PCA-based damage classification of delaminated smart composite structures using improved layerwise theory
- Authors
- Huang, Bin; Koh, Bong-Hwan; Kim, 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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Collections - College of Engineering > Department of Mechanical, Robotics and Energy Engineering > 1. Journal Articles

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