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Damage detection of structures subject to nonlinear effects of changing environmental conditions

Wah, William Soo Lon; Chen, Yung-Tsang; Roberts, Gethin Wyn; Elamin, Ahmed

Authors

William Soo Lon Wah

Yung-Tsang Chen

Gethin Wyn Roberts

Ahmed Elamin



Abstract

Damage detection of civil structures has been carried out by mainly analysing the vibration properties of the structures which change when damages occur. However, these properties are also affected by the changing environmental conditions the structures are face with, and these conditions usually produce nonlinear effects on the vibration properties. Hence, a method is proposed in this paper to analyse structures subjected to nonlinear effects of environmental conditions. The method first applies Principal Component Analysis (PCA) on a bank of damage sensitivity features, followed by applying Gaussian Mixture Model on the obtained first principal component scores to cluster the data into several linear regions. By creating a baseline for each linear region using two extreme and opposite environmental conditions, and adding new measurements to the baseline one at a time followed by applying PCA, damage detection can be achieved. The method is validated on a numerical truss structure model and on the Z24 Bridge. The results demonstrate the ability of the method to analyse structures under nonlinear environmental effects.

Citation

Wah, W. S. L., Chen, Y., Roberts, G. W., & Elamin, A. (in press). Damage detection of structures subject to nonlinear effects of changing environmental conditions. Procedia Engineering, 188, https://doi.org/10.1016/j.proeng.2017.04.481

Journal Article Type Article
Acceptance Date Jan 1, 2016
Online Publication Date May 9, 2017
Deposit Date Feb 13, 2018
Publicly Available Date Feb 13, 2018
Journal Procedia Engineering
Print ISSN 1877-7058
Electronic ISSN 1877-7058
Publisher Elsevier
Peer Reviewed Peer Reviewed
Volume 188
DOI https://doi.org/10.1016/j.proeng.2017.04.481
Keywords Principal Component Analysis; Gaussian Mixture Model; Environmental conditions; Temperature; Damage detection; Nonlinear
Public URL http://eprints.nottingham.ac.uk/id/eprint/49607
Publisher URL https://www.sciencedirect.com/science/article/pii/S1877705817320337
Copyright Statement Copyright information regarding this work can be found at the following address: http://creativecommons.org/licenses/by-nc-nd/4.0
Additional Information Date of acceptance is estimated.

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Copyright Statement
Copyright information regarding this work can be found at the following address: http://creativecommons.org/licenses/by-nc-nd/4.0



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