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http://hdl.handle.net/10397/6894
| Title: | Statistical structural damage detection with consideration of temperature variation | Authors: | Xia, Y Bao, YQ Li, H Xu, YL |
Issue Date: | Dec-2011 | Source: | Dynamics for sustainable engineering : proceedings of the 14th Asia-Pacific Vibration Conference, 5-8 December 2011, Hong Kong, v. 1, p. 154-162 | Abstract: | Structural responses vary with changing environmental conditions, particularly temperature. The variation in structural responses caused by temperature changes may mask the variation caused by structure damages. A data fusion-based damage detection approach under varying temperature conditions is presented in the paper. First, the temperature effect on the vibration properties is eliminated based on a linear regression model without losing damage information. Second, vibration properties are used to detect the structural damages with the Bayesian technique. Different sets of data measured at different times may lead to inconsistent monitoring results due to the uncertainties involved. The Dempster-Shafer evidence theory is employed to integrate the individual damage detection results and obtain a consistent one. An experiment on a two-story portal frame is investigated to demonstrate the effectiveness of the proposed method with consideration of the model uncertainty, measurement noise, and temperature effect. It shows that the damage detection results obtained by combining the damage basic probability assignments from each set of test data are more accurate than those obtained from each test data separately, and elimination of the temperature effect on the vibration properties can increase the damage detection accuracy. | Keywords: | Structural damage detection Temperature effect Data fusion Dempster-Shafter evidence theory Bayesian technique |
Publisher: | Department of Civil and Structural Engineering and Department of Mechanical Engineering, The Hong Kong Polytechnic University. | ISBN: | 978-962-367-731-8 | Rights: | Copyright ©2011 Department of Civil and Structural Engineering and Department of Mechanical Engineering, Hong Kong Polytechnic University Posted with permission of the publisher. |
| Appears in Collections: | Conference Paper |
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| File | Description | Size | Format | |
|---|---|---|---|---|
| Xia_Statistical_Structure_Damage.pdf | 1.47 MB | Adobe PDF | View/Open |
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