.compstruc.2014.05.011
ISSN
0045-7949
1879-2243
Abstract
A Principal Component Analysis (PCA)-based damage classification method is proposed, to analyze delaminated smart composite structure. The delamination of smart composite laminates was modeled using the improved layerwise theory. The transient sensor signals obtained from the proposed model were analyzed by the system identification algorithm, to identify the system parameters for both healthy and delaminated structures. The identified system parameters were used to classify the damage categories, and to assess the damage severity, based on PCA results. The numerical results of cross-ply and angle ply composite laminates demonstrated that the proposed method resulted in excellent damage classification ability of delaminated smart composite structures. (C) 2014 Elsevier Ltd. All rights reserved.
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